fix(pcap): preserve executable read failures

fix(pcap): read historical capture evidence
fix(pcap): report missing selected tools clearly
2026-10-22 06:09:50 +08:00 · 2026-10-22 06:05:55 +08:00 · 2026-10-22 05:52:17 +08:00 · 2026-10-22 05:47:11 +08:00 · 2026-10-22 05:40:52 +08:00 · 2026-10-21 03:22:28 +00:00
2135 changed files with 319409 additions and 61156 deletions
@@ -0,0 +1,113 @@
+---
+name: rea-analysis-optimization
+description: Optimize REA providers and shared analysis workflows for agent context, latency, CPU, and memory while preserving correctness and Evidence. Use for analysis bottlenecks and cache or query design; CI/test-suite optimization belongs to rea-ci-tests-audit.
+---
+
+# REA analysis optimization
+
+Find a concrete source of unnecessary work, change it at its owner, and verify
+equivalent completed investigations. A useful outcome can also be a measured
+decision to leave an implementation alone.
+
+Follow the checkout's [performance priorities](../../../AGENTS.md#performance),
+[tool design](../../../docs/tool-design.md), and
+[testing guide](../../../docs/testing.md). This skill supplies an optimization
+workflow, not additional permission to execute targets, publish, or merge.
+Use the current contracts, provider prerequisites, and user authorization.
+
+Read [the Kuna case study](references/kuna-case-study.md) when selecting a
+reuse strategy or interpreting a benchmark. Its pinned observations illustrate
+tradeoffs; they are not current-provider guarantees or universal speedups.
+
+## Pin the question and the correctness oracle
+
+Describe the analyst's completed task, including the facts and relationships
+needed to answer it, requested detail, source access, and meaningful unknowns.
+Choose a representative real artifact and a small or empty case. Record the
+baseline revision, target digest, engine identity, options, host, and entrypoint.
+Use a separate checkout for changes without disturbing other work.
+
+Establish an oracle independent of the changed implementation: source-built
+fixture expectations, independently mapped file bytes, or a native producer
+paired with checks of its interpretation. Comparing two wrappers around the
+same faulty decoder does not establish correctness. Preserve address widths,
+same-address alternatives, unresolved endpoints, coverage, and source linkage.
+An empty result proves absence only within the actually examined scope.
+
+## Locate the earliest unnecessary work
+
+Trace one public CLI or MCP task through shared application code to its producer.
+Measure relevant phases: admission and identity checks, native analysis,
+decoding, lookup, projection, serialization, Evidence retention, and cleanup.
+Include catalog discovery and extra calls when they affect the completed task.
+
+Use the evidence to choose the smallest structural correction:
+
+| Observed cost                     | Candidate correction                                       | Condition to establish                                                               |
+| --------------------------------- | ---------------------------------------------------------- | ------------------------------------------------------------------------------------ |
+| Repeated scans of validated facts | Reuse existing order or lookup structure                   | The owner establishes ordering and identity; every matching alternative survives     |
+| Repeated equivalent engine work   | Share a validated result or in-flight producer             | Inputs, freshness, lifetime, and per-caller outcomes remain explicit                 |
+| Full reports for selected facts   | Push selection or projection to the earliest capable owner | Required facts and evidence remain reachable; examined coverage is reported          |
+| Large temporary transport buffers | Decode incrementally or use bounded source reads           | Validate the whole admitted document; retained facts and copies still consume memory |
+| Many repeated homogeneous reads   | Share admission, decoding, or batch work                   | Preserve item identity, order where required, and individual failures                |
+
+Do not introduce an index, generic cache, batch endpoint, or orchestration layer
+without identifying the work it removes and its maintenance/resource cost.
+Projection after materializing a full report may reduce output while leaving
+analysis time and peak memory unchanged. Fix missing or incorrect facts before
+benchmarking an alternative composition against a better-covered workflow.
+
+## Keep one interpretation and a defined reuse lifetime
+
+Let the producer boundary validate and normalize facts once. Consumers query
+that representation through the shared CLI/MCP implementation; adapters should
+not rebuild relationships or independently reinterpret raw reports. Keep lookup
+identity separate from display formatting. Reuse contracts when their intent
+matches, honoring requested detail and complete Evidence access.
+
+For every cache or shared producer, state its key, owner, invalidation, retained
+size, and lifetime. Account for result-affecting target bytes, engine contents,
+analysis options, architecture/load mapping, and parser/schema versions where
+they affect reuse. Validate live state before calling a cached observation
+current. Cache a refusal only when it is deterministic for that validated key;
+malformed, partial, transient, or cancelled attempts need explicit retry policy.
+
+One cancelled waiter must not invalidate a successful peer. Preserve producer
+failure context and each caller's cancellation reason. Retain ownership and
+capacity charges until shared work and cleanup settle; preserve completed
+observations when cleanup fails. Exercise invalidation, concurrent consumers,
+last-waiter cancellation, close, and cleanup retry when those paths change.
+
+Bound the process family and retained state, not just a parent heap or worker
+count. Account for decoding and serialization expansion before allocation.
+Choose CPU, memory, concurrency, and disk limits from the host and workload;
+stop before OOM and verify owned cleanup. A guard-stopped task is incomplete.
+Do not replace a transport buffer cap with an unbounded retained inventory or
+hide partial results behind a success status.
+
+## Compare completed tasks and limit the claim
+
+Run the affected real public workflow before and after with equivalent inputs,
+results, coverage, and Evidence semantics. Include small inputs so setup costs
+and regressions are visible. Distinguish fresh sessions, warm runtime caches,
+and OS file caches. Alternate or repeat runs when variance affects the decision.
+Choose meaningful boundary regressions for cases the actual engine cannot
+reliably reproduce; a fake engine does not qualify a real provider.
+
+Report task outcome, relevant phase timings, total elapsed and CPU time, peak
+process-family memory and its accounting method, resource stops, and cleanup.
+Check the payload exit status as well as the profiler's. Keep failed attempts
+and identify unmeasured costs; a passing retry does not explain a failure.
+
+For token claims, count schemas/discovery, arguments, replies, retries, and
+continuations needed to finish the task. Label tokenizer estimates separately
+from actual model usage and record the client/catalog behavior. Smaller JSON
+alone establishes neither fewer model tokens nor better investigation quality.
+Do not claim a complex-software advantage without completed representative
+investigations and comparable correctness/coverage.
+
+Finish with the bottleneck, owning change, preserved semantics, executed
+checks, before/after measurements, and remaining limits. Keep any integration
+record current with its tested revision and distinguish merged production work
+from experiment-only code. Stop when the demonstrated bottleneck is resolved
+or further benefit remains speculative.
@@ -0,0 +1,4 @@
+interface:
+  display_name: "REA analysis optimization"
+  short_description: "Optimize analysis with preserved Evidence and measured costs"
+  default_prompt: "Use $rea-analysis-optimization to find and verify a concrete analysis bottleneck while preserving correctness and Evidence."
@@ -0,0 +1,112 @@
+# Kuna: reuse before adding machinery
+
+Read this reference for concrete examples of the skill's decisions. The records
+below concern static Linux analysis with caller-supplied Kuna. They do not
+establish parity with another provider or a general advantage for Code Mode,
+atomic tools, or any particular orchestration design.
+
+## Exact-address lookup: a measured, narrow improvement
+
+[PR #4695](https://github.com/morluto/rea/pull/4695) reused the validated string
+inventory's numeric address order. Previously, each `list_strings(address)`
+filtered all cached facts. The owner now performs a binary lower-bound lookup
+and returns every encoding at that address: O(log n + matches), without a
+second retained lookup index.
+
+The owning implementation is
+[`KunaStringInventory.ts`](../../../../src/kuna/KunaStringInventory.ts), consumed
+by [`KunaStringQueries.ts`](../../../../src/kuna/KunaStringQueries.ts). Inspect
+their current versions before adapting the example. Numeric u64 addresses,
+same-address encodings, duplicate rejection, source digests, caller selection,
+and the existing session lifetime were part of the contract. Full listings and
+literal/regex searches kept their semantics. An attempted removal of the
+duplicate-detection set was dropped: no stable memory benefit was established,
+and it delayed malformed-input rejection.
+
+### Recorded workload and results
+
+The benchmark used unmodified Kuna 1.833 and LLVM 16 on Linux x86-64, with
+602,544 string facts. Baseline was `be0b2d138`; the final feature was
+`5f564962da0e1b17f00a68a74a312539f0209a01`, subsequently integrated in
+`c6b62754b095a134d6d67877508fa34311a2eda2`. These are historical observations,
+not a benchmark of every subsequent main revision.
+
+The same production stdio MCP task discovered the catalog, opened the binary,
+made one cold selected read and 28 warm exact reads, checked retained Evidence,
+and closed the session. Five selected addresses and two absent selectors were
+read four times. A native filtered scan selected the strings; an independent
+ELF load-header mapping checked the source bytes and terminators. Returned
+facts, source linkage, target digests, and cleanup were checked.
+
+Three alternating fresh sessions per implementation used one CPU, a 4 GiB
+process-family hard limit, a 3 GiB early stop, and no swap. OS file caches were
+warm. Whole-harness costs include the independent native oracle, hashing,
+catalog/client work, and correctness checks.
+
+| Median                                   |     Before |      After |
+| ---------------------------------------- | ---------: | ---------: |
+| 28 warm exact MCP reads                  |   495.2 ms |    90.8 ms |
+| Cold selected MCP read                   |    11.30 s |    11.01 s |
+| Whole harness elapsed                    |    28.24 s |    27.43 s |
+| Whole process-family CPU                 |    27.71 s |    26.89 s |
+| Kernel family peak, including file cache | 2237.6 MiB | 2240.6 MiB |
+
+Warm totals ranged from 491.7–544.3 ms before to 84.8–99.5 ms after: about
+5.5 times faster at this phase. Cold/whole-task timing and memory overlapped;
+no stable improvement in those costs was established. One small SQLite pair
+(7,985 facts) measured 20 warm reads at 88.6 → 80.5 ms and the whole harness at
+13.68 → 13.94 s. The large-inventory lookup benefit does not generalize to a
+whole-task speedup on small inputs.
+
+Catalog hashes, call counts, and normalized facts were unchanged. A
+`cl100k_base` estimate over one pass of raw catalog JSON, arguments, and replies
+was about 846,000 tokens in both lanes, with about 802,562 from the catalog.
+This was transport serialization, not rendered model context or actual usage;
+client discovery, prompts, replay, and protocol framing were unmeasured.
+**No token reduction or improved agent investigation outcome was established.**
+
+Pinned target SHA-256:
+`f62d254b7f2bf42df8c8b07d46ee3bb4c2cafeca436b2e6bc6ccbe4581f58f40`.
+Pinned engine SHA-256:
+`d858918b0766435cd96b999a77f2d5a31a0cc4f07256421c883b5b9dc4dd58e4`.
+All six normalized-result sequence digests were
+`4d2f90269da8568984090b20274163c4a7c2a0538aab63530bd2fe44840a0bba`.
+Selected byte agreement does not prove native discovery completeness; missing
+strings and relationships can remain unknown.
+
+## Other transferable changes and their limits
+
+- [Cached string inventory and search, #4095](https://github.com/morluto/rea/pull/4095):
+  share validated facts across queries in a defined session. Audit key inputs
+  and lifetime before extending reuse across targets or engine revisions.
+- [Shared single-function work, #4045](https://github.com/morluto/rea/pull/4045)
+  and [repeat-request reuse, #4169](https://github.com/morluto/rea/pull/4169):
+  avoid duplicate native work while retaining per-caller cancellation and
+  cleanup ownership. A query count alone cannot reveal duplicate subprocesses.
+- [Streamed strings, #4318](https://github.com/morluto/rea/pull/4318)
+  and [streamed call graph, #4329](https://github.com/morluto/rea/pull/4329):
+  remove fixed aggregate transport-buffer failures through incremental parsing.
+  Streaming transport does not bound every retained object or final reply.
+  These links establish changes; no numerical speedup is asserted here.
+
+Typed reference facts, native string-query projection, and shared native byte
+reads remained experimental at the 2026-10-17 checkpoint
+`65f2f9a22bc892f61d2b00f9a4611124f57d4bff` on
+`experiment/atomic-codemode-20261016`. Some experiments used a patched native
+engine. Check current integration and bring-your-own engine capabilities before
+proposing them; a working experiment is not a stock-provider guarantee.
+
+## Applying the reasoning elsewhere
+
+For another provider or format, inspect its actual representation and native
+capabilities before borrowing the implementation. Existing numeric ordering
+may support range reads; an on-disk native query may avoid materializing an
+inventory; an immutable parse may support several views. Measure the relevant
+alternative rather than requiring every provider to use Kuna's cached array.
+
+For live observations, immutable artifact caching rules are insufficient:
+validate the process/session identity and freshness required by the caller.
+For compact replies, preserve access to source Evidence and report examined
+coverage; projection must not silently turn an unresolved edge into no edge.
+For batching, test mixed successes and failures and measure the entire task,
+including discovery, extra calls, native work, and serialization.
@@ -2,7 +2,7 @@
 name: reverse-engineer-anything
 description: Reverse engineer native, managed, Electron/JavaScript, packaged, firmware, and browser targets with REA. Use shipped-artifact or requested runtime evidence to explain features, compare versions, decompile code, or guide a reconstruction. Skip REA for ordinary source-repository architecture analysis.
 metadata:
-  version: "42"
+  version: "44"
 ---

 # REA
@@ -30,6 +30,8 @@ unavailable, read [connection and recovery](references/connection-and-recovery.m
 Diagnose the observed blocker, continue useful supported work, and resume the
 original task after repair. Client approval, shell PATH, registration and engine
 availability have different remedies; avoid repeating setup for all of them.
+If the host times out without a REA result, do not repeat the unchanged call or
+assume work stopped. Read the recovery guide's deadline distinction before retrying.

 1. Diagnose without changing REA or client configuration. `npx` may download
   the package and write to npm's cache. For Codex, run
@@ -92,6 +94,10 @@ explicit path or endpoint and do not need it.
 - Archive/package member inventory (ZIP/APK/IPA/MSIX/AppX or DMG):
  `open_binary` with the supplied local path; use `inspect_artifact` when its
  graph and findings help answer the question.
+- Apple app plist, Interface Builder, asset catalog, or keyed archive resources:
+  `open_bundle_resources`, then the selected resource tool. This does not
+  require `CFBundleExecutable` or a deep provider. Resource sessions have no
+  executable digest or binary snapshot; use `open_binary` for native code.
 - Android APK code, classes, methods, or incoming references:
  `inspect_android_package`, then focused Android tools when advertised.
  Archive member inventory still uses the archive route above.
@@ -169,6 +175,26 @@ explicit path or endpoint and do not need it.
  absent metadata does not prove a binary is not Go, and unparsed text records
  remain explicit. See the
  [Go binary guide](https://github.com/morluto/rea/blob/main/docs/go-binaries.md).
+- Bundled GGUF or safetensors model declarations: `inspect_model_artifact`
+  with the explicit local file. Default header hashing leaves full-file identity
+  unknown; `hash: "full"` additionally reads all weights for SHA-256. MCP returns
+  retained summaries; optional `view` selects one page in the initial call. Use
+  `inspect_analysis_view` kind `model-artifact` for
+  batched metadata keys, tensor names or type totals, selected fields and pages.
+  Preserve header-scoped indices and array preview omissions; do not infer model
+  behavior from declared architecture or tensor types. See the
+  [model file guide](https://github.com/morluto/rea/blob/main/docs/model-artifacts.md).
+- Unity IL2CPP names, member owners and string literals from `global-metadata.dat`:
+  `inspect_il2cpp_metadata` with the explicit local file; MCP defaults to compact
+  counts. Query sections, images, types, methods, fields, properties, events,
+  parameters or string_literals through `inspect_analysis_view`
+  with the returned `parent_evidence_id`, using exact filters, batch indices and
+  selected fields. Parameters accept `method_indices`, avoiding a scan of all
+  parameter pages. Missing collections in historical Evidence remain unknown.
+  Versions 24, 27, 29, 31 and 39; no Unity, IL2CPP
+  binary or disassembler is run. Unrecognized magic (possibly encrypted) and
+  other versions are unsupported. Optional matching `binary_path` enables static native addresses and type references; query `method_addresses` with indices or addresses/states, preserving every shared-body method and both artifact identities. Without a linked binary native counts remain unknown. Byte-pattern fallback is inferred; no runtime behavior or same-build pairing is proved. See the
+  [IL2CPP metadata guide](https://github.com/morluto/rea/blob/main/docs/il2cpp-metadata.md).
 - Embedded cargo-auditable Rust dependency metadata: `inspect_rust_binary`
  with the explicit local ELF, PE, or thin Mach-O file. This built-in
  target-free inspection requires no Rust installation or disassembler. Preserve
@@ -247,6 +273,12 @@ Provider candidate facts describe possible providers, while top-level session
 capabilities describe the current route and `analysis_provider_binding` names the
 selected provider. Do not treat those scopes as interchangeable.

+For a Ghidra startup timeout on a large native target, follow
+[deadline recovery](references/native-and-artifacts.md#ghidra-startup-deadline-recovery)
+before abandoning deep analysis or repeating the same cold import. The default
+330 seconds is configurable; changing the server's environment requires a new
+REA process.
+
 ## Work summary-first

 Start with the default result and use its inline Evidence and graph context.
@@ -34,6 +34,47 @@ answers part of the question, and name the unavailable evidence separately.
 Do not substitute another target. Label observations from ordinary shell tools
 as such; only actual REA output supplies REA Evidence.

+## Distinguish client and server deadlines
+
+A host message such as `timed out awaiting tools/call` with no REA result means
+the client's deadline expired before a result arrived. It does not establish
+that REA finished, canceled successfully, or released all resources. Do not
+repeat the unchanged analysis. Inspect available session/provider state and
+retained Evidence only when useful; an idle `binary_session` is not proof that
+every target-free operation stopped. Never invent a missing Evidence reference.
+
+Allow the host tool deadline to cover execution, cancellation/cleanup, and
+response delivery. In Codex, the setting is
+`mcp_servers.<server-id>.tool_timeout_sec` in **seconds**, not
+`startup_timeout_sec`. Select a value for the actual operation budget and
+headroom, not a universal timeout. See the
+[official MCP configuration reference](https://learn.chatgpt.com/docs/extend/mcp?surface=cli).
+Apply configuration changes only within the authorized scope, preserving
+unrelated entries and backups; reconnect/restart as required by the host.
+When configuration is not editable, report the setting needed or use an
+authorized CLI fallback. Do not silently broaden permissions or switch targets.
+
+A returned REA `provider_timeout` instead means the **server/provider** reached
+its deadline. Follow its `remediation.action`, reuse accessible partial Evidence,
+and resolve reported incomplete cleanup before retrying. Raising only the
+client deadline does not change this server budget. For static JavaScript,
+`analysis_timeout_ms` (CLI `rea analyze-javascript-application <path>
+--analysis-timeout-ms <milliseconds>`) controls each source's
+startup, analysis and transfer deadline in **milliseconds**. Increase that
+budget or reduce semantic work / select exact inventoried `source_paths` when
+the task permits. Omit `source_paths` for all sources; `[]` is invalid.
+`detail: "summary"` reduces delivery, not analysis work. A per-source budget
+does not bound the elapsed time for an entire multi-source application.
+Partial-Evidence inspection can avoid recomputation; an unavailable reader is
+not itself a reason to block a corrected static-analysis retry.
+The shorthand `rea analyze <path>` does not expose this timeout flag; use the
+explicit JavaScript command when changing that budget.
+
+For invalid arguments, use the connected tool's current input schema, or the
+installed CLI's command help. Refresh the catalog if stale; do not guess fields
+from an older skill or return the entire catalog to repair one field. Correct
+all reported fields before retrying.
+
 ## Repair registration when needed

 For Codex:
@@ -24,6 +24,17 @@ retain its complete source and receive that view immediately. Without that
 advertised choice, keep the existing complete call. CLI inspection returns
 portable complete Evidence; save it before projecting a selected inline view.

+For native procedure/name/string inventories, select `detail: "summary"` when
+the connected tool advertises it and the task needs counts or selected rows.
+Use its parent Evidence ID with
+`view: {kind: "native-inventory", offset: 0, limit: 32, fields: ["value"]}`.
+Search tools retain the existing pattern/mode/case/document selection. Omit
+`fields` for complete records; `record.address` and `source_index` remain on
+selected rows. Selecting `value` keeps its string/decoding qualifications.
+Parent Evidence ID plus source index preserves same-address
+alternatives. Follow `coverage.next_offset` only as far as the question needs;
+exhausting retained rows does not establish complete program discovery.
+
 Use `record_unknown` to track unresolved questions in the user's investigation
 and name the authority or environment still required. Supply supporting and
 contradicting evidence IDs. It updates the session registry directly.
@@ -69,3 +80,17 @@ When the connected schema advertises `include_query_parameter_names`, select
 it in the view for distinct observed names with original record ordinals. Query
 values are omitted; the names establish neither required parameters nor a
 complete server schema. Keep the original parent Evidence for exact URLs.
+
+Use `inspect_analysis_view` with `view: {kind: "environment-manifest"}` on the
+same retained HAR Evidence to project the primary origin's request lines into
+named tools with path templates, parameters, observed query names, value-free
+body shapes and record pointers for an agent environment. Opt into
+`template_rules` only when recorded identifiers need them; every template,
+parameter and merged sibling is an inference, no header, cookie or body value is
+copied, and the three stated unknowns stay unresolved.
+
+Use `view: {kind: "environment-state"}` with the manifest's `template_rules` to
+extract the data those reads observed instead: entity types and identity
+fields, entities with recorded values, documents, and per-tool render plans
+checked against the recordings. The state comes only from reads before the
+first related write; types, identity and list membership are inferences.
@@ -18,7 +18,8 @@ only selected files. The result and summary record `source_selection`; files
 outside scope and their relationships remain unknown, so partial application
 coverage does not mean the selected source failed. Use repeated `--source-path`
 on either static application CLI route. Omit the selection when the question
-requires complete application analysis. `detail: "summary"` reduces delivery
+requires complete application analysis; `source_paths: []` is invalid, not an
+unfiltered request. `detail: "summary"` reduces delivery
 and does not by itself reduce analysis work.

 Exact `#alias` specifiers resolve through the importer's
@@ -35,7 +36,9 @@ the complete application Evidence inline when it fits.
 When the connected schema advertises `max_heap_mb` and `analysis_timeout_ms`,
 these select the isolated source analyzer's old-space heap and per-source
 deadline. Defaults are 1024 MiB and 300000 ms. They do not change the MCP
-process heap. A Bun-hosted REA does not enforce the heap choice; on Windows it
+process heap or the client's tool deadline. For a host timeout without REA
+output, use the [deadline recovery guide](connection-and-recovery.md#distinguish-client-and-server-deadlines)
+instead of raising the server budget. A Bun-hosted REA does not enforce the heap choice; on Windows it
 instead limits the analyzer's committed memory to that choice plus a 512 MiB
 runtime reserve.
 Resource-limited analyses preserve completed static facts and
@@ -1,5 +1,48 @@
 # Native, managed, and packaged artifacts

+For release comparisons, export `list_procedures` Evidence from each target before
+closing it. Close clears session records: import both bundles after collecting the
+two targets, or supply portable inline Evidence. `match_native_functions` pairs unique exact names and, when supplied,
+complete observed body bytes. Reuse optional same-context `list_names`,
+`procedure_info`, `read_bytes` and existing `analyze_function` Evidence; avoid
+decompiling every function merely to match it. Its summary retains a parent for
+`inspect_analysis_view` `function-matches` collections `matches` and `functions`.
+Select columns, batch IDs and page individual facts; aliases remain unresolved.
+Unpaired observations do not prove additions/removals. Existing matched dossier
+pairs include inputs for `compare_functions`; otherwise analyze just chosen pairs.
+
+## Apple app resources
+
+Use `open_bundle_resources` with the selected app path, then `inspect_plist`,
+`decode_interface_builder`, `inspect_asset_catalog`, or `inspect_keyed_archive`.
+The resource session reads the app without resolving `CFBundleExecutable` or
+starting a deep provider. Preserve `resource_root` provenance, per-resource
+hashes where reported, and null executable identity; a directory path is not
+an executable digest. Export retained Evidence before closing or switching
+roots. Binary analysis snapshots do not apply. Use `open_binary` to switch to
+executable analysis, and `close_binary` to release either session kind.
+
+The four matching CLI commands accept the app path directly. For an archive
+inside the app, use `inspect-keyed-archive APP_PATH RELATIVE_ARCHIVE_PATH`.
+Host requirements for plist and compiled asset/Interface Builder tooling still
+apply; a resource-only session does not establish provider availability.
+
+## Desktop installation directories
+
+When an installation directory is supplied and its runtime is unknown, use
+`inspect_desktop_application` with its absolute path. Default MCP summary
+delivery retains complete Evidence. Read `files`, `omissions`, `candidates`, `components` or
+`next_probes` with `inspect_analysis_view` kind `desktop-application`, selecting
+exact paths, batched file/omission IDs or families and only needed fields and pages.
+Summary `probe_issues` retains counts and bounded previews. Select files with
+`has_issues: true` and fields `path`, `read_status`, `issues` to retrieve exact
+failures directly; preview text is display data, while `file_id` selects full facts. Preserve source
+coverage, read-range identity and unknowns; directory snapshot identity is not
+a digest of every file's contents. Component path markers do not establish
+runtime presence. For compact CLI output, use
+`inspect-desktop-application PATH --detail summary --evidence_output BUNDLE`.
+See [desktop installations](https://github.com/morluto/rea/blob/main/docs/desktop-applications.md).
+
 ## Go build metadata

 Use `inspect_go_binary` for an explicit local ELF, PE or thin Mach-O when the
@@ -11,6 +54,34 @@ unparsed module-text line. A missing record is an unknown, not proof of a
 non-Go binary; observed metadata does not authenticate its claims. Function,
 source and type recovery remain a separate native-analysis question.

+## Model files
+
+Use `inspect_model_artifact` (`inspect-model-artifact PATH`) for local GGUF v2/v3
+and safetensors declarations without a model runtime. Header-only mode does not
+read weights or establish full-file identity. `hash: "full"` explicitly streams
+all bytes. Retained `model-artifact` views page `metadata`, `tensors` and derived
+`types`, with exact batch filters and selected fields. Arrays retain typed counts
+and eight-element previews; omitted values, unknown types and runtime behavior
+stay explicit. See [model files](https://github.com/morluto/rea/blob/main/docs/model-artifacts.md).
+
+## IL2CPP metadata
+
+Use `inspect_il2cpp_metadata` for an explicit local Unity `global-metadata.dat`
+(versions 24, 27, 29, 31 and 39) when the question concerns assembly images,
+names, member owners, string literals, namespaces or index ranges. No `open_binary`, Unity installation or target
+execution is required. The CLI equivalent is `inspect-il2cpp-metadata PATH`.
+MCP defaults to counts with complete retained Evidence. Query `sections`,
+`images`, `types`, `methods`, `fields`, `properties`, `events`, `parameters` or
+`string_literals` through `inspect_analysis_view`; use exact names,
+batch indices and selected fields. Row indices are scoped by artifact SHA-256
+and collection; page offsets count filtered matches. Parameters support batch
+`method_indices` to read one method's parameters directly. Historical reports
+without member collections retain unknown counts rather than empty inventories. Preserve
+artifact SHA-256 and index widths. Unrecognized magic may mean encryption and
+is unsupported, not decrypted. Linking names to `GameAssembly` or
+`UnityFramework` code addresses remains a separate native-analysis question.
+See [IL2CPP metadata](https://github.com/morluto/rea/blob/main/docs/il2cpp-metadata.md).
+
 ## Rust dependency metadata

 Use `inspect_rust_binary` for an explicit local ELF, PE, or thin Mach-O when
@@ -124,6 +195,56 @@ operation's full ordered list. Candidate capabilities describe possible
 providers. Top-level session capabilities describe the current route, and
 `analysis_provider_binding` identifies the selected provider.

+## Ghidra startup deadline recovery
+
+`provider_timeout` during the first Ghidra query can cover import, auto-analysis,
+bridge startup, and readiness. The default 330,000 ms is configurable through
+`REA_GHIDRA_STARTUP_TIMEOUT_MS`; a smaller query still needs the same cold import.
+
+Preserve useful Evidence before closing the session or restarting REA. Check
+`close_binary` and resolve reported cleanup failures. Set a larger startup budget
+in the environment that launches REA, then restart REA and reconnect the MCP
+client before reopening the same target. Closing and reopening a binary in the
+existing server keeps its original configuration and starts import again.
+Environment changes in an agent's shell do not update an already running MCP
+server. If its launch configuration cannot be changed, report that constraint
+and the exact retry setting instead of claiming a fixed technical limit.
+
+The client's tool-call deadline must allow startup plus the requested query;
+server settings and progress notifications cannot override it. CLI analysis
+avoids the MCP client deadline, but retains the provider deadline. For example:
+
+```sh
+REA_GHIDRA_STARTUP_TIMEOUT_MS=1800000 rea analyze /absolute/path/to/app.exe --provider ghidra --json
+```
+
+Thirty minutes is an example budget, not a completion guarantee. Keep host CPU
+and memory controls in place. Disable specific expensive analyzers only when
+their missing coverage is acceptable and retain the resulting limitations.
+Exported C and embedded resources remain useful independent evidence, but a
+timeout does not establish complete analysis or absence of code. See the
+[deadline and client guide](https://github.com/morluto/rea/blob/main/docs/mcp-contracts.md#ghidra-first-query-deadlines-and-recovery).
+
+## Static memory and original file bytes
+
+For Ghidra, `read_bytes` reads initialized analysis memory, including loader
+fixups; it does not read a running process. Check `returned_bytes` and `complete`
+before decoding a table. An incomplete read is missing coverage, not a zero-filled
+tail. Use `list_segments` to inspect the selected block's initialization and address-space
+facts, and retain unavailable facts as unknown.
+
+Use `address_to_file_offset` to anchor one observed address to original file
+bytes. A mapping for the first address does not establish a contiguous mapping
+for an entire table, and loader fixups can make analysis bytes differ from source
+bytes. Keep source ranges and analysis-memory observations separate.
+
+A pointer table can refer to writable slots populated by a constructor rather
+than directly to immutable resources. An uninitialized block or an observed zero
+does not establish the slot's later runtime value. Follow `xrefs` and the relevant
+writer's assembly or pseudocode; distinguish recorded assignments from inferred
+execution order. Do not replace unreadable bytes with zeros or conclude that a
+resource is absent without the necessary initialization evidence.
+
 ## DOS MZ with Ghidra

 For an admitted DOS MZ target, use `inspect_native_load_image` to check measured
@@ -133,10 +254,8 @@ reported static image, not runtime DOS or PC-98 hardware behavior.

 For Ghidra decompilation, `procedure_pseudo_code` also accepts `procedure: "file-offset:0x..."`; CLI `rea decompile <path> --file-offset=0x... --provider ghidra` resolves the source byte offset internally. An unresolved 0x-prefixed numeric procedure selector also falls back to a unique file mapping. Existing symbols and analysis addresses win; multiple mappings fail as ambiguous. Preserve the returned file-offset and address locations and raw selection observations. ELF virtual addresses are distinct from file offsets; never assume an arbitrary offset plus image base is an analysis address.

-Use `read_bytes` for initialized analysis memory and `address_to_file_offset` to
-anchor one observed address to original file bytes. Loader fixups can change a
-word; a source offset does not imply byte equality. Complete function body ranges
-use inclusive ends and can contain gaps. Do not treat the enclosing span as code.
+Complete function body ranges use inclusive ends and can contain gaps. Do not
+treat the enclosing span as code.
 For packed targets, retain the original and separately derived artifact identities;
 decompiling an unpacking stub does not recover the unpacked program.

@@ -277,3 +396,22 @@ with two complete inspection Evidence records (or current-session retained
 references) and explicit scope. Preserve unknown types/duplicate names; static
 interface equality is not runtime compatibility. CLI accepts complete inline
 Evidence in `rea compare-wasm-interfaces input.json --json`.
+
+## Godot PCK
+
+For a standalone PCK, `open_binary` then `inspect_artifact` with
+`detail: "summary"` retains the complete static inventory. Use the returned
+`parent_evidence_id` with `inspect_analysis_view` inventory occurrences filtered
+by exact `logical_paths` or `occurrence_ids`, and join `artifact_id` to nodes
+filtered by `artifact_ids`. Select only needed fields; identity links remain.
+Prefer `inspect-artifact --detail summary --evidence_output PATH` for CLI tasks;
+the same CLI discovers embedded packs via their EOF trailer without opening a
+native analysis provider. Normal native opening remains unchanged.
+
+Distinguish declared MD5 from observed SHA-256 and graph/page completeness from
+`source_coverage`. Encrypted directories and sparse bundles have unknown entry
+coverage; encrypted members have unknown content identity. An empty filtered
+page cannot prove absence in unknown coverage. Retained views are historical,
+not fresh filesystem checks. No decryption, Godot resource decoding, GDScript
+decompilation or target execution is provided. See
+[Godot PCK](https://github.com/morluto/rea/blob/main/docs/godot-pck.md).
@@ -69,6 +69,12 @@ with `inspect_analysis_view` and `view: {kind: "capture", detail: "preview", off
 Select complete record pages only for needed headers, metadata or payloads; views
 read the historical parent without repeating capture decoding.

+For selected protobuf/gRPC bodies, keep raw bytes as the source and use
+`inspect_analysis_view` kind `protobuf`, collection `bodies`, `frames` or
+`fields`. Batch exact record ordinals and field numbers/IDs, and select
+`schema_value` or `text` only when needed. Supply a local descriptor set and
+message type for schema interpretation; compressed payloads remain unknown.
+
 Inspect native `.saz` snapshots with `inspect_web_network_capture` and
 `format: "saz"`; encrypted archives are unsupported. For live
 traffic analysis, connect Everywhere's separate MCP server and use its
@@ -1,5 +1,10 @@
 name: Cache npm package downloads
-description: Restore npm's download cache and save it only from trusted default-branch events.
+description: Restore npm's download cache. Trusted default-branch jobs that opt in may save it.
+inputs:
+  save:
+    description: Save the shared download cache when this event is allowed to write it.
+    required: false
+    default: "false"
 outputs:
  can-save:
    description: Whether this run may update the shared npm download cache.
@@ -23,20 +28,25 @@ runs:
          can_save=true
        fi
        cache_key="npm-download-${RUNNER_OS}-${runtime_arch}-${LOCKFILES_HASH}"
+        # Same platform only. A lockfile change can reuse tarballs from the previous key.
+        restore_key="npm-download-${RUNNER_OS}-${runtime_arch}-"
        {
          printf 'can-save=%s\n' "${can_save}"
          printf 'path=%s\n' "${cache_path}"
          printf 'key=%s\n' "${cache_key}"
+          printf 'restore-key=%s\n' "${restore_key}"
        } >> "${GITHUB_OUTPUT}"
    - name: Restore and save npm package downloads
-      if: steps.context.outputs.can-save == 'true'
+      if: steps.context.outputs.can-save == 'true' && inputs.save == 'true'
      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
      with:
        path: ${{ steps.context.outputs.path }}
        key: ${{ steps.context.outputs.key }}
+        restore-keys: ${{ steps.context.outputs.restore-key }}
    - name: Restore npm package downloads without saving
-      if: steps.context.outputs.can-save != 'true'
+      if: steps.context.outputs.can-save != 'true' || inputs.save != 'true'
      uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
      with:
        path: ${{ steps.context.outputs.path }}
        key: ${{ steps.context.outputs.key }}
+        restore-keys: ${{ steps.context.outputs.restore-key }}
@@ -24,19 +24,7 @@ runs:
        BUILD_CACHE_PREFIX: rea-portable-build-v2-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles('.npmrc', '.nvmrc', 'package-lock.json') }}
      run: |
        npm run --silent test:prepare -- --dry=json |
-          node --input-type=module -e '
-            import { createHash } from "node:crypto";
-            import { readFileSync } from "node:fs";
-            const { tasks } = JSON.parse(readFileSync(0, "utf8"));
-            const hashes = tasks.map(({ taskId, hash }) => {
-              if (typeof hash !== "string")
-                throw new Error(`Build task ${taskId} must have an eager Turbo hash`);
-              return `${taskId}:${hash}`;
-            }).sort();
-            const hash = createHash("sha256").update(hashes.join("\n")).digest("hex");
-            console.log(`key=${process.env.BUILD_CACHE_PREFIX}-${hash}`);
-            console.log(`prefix=${process.env.BUILD_CACHE_PREFIX}-`);
-          ' >> "$GITHUB_OUTPUT"
+          node scripts/ci/portable-build-cache.mjs key >> "$GITHUB_OUTPUT"
    - name: Restore portable build outputs
      if: inputs.build_cache_artifact == '' && inputs.save != 'true'
      uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
@@ -0,0 +1,64 @@
+name: Cache retention
+
+on:
+  workflow_run:
+    workflows: ["CI"]
+    types: [completed]
+
+# Qualification calls ci.yml with actions: read. A nested workflow cannot raise
+# that token, so cache deletion stays in this workflow.
+permissions:
+  contents: read
+  actions: write
+
+concurrency:
+  group: cache-retention-${{ github.event.workflow_run.head_sha }}
+  cancel-in-progress: false
+
+jobs:
+  retain:
+    name: Retain Turbo snapshots and npm download caches
+    # Restrict the triggering-source checkout to same-repository default-branch
+    # CI events. The helper runs from this trusted workflow revision; triggering
+    # source is used only for cache identity and is never executed. Static and
+    # build save snapshots before later lanes finish, so failed, timed-out, or
+    # cancelled runs still retain those snapshots.
+    if: >-
+      (github.event.workflow_run.conclusion == 'success' ||
+      github.event.workflow_run.conclusion == 'failure' ||
+      github.event.workflow_run.conclusion == 'timed_out' ||
+      github.event.workflow_run.conclusion == 'cancelled') &&
+      github.event.workflow_run.head_repository.full_name == github.repository &&
+      github.event.workflow_run.head_branch == github.event.repository.default_branch &&
+      (github.event.workflow_run.event == 'push' ||
+      github.event.workflow_run.event == 'schedule' ||
+      github.event.workflow_run.event == 'workflow_dispatch')
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    steps:
+      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
+        with:
+          ref: ${{ github.workflow_sha }}
+          path: trusted-retention
+          persist-credentials: false
+      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
+        with:
+          ref: ${{ github.event.workflow_run.head_sha }}
+          path: triggering-source
+          persist-credentials: false
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        with:
+          node-version-file: trusted-retention/.nvmrc
+      - name: Retain current Turbo snapshots and npm download caches
+        env:
+          GH_TOKEN: ${{ github.token }}
+          CI_REPOSITORY: ${{ github.repository }}
+          CACHE_PREFIX: rea-static-v1-${{ runner.os }}-${{ runner.arch }}-
+          CACHE_KEEP_KEY: rea-static-v1-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles('triggering-source/.nvmrc', 'triggering-source/.npmrc', 'triggering-source/package-lock.json') }}-${{ github.event.workflow_run.head_sha }}
+          CACHE_DEEP_PREFIX: rea-static-deep-v1-${{ runner.os }}-${{ runner.arch }}-
+          CACHE_DEEP_KEEP_KEY: rea-static-deep-v1-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles('triggering-source/.nvmrc', 'triggering-source/.npmrc', 'triggering-source/package-lock.json') }}-${{ github.event.workflow_run.head_sha }}
+          CACHE_KNIP_PREFIX: knip-meta-v1-${{ runner.os }}-
+          CACHE_KNIP_KEEP_KEY: knip-meta-v1-${{ runner.os }}-${{ hashFiles('triggering-source/knip.json', 'triggering-source/tsconfig.json', 'triggering-source/package.json', 'triggering-source/package-lock.json') }}-${{ github.event.workflow_run.head_sha }}
+          CACHE_PORTABLE_PREFIX: rea-portable-build-v2-${{ runner.os }}-${{ runner.arch }}-
+          DEDUPE_NPM_DOWNLOADS: "true"
+        run: node trusted-retention/scripts/ci/cache-retention.mjs
@@ -15,6 +15,15 @@ on:
        description: Exact qualification source; must match the caller revision.
        required: true
        type: string
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted release qualification passes it.
+        required: false

 permissions:
  contents: read
@@ -29,6 +38,15 @@ concurrency:

 env:
  HUSKY: "0"
+  # Set Actions secret TURBO_TOKEN and variable TURBO_TEAM. OIDC can mint
+  # TURBO_TOKEN via vercel/setup-turborepo-remote-cache-action; do not commit a token.
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Release qualification sets remote_cache_write and passes the
+  # token. Open pull requests get an empty token and the local cache only.
+  # Remote reads need a credential, and pull requests do not receive one.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"

 jobs:
  changes:
@@ -59,6 +77,7 @@ jobs:
      web_network: ${{ steps.plan.outputs.web_network }}
      web_runtime: ${{ steps.plan.outputs.web_runtime }}
      web_source_map: ${{ steps.plan.outputs.web_source_map }}
+      agentenv: ${{ steps.plan.outputs.agentenv }}
      nativeaot: ${{ steps.plan.outputs.nativeaot }}
      ghidra_bridge: ${{ steps.plan.outputs.ghidra_bridge }}
      website: ${{ steps.plan.outputs.website }}
@@ -127,6 +146,9 @@ jobs:
      - name: Cache npm package downloads
        id: npm-cache
        uses: ./.github/actions/npm-cache
+        with:
+          # Linux x64 writer. Parallel Linux jobs restore this key.
+          save: "true"
      - run: npm ci
      - name: Restore static task cache
        if: needs.changes.outputs.code == 'true'
@@ -150,14 +172,10 @@ jobs:
        if: needs.changes.outputs.code == 'true'
        env:
          CI_PR_HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+          CI_STATIC_CONTEXT_SCRIPT: check:ci:fast:tasks
        run: npm run ci:static-context
      - if: needs.changes.outputs.code == 'true'
-        run: npm run check:ci
-      - if: needs.changes.outputs.code == 'true'
-        run: npm run verify:test-discovery
-      - name: Check LLDB producer retention and launch contracts
-        if: needs.changes.outputs.code == 'true'
-        run: npm run test:python
+        run: npm run check:ci:fast
      - if: needs.changes.outputs.code != 'true'
        run: npm run format:check
      - name: Save validated static task cache
@@ -179,6 +197,72 @@ jobs:
          if-no-files-found: ignore
          retention-days: 7

+  static-deep:
+    name: Deep static checks
+    needs: changes
+    # Full qualification only. Provider lanes wait on fast static, not this job.
+    if: needs.changes.outputs.tier == 'full' && needs.changes.outputs.code == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    steps:
+      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        with:
+          node-version-file: .nvmrc
+      - name: Cache npm package downloads
+        id: npm-cache
+        uses: ./.github/actions/npm-cache
+      - run: npm ci
+      - name: Restore deep static task cache
+        id: static-cache
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: .turbo/cache/
+          key: rea-static-deep-v1-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles('.nvmrc', '.npmrc', 'package-lock.json') }}-${{ github.sha }}
+          restore-keys: rea-static-deep-v1-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles('.nvmrc', '.npmrc', 'package-lock.json') }}-
+      - name: Restore Knip analysis cache
+        id: knip-cache
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: node_modules/.cache/knip
+          # Each trusted commit publishes a new entry. Restore still matches the
+          # configuration prefix from the previous successful full run.
+          key: knip-meta-v1-${{ runner.os }}-${{ hashFiles('knip.json', 'tsconfig.json', 'package.json', 'package-lock.json') }}-${{ github.sha }}
+          restore-keys: knip-meta-v1-${{ runner.os }}-${{ hashFiles('knip.json', 'tsconfig.json', 'package.json', 'package-lock.json') }}-
+      - name: Record deep static task source and execution identity
+        continue-on-error: true
+        env:
+          CI_PR_HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+          CI_STATIC_CONTEXT_SCRIPT: check:ci:deep:tasks
+        run: npm run ci:static-context
+      - name: Run deep static checks
+        run: npm run check:ci:deep
+      - name: Save validated deep static task cache
+        if: >-
+          success() && steps.npm-cache.outputs.can-save == 'true' &&
+          steps.static-cache.outputs.cache-hit != 'true'
+        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: .turbo/cache/
+          key: ${{ steps.static-cache.outputs.cache-primary-key }}
+      - name: Save Knip analysis cache
+        if: >-
+          success() && steps.npm-cache.outputs.can-save == 'true' &&
+          steps.knip-cache.outputs.cache-hit != 'true'
+        uses: actions/cache/save@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: node_modules/.cache/knip
+          key: ${{ steps.knip-cache.outputs.cache-primary-key }}
+      - name: Upload complete deep static diagnostics
+        if: always()
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
+        with:
+          name: static-deep-check-reports
+          path: .cache/static-checks/
+          include-hidden-files: true
+          if-no-files-found: ignore
+          retention-days: 7
+
  test-source:
    name: Source tests
    needs: changes
@@ -218,9 +302,11 @@ jobs:
      # every shard's diagnostics and coverage. Passing PRs run the full suite.
      fail-fast: ${{ github.event_name == 'pull_request' && needs.changes.outputs.tier == 'fast' }}
      matrix:
-        # Fast feedback spends the same six test jobs on one source group and
-        # five built groups; full qualification retains six complete shards.
-        shard: ${{ fromJSON(needs.changes.outputs.tier == 'fast' && '["1/5","2/5","3/5","4/5","5/5"]' || '["1/6","2/6","3/6","4/6","5/6","6/6"]') }}
+        # Fast feedback uses one source group and eight built groups so the
+        # slowest built shard job stays inside a ten-minute execution budget.
+        # Classification, build, and report merge sit outside that job.
+        # Full qualification retains six complete shards with coverage.
+        shard: ${{ fromJSON(needs.changes.outputs.tier == 'fast' && '["1/8","2/8","3/8","4/8","5/8","6/8","7/8","8/8"]' || '["1/6","2/6","3/6","4/6","5/6","6/6"]') }}
    steps:
      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
@@ -302,7 +388,8 @@ jobs:
      needs.changes.outputs.recorded_crash == 'true' ||
      needs.changes.outputs.web_network == 'true' ||
      needs.changes.outputs.web_runtime == 'true' ||
-      needs.changes.outputs.web_source_map == 'true'
+      needs.changes.outputs.web_source_map == 'true' ||
+      needs.changes.outputs.agentenv == 'true'
    runs-on: ubuntu-latest
    timeout-minutes: 10
    permissions:
@@ -357,17 +444,23 @@ jobs:
      # test:prepare caches only portable JS, skill, and catalog outputs.
      # Native package jobs still run their build and prepack checks; Turbo
      # restores matching outputs or rebuilds when their inputs differ.
+      - name: Stage current portable build task cache
+        shell: bash
+        run: |
+          # A new Turbo dry run can evict the entries this build just used.
+          node scripts/ci/portable-build-cache.mjs snapshot < .cache/ci-build-plan.json
      - uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
        with:
          name: rea-build-cache
-          path: .turbo/cache/
+          path: .cache/ci-build-cache/
          include-hidden-files: true
          if-no-files-found: error
          retention-days: 7

  sqlite-runtime:
-    # Preserve all selected coverage, but admit expensive host/provider work
-    # only after static validation. Portable tests still provide early feedback.
+    # Admit expensive host/provider work after fast static validation
+    # (typecheck, lint, format). Deep static does not gate these lanes.
+    # Portable tests still provide early feedback.
    needs: [changes, static, build]
    if: needs.changes.outputs.sqlite == 'true'
    uses: ./.github/workflows/sqlite-runtime.yml
@@ -570,6 +663,9 @@ jobs:
      - name: Cache npm package downloads
        id: npm-cache
        uses: ./.github/actions/npm-cache
+        with:
+          # ubuntu-latest is the Linux x64 writer above. Other hosts save their own key.
+          save: ${{ matrix.os != 'ubuntu-latest' }}
      - name: Verify native runtime identity
        env:
          EXPECTED_CI_PLATFORM: ${{ matrix.platform }}
@@ -648,6 +744,7 @@ jobs:
          tests/boundary/cli/nativePlistPrototypeKeyCli.test.ts
          tests/boundary/cli/nativePlistSelectionFailureCli.test.ts
          tests/boundary/cli/nativeDemangleCli.test.ts
+          tests/boundary/cli/nativeDispatchPropertyAttributes.test.ts
          tests/boundary/mcp/nativeDemangleMcp.test.ts
          tests/boundary/providers/native/nativeSignatureTargetBinding.test.ts
          tests/boundary/cli/nativeSignatureCli.test.ts
@@ -705,6 +802,8 @@ jobs:
      - name: Cache npm package downloads
        id: npm-cache
        uses: ./.github/actions/npm-cache
+        with:
+          save: "true"
      - run: npm ci
      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0
        with:
@@ -742,12 +841,16 @@ jobs:
          tests/boundary/providers/native/artifactProvider.extractionCompleteness.test.ts
          tests/boundary/filesystem/setupUnavailableProvider.test.ts
          tests/boundary/filesystem/windowsNpxRegistration.test.ts
+          tests/boundary/filesystem/clientConfigurationEnvironment.test.ts
+          tests/boundary/filesystem/clientConfigurationLayeredEnvironment.test.ts
+          tests/acceptance/setup/registrationRuntimeEnvironmentCli.test.ts
          tests/boundary/android/workspaceGuardianRetry.test.ts
          tests/acceptance/setup/homeDirectoryFallback.test.ts
          tests/boundary/filesystem/javascriptApplicationWorkflows.test.ts
          tests/boundary/filesystem/webScriptManifestPaths.test.ts
          tests/boundary/process/ProcessEvidence.host.test.ts
          tests/boundary/process/packageNpmInvocation.test.ts
+          tests/boundary/process/packedBridgeVerification.test.ts
          tests/boundary/process/windowsOutputCapture.test.ts
          tests/acceptance/webModuleCli.test.ts
          tests/acceptance/webSourceLocationCli.test.ts
@@ -846,61 +949,96 @@ jobs:
            skills/reverse-engineer-anything
          if-no-files-found: error

+  # Provider lanes wait for fast static and the portable build, not deep static.
  browser:
    needs: [changes, static, build]
    if: needs.changes.outputs.browser == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-browser.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  binary_layout:
    needs: [changes, static, build]
    if: needs.changes.outputs.binary_layout == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-binary-layout.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  evm:
    needs: [changes, static, build]
    if: needs.changes.outputs.evm == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-evm-interface.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  javascript_recovery:
    needs: [changes, static, build]
    if: needs.changes.outputs.javascript_recovery == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-javascript-recovery.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  recorded_crash:
    needs: [changes, static, build]
    if: needs.changes.outputs.recorded_crash == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-recorded-crash.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  web_network:
    needs: [changes, static, build]
    if: needs.changes.outputs.web_network == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-web-network-captures.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  web_runtime:
    needs: [changes, static, build]
    if: needs.changes.outputs.web_runtime == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-web-runtime.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  web_source_map:
    needs: [changes, static, build]
    if: needs.changes.outputs.web_source_map == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    uses: ./.github/workflows/real-web-source-map.yml
    with:
      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}
+
+  agentenv:
+    needs: [changes, static, build]
+    if: needs.changes.outputs.agentenv == 'true'
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
+    uses: ./.github/workflows/real-agentenv.yml
+    with:
+      build_cache_artifact: rea-build-cache
+      remote_cache_write: ${{ inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')) }}

  nativeaot:
    needs: [changes, static]
@@ -925,6 +1063,7 @@ jobs:
      [
        changes,
        static,
+        static-deep,
        build,
        reverse-tools-quality,
        test-shard,
@@ -946,6 +1085,7 @@ jobs:
        web_network,
        web_runtime,
        web_source_map,
+        agentenv,
        nativeaot,
        ghidra_bridge,
        website,
@@ -14,6 +14,11 @@ concurrency:

 env:
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 jobs:
  mutation:
@@ -0,0 +1,98 @@
+name: Real agentenv environment bundle
+
+on:
+  workflow_dispatch:
+  workflow_call:
+    inputs:
+      build_cache_artifact:
+        description: Portable build cache artifact from the calling CI run.
+        required: false
+        type: string
+        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false
+
+permissions:
+  contents: read
+
+env:
+  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
+  NODE_OPTIONS: --max-old-space-size=768
+  PIP_DISABLE_PIP_VERSION_CHECK: "1"
+
+jobs:
+  real-agentenv:
+    name: Export and run an environment bundle with the agentenv runner
+    runs-on: ubuntu-24.04
+    timeout-minutes: 30
+    steps:
+      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
+      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        with:
+          node-version-file: .nvmrc
+      - name: Cache npm package downloads
+        id: npm-cache
+        uses: ./.github/actions/npm-cache
+      - run: npm ci
+      - uses: ./.github/actions/portable-build-cache
+        with:
+          build_cache_artifact: ${{ inputs.build_cache_artifact }}
+      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.12"
+      # Public ECR caps anonymous pulls by data per source IP and hosted runners share IPs, so the
+      # framework's image builds can fail here for hours. mirror.gcr.io serves the same Docker
+      # official images under the same digests, so each base image the pinned framework builds from
+      # is pulled there and named as its Dockerfile names it, as the framework's own CI does.
+      # Digest-pinned names are set in containerd, whose images Docker reads only on the containerd
+      # image store; switching stores restarts dockerd, so it happens before anything uses Docker.
+      - name: Use the containerd image store
+        run: |
+          [ -s /etc/docker/daemon.json ] || echo '{}' | sudo tee /etc/docker/daemon.json >/dev/null
+          jq '.features["containerd-snapshotter"] = true' /etc/docker/daemon.json > "$RUNNER_TEMP/daemon.json"
+          sudo mv "$RUNNER_TEMP/daemon.json" /etc/docker/daemon.json
+          sudo systemctl restart docker
+          docker info --format '{{json .DriverStatus}}' | grep -q io.containerd.snapshotter
+      - name: Acquire the pinned agentenv runner in isolated runner storage and check host Docker
+        shell: bash
+        run: |
+          runner_root="${RUNNER_TEMP}/rea-agentenv-runner"
+          python -m venv "${runner_root}"
+          "${runner_root}/bin/python" -m pip install --require-virtualenv --no-cache-dir 'agentenv-framework==0.9.1334'
+          "${runner_root}/bin/agent-env" --version
+          docker version --format '{{.Server.Version}}'
+          echo "REA_AGENT_ENV_COMMAND=${runner_root}/bin/agent-env" >> "${GITHUB_ENV}"
+          echo "REA_DOCKER_COMMAND=$(command -v docker)" >> "${GITHUB_ENV}"
+      - name: Pull the pinned framework's public ECR base images from mirror.gcr.io
+        shell: bash
+        run: |
+          package="$("${REA_AGENT_ENV_COMMAND%/agent-env}/python" -c 'import agent_env, pathlib; print(pathlib.Path(agent_env.__file__).parent)')"
+          grep -rhoE '^FROM +public\.ecr\.aws/docker/library/[^ ]+' --include='Dockerfile*' "${package}" | awk '{print $2}' | sort -u |
+            while read -r image; do
+              name=${image#public.ecr.aws/docker/library/}
+              source=mirror.gcr.io/library/$name
+              case $name in *@*) source=mirror.gcr.io/library/${name%%[:@]*}@${name#*@} ;; esac
+              for attempt in 1 2 3; do
+                docker pull --quiet "$source" && break
+                if [ "$attempt" = 3 ]; then echo "::warning::couldn't pull $source; $image's build will pull it"; continue 2; fi
+                sleep $((attempt * 10))
+              done
+              case ${name%@*} in *:*) docker tag "$source" "${image%@*}" ;; esac
+              case $image in *@*) sudo ctr --namespace moby images tag "$source" "$image" >/dev/null ;; esac
+            done
+      - name: Export a bundle from the source-owned capture and run it with the agentenv runner
+        run: npm run verify:agentenv:environment
@@ -14,6 +14,15 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false

 permissions:
  contents: read
@@ -21,6 +30,13 @@ permissions:
 env:
  NODE_OPTIONS: --max-old-space-size=768
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
  REA_VERIFY_LARGE_ELF_MCP: ${{ inputs.large_mcp && '1' || '0' }}

 jobs:
@@ -8,10 +8,26 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false
  workflow_dispatch:

 env:
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"

 permissions:
  contents: read
@@ -8,6 +8,14 @@ on:
 permissions:
  contents: read

+env:
+  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"
+
 jobs:
  windows-native-artifact:
    name: Build Windows bridge security boundary
@@ -9,6 +9,15 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false

 permissions:
  contents: read
@@ -16,6 +25,13 @@ permissions:
 env:
  NODE_OPTIONS: --max-old-space-size=768
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"

 jobs:
  real-evm-interface:
@@ -6,6 +6,11 @@ on:

 env:
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 permissions:
  contents: read
@@ -13,20 +13,8 @@ on:
      - "src/composition/go.ts"
      - "src/cli/goCommands.ts"
      - "src/server/registerGoTools.ts"
-      - "src/server/createServer.ts"
-      - "src/cli.ts"
-      - "src/cliCommandNames.ts"
-      - "src/contracts/toolContracts.ts"
-      - "src/contracts/toolEffects.ts"
-      - "src/artifacts/readStableArtifact*.ts"
-      - "src/artifacts/ArtifactReader.ts"
-      - "src/process/PrivateRuntimeRoot.ts"
      - "scripts/verify-go-binary.mjs"
      - "scripts/lib/mcp-verifier-results.mjs"
-      - "scripts/rea.mjs"
-      - "package.json"
-      - "package-lock.json"
-      - ".nvmrc"

 permissions:
  contents: read
@@ -38,6 +26,11 @@ concurrency:
 env:
  NODE_OPTIONS: --max-old-space-size=768
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 jobs:
  real-go-binary:
@@ -5,6 +5,11 @@ on:

 env:
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 permissions:
  contents: read
@@ -5,6 +5,11 @@ on:

 env:
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 permissions:
  contents: read
@@ -8,6 +8,15 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false
  workflow_dispatch:

 permissions:
@@ -15,6 +24,13 @@ permissions:

 env:
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
  NODE_OPTIONS: "--max-old-space-size=768"
  RAYON_NUM_THREADS: "1"

@@ -20,21 +20,17 @@ on:
      - "src/composition/captures.ts"
      - "src/cli/captureCommands.ts"
      - "src/server/registerCaptureTools.ts"
-      - "src/server/createServer.ts"
-      - "src/server/sessionAvailabilityPolicy.ts"
-      - "src/application/CapabilityInventory.ts"
-      - "src/contracts/toolContracts.ts"
-      - "src/contracts/toolEffects.ts"
-      - "src/cli.ts"
-      - "src/cliCommandNames.ts"
-      - "src/process/**"
-      - "src/artifacts/readStableArtifact.ts"
      - "scripts/verify-packet-capture.mjs"
      - ".github/workflows/real-packet-capture.yml"
-      - "package*.json"
-      - ".nvmrc"
 permissions:
  contents: read
+env:
+  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"
 concurrency:
  group: real-packet-capture-${{ github.event.pull_request.number || github.ref }}
  cancel-in-progress: true
@@ -9,6 +9,15 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false

 permissions:
  contents: read
@@ -16,6 +25,13 @@ permissions:
 env:
  NODE_OPTIONS: --max-old-space-size=768
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
  UV_CONCURRENT_BUILDS: "1"
  UV_CONCURRENT_INSTALLS: "1"
  UV_PYTHON_DOWNLOADS: never
@@ -24,7 +40,19 @@ jobs:
  real-recorded-crash:
    runs-on: ubuntu-24.04
    timeout-minutes: 15
+    strategy:
+      fail-fast: false
+      matrix:
+        image: ["ubuntu:24.04", "debian:trixie-slim"]
+    container: ${{ matrix.image }}
    steps:
+      - name: Install fixture and debugger prerequisites in the disposable container
+        shell: bash
+        run: |
+          apt-get update -qq
+          apt-get install --yes --no-install-recommends \
+            ca-certificates git python3-venv gcc libc6-dev strace gdb
+
      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4.4.0
      - uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
        with:
@@ -36,11 +64,6 @@ jobs:
      - uses: ./.github/actions/portable-build-cache
        with:
          build_cache_artifact: ${{ inputs.build_cache_artifact }}
-      - name: Install GDB on the disposable CI runner
-        shell: bash
-        run: |
-          sudo apt-get update -qq
-          sudo apt-get install --yes --no-install-recommends gdb
      - name: Acquire exact unchanged upstreams in isolated runner storage
        shell: bash
        run: |
@@ -13,21 +13,17 @@ on:
      - "src/composition/signals.ts"
      - "src/cli/signalCommands.ts"
      - "src/server/registerSignalTools.ts"
-      - "src/server/createServer.ts"
-      - "src/server/sessionAvailabilityPolicy.ts"
-      - "src/application/CapabilityInventory.ts"
-      - "src/contracts/toolContracts.ts"
-      - "src/contracts/toolEffects.ts"
-      - "src/cli.ts"
-      - "src/cliCommandNames.ts"
-      - "src/process/**"
-      - "src/artifacts/readStableArtifact.ts"
      - "scripts/verify-signal-recording.mjs"
      - ".github/workflows/real-signal-recording.yml"
-      - "package*.json"
-      - ".nvmrc"
 permissions:
  contents: read
+env:
+  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"
 concurrency:
  group: real-signal-recording-${{ github.event.pull_request.number || github.ref }}
  cancel-in-progress: true
@@ -12,6 +12,11 @@ permissions:

 env:
  HUSKY: "0"
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 jobs:
  real-termux:
@@ -9,12 +9,28 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false

 permissions:
  contents: read

 env:
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
  NODE_OPTIONS: --max-old-space-size=768

 jobs:
@@ -7,11 +7,27 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false
  workflow_dispatch:
 permissions:
  contents: read
 env:
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
 jobs:
  real-web-runtime:
    runs-on: ubuntu-latest
@@ -7,11 +7,27 @@ on:
        required: false
        type: string
        default: ""
+      remote_cache_write:
+        description: Trusted release qualification may publish the remote cache.
+        required: false
+        type: boolean
+        default: false
+    secrets:
+      TURBO_TOKEN:
+        description: Remote cache token. Only trusted callers pass it.
+        required: false
  workflow_dispatch:
 permissions:
  contents: read
 env:
  HUSKY: "0"
+  # A called workflow sees the caller event, so workflow_call is not an event
+  # name here. Writes when remote_cache_write is set, or on the default branch
+  # for push, schedule, and manual dispatch. Open pull requests stay empty-token
+  # and use the local cache only.
+  TURBO_TOKEN: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (inputs.remote_cache_write == true || (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'))) && 'local:rw,remote:rw' || 'local:rw' }}"
 jobs:
  real-web-source-map:
    runs-on: ubuntu-latest
@@ -21,6 +21,12 @@ on:

 env:
  HUSKY: "0"
+  # Remote cache stays local when either value is empty.
+  # Writes only on the default branch for push, schedule, manual dispatch,
+  # and workflow_call. Pull requests get an empty token and remote read-only mode.
+  TURBO_TOKEN: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && secrets.TURBO_TOKEN || '' }}"
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_CACHE: "${{ (github.ref == format('refs/heads/{0}', github.event.repository.default_branch) && (github.event_name == 'push' || github.event_name == 'schedule' || github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call')) && 'local:rw,remote:rw' || 'local:rw,remote:r' }}"

 concurrency:
  group: release-${{ inputs.release_branch || github.event.pull_request.merge_commit_sha || github.ref_name }}
@@ -301,8 +307,11 @@ jobs:
      contents: read
      actions: read
    uses: ./.github/workflows/ci.yml
+    secrets:
+      TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
    with:
      source_sha: ${{ needs.merged-release.outputs.sha || needs.release-please.outputs.sha }}
+      remote_cache_write: true

  rehearsal:
    name: Rehearse qualified release on a clean runner
@@ -1,3 +1,3 @@
 {
-  ".": "6.5.0"
+  ".": "6.7.0"
 }
@@ -1,5 +1,93 @@
 # Changelog

+## [6.7.0](https://github.com/morluto/rea/compare/rea-agents-6.6.0...rea-agents-6.7.0) (2026-10-18)
+
+### Highlights
+
+- Client configuration edits follow the duplicate-member semantics used by MCP clients.
+
+### Changes
+
+- Includes the [6.6.0 changes and migration notes](https://github.com/morluto/rea/releases/tag/rea-agents-6.6.0). That version was tagged but was not published to npm.
+
+### Fixes
+
+- **Client configuration:** Setup edits the last repeated JSON/JSONC member, matching the value clients actually read. Setup and uninstall refuse a removal that would reactivate a shadowed duplicate, preserving the original configuration. ([#4957](https://github.com/morluto/rea/pull/4957), [morluto/rea#4952](https://github.com/morluto/rea/issues/4952)). Thanks @kaoru0822-kitauji, @xu91102.
+
+Full contribution record: [4 commits and 1 merged PR](https://github.com/morluto/rea/blob/rea-agents-6.7.0/docs/releases/6.7.0.contributions.json).
+
+## [6.6.0](https://github.com/morluto/rea/compare/rea-agents-6.5.0...rea-agents-6.6.0) (2026-10-18)
+
+### Highlights
+
+- Add Kuna as a caller-supplied static-analysis provider.
+- Query selected JavaScript facts and multiple APK locale tables without repeating the underlying analysis.
+- Extend Ghidra analysis to Windows ARM PE targets and explicit raw m68k images.
+- Preserve completed Evidence, cancellation reasons and retryable cleanup across provider and CLI finalization.
+
+### Changes
+
+- **Kuna analysis:** Use a caller-installed Kuna for procedure listings, pseudocode, assembly, call relationships, exact-address xrefs and cached string searches. Project exports retain source spans and digests; repeated requests reuse completed work. Recorded real-provider coverage uses Kuna 1.833 on Linux; Windows, PE and universal Mach-O are unsupported. See [the provider guide](docs/kuna-provider.md). ([#3832](https://github.com/morluto/rea/pull/3832), [#3854](https://github.com/morluto/rea/pull/3854), [#4071](https://github.com/morluto/rea/pull/4071), [#4095](https://github.com/morluto/rea/pull/4095)). Thanks @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0.
+- **Retained JavaScript facts:** Query exact application paths, selected properties and filtered module references through `inspect_analysis_view`, with paging and complete row Evidence. These views reuse completed analysis and preserve source selection and unknown coverage. ([#4265](https://github.com/morluto/rea/pull/4265), [morluto/rea#4190](https://github.com/morluto/rea/issues/4190), [#4097](https://github.com/morluto/rea/pull/4097), [morluto/rea#4092](https://github.com/morluto/rea/issues/4092)). Thanks @kaoru0822-kitauji, @N0zoM1z0.
+- **APK locale tables:** Request several resource locales in one decode with repeatable CLI `--locales` or MCP `locales`. Each table reports its status and coverage; existing single-locale fields remain available. ([#4804](https://github.com/morluto/rea/pull/4804), [morluto/rea#4777](https://github.com/morluto/rea/issues/4777)). Thanks @abhay-2108, @N0zoM1z0.
+- **Windows ARM binaries:** Ghidra admits ARMNT/Thumb-2 and ARM64 PE applications and DLLs on the Windows x64 host lane. Recorded Ghidra 12.1.4 verification uses `WindowsResourceReference` disabled and raised startup budgets; default-analyzer completion, ARM64EC/ARM64X and Windows-on-Arm hosts remain unverified or unsupported. See [the exact scope](docs/windows-ghidra-p0.md#native-authority-and-target-identity). ([#3965](https://github.com/morluto/rea/pull/3965), [morluto/rea#2186](https://github.com/morluto/rea/issues/2186)). Thanks @N0zoM1z0, @WestLabsAI.
+- **Raw m68k images:** Analyze explicitly selected big-endian m68k raw binaries using Ghidra’s fixed 68000 profile and a caller-supplied aligned entry. Real CLI/MCP verification used Ghidra 12.1.4 on macOS arm64; Linux is unverified and Windows P0 does not admit m68k. See [mapping requirements](docs/raw-binary.md). ([#4018](https://github.com/morluto/rea/pull/4018)). Thanks @icedac.
+- **JADX deadlines:** Set `REA_JADX_OPERATION_TIMEOUT_MS` to extend APK loading and upstream operation deadlines together. Doctor reports the effective value and setup forwards an explicit selection. ([#4466](https://github.com/morluto/rea/pull/4466), [morluto/rea#3918](https://github.com/morluto/rea/issues/3918)). Thanks @jaychou813, @SandstromPL.
+- **Electron window options:** Resolve stable local constant `BrowserWindow` options while retaining source provenance. Relevant writes and escapes keep the result unknown. ([#4400](https://github.com/morluto/rea/pull/4400), [morluto/rea#4366](https://github.com/morluto/rea/issues/4366)). Thanks @kaoru0822-kitauji, @N0zoM1z0.
+- **Language editions:** Add the Greek website edition and Malayalam documentation, with Korean typography and translation corrections across the site. ([#3520](https://github.com/morluto/rea/pull/3520), [#4792](https://github.com/morluto/rea/pull/4792), [#3821](https://github.com/morluto/rea/pull/3821), [morluto/rea#3820](https://github.com/morluto/rea/issues/3820), [#3799](https://github.com/morluto/rea/pull/3799), [morluto/rea#3798](https://github.com/morluto/rea/issues/3798), [#4344](https://github.com/morluto/rea/pull/4344), [#3856](https://github.com/morluto/rea/pull/3856), [#4166](https://github.com/morluto/rea/pull/4166)). Thanks @gensokyo-dev, @hi2242, @kalayciburak, @kaoru0822-kitauji, @kraken-503, @kukinghan, @N0zoM1z0, @yeseong0412.
+
+### Fixes
+
+- **Cancellation and cleanup:** Keep completed observations, exact cancellation reasons and the original physical failure through finalization. Failed cleanup retains its process or file owner for retry; recovered resources disappear from pending-cleanup reports without replacing the original error. ([#4238](https://github.com/morluto/rea/pull/4238), [morluto/rea#4232](https://github.com/morluto/rea/issues/4232), [#4274](https://github.com/morluto/rea/pull/4274), [morluto/rea#3923](https://github.com/morluto/rea/issues/3923), [3e82366](https://github.com/morluto/rea/commit/3e8236639abffa39deb5d5e939ec8baf6aaf3ca3), [16924e2](https://github.com/morluto/rea/commit/16924e275e939d0543ba01493324959a9e1d731c), [bbfe6ed](https://github.com/morluto/rea/commit/bbfe6edd60290f9bfbec68c8a0bcf605d8bbf5b3), [1f23e97](https://github.com/morluto/rea/commit/1f23e977b50301e91f02a4a17c9f8d48bb7b60f3), [08fbeb8](https://github.com/morluto/rea/commit/08fbeb8bdab27118b6c57039aef7c0fa8b6463bc)). Thanks @coygeek.
+- **Provider startup:** Join prerequisite probes and in-flight readiness work before shutdown, preserve typed timeout and JVM-memory failures, and retain startup diagnostics through cleanup. Ghidra recognizes keg-only Homebrew JDKs and names the setting responsible for a startup timeout. ([376eeca](https://github.com/morluto/rea/commit/376eeca770820b31f7f8d4c5fcc397315621643e), [ceeff5a](https://github.com/morluto/rea/commit/ceeff5a41788e47e5aee96a4baf191a6ce7fde4b), [3ad1032](https://github.com/morluto/rea/commit/3ad1032b11edea2dcb054e78f951cc43159ae83d), [964decd](https://github.com/morluto/rea/commit/964decd989acfa84c4bfc3295362c4c46877fc20), [3fa972a](https://github.com/morluto/rea/commit/3fa972af7c7cb6cf014ffc426bdf7130dc6f2fd2), [#4557](https://github.com/morluto/rea/pull/4557), [morluto/rea#4556](https://github.com/morluto/rea/issues/4556), [#4590](https://github.com/morluto/rea/pull/4590), [morluto/rea#4241](https://github.com/morluto/rea/issues/4241)). Thanks @DanielCvz1, @J0UH, @Rinkia, @RishTheFish21, @vadlachary2002.
+- **Client configuration:** Preserve the selected launcher, destination file, caller timeout choices and unresolved configuration evidence. Setup/uninstall recovery stays bound to the exact published file, keeps current verified backups, and transfers failed cleanup ownership for retry. ([d0253c9](https://github.com/morluto/rea/commit/d0253c99d65afbbd12732a2fdaf711640574e17f), [7e4eed9](https://github.com/morluto/rea/commit/7e4eed9dd48485b6a7100300aa98401811c2deb9), [2fb5e20](https://github.com/morluto/rea/commit/2fb5e204a35723f6f843d56ca47b0db94d8fcc44), [8235210](https://github.com/morluto/rea/commit/823521085a28f825e7fee1929d852d420042d1f7), [d818c3d](https://github.com/morluto/rea/commit/d818c3d2639d3115edb8a5269a754101aea6c3bd), [19329e4](https://github.com/morluto/rea/commit/19329e43bb38ca9d64512d801b25abcb188d2512), [dadf909](https://github.com/morluto/rea/commit/dadf909dce2e8b3d055541de69b4118d21276316), [333e0ab](https://github.com/morluto/rea/commit/333e0ab0dfc126a9915907d5079ed6195190e38e), [c15c206](https://github.com/morluto/rea/commit/c15c2062ad815cc9a3222ccfaeb7ef53cacd8b72)). Thanks @Adolanium.
+- **Configuration formats:** Read signed 64-bit TOML integers without rounding, handle large TOML documents without argument-spread failures, preserve JSONC trivia and Hermes YAML scalar text, and reject NUL bytes in registration environment values. ([#4937](https://github.com/morluto/rea/pull/4937), [morluto/rea#4917](https://github.com/morluto/rea/issues/4917), [c43bc0b](https://github.com/morluto/rea/commit/c43bc0bf66a4e245a0cafa40def0d0207bcbd73c), [4fd28fc](https://github.com/morluto/rea/commit/4fd28fc9e0c4f8358147af38c72ab9e814f52d61), [#3568](https://github.com/morluto/rea/pull/3568), [#4335](https://github.com/morluto/rea/pull/4335)). Thanks @alfredo1491, @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0, @ShuaixinHuang, @xu91102.
+- **Claude Code configuration:** Setup, doctor and uninstall now accept only the strict JSON format Claude Code reads, including a leading UTF-8 BOM. Comments and trailing commas are refused before backup or writing; clients that support JSONC retain their existing behavior. ([#4944](https://github.com/morluto/rea/pull/4944), [morluto/rea#4940](https://github.com/morluto/rea/issues/4940)). Thanks @kaoru0822-kitauji, @xu91102.
+- **CLI output and dispatch:** Accept `--flag=value` and spaced global output values, keep array positions in filtered JSON, validate integer tokens before coercion, and exit quietly when the output reader closes. Cancellation remains effective through command finalization; app bundles and static native inspections select the intended workflow. ([#3811](https://github.com/morluto/rea/pull/3811), [#4823](https://github.com/morluto/rea/pull/4823), [2ae4e16](https://github.com/morluto/rea/commit/2ae4e1608f290c95ff7cff28c4d16a79b301d03d), [8d82579](https://github.com/morluto/rea/commit/8d8257928bbe8d43fedffc4db5fca26c8108820f), [#3781](https://github.com/morluto/rea/pull/3781), [279c590](https://github.com/morluto/rea/commit/279c590ef6bb737d4a48ea696a0ae5eb30010b3d), [#3511](https://github.com/morluto/rea/pull/3511), [morluto/rea#3321](https://github.com/morluto/rea/issues/3321), [f31b231](https://github.com/morluto/rea/commit/f31b231a92a61be6bd1800b16be0b3210ae82944)). Thanks @arjunprabhulal, @coygeek, @kaoru0822-kitauji, @ShuaixinHuang, @Sriram-PR, @Tapraj-Pathak.
+- **Updates:** Route `--update` through the verified updater and bound retained package-manager diagnostics. ([4f7b5fb](https://github.com/morluto/rea/commit/4f7b5fb6023ce2ec449561782d09e3c7e5ac7c7b), [01cdbbd](https://github.com/morluto/rea/commit/01cdbbdc556262c47d04a5b3391dd9c17946d3fc)).
+- **MCP contracts:** Advertise self-contained tool inputs while preserving tuple, array, Boolean and nested-JSON constraints across schema profiles. Schema-reference handling no longer rewrites literal metadata; catalog identity includes the output-schema profile. ([5e30969](https://github.com/morluto/rea/commit/5e30969cc5f1255d44ec7a1f1ca8dbac0af5e7c4), [10aa74d](https://github.com/morluto/rea/commit/10aa74dfedc3ae776f50d1fa1eb83b64ae82d3d6), [204b9f3](https://github.com/morluto/rea/commit/204b9f3ac140a993c3e458bb0e117de31818ab29), [b3389a5](https://github.com/morluto/rea/commit/b3389a5b0834265fe7a40391be315d810a53a97e), [a2e3016](https://github.com/morluto/rea/commit/a2e30168a046f3b79319eb7fbaf807b802104199), [ba98130](https://github.com/morluto/rea/commit/ba98130049fa40ade66b03611ff70c7ddc011a1d), [c5fb86d](https://github.com/morluto/rea/commit/c5fb86d1948af0a287a581b29b2b1d554743c607)). Thanks @akushonkamen, @HarsH-1877, @kaoru0822-kitauji, @xingzihai.
+- **Session ordering:** Keep snapshot admission ahead of later calls on the same connection, retain shutdown signals until cleanup succeeds, and preserve inspection authority through investigation publication. ([#3661](https://github.com/morluto/rea/pull/3661), [morluto/rea#3334](https://github.com/morluto/rea/issues/3334), [8873b39](https://github.com/morluto/rea/commit/8873b39770e89eae22b7693bc492d7e423b22bea), [663d07f](https://github.com/morluto/rea/commit/663d07f02cd62c99d81c59391d2c6d745c875335)). Thanks @coygeek, @rudycelekli, @Swatantra-66.
+- **JavaScript exports and resolution:** Retain CommonJS exports created with `Object.defineProperty` and track export receiver lifetimes. Resolve scoped packages, package `main`, JSON requires and `.mts`/`.cts` imports using the owning loader; overwritten `require` bindings and erased type-only imports no longer create false runtime links. ([#4725](https://github.com/morluto/rea/pull/4725), [morluto/rea#4724](https://github.com/morluto/rea/issues/4724), [#3567](https://github.com/morluto/rea/pull/3567), [morluto/rea#3541](https://github.com/morluto/rea/issues/3541), [#4838](https://github.com/morluto/rea/pull/4838), [morluto/rea#4632](https://github.com/morluto/rea/issues/4632), [#3844](https://github.com/morluto/rea/pull/3844), [morluto/rea#3383](https://github.com/morluto/rea/issues/3383), [#4164](https://github.com/morluto/rea/pull/4164), [morluto/rea#3915](https://github.com/morluto/rea/issues/3915), [#4223](https://github.com/morluto/rea/pull/4223), [#3801](https://github.com/morluto/rea/pull/3801), [morluto/rea#3393](https://github.com/morluto/rea/issues/3393), [#4165](https://github.com/morluto/rea/pull/4165), [morluto/rea#3932](https://github.com/morluto/rea/issues/3932)). Thanks @Abishek0070, @coygeek, @JNTMTMTM, @kaoru0822-kitauji, @prasad2512, @rodricksz4h5, @xu91102.
+- **JavaScript value flow:** Preserve values captured before later assignments, guarded factory fallthrough and nested destructuring. Track exact property keys and setter writes; direct `eval`, compound assignments and incoming callbacks preserve unresolved effects instead of inventing certainty. ([#4196](https://github.com/morluto/rea/pull/4196), [morluto/rea#3881](https://github.com/morluto/rea/issues/3881), [#4341](https://github.com/morluto/rea/pull/4341), [morluto/rea#3963](https://github.com/morluto/rea/issues/3963), [bfb7ed0](https://github.com/morluto/rea/commit/bfb7ed0bd43edc605e00fc52c6e21e735b285904), [#3480](https://github.com/morluto/rea/pull/3480), [#3831](https://github.com/morluto/rea/pull/3831), [morluto/rea#3312](https://github.com/morluto/rea/issues/3312), [9ac76d3](https://github.com/morluto/rea/commit/9ac76d3d9486856d25395b413d7ac5ffa744cad0), [#4342](https://github.com/morluto/rea/pull/4342), [morluto/rea#4206](https://github.com/morluto/rea/issues/4206), [#4243](https://github.com/morluto/rea/pull/4243), [morluto/rea#3880](https://github.com/morluto/rea/issues/3880)). Thanks @coygeek, @kaoru0822-kitauji, @maxazure, @N0zoM1z0, @ShuaixinHuang.
+- **JavaScript relationships:** Distinguish `Map` reads from network endpoints, associate response endpoints only with writes that reach the read, and preserve child-process receiver ownership and effective stdio choices. Version comparisons keep relocation and unknown relationships distinct from application changes. ([fbfdb6a](https://github.com/morluto/rea/commit/fbfdb6abe9d663be0be146a15a489e33ccba0f68), [#4759](https://github.com/morluto/rea/pull/4759), [morluto/rea#4606](https://github.com/morluto/rea/issues/4606), [#3819](https://github.com/morluto/rea/pull/3819), [morluto/rea#3362](https://github.com/morluto/rea/issues/3362), [#4336](https://github.com/morluto/rea/pull/4336), [morluto/rea#3355](https://github.com/morluto/rea/issues/3355), [556504e](https://github.com/morluto/rea/commit/556504edcbb0f8cd9eaf81a91b18ff891b8f5457), [4d980d0](https://github.com/morluto/rea/commit/4d980d017622d3175d86aaf3b0dcfbdf4ca3d091)). Thanks @Abdooo2235, @coygeek, @kaoru0822-kitauji, @Xinglan233.
+- **JavaScript source admission:** Parse JavaScript with its own grammar, refuse FIFO recovery inputs without blocking, and report oversized or resource-skipped files with their actual capacity and coverage state. Malformed runtime events stay excluded rather than becoming policy-filtered facts. ([#3782](https://github.com/morluto/rea/pull/3782), [morluto/rea#3780](https://github.com/morluto/rea/issues/3780), [#3788](https://github.com/morluto/rea/pull/3788), [morluto/rea#3332](https://github.com/morluto/rea/issues/3332), [#4757](https://github.com/morluto/rea/pull/4757), [morluto/rea#4629](https://github.com/morluto/rea/issues/4629), [#3852](https://github.com/morluto/rea/pull/3852), [morluto/rea#3670](https://github.com/morluto/rea/issues/3670), [#4755](https://github.com/morluto/rea/pull/4755), [morluto/rea#4685](https://github.com/morluto/rea/issues/4685)). Thanks @andresaragon, @coygeek, @kaoru0822-kitauji, @sx4im.
+- **Browser capture:** Bound CDP handshakes and command responses, preserve malformed inventory uncertainty and partial cleanup diagnostics, and report cancellation after content reads and final cleanup. Accessibility comparisons require observed coverage; attached emulation teardown limits remain explicit. ([#3555](https://github.com/morluto/rea/pull/3555), [morluto/rea#3553](https://github.com/morluto/rea/issues/3553), [#3901](https://github.com/morluto/rea/pull/3901), [morluto/rea#3379](https://github.com/morluto/rea/issues/3379), [4cc044b](https://github.com/morluto/rea/commit/4cc044be68f813e96907e6cedcf422d0a3170de3), [#4406](https://github.com/morluto/rea/pull/4406), [morluto/rea#4403](https://github.com/morluto/rea/issues/4403), [#2893](https://github.com/morluto/rea/pull/2893), [0123d59](https://github.com/morluto/rea/commit/0123d5976828bfe621bd51daa4cf39fee48a1349), [2ff0867](https://github.com/morluto/rea/commit/2ff086796ad7b8f60397956750584e170dbe2910)). Thanks @coygeek, @dakjdakd, @kaoru0822-kitauji, @maxazure, @N0zoM1z0, @YunzhouLi-hub.
+- **Browser page facts:** Preserve URL path bytes when removing credentials, repeated document `Link` headers and complete COOP/COEP structured items. WebMCP discovery reads the actual schema properties and exact receiver path. ([#4731](https://github.com/morluto/rea/pull/4731), [df2fc25](https://github.com/morluto/rea/commit/df2fc251e318a1255309dba232f9f73c700777b6), [c360cfc](https://github.com/morluto/rea/commit/c360cfcd6d7901514b16dd6113eba2e0b0fdf422), [ebd5a82](https://github.com/morluto/rea/commit/ebd5a82c439f6deb3a06062225ce009eb03257cf), [38f92d1](https://github.com/morluto/rea/commit/38f92d108e3148cdf47e4ffbfe3de8a76e795d51)). Thanks @Abdooo2235, @geekwolf, @ShuaixinHuang.
+- **Electron runtime capture:** Keep native IPC listener and one-shot dispatch behavior, block synchronous shell effects during capture, refuse active scenarios when the inspect fuse is disabled, and preserve fuse/transport cleanup ownership. ([#4389](https://github.com/morluto/rea/pull/4389), [morluto/rea#4390](https://github.com/morluto/rea/issues/4390), [#4605](https://github.com/morluto/rea/pull/4605), [morluto/rea#4593](https://github.com/morluto/rea/issues/4593), [#4562](https://github.com/morluto/rea/pull/4562), [morluto/rea#4393](https://github.com/morluto/rea/issues/4393), [#3605](https://github.com/morluto/rea/pull/3605), [morluto/rea#3453](https://github.com/morluto/rea/issues/3453), [f9de413](https://github.com/morluto/rea/commit/f9de41371f7536e2e22ce6e43c9314fa2f238a30), [e7df00e](https://github.com/morluto/rea/commit/e7df00e80777757b329bbe8aba6d421d8892b9d5)). Thanks @Adolanium, @gensokyo-dev, @gkobayashi0, @HarsH-1877, @kaoru0822-kitauji, @keeponlight, @N0zoM1z0, @Nitin13-git, @xu91102.
+- **APK resource accuracy:** Retain completed tables and decode facts after interrupted or failed reads. Derive locale limits from resource configuration fields, disclose unselectable qualified tables, distinguish document failures from omitted entries, and bind Evidence to the decoded snapshot. ([34a88d6](https://github.com/morluto/rea/commit/34a88d6c1674710953e2c94bd0a17332cd69ca6f), [f5fcf52](https://github.com/morluto/rea/commit/f5fcf5216ffb3a266b8c00f6d9a0943051084ab5), [6385ef4](https://github.com/morluto/rea/commit/6385ef4355d7a794b3154ee38529cbddee583336), [98886ad](https://github.com/morluto/rea/commit/98886adddfcbd7b4f4236b3a9825f91878c3cb11), [dc2e811](https://github.com/morluto/rea/commit/dc2e8117b60c4481372ed89b077e6c1cf81ee653), [#4771](https://github.com/morluto/rea/pull/4771), [morluto/rea#4768](https://github.com/morluto/rea/issues/4768)). Thanks @abhay-2108, @gensokyo-dev, @Iyanuoluwa007, @kaoru0822-kitauji, @N0zoM1z0.
+- **Apktool guidance:** Retain the observed version and disclose the matching platform/release advisory windows without treating a version string as proof of decoder safety. Missing prerequisites and decode refusals identify the selected APK or launcher. ([d38f099](https://github.com/morluto/rea/commit/d38f099692394ec90c582f9f0a14b036b421b160), [63696d2](https://github.com/morluto/rea/commit/63696d277328f556c971d1fc9f81ae83128d468b), [cc038da](https://github.com/morluto/rea/commit/cc038da218cada68c87700477aba3db4739791ff)). Thanks @GovinduSasanka, @peter-research.
+- **Android method bodies:** Recover original bytecode bodies when Java source is omitted while preserving genuine native/abstract body absence and primary failures during retryable cleanup. ([63c65a2](https://github.com/morluto/rea/commit/63c65a22430a4bbc0c1807a0298edb867775001f), [742b6f5](https://github.com/morluto/rea/commit/742b6f587f3c4ef1b8212e7376d6f3a305b194dc), [9fa6d2b](https://github.com/morluto/rea/commit/9fa6d2b254cc390665974efb52463386a029e9fc)). Thanks @balkan16, @Chessing234.
+- **ADB observations and transfers:** Preserve display-scoped focus, distinguish missing declarations from absent focus, retain numeric physical density and mark unknown permission coverage partial. Transfers use consumed snapshot identity and refuse unknown destination existence; uninstall requests explicitly select user zero. ([7086768](https://github.com/morluto/rea/commit/7086768a27242a15daa93486aefbaacc3c891e78), [3d028db](https://github.com/morluto/rea/commit/3d028dbc74a465f6f8df1813a931fbb5362e7dc3), [#4074](https://github.com/morluto/rea/pull/4074), [morluto/rea#3942](https://github.com/morluto/rea/issues/3942), [#4663](https://github.com/morluto/rea/pull/4663), [#4665](https://github.com/morluto/rea/pull/4665), [1342127](https://github.com/morluto/rea/commit/1342127e91d4db8b4113a7a4e85be909bc96e1db), [61e6880](https://github.com/morluto/rea/commit/61e688070f48016b6d178cd04c02fcc2f33e19ad), [be0b2d1](https://github.com/morluto/rea/commit/be0b2d138c46bb951fc3c8ee57ef7b0d57fed312)). Thanks @Copilot, @coygeek, @gongfpp, @Tapraj-Pathak, @yankikucuk.
+- **Apple metadata:** Preserve exact plist/keyed-archive integers, negative zero, non-finite real identity and dictionary keys. Reject malformed XML before value decoding, retain undecodable dates as unknown and report unsupported OpenStep entries explicitly. ([#4324](https://github.com/morluto/rea/pull/4324), [morluto/rea#4292](https://github.com/morluto/rea/issues/4292), [2cf9c28](https://github.com/morluto/rea/commit/2cf9c28f27261b7e64af2ba7ecb4e23ea7714aee), [#4839](https://github.com/morluto/rea/pull/4839), [morluto/rea#4834](https://github.com/morluto/rea/issues/4834), [f2b7bbb](https://github.com/morluto/rea/commit/f2b7bbb31279a820f4cf32d439570f8e5381d010), [6c98708](https://github.com/morluto/rea/commit/6c98708793c23615de8053b2cd14d9f164b960c5), [78cf610](https://github.com/morluto/rea/commit/78cf6100f33ad2412c0a3d60b83f8a44a43fbbb5), [c7e9e09](https://github.com/morluto/rea/commit/c7e9e096d3e2444e4c251123b8e914e9c0941f4e), [#3793](https://github.com/morluto/rea/pull/3793), [#4105](https://github.com/morluto/rea/pull/4105), [morluto/rea#3892](https://github.com/morluto/rea/issues/3892)). Thanks @coygeek, @kaoru0822-kitauji, @mertkayacs, @pablodiazjorge, @pollychen-lab, @xu91102.
+- **Apple application structure:** Derive bundle components and launchd domains from their owning directories, retain unavailable components, and select only exact `Assets.car` names as asset catalogs. Interface Builder keeps unresolved classes and counts hierarchy records beyond the returned object page. ([149a0fc](https://github.com/morluto/rea/commit/149a0fc06c3c67ee45624e6da14dfb0754473758), [5d6029e](https://github.com/morluto/rea/commit/5d6029ea62a65ec34fd739ee40223c77c6fdb63b), [c192c58](https://github.com/morluto/rea/commit/c192c58815ddeaf5cf30159e7082c742c0bc36b7), [#4094](https://github.com/morluto/rea/pull/4094), [morluto/rea#3914](https://github.com/morluto/rea/issues/3914), [#4118](https://github.com/morluto/rea/pull/4118), [morluto/rea#3958](https://github.com/morluto/rea/issues/3958), [#4162](https://github.com/morluto/rea/pull/4162), [morluto/rea#3950](https://github.com/morluto/rea/issues/3950)). Thanks @coygeek, @kaoru0822-kitauji.
+- **Native names and layout:** Keep valid Objective-C records beside malformed neighbors, preserve leading U+FEFF and repeated load-command fields, and select exact arm64e.x1 slices. PE resource ownership and NativeAOT reads stay within declared image/header ranges. ([#3833](https://github.com/morluto/rea/pull/3833), [morluto/rea#3336](https://github.com/morluto/rea/issues/3336), [#4549](https://github.com/morluto/rea/pull/4549), [morluto/rea#4540](https://github.com/morluto/rea/issues/4540), [morluto/rea#4541](https://github.com/morluto/rea/issues/4541), [#4730](https://github.com/morluto/rea/pull/4730), [#4048](https://github.com/morluto/rea/pull/4048), [morluto/rea#4008](https://github.com/morluto/rea/issues/4008), [#3500](https://github.com/morluto/rea/pull/3500), [morluto/rea#3389](https://github.com/morluto/rea/issues/3389), [#4463](https://github.com/morluto/rea/pull/4463), [morluto/rea#4373](https://github.com/morluto/rea/issues/4373), [morluto/rea#4455](https://github.com/morluto/rea/issues/4455), [3fc0075](https://github.com/morluto/rea/commit/3fc007534bb2104d662b43cc712281f9d1d6a7d3), [4a076f3](https://github.com/morluto/rea/commit/4a076f368c62bdfb19415accad342e03a38d1005)). Thanks @coygeek, @Iyanuoluwa007, @jayinvers, @kaoru0822-kitauji, @kevinjosh10, @maxazure, @ShuaixinHuang.
+- **Native analysis providers:** Keep Ghidra byte matches within examined coverage, retain PE PDB/function-boundary limitations and preserve configured MIPS choices. Attached IDA refuses universal Mach-O rather than silently choosing a slice; request timeout identity and captured output survive adapter handling. ([#4531](https://github.com/morluto/rea/pull/4531), [#2933](https://github.com/morluto/rea/pull/2933), [morluto/rea#2259](https://github.com/morluto/rea/issues/2259), [01a1b3f](https://github.com/morluto/rea/commit/01a1b3fda6a7dacd24a0b10619d41d12153080d4), [50dd9fc](https://github.com/morluto/rea/commit/50dd9fcad1efb47cb404192c30bdf190dcdaca58), [#4765](https://github.com/morluto/rea/pull/4765), [morluto/rea#3871](https://github.com/morluto/rea/issues/3871), [c0cfccb](https://github.com/morluto/rea/commit/c0cfccb45fe43e7eeff18e56c64caa5b121988f9)). Thanks @BeLit-Development-2, @coygeek, @kaoru0822-kitauji, @N0zoM1z0, @ShuaixinHuang.
+- **Recorded crashes:** Prevent GDB from discovering an executable named by an untrusted core, reject core mapping paths that escape the isolated sysroot, and preserve pwntools worker ownership across launcher exec. Completed decode facts and cancellation reasons remain available through failed final cleanup. ([5bf4fff](https://github.com/morluto/rea/commit/5bf4fffc1b835130ddb16f96db9ce13b639591db), [b33c0df](https://github.com/morluto/rea/commit/b33c0df02e93fabca00a44f2de625b1a63637ee9), [#4435](https://github.com/morluto/rea/pull/4435), [morluto/rea#4011](https://github.com/morluto/rea/issues/4011)). Thanks @coygeek, @N0zoM1z0.
+- **Cutter and Rizin:** Read Cutter’s active document from core configuration and attribute its host version correctly. Keep interrupted Rizin frames and output whitespace before completion markers, with exact command and cleanup failure attribution. ([#4507](https://github.com/morluto/rea/pull/4507), [morluto/rea#4497](https://github.com/morluto/rea/issues/4497), [#4514](https://github.com/morluto/rea/pull/4514), [morluto/rea#4498](https://github.com/morluto/rea/issues/4498), [#4459](https://github.com/morluto/rea/pull/4459), [morluto/rea#4015](https://github.com/morluto/rea/issues/4015), [d5fc7e6](https://github.com/morluto/rea/commit/d5fc7e6ebf9af050081fc4c6e18b9079cfaa5cdc), [199396f](https://github.com/morluto/rea/commit/199396f61c8f61da326d059606a992304a760147)). Thanks @coygeek, @N0zoM1z0, @Xander-AJ.
+- **Windows cleanup:** Retain unpublished runtimes after failed removal, handle read-only attributes and sharing conflicts, preserve primary snapshot failures and honor caller environment overrides. ([f78d137](https://github.com/morluto/rea/commit/f78d137b42741a0ed5fb8ac161286f9a50220c4d), [d69acc3](https://github.com/morluto/rea/commit/d69acc3455c33f90a2fc4381db43d38b6af50622), [0679a79](https://github.com/morluto/rea/commit/0679a7972b4f2b02eee6a86a44f50f4c2967d3cb), [5f9ac2c](https://github.com/morluto/rea/commit/5f9ac2c98a6fe11988c41afb737df9b6d5c3a1b3), [1bbf4bd](https://github.com/morluto/rea/commit/1bbf4bd16ca134cdb2187eaf29291cae90d14a57)). Thanks @DeryFerd.
+- **Managed metadata:** Compare nominal signatures and declaring identities across builds, preserve empty names without display substitutions, verify ABI-prefixed Mach-O exports exactly, and charge cached metadata once. Metadata errors report artifact file offsets; mixed-mode assemblies retain their actual boundary classification. ([#3059](https://github.com/morluto/rea/pull/3059), [#3079](https://github.com/morluto/rea/pull/3079), [#3853](https://github.com/morluto/rea/pull/3853), [morluto/rea#3352](https://github.com/morluto/rea/issues/3352), [#3974](https://github.com/morluto/rea/pull/3974), [morluto/rea#3961](https://github.com/morluto/rea/issues/3961), [#3491](https://github.com/morluto/rea/pull/3491), [morluto/rea#3449](https://github.com/morluto/rea/issues/3449), [#4418](https://github.com/morluto/rea/pull/4418), [morluto/rea#4372](https://github.com/morluto/rea/issues/4372), [#3516](https://github.com/morluto/rea/pull/3516), [morluto/rea#3366](https://github.com/morluto/rea/issues/3366)). Thanks @8rulerstar, @coygeek, @duckhunt113, @Hahaa909, @JayOfTheKeyboard, @kaoru0822-kitauji, @keeponlight, @N0zoM1z0, @tomyrms.
+- **Archive and filesystem identity:** Reject colliding extraction paths before writing, classify ZIP offsets beyond EOF as malformed, normalize ZIP current-directory prefixes once, and preserve symlink and unreadable-path provenance. A directory named `*.map` is no longer mistaken for a source-map file. ([862a0b2](https://github.com/morluto/rea/commit/862a0b2631785492f8dc20c8acd396646c545fd1), [c209dcb](https://github.com/morluto/rea/commit/c209dcb209118069f123e789949eeba1ef78853e), [6b1c36e](https://github.com/morluto/rea/commit/6b1c36e336eeacbb7159b211e687b4b84f99b9f5), [25c2222](https://github.com/morluto/rea/commit/25c22222abe7a681491bdb4d7316250fdcf32973), [d6e4fe4](https://github.com/morluto/rea/commit/d6e4fe4a4dd8914ec3db50d2a7fc3d0802649262), [#4131](https://github.com/morluto/rea/pull/4131), [morluto/rea#3909](https://github.com/morluto/rea/issues/3909)). Thanks @Adkid-Zephyr, @coygeek, @jackie-cqz, @kaoru0822-kitauji, @maxazure, @XY-code1.
+- **Evidence and reconstruction:** Authenticate all retained inventory substeps, preserve source-attributed caveats in composed workflows, and require comparable cited Evidence before declaring reconstruction coverage or readiness. Missing Evidence and residual replay uncertainty stay explicit. ([9ac91e0](https://github.com/morluto/rea/commit/9ac91e0c1e13e91cd21341635ad5be89b0e8642d), [c4608a2](https://github.com/morluto/rea/commit/c4608a29620ea3e7bb8259b47357b942fe4e4709), [#4075](https://github.com/morluto/rea/pull/4075), [morluto/rea#3357](https://github.com/morluto/rea/issues/3357), [#3526](https://github.com/morluto/rea/pull/3526), [morluto/rea#3363](https://github.com/morluto/rea/issues/3363), [153017d](https://github.com/morluto/rea/commit/153017d750322188c1a112b2284c1b8065c67320)). Thanks @coygeek, @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0, @rudycelekli.
+- **Offline data:** Preserve exact UTC packet-capture instants, SQLite column identity and snapshot admission failures, and cooked WASM directive literals. Cleanup cancellation retains completed EVM/WASM observations rather than losing them. ([796faa0](https://github.com/morluto/rea/commit/796faa0e4e6bf745bcdc33acef65af8ccfc3622d), [748ac7f](https://github.com/morluto/rea/commit/748ac7f0df340f0d0569eca2e803a59cd51ffdbd), [bc51d0e](https://github.com/morluto/rea/commit/bc51d0ea5df7dcee1fcc42dfae3ab0c62c9cca5e), [4f87f02](https://github.com/morluto/rea/commit/4f87f02bb19bf77349a683a5bcb2da2d1da427d0), [d694aef](https://github.com/morluto/rea/commit/d694aef227e90164e6654ea9e5ce6a854d099404), [321cacb](https://github.com/morluto/rea/commit/321cacb84a020f447e1110df5c58fa71d99b7bf1)). Thanks @himamaheswarreddy, @mertkayacs, @rollroyces, @viniciusdsandrade.
+- **Kuna recovery:** Share concurrent single-function requests and cache repeats, validate warm exports once, stream string inventories beyond the former fixed buffer ceiling, and keep unproven processes in their run slots until close confirms release. Failure messages distinguish final buffer refusals from configurable deadlines. ([#4045](https://github.com/morluto/rea/pull/4045), [#4169](https://github.com/morluto/rea/pull/4169), [#4049](https://github.com/morluto/rea/pull/4049), [#4318](https://github.com/morluto/rea/pull/4318), [#4052](https://github.com/morluto/rea/pull/4052), [#4098](https://github.com/morluto/rea/pull/4098), [#4343](https://github.com/morluto/rea/pull/4343)). Thanks @kaoru0822-kitauji.
+- **Flutter snapshots:** Check symbol-table ranges against loadable segments and retain completed inspection facts when cancellation occurs during snapshot cleanup. ([#3859](https://github.com/morluto/rea/pull/3859), [morluto/rea#3346](https://github.com/morluto/rea/issues/3346), [#4766](https://github.com/morluto/rea/pull/4766), [morluto/rea#4717](https://github.com/morluto/rea/issues/4717), [#4762](https://github.com/morluto/rea/pull/4762), [morluto/rea#4640](https://github.com/morluto/rea/issues/4640)). Thanks @coygeek, @kaoru0822-kitauji.
+- **Native metadata recovery:** Keep unknown Objective-C category classes, empty protocol names, undecoded Swift aliases and unfinished property types explicit instead of discarding neighboring valid records. Preserve unnamed segment identity and exclude a dylib’s own install name from dependencies. ([#4093](https://github.com/morluto/rea/pull/4093), [morluto/rea#4012](https://github.com/morluto/rea/issues/4012), [#4078](https://github.com/morluto/rea/pull/4078), [morluto/rea#3873](https://github.com/morluto/rea/issues/3873), [#4085](https://github.com/morluto/rea/pull/4085), [morluto/rea#3934](https://github.com/morluto/rea/issues/3934), [#3825](https://github.com/morluto/rea/pull/3825), [morluto/rea#3345](https://github.com/morluto/rea/issues/3345), [#4051](https://github.com/morluto/rea/pull/4051), [morluto/rea#3875](https://github.com/morluto/rea/issues/3875), [#4050](https://github.com/morluto/rea/pull/4050), [morluto/rea#3872](https://github.com/morluto/rea/issues/3872)). Thanks @coygeek, @kaoru0822-kitauji.
+- **Document selection:** Preserve explicitly selected plist paths and bundle defaults, and only use document fallback after confirming its applicability. Finalization keeps completed selection facts and cancellation outcomes. ([e6c4877](https://github.com/morluto/rea/commit/e6c487799bb64f559e66b69be1863e6ec5187548), [#3774](https://github.com/morluto/rea/pull/3774), [9df559b](https://github.com/morluto/rea/commit/9df559b7e712298a761ff26e9caae8d659b7e54b)). Thanks @kaoru0822-kitauji.
+- **Capture and comparison accuracy:** Admit schema-valid HAR numeric values while retaining exact-publication limits, preserve empty URL path segments, and keep unrelated process traces and unnamed reference endpoints distinct or unknown. ([#3159](https://github.com/morluto/rea/pull/3159), [morluto/rea#3145](https://github.com/morluto/rea/issues/3145), [#3792](https://github.com/morluto/rea/pull/3792), [morluto/rea#3307](https://github.com/morluto/rea/issues/3307), [#4178](https://github.com/morluto/rea/pull/4178), [morluto/rea#3931](https://github.com/morluto/rea/issues/3931), [#3809](https://github.com/morluto/rea/pull/3809), [morluto/rea#3388](https://github.com/morluto/rea/issues/3388)). Thanks @coygeek, @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0, @pablodiazjorge, @xu91102.
+- **Evidence publication:** Recheck staged output identity after its final write, classify missing review Evidence and duplicate ledger entries as caller input, and preserve the selected freshness requirement in comparison parameters. ([#4764](https://github.com/morluto/rea/pull/4764), [morluto/rea#4613](https://github.com/morluto/rea/issues/4613), [#4452](https://github.com/morluto/rea/pull/4452), [morluto/rea#4444](https://github.com/morluto/rea/issues/4444), [#4065](https://github.com/morluto/rea/pull/4065), [morluto/rea#4000](https://github.com/morluto/rea/issues/4000)). Thanks @amyanger, @coygeek, @kaoru0822-kitauji, @Rinkia, @Swatantra-66.
+
+### ⚠ BREAKING CHANGES
+
+- **Saved Evidence:** Evidence and analysis snapshots now require explicit nullable `relationship_coverage` in their identity commitments. Artifact inventories require scoped coverage and explicit `integrity_contradictions`; obsolete `coverage_status` and prose-based coverage inference are removed. Regenerate old Evidence/snapshots and inventory observations with this release: saved files are not migrated and omitted facts are not filled with guessed defaults. ([db8128d](https://github.com/morluto/rea/commit/db8128dc0d1c4f731f3d19877fa00d25cf17f657), [0405c9d](https://github.com/morluto/rea/commit/0405c9d361de6d904dfa16cc0b6d8350407f2c9b), [a9588be](https://github.com/morluto/rea/commit/a9588be4ebdd20eeda975cb63ffcdb1cd868b340)).
+- **Browser capture results:** Consumers must retain resolved capture limits, event families and omission facts. Set desired budgets through the supported capture options; omitted caller inputs still select defaults, but stored observations must report the resolved values. Admitted content reads queue behind bounded concurrency. ([57a23f0](https://github.com/morluto/rea/commit/57a23f0a2da0fdc3835e203718ded8acea5a34e6)).
+- **Android version codes:** `inspect_adb_package.version_code` is a decimal string rather than a JSON number. Read it as a string, or use `BigInt` for numeric comparison. ([#3485](https://github.com/morluto/rea/pull/3485), [morluto/rea#3368](https://github.com/morluto/rea/issues/3368), [7666a48](https://github.com/morluto/rea/commit/7666a482b69dc7cabdbac3bbaf89a43e32300192)). Thanks @coygeek, @kaoru0822-kitauji.
+- **Native UI failures:** Failed or cancelled native UI scenarios now return typed errors with the collected report in `partial_observation`. Handle the error path and read that report instead of expecting a successful result containing failed steps. ([d909919](https://github.com/morluto/rea/commit/d9099190ab3a819bd3a9fd62a8714cef398016d5)).
+- **Provider status:** `binary_session` candidate availability can be unknown during owner finalization. Preserve that state rather than treating it as unavailable; internal consumers must await the asynchronous session status API. ([150e996](https://github.com/morluto/rea/commit/150e996a86f2bec4982ba87f37bf502a8d5e8214)).
+- **Swift symbol locations:** `swift_symbols` entries may have a null `address` when the provider supplies no location. Handle unknown addresses; optional `evidence.reported_address` retains the original provider value. ([8116dc0](https://github.com/morluto/rea/commit/8116dc06512b4609d8db63cebc9f2ff8cb964151)).
+- **Linux Hopper admission:** Older builds previously admitted by a fixed allowlist need retained publisher-signed package evidence or an approved update to the current public demo. Update explicit `HOPPER_LAUNCHER_PATH` selections when migrating; the live feed offers only its current release. The official RPM metadata mismatch remains unresolved and is refused. ([#3590](https://github.com/morluto/rea/pull/3590), [morluto/rea#3577](https://github.com/morluto/rea/issues/3577), [70cd4cb](https://github.com/morluto/rea/commit/70cd4cbfb849b61f05d97d2690372a9782831426)). Thanks @gensokyo-dev, @kaoru0822-kitauji, @N0zoM1z0.
+
+Full contribution record: [571 commits and 236 merged PRs](https://github.com/morluto/rea/blob/rea-agents-6.6.0/docs/releases/6.6.0.contributions.json).
+
 ## [6.5.0](https://github.com/morluto/rea/compare/rea-agents-6.4.0...rea-agents-6.5.0) (2026-10-13)

 Provider prerequisites and recorded verification scope are listed in [the testing guide](docs/testing.md).
@@ -21,6 +21,9 @@ For analysis workflows and agent interfaces, follow the
 [performance priorities](AGENTS.md#performance). Explain the selected output
 scope, reuse/cache decisions, and relevant before/after measurements when these
 costs change.
+Use the [analysis optimization skill](.agents/skills/rea-analysis-optimization/SKILL.md)
+to locate provider and shared-workflow bottlenecks, preserve Evidence, and
+compare equivalent real tasks before claiming an improvement.

 When adding or changing an MCP tool, follow the [tool design guide](docs/tool-design.md) and preserve the canonical contracts and generated catalog.

@@ -1,7 +1,7 @@
 <div align="center">

 **English** · [简体中文](docs/readme/README_zh.md) · [繁體中文](docs/readme/README_zh-TW.md) · [日本語](docs/readme/README_ja.md) · [한국어](docs/readme/README_ko.md) · [Türkçe](docs/readme/README_tr.md) · [Русский](docs/readme/README_ru.md) · [Tiếng Việt](docs/readme/README_vi.md) · [ไทย](docs/readme/README_th.md) · [Deutsch](docs/readme/README_de.md) · [Español](docs/readme/README_es.md) · [Français](docs/readme/README_fr.md) · [Українська](docs/readme/README_uk.md) · [Polski](docs/readme/README_pl.md) · [Português (Brasil)](docs/readme/README_pt-BR.md) · [العربية](docs/readme/README_ar.md) · [فارسی](docs/readme/README_fa.md) · [Bahasa Indonesia](docs/readme/README_id.md) · [Italiano](docs/readme/README_it.md)
-· [Ελληνικά](docs/readme/README_el.md)
+· [Ελληνικά](docs/readme/README_el.md) · [മലയാളം](docs/readme/README_ml.md)

 # REA: Reverse Engineer Anything

@@ -132,6 +132,14 @@ For a CLI installed with `npm install --global` or `bun add --global`:
 rea update
 ```

+`rea --update` is an alias for this verified workflow and accepts the same global
+output flags. Use `rea update` when combining it with other command controls.
+
+Updater commands retain at most 4 MiB of stdout and stderr combined. Oversized
+metadata replies are rejected after the command exits; verbose installs continue
+with bounded diagnostics. Human progress output respects terminal backpressure
+and waits for submitted writes to finish.
+
 Bun global updates require Bun 1.2.17 or later. With an older Bun release,
 upgrade Bun manually before running `rea update`.

@@ -166,31 +174,35 @@ CLI commands use the same workflows.
 REA requires Node.js 22.x (>=22.19), 24.x (>=24.11), or 26+, plus npm.
 Additional tools and host support depend on the target:

-| Target                 | What REA returns                                                                     | Requirements and guide                                                                                                                |
-| ---------------------- | ------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------- |
-| Native binaries        | Pseudocode, assembly, strings, symbols, calls and references                         | Hopper, Ghidra or IDA; [native analysis](docs/native-investigation.md)                                                                |
-| Offline ELF layout     | Sections, segments, original symbols/relocations and static mitigation candidates    | Caller-supplied pwntools on Linux x64; [binary diagnostics](docs/binary-diagnostics.md)                                               |
-| Go binaries            | Embedded compiler version, modules, replacements and build settings                  | Built-in static ELF/PE/thin Mach-O inspection; no Go installation required                                                            |
-| Rust binaries          | Embedded cargo-auditable crate names, versions, sources and dependency edges         | Built-in static ELF/PE/thin Mach-O inspection; [Rust binaries](docs/rust-binaries.md)                                                 |
-| WASM artifact          | Validation, sections, exact import/export WAT forms and decoded WAT                  | Caller-supplied WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
-| EVM bytecode           | Dispatch selectors, byte offsets, inferred arguments and mutability                  | Local raw/hex carrier on Linux x64; [offline EVM guide](docs/evm-bytecode.md)                                                         |
-| SQLite databases       | Tables, columns, indexes, views, triggers and selected ordinary-table rows           | Local database/WAL snapshot; Node.js 24.x >=24.15 or 26+ with native SQLite limits                                                    |
-| Recorded Linux crashes | Raw notes, every recorded thread's registers/signals and optional mapping candidates | Caller-supplied pwntools on Linux x64; optional GDB/pwndbg; [recorded crashes](docs/recorded-crashes.md)                              |
-| JavaScript / Electron  | Modules, imports, source maps, routes, IPC and native add-on relationships           | Node.js and npm; Linux: procps-compatible `ps`; [application analysis](docs/javascript-application-workflows.md)                      |
-| Websites               | Page structure, scripts, network observations and requested screenshots              | A Chrome-family browser; [browser analysis](docs/browser-observation.md)                                                              |
-| Saved network captures | Requests, responses, exposed payloads and source locations                           | HAR or Fiddler Everywhere SAZ; mitmdump on Linux for native mitmproxy; [capture guide](docs/web-network-captures.md)                  |
-| .NET assemblies        | Metadata, CIL instructions, declared native dependencies and build comparisons       | None (static only); [managed-code guide](docs/managed-code-analysis.md)                                                               |
-| Android APKs           | Manifest declarations, classes, decompiled methods and references                    | Headless JADX and a full JDK on Linux/macOS/Windows x64; [Android guide](docs/android-analysis.md)                                    |
-| Android devices        | Devices, packages, processes, logs, dumps, screen captures, and APK/file transfers   | Caller-supplied adb (emulator or hardware); [ADB guide](docs/adb-device-analysis.md)                                                  |
-| JEB projects           | Engine-backed project units, artifact digests and type/method pseudo-code            | A caller-started JEB client serving MCP, selected with REA_JEB_MCP_URL; [JEB guide](docs/jeb-analysis.md)                             |
-| Android resources      | Decoded manifest, string tables, locales and version facts                           | Caller-supplied Apktool launcher; [resource guide](docs/apktool-resource-analysis.md)                                                 |
-| Flutter apps           | Dart snapshot hash, per-ABI library digests and engine build provenance              | None (static APK parsing); [Flutter guide](docs/flutter-analysis.md)                                                                  |
-| Firmware               | Regions, extraction results and native-analysis handoffs                             | Binwalk / Unblob on Linux; [firmware guide](docs/firmware-analysis.md)                                                                |
-| Recorded packets       | Selected fields, repeated values, filters and decode-as rules                        | Linux: TShark 4.x + prlimit; [capture guide](docs/packet-captures.md)                                                                 |
-| Packet summaries       | Endpoints, DNS, TLS SNI, protocol distribution and HTTP requests                     | Caller-supplied tshark and capinfos (Linux-verified); [pcap guide](docs/pcap-analysis.md)                                             |
-| Recorded logic signals | Decoder annotations, sample ranges and diagnostics                                   | Linux: sigrok-cli 0.7.2 + prlimit; [signal recordings](docs/signal-recordings.md)                                                     |
-| Packages and resources | File inventories, digests, plists, Apple bundle anatomy and extracted resources      | [Artifact and JavaScript guide](docs/javascript-artifact-reconstruction.md), [Apple applications](docs/apple-application-analysis.md) |
-| Process behavior       | Terminal output, interactions, exit and filesystem observations, and run comparisons | Linux/macOS with a native PTY; [process capture](docs/process-capture.md)                                                             |
+| Target                 | What REA returns                                                                                  | Requirements and guide                                                                                                                |
+| ---------------------- | ------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------- |
+| Desktop installations  | Runtime candidates, supporting files, component markers and next probes                           | Built-in bounded directory/header inspection; [desktop applications](docs/desktop-applications.md)                                    |
+| Native binaries        | Pseudocode, assembly, strings, symbols, calls and references                                      | Hopper, Ghidra or IDA; [native analysis](docs/native-investigation.md)                                                                |
+| Offline ELF layout     | Sections, segments, original symbols/relocations and static mitigation candidates                 | Caller-supplied pwntools on Linux x64; [binary diagnostics](docs/binary-diagnostics.md)                                               |
+| Go binaries            | Embedded compiler version, modules, replacements and build settings                               | Built-in static ELF/PE/thin Mach-O inspection; no Go installation required                                                            |
+| Model artifacts        | GGUF / safetensors metadata, tensor declarations and derived totals                               | Built-in header inspection; optional full-file hash; [model files](docs/model-artifacts.md)                                           |
+| IL2CPP metadata        | Unity global-metadata.dat assembly images, type and method names and index ranges                 | Built-in static decoding of versions 24, 27, 29, 31 and 39; no Unity required                                                         |
+| Godot PCK              | Archive inventory and extraction, original header/directory facts and selected content identities | Built-in static formats 2, 3 and 4; no Godot required                                                                                 |
+| Rust binaries          | Embedded cargo-auditable crate names, versions, sources and dependency edges                      | Built-in static ELF/PE/thin Mach-O inspection; [Rust binaries](docs/rust-binaries.md)                                                 |
+| WASM artifact          | Validation, sections, exact import/export WAT forms and decoded WAT                               | Caller-supplied WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
+| EVM bytecode           | Dispatch selectors, byte offsets, inferred arguments and mutability                               | Local raw/hex carrier on Linux x64; [offline EVM guide](docs/evm-bytecode.md)                                                         |
+| SQLite databases       | Tables, columns, indexes, views, triggers and selected ordinary-table rows                        | Local database/WAL snapshot; Node.js 24.x >=24.15 or 26+ with native SQLite limits                                                    |
+| Recorded Linux crashes | Raw notes, every recorded thread's registers/signals and optional mapping candidates              | Caller-supplied pwntools on Linux x64; optional GDB/pwndbg; [recorded crashes](docs/recorded-crashes.md)                              |
+| JavaScript / Electron  | Modules, imports, source maps, routes, IPC and native add-on relationships                        | Node.js and npm; Linux: procps-compatible `ps`; [application analysis](docs/javascript-application-workflows.md)                      |
+| Websites               | Page structure, scripts, network observations and requested screenshots                           | A Chrome-family browser; [browser analysis](docs/browser-observation.md)                                                              |
+| Saved network captures | Requests, responses, exposed payloads and source locations                                        | HAR or Fiddler Everywhere SAZ; mitmdump on Linux for native mitmproxy; [capture guide](docs/web-network-captures.md)                  |
+| .NET assemblies        | Metadata, CIL instructions, declared native dependencies and build comparisons                    | None (static only); [managed-code guide](docs/managed-code-analysis.md)                                                               |
+| Android APKs           | Manifest declarations, classes, decompiled methods and references                                 | Headless JADX and a full JDK on Linux/macOS/Windows x64; [Android guide](docs/android-analysis.md)                                    |
+| Android devices        | Devices, packages, processes, logs, dumps, screen captures, and APK/file transfers                | Caller-supplied adb (emulator or hardware); [ADB guide](docs/adb-device-analysis.md)                                                  |
+| JEB projects           | Engine-backed project units, artifact digests and type/method pseudo-code                         | A caller-started JEB client serving MCP, selected with REA_JEB_MCP_URL; [JEB guide](docs/jeb-analysis.md)                             |
+| Android resources      | Decoded manifest, string tables, locales and version facts                                        | Caller-supplied Apktool launcher; [resource guide](docs/apktool-resource-analysis.md)                                                 |
+| Flutter apps           | Dart snapshot hash, per-ABI library digests and engine build provenance                           | None (static APK parsing); [Flutter guide](docs/flutter-analysis.md)                                                                  |
+| Firmware               | Regions, extraction results and native-analysis handoffs                                          | Binwalk / Unblob on Linux; [firmware guide](docs/firmware-analysis.md)                                                                |
+| Recorded packets       | Selected fields, repeated values, filters and decode-as rules                                     | Linux: TShark 4.x + prlimit; [capture guide](docs/packet-captures.md)                                                                 |
+| Packet summaries       | Endpoints, DNS, TLS SNI, protocol distribution and HTTP requests                                  | Caller-supplied tshark and capinfos (Linux-verified); [pcap guide](docs/pcap-analysis.md)                                             |
+| Recorded logic signals | Decoder annotations, sample ranges and diagnostics                                                | Linux: sigrok-cli 0.7.2 + prlimit; [signal recordings](docs/signal-recordings.md)                                                     |
+| Packages and resources | File inventories, digests, plists, Apple bundle anatomy and extracted resources                   | [Artifact and JavaScript guide](docs/javascript-artifact-reconstruction.md), [Apple applications](docs/apple-application-analysis.md) |
+| Process behavior       | Terminal output, interactions, exit and filesystem observations, and run comparisons              | Linux/macOS with a native PTY; [process capture](docs/process-capture.md)                                                             |

 Static JavaScript and .NET inspection read the supplied files without running
 the application. Runtime capture runs or interacts with the selected target
@@ -345,7 +357,7 @@ Report vulnerabilities through [SECURITY.md](SECURITY.md).

 ## Star history

-🎉 **250,000 GitHub stars — thank you!**
+🎉 **300,000 GitHub stars — thank you!**

 Thanks to everyone using REA, reporting bugs, requesting features, testing builds, and contributing fixes.

@@ -15,11 +15,14 @@ import java.util.*;
 import java.util.concurrent.CountDownLatch;
 import java.util.stream.Collectors;
 import kotlin.Unit;
+import kotlin.ResultKt;
+import kotlin.coroutines.Continuation;
+import kotlin.coroutines.CoroutineContext;
 import kotlin.coroutines.EmptyCoroutineContext;
+import kotlin.coroutines.intrinsics.IntrinsicsKt;
 import kotlinx.coroutines.BuildersKt;
 import kotlinx.io.CoreKt;
 import kotlinx.io.JvmCoreKt;
-import kotlinx.serialization.json.JsonObject;

 /** REA-owned metadata boundary for the unmodified jadx-headless-mcp 0.7.1 JAR. */
 class ReaJadxBridge {
@@ -28,7 +31,8 @@ class ReaJadxBridge {
  private JadxSession indexedSession;
  private Map<String, List<ClassSnapshot>> classes = Map.of();

-  private record MethodSnapshot(String name, String shortId, Map<String, Object> summary) {}
+  private record MethodSnapshot(String name, String rawName, String shortId, List<String> bodyAbsenceMarkers,
+      Map<String, Object> summary) {}
  private record ClassSnapshot(JavaClass node, List<MethodSnapshot> methods, Map<String, Object> summary) {}

  private static final class InputFailure extends IllegalArgumentException {
@@ -44,15 +48,93 @@ class ReaJadxBridge {

  private static CallToolResult json(Object value) { return text(JSON.toJson(value), false); }

+  /** Translate the typed load outcome before upstream drops its exception identity. */
+  static Object loadResult(Object result) {
+    try { ResultKt.throwOnFailure(result); }
+    catch (Throwable failure) {
+      if (failure instanceof java.util.concurrent.CancellationException
+          || failure instanceof Error && !(failure instanceof OutOfMemoryError)) return result;
+      if (failure instanceof OutOfMemoryError) {
+        String reason = failure.getMessage();
+        boolean heap = "Java heap space".equals(reason) || "GC overhead limit exceeded".equals(reason);
+        Map<String, Object> reply = new LinkedHashMap<>();
+        reply.put("kind", "jvm-memory-failure");
+        reply.put("memory_area", heap ? "heap" : "unknown");
+        reply.put("exception_type", "java.lang.OutOfMemoryError");
+        if (reason != null) reply.put("message", reason);
+        reply.put("max_heap_bytes", Runtime.getRuntime().maxMemory());
+        return text(JSON.toJson(reply), true);
+      }
+      return text("load failed: " + failure.getMessage(), true);
+    }
+    SessionHolder.LoadResult loaded = (SessionHolder.LoadResult) result;
+    Map<String, Object> reply = new LinkedHashMap<>();
+    reply.put("state", "LOADED");
+    reply.put("apk_path", loaded.getApkPath());
+    reply.put("class_count", loaded.getClassCount());
+    reply.put("raw_class_count", loaded.getRawClassCount());
+    reply.put("resource_count", loaded.getResourceCount());
+    reply.put("load_duration_ms", loaded.getLoadDurationMs());
+    reply.put("decompile_timeout_ms", loaded.getDecompileTimeoutMs());
+    reply.put("threads", loaded.getThreads());
+    reply.put("code_cache_size", loaded.getCodeCacheSize());
+    reply.put("resources", loaded.getResourceMode());
+    if (!loaded.getIncludePackages().isEmpty()) reply.put("include_packages", loaded.getIncludePackages());
+    if (!loaded.getExcludePackages().isEmpty()) reply.put("exclude_packages", loaded.getExcludePackages());
+    return json(reply);
+  }
+
+  private Object load(kotlinx.serialization.json.JsonObject arguments, SessionConfig defaults,
+      Continuation<? super CallToolResult> continuation) {
+    JsonObject args = JsonParser.parseString(arguments.toString()).getAsJsonObject();
+    String path = string(args, "path");
+    SessionConfig options = defaults.withLoadOverrides(
+        optionalString(args, "include_packages"), optionalString(args, "exclude_packages"),
+        args.has("threads") ? integer(args, "threads", 1) : null,
+        args.has("code_cache_size") ? integer(args, "code_cache_size", 64) : null,
+        optionalString(args, "resources"));
+    return loadCall(next -> holder.load(path, options, next), continuation);
+  }
+
+  static Object loadCall(kotlin.jvm.functions.Function1<Continuation<SessionHolder.LoadResult>, Object> load,
+      Continuation<? super CallToolResult> continuation) {
+    var forwarded = new java.util.concurrent.atomic.AtomicBoolean();
+    Continuation<SessionHolder.LoadResult> resumed = new Continuation<>() {
+      public CoroutineContext getContext() { return continuation.getContext(); }
+      public void resumeWith(Object result) {
+        if (!forwarded.compareAndSet(false, true)) throw new IllegalStateException("Load resumed twice");
+        Object translated;
+        try { translated = loadResult(result); }
+        catch (Throwable failure) { translated = ResultKt.createFailure(failure); }
+        // Keep the consumer outside the translation catch, including inline completion.
+        continuation.resumeWith(translated);
+      }
+    };
+    Object result;
+    try { result = load.invoke(resumed); }
+    catch (Throwable failure) {
+      if (forwarded.get()) ResultKt.throwOnFailure(ResultKt.createFailure(failure));
+      result = ResultKt.createFailure(failure);
+    }
+    if (result == IntrinsicsKt.getCOROUTINE_SUSPENDED()) return result;
+    Object translated = loadResult(result);
+    ResultKt.throwOnFailure(translated);
+    return translated;
+  }
+
+  private static String optionalString(JsonObject args, String name) {
+    return args.has(name) ? string(args, name) : null;
+  }
+
  private static String string(JsonObject args, String name) {
-    JsonElement value = JsonParser.parseString(args.toString()).getAsJsonObject().get(name);
+    JsonElement value = args.get(name);
    if (value == null || !value.isJsonPrimitive() || !value.getAsJsonPrimitive().isString())
      throw new IllegalArgumentException(name + " must be a string");
    return value.getAsString();
  }

  private static int integer(JsonObject args, String name, int fallback) {
-    JsonElement value = JsonParser.parseString(args.toString()).getAsJsonObject().get(name);
+    JsonElement value = args.get(name);
    if (value == null) return fallback;
    if (!value.isJsonPrimitive() || !value.getAsJsonPrimitive().isNumber())
      throw new IllegalArgumentException(name + " must be a nonnegative integer");
@@ -90,10 +172,13 @@ class ReaJadxBridge {
            if (!shortId.startsWith(rawName + "("))
              throw new IllegalStateException("JADX method ID has no raw-name prefix: " + shortId);
            String descriptor = shortId.substring(rawName.length());
+            List<String> bodyAbsenceMarkers = new ArrayList<>();
+            if (method.getAccessFlags().isNative()) bodyAbsenceMarkers.add("native_method");
+            if (method.getAccessFlags().isAbstract()) bodyAbsenceMarkers.add("abstract_method");
            String signature = name + "(" + method.getArgTypes().stream()
                .map(Object::toString).collect(Collectors.joining(", "))
                + "): " + method.getReturnType().toString();
-            return new MethodSnapshot(name, shortId, Map.of(
+            return new MethodSnapshot(name, rawName, shortId, List.copyOf(bodyAbsenceMarkers), Map.of(
                "name", name, "signature", signature,
                "dex_descriptor", descriptor,
                "is_constructor", method.isConstructor(), "def_pos", 0));
@@ -140,16 +225,52 @@ class ReaJadxBridge {

  private JadxSession.SmartCode methodBody(JadxSession current, ClassSnapshot cls,
      MethodSnapshot selected, JavaMethod method) {
-    if (!selected.shortId().equals("<clinit>()V"))
-      return current.getMethodBodySmart(method, current.getMaxSourceBytes(), true);
+    // Access flags belong to the parsed member, before code generation rewrites it.
+    // These methods have no Java body; source slicing can include unrelated members.
+    if (!selected.bodyAbsenceMarkers().isEmpty())
+      return new JadxSession.SmartCode("", "java", false, selected.bodyAbsenceMarkers());
    // Java code generation can fold all or part of <clinit> into field declarations.
    // Its method text cannot establish coverage, even when a static block remains.
-    JadxSession.MethodSmali smali = current.getMethodSmali(cls.node(), method.getName());
-    if (!smali.getFound() || smali.getBlocks().size() != 1)
-      throw new IllegalArgumentException("Static initializer disassembly requires one exact method: " + selected.shortId());
+    if (selected.shortId().equals("<clinit>()V"))
+      return exactMethodSmali(current, cls, selected, List.of("static_initializer_disassembly"));
+    String java = current.getMethodSource(method);
+    if (java.startsWith("// ERROR:")) throw new IllegalArgumentException(java);
+    // The upstream placeholder means only that Java code was omitted, including
+    // methods merged into synthetic bridges. Access flags established absence above.
+    if (java.isEmpty() || java.equals(
+        "// method exists but has no decompiled body (native/abstract)"))
+      return exactMethodSmali(current, cls, selected, List.of("java_body_unavailable"));
+    List<String> markers = DecompileFailureKt.detectDecompileFailure(java);
+    if (markers.stream().anyMatch(DecompileFailureKt.getSTRONG_FAILURE_MARKERS()::contains))
+      return exactMethodSmali(current, cls, selected, markers);
    return new JadxSession.SmartCode(
-        TextUtilKt.truncateToBytes(smali.getBlocks().get(0), current.getMaxSourceBytes()),
-        "smali", true, List.of("static_initializer_disassembly"));
+        TextUtilKt.truncateToBytes(java, current.getMaxSourceBytes()), "java", false, markers);
+  }
+
+  private JadxSession.SmartCode exactMethodSmali(JadxSession current, ClassSnapshot cls,
+      MethodSnapshot selected, List<String> markers) {
+    JadxSession.MethodSmali smali = current.getMethodSmali(cls.node(), selected.rawName());
+    String block = selectMethodSmali(smali, selected.shortId());
+    return new JadxSession.SmartCode(
+        TextUtilKt.truncateToBytes(block, current.getMaxSourceBytes()), "smali", true, markers);
+  }
+
+  private static String selectMethodSmali(JadxSession.MethodSmali smali, String shortId) {
+    if (!smali.getFound())
+      throw new IllegalArgumentException("JADX could not disassemble " + shortId
+          + (smali.getNote() == null ? "" : ": " + smali.getNote()));
+    // Upstream returns every same-name overload, and can return an unterminated
+    // trailing block. Match the full original identity before applying output limits.
+    List<String> matches = smali.getBlocks().stream().filter(block -> {
+      String header = block.lines().findFirst().orElse("").strip();
+      return header.startsWith(".method ") && header.endsWith(" " + shortId);
+    }).toList();
+    if (matches.size() != 1)
+      throw new IllegalArgumentException("Disassembly could not establish one selected method: " + shortId);
+    String block = matches.get(0);
+    if (!block.stripTrailing().endsWith("\n.end method"))
+      throw new IllegalArgumentException("Selected method disassembly is incomplete: " + shortId);
+    return block;
  }

  // The local transport admits 8 MiB frames. Reserve 1 KiB for the fixed
@@ -203,7 +324,8 @@ class ReaJadxBridge {
    return new DirectInvokes(sites, exhaustive[0]);
  }

-  private CallToolResult handle(String name, JsonObject args) {
+  private CallToolResult handle(String name, kotlinx.serialization.json.JsonObject input) {
+    JsonObject args = JsonParser.parseString(input.toString()).getAsJsonObject();
    if (name.equals("rea_jvm_status")) return json(Map.of(
        "engine_reported_version", BuildInfo.VERSION,
        "max_heap_bytes", Runtime.getRuntime().maxMemory(),
@@ -213,12 +335,25 @@ class ReaJadxBridge {
    JadxSession current = session();
    if (name.equals("list_classes")) {
      List<String> names = current.getClassFqns();
+      String query = args.has("query") ? string(args, "query") : "";
      int offset = integer(args, "offset", 0);
      int limit = integer(args, "limit", 200);
      int start = Math.min(offset, names.size());
-      int end = (int) Math.min((long) start + limit, names.size());
-      return json(Map.of("total", names.size(), "offset", offset, "limit", limit,
-          "items", names.subList(start, end)));
+      int end = start;
+      List<String> items;
+      if (query.isEmpty()) {
+        end = (int) Math.min((long) start + limit, names.size());
+        items = names.subList(start, end);
+      } else {
+        items = new ArrayList<>();
+        while (end < names.size() && items.size() < limit) {
+          String nameInInventory = names.get(end++);
+          if (nameInInventory.contains(query)) items.add(nameInInventory);
+        }
+      }
+      return json(Map.of("total_classes", names.size(), "next_offset", end,
+          "scope", "top_level", "offset", offset, "limit", limit,
+          "items", items));
    }
    ClassSnapshot cls = selected(args);
    if (name.equals("get_class_summary")) return json(cls.summary());
@@ -230,6 +365,7 @@ class ReaJadxBridge {
      JadxSession.SmartCode code = methodBody(current, cls, overloads.get(index), method);
      return json(Map.of("class_name", cls.summary().get("full_name"),
          "method_name", overloads.get(index).name(), "full_name", method.getFullName(),
+          "dex_descriptor", overloads.get(index).summary().get("dex_descriptor"),
          "overload_index", index, "overload_count", overloads.size(),
          "mode", code.getKind(), "fell_back", code.getFellBack(),
          "markers", code.getMarkers(), "body", code.getText()));
@@ -241,7 +377,7 @@ class ReaJadxBridge {
    if (name.equals("get_xrefs_to_class")) uses = cls.node().getUseIn();
    else {
      List<MethodSnapshot> overloads = methods(cls, args);
-      if (overloads.size() != 1 && !args.containsKey("overload_index"))
+      if (overloads.size() != 1 && !args.has("overload_index"))
        throw new InputFailure("overload_index", "Select one of " + overloads.size() + " method overloads");
      overloadIndex = integer(args, "overload_index", 0);
      if (overloadIndex >= overloads.size())
@@ -287,11 +423,12 @@ class ReaJadxBridge {
  public static void main(String[] args) throws Exception {
    PrintStream protocolOut = System.out;
    System.setOut(System.err);
-    SessionHolder holder = new SessionHolder(new SessionConfig(
-        1048576, 0, 90000L, 1, List.of(), List.of(), 64, ResourceMode.FULL));
+    SessionConfig defaults = new SessionConfig(
+        1048576, 0, 90000L, 1, List.of(), List.of(), 64, ResourceMode.FULL);
+    SessionHolder holder = new SessionHolder(defaults);
    ServerCapabilities capabilities = new ServerCapabilities(
        new ServerCapabilities.Tools(null), null, null, null, null, null, null, Map.of());
-    Server server = new Server(new Implementation("rea-jadx-bridge", "1", null, null, null),
+    Server server = new Server(new Implementation("rea-jadx-bridge", "4", null, null, null),
        new ServerOptions(capabilities), "", ignored -> Unit.INSTANCE);
    SessionToolsKt.registerSessionTools(server, holder);
    ManifestToolsKt.registerManifestTools(server, holder);
@@ -299,13 +436,17 @@ class ReaJadxBridge {
    MethodToolsKt.registerMethodTools(server, holder);
    XrefToolsKt.registerXrefTools(server, holder);
    ReaJadxBridge bridge = new ReaJadxBridge(holder);
+    Tool loadTool = server.getTools().get("load_apk").getTool();
+    server.removeTool("load_apk");
+    server.addTool(loadTool, (connection, request, continuation) ->
+        bridge.load(request.getArguments(), defaults, continuation));
    Set<String> consumed = Set.of("load_apk", "get_app_info", "get_android_manifest",
        "list_classes", "get_class_summary", "get_method_body",
        "get_xrefs_to_class", "get_xrefs_to_method");
    for (String name : new ArrayList<>(server.getTools().keySet()))
      if (!consumed.contains(name)) server.removeTool(name);
    Tool diagnostics = new Tool("rea_jvm_status",
-        new ToolSchema(null, new JsonObject(Map.of()), List.of(), null),
+        new ToolSchema(null, new kotlinx.serialization.json.JsonObject(Map.of()), List.of(), null),
        "Observed worker JVM and metadata scope", null, null, null, null, null, null);
    server.addTool(diagnostics, (connection, request, continuation) -> bridge.handle("rea_jvm_status", request.getArguments()));
    for (String name : List.of("list_classes", "get_class_summary",
@@ -320,13 +461,16 @@ class ReaJadxBridge {
      };
      Map<String, kotlinx.serialization.json.JsonElement> properties = new LinkedHashMap<>();
      for (String field : fields) properties.put(field, tool.getInputSchema().getProperties().get(field));
+      if (name.equals("list_classes")) properties.put("query",
+          new kotlinx.serialization.json.JsonObject(Map.of(
+              "type", kotlinx.serialization.json.JsonElementKt.JsonPrimitive("string"))));
      String description = switch (name) {
-        case "list_classes" -> "Indexed pages of all top-level class names, with offset and limit.";
+        case "list_classes" -> "Pages of case-sensitive matching top-level class names; offset and next_offset are inventory positions, limit bounds matching rows. Omitted or empty query inventories all names.";
        case "get_class_summary" -> "Parsed member metadata for one exact class name; no source generation.";
        case "get_method_body" -> "Source for an exact class and stable same-name overload index; static initializers use smali to preserve folded field initialization.";
        default -> "Complete static using-node inventory for an exact class or selected method overload; one node may contain multiple invoke instructions, and source lines are unresolved.";
      };
-      Tool narrowed = new Tool(name, new ToolSchema(null, new JsonObject(properties),
+      Tool narrowed = new Tool(name, new ToolSchema(null, new kotlinx.serialization.json.JsonObject(properties),
          tool.getInputSchema().getRequired(), null), description, null, null, null, null, null, null);
      server.addTool(narrowed, (connection, request, continuation) -> {
        try { return bridge.handle(name, request.getArguments()); }
@@ -783,14 +783,22 @@ def _within_response_limit(value: Any) -> bool:
        current = pending.pop()
        if isinstance(current, str):
            size += 2
+            if len(current) > MAX_FRAME_BYTES - size:
+                return False
            if current.isascii():
                size += len(current)
-                size += current.count('"') + current.count("\\")
-                size += sum(5 for character in current if ord(character) < 0x20)
            else:
-                size += 4 * len(current)
-                size += current.count('"') + current.count("\\")
-                size += sum(5 for character in current if ord(character) < 0x20)
+                # Count UTF-8 bytes without allocating a copy of the whole output.
+                try:
+                    size += sum(
+                        len(current[start:start + 65536].encode("utf-8"))
+                        for start in range(0, len(current), 65536)
+                    )
+                except UnicodeEncodeError:
+                    # Unencodable output also needs the signed omission fallback.
+                    return False
+            size += current.count('"') + current.count("\\")
+            size += sum(5 for character in current if ord(character) < 0x20)
        elif isinstance(current, dict):
            identity = id(current)
            if identity in seen:
@@ -140,6 +140,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
        "params"
    );
    private static final String[] CAPABILITIES = {
+        "read_binary_inventory_summary",
        "annotate_native_function",
        "set_address_name",
        "set_addresses_names",
@@ -427,6 +428,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
            );
        }
        return switch (request.method) {
+            case "read_binary_inventory_summary" -> binaryInventorySummary(request.params);
            case "inspect_native_load_image" -> inspectNativeLoadImage(request.params);
            case "read_bytes" -> readMemoryBytes(request.params);
            case "search_bytes" -> searchMemoryBytes(request.params, descriptor);
@@ -456,6 +458,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
                FunctionAnalysisObservation observation = analyzeFunctionObservation(request.params);
                JsonObject result = functionObservation(observation.dossier(), observation.limitations());
                result.add("relationship_coverage", observation.relationshipCoverage());
+                if (observation.decompilerFailed()) result.addProperty("cache_policy", "live");
                yield result;
            }
            case "set_address_name", "set_addresses_names" -> {
@@ -1538,12 +1541,23 @@ public final class ReaGhidraBridge extends HeadlessScript {
        requireKeys(params, Set.of("procedure"));
        Function function = resolveProcedure(requireString(params, "procedure"));
        InstructionScan scan = scanInstructions(function, Integer.MAX_VALUE);
-        DecompileResults decompilation = decompile(function);
+        DecompileResults decompilation;
+        String decompilerFailure = null;
+        try {
+            decompilation = decompile(function);
+        } catch (RequestFailure failure) {
+            // The listing, reference and CFG facts below do not depend on the
+            // native decompiler. Cancellation still ends the request.
+            if (!failure.code.equals("decompile_failed")) throw failure;
+            decompilation = null;
+            decompilerFailure = failure.getMessage().strip();
+        }
        String pseudocode = decompiledText(decompilation);
        JsonObject availability = new JsonObject();
        availability.add("pseudocode", facetAvailability(
            pseudocode != null,
-            function.isExternal() ? "Ghidra does not decompile external functions."
+            decompilerFailure != null ? decompilerFailure
+                : function.isExternal() ? "Ghidra does not decompile external functions."
                : function.getBody().isEmpty() ? "Ghidra has no function body to decompile."
                : "Ghidra completed decompilation without returning pseudocode."
        ));
@@ -1592,9 +1606,16 @@ public final class ReaGhidraBridge extends HeadlessScript {
        result.add("basic_blocks", blocks);
        result.add(
            "native_api",
-            nativeApiBoundary(function, decompilation)
+            decompilerFailure == null
+                ? nativeApiBoundary(function, decompilation)
+                : unavailableNativeApiBoundary(decompilerFailure)
+        );
+        result.add(
+            "native_value_flow",
+            decompilerFailure == null
+                ? nativeValueFlow(decompilation)
+                : unavailableNativeValueFlow(decompilerFailure)
        );
-        result.add("native_value_flow", nativeValueFlow(decompilation));
        // Successful full queries distinguish collected empty sets from missing facts.
        // Availability does not claim that Ghidra resolved every runtime relationship.
        for (String facet : List.of("comments", "callers", "callees", "references", "strings_names", "cfg")) {
@@ -1641,6 +1662,12 @@ public final class ReaGhidraBridge extends HeadlessScript {
            !decompilation.getErrorMessage().isBlank()) {
            limitations.add("Ghidra decompiler diagnostic: " + decompilation.getErrorMessage());
        }
+        if (decompilerFailure != null) {
+            limitations.add(
+                decompilerFailure + (decompilerFailure.endsWith(".") ? " " : ". ") +
+                "Pseudocode, the native API boundary and p-code value flow are unavailable for this procedure; assembly, comments, callers, callees, references, strings, names and basic blocks come from the Ghidra program listing and were still collected."
+            );
+        }
        result.add("limitations", limitations);
        monitor.checkCancelled();
        int missingCallers = 0;
@@ -1649,25 +1676,16 @@ public final class ReaGhidraBridge extends HeadlessScript {
            if (unrepresentedCaller(reference, callerFunctions)) missingCallers++;
        }
        return new FunctionAnalysisObservation(result, calls.limitations(),
-            callRelationshipCoverage(calls, missingCallers));
+            callRelationshipCoverage(calls, missingCallers), decompilerFailure != null);
    }

    private JsonObject nativeValueFlow(DecompileResults decompilation) throws Exception {
        HighFunction highFunction =
            decompilation == null ? null : decompilation.getHighFunction();
        if (highFunction == null) {
-            JsonObject unavailable = new JsonObject();
-            unavailable.addProperty("available", false);
-            unavailable.addProperty(
-                "reason",
+            return unavailableNativeValueFlow(
                "Ghidra has no HighFunction p-code model for this procedure"
            );
-            JsonArray limitations = new JsonArray();
-            limitations.add(
-                "No p-code operations or def-use relationships were recovered for this procedure."
-            );
-            unavailable.add("limitations", limitations);
-            return unavailable;
        }

        List<PcodeOpAST> selected = new ArrayList<>();
@@ -1974,6 +1992,18 @@ public final class ReaGhidraBridge extends HeadlessScript {
        return result;
    }

+    private JsonObject binaryInventorySummary(JsonObject params) throws Exception {
+        requireKeys(params, Set.of());
+        JsonObject result = new JsonObject();
+        result.addProperty("document", currentProgram.getName());
+        result.add("segments", segments());
+        // Count the owning inventories, preserving their exact discovery rules
+        // without serializing function identities or string values for counts.
+        result.addProperty("procedure_count", procedures().size());
+        result.addProperty("string_count", strings().size());
+        return result;
+    }
+
    private JsonArray listNames(JsonObject params) throws Exception {
        requireKeys(params, Set.of("document", "address"));
        requireDocument(params);
@@ -2000,6 +2030,10 @@ public final class ReaGhidraBridge extends HeadlessScript {
    private JsonArray listSegments(JsonObject params) {
        requireKeys(params, Set.of("document"));
        requireDocument(params);
+        return segments();
+    }
+
+    private JsonArray segments() {
        JsonArray result = new JsonArray();
        String imageBase = canonicalAddress(currentProgram.getImageBase());
        MemoryBlock[] blocks = currentProgram.getMemory().getBlocks();
@@ -2339,6 +2373,18 @@ public final class ReaGhidraBridge extends HeadlessScript {
        return result;
    }

+    private static JsonObject unavailableNativeValueFlow(String reason) {
+        JsonObject unavailable = new JsonObject();
+        unavailable.addProperty("available", false);
+        unavailable.addProperty("reason", reason);
+        JsonArray limitations = new JsonArray();
+        limitations.add(
+            "No p-code operations or def-use relationships were recovered for this procedure."
+        );
+        unavailable.add("limitations", limitations);
+        return unavailable;
+    }
+
    private static JsonObject unavailableNativeApiBoundary(String reason) {
        JsonObject unavailable = new JsonObject();
        unavailable.addProperty("available", false);
@@ -4857,7 +4903,7 @@ public final class ReaGhidraBridge extends HeadlessScript {
    private record InventoryItem(Address address, String value, JsonObject facts) {}
    private record AddressNameRequest(String inputAddress, Address address, String name) {}
    private record FunctionEntry(Function function, InventoryItem item) {}
-    private record FunctionAnalysisObservation(JsonObject dossier, List<String> limitations, JsonObject relationshipCoverage) {}
+    private record FunctionAnalysisObservation(JsonObject dossier, List<String> limitations, JsonObject relationshipCoverage, boolean decompilerFailed) {}
    private record CallBoundaryObservation(List<String> limitations, Integer unrepresentedCalleeCalls, JsonArray unresolvedCalls) {}
    private record SwiftStringLiteralDecode(JsonArray literals, JsonArray omissions) {}
    private record SwiftLiteralLayout(
@@ -236,6 +236,15 @@ def _name_matches(document, address, name):
    return observed == name or (not name and observed is None)


+def _bookmark_name(document, address):
+    getter = getattr(document, "getBookmarkName", None)
+    if not callable(getter):
+        raise CapabilityUnavailableError(
+            "Hopper's public Python API does not expose getBookmarkName"
+        )
+    return getter(address)
+
+
 def _address(document, value=None):
    """Keep explicit hexadecimal coordinates distinct from symbol names."""
    if value is None:
@@ -431,10 +440,6 @@ def _procedure_map(document):
    return result


-def _strings(document):
-    return {address: record["value"] for address, record in _string_inventory(document).items()}
-
-
 def _string_record(segment, address, display):
    """Read one native typed object, retaining its shortened display separately."""
    length = segment.getObjectLength(address)
@@ -521,7 +526,7 @@ def _search_inventory(document, kind):
        if kind == "procedure":
            values = _procedure_map(document)
        elif kind == "string":
-            values = _strings(document)
+            values = _string_inventory(document)
        elif kind == "name":
            values = {_hex(address): value for address, value in _name_map(document).items()}
        else:
@@ -548,23 +553,17 @@ def _search_results(document, kind, params):
    else:
        raise CapabilityUnavailableError("Regex matching requires REA's supervised worker; the native bridge only executes literal searches")

-    selected = []
-    for item in _search_inventory(document, kind):
-        if not matches(item[1]):
-            continue
-        selected.append(item)
-    if not selected:
-        return []
    if kind == "string":
-        records = _string_inventory(document)
-        return [{"address": address, **records[address]} for address, _ in selected]
-    return [
-            {
-                "address": address,
-                "value": value,
-            }
-            for address, value in selected
+        return [
+            {"address": address, **record}
+            for address, record in _search_inventory(document, kind)
+            if matches(record["value"])
        ]
+    return [
+        {"address": address, "value": value}
+        for address, value in _search_inventory(document, kind)
+        if matches(value)
+    ]


 def _unavailable(reason):
@@ -1004,15 +1003,46 @@ def _dispatch(method, params):
        observed = getter(address)
        return observed == comment or (comment == "" and observed is None)
    if method == "list_bookmarks":
-        return [{"address": _hex(item), "name": document.getBookmarkName(item)} for item in document.getBookmarks()]
+        return [{"address": _hex(item), "name": _bookmark_name(document, item)} for item in document.getBookmarks()]
    if method == "set_bookmark":
        address = _address(document, params.get("address"))
        _segment(document, address)
        name = params.get("name")
        if name is not None:
            _api_text(name, "Bookmark name")
-        document.setBookmarkAtAddress(address, name)
-        return document.hasBookmarkAtAddress(address)
+        has_bookmark = getattr(document, "hasBookmarkAtAddress", None)
+        if not callable(has_bookmark):
+            raise CapabilityUnavailableError(
+                "Hopper's public Python API does not expose hasBookmarkAtAddress"
+            )
+        exists = has_bookmark(address)
+        if name is None and exists:
+            # Omission means preserve the existing bookmark and its name.
+            return True
+        if not callable(getattr(document, "getBookmarkName", None)):
+            raise CapabilityUnavailableError(
+                "Hopper's public Python API does not expose getBookmarkName"
+            )
+        if name == "" and exists:
+            rename = getattr(document, "renameBookmarkAtAddress", None)
+            if not callable(rename):
+                raise CapabilityUnavailableError(
+                    "Hopper's public Python API does not expose renameBookmarkAtAddress"
+                )
+            rename(address, name)
+        else:
+            setter = getattr(document, "setBookmarkAtAddress", None)
+            if not callable(setter):
+                raise CapabilityUnavailableError(
+                    "Hopper's public Python API does not expose setBookmarkAtAddress"
+                )
+            setter(address, name)
+        if not has_bookmark(address):
+            return False
+        observed = _bookmark_name(document, address)
+        if name is None:
+            return observed is None or observed == ""
+        return observed == name or (name == "" and observed is None)
    if method == "unset_bookmark":
        address = _address(document, params.get("address"))
        # Permit removing a legacy orphan bookmark, but do not report success
@@ -12,16 +12,29 @@ struct ProcessIdentityObservation: Encodable {
  let pid: Int32
  let state: String
  let identity: String?
+  let effective_uid: UInt32?
+  let lifecycle: String?
+  let relation: ProcessRelationObservation?
  let reason: String?
 }

-private struct ProcessMetadata {
+struct ProcessRelationObservation: Encodable {
+  let state: String
+  let parent_pid: Int32
+  let process_group_id: Int32
+}
+
+struct ProcessMetadata {
  let identity: String
+  let effectiveUid: UInt32
+  let lifecycle: String
+  let parentPid: Int32
+  let processGroupId: Int32
  let pointerSize: Int
 }

 struct ProcessSnapshot {
-  fileprivate let metadata: [Int32: ProcessMetadata]
+  let metadata: [Int32: ProcessMetadata]
  let failure: String?
 }

@@ -75,6 +88,10 @@ func readProcessSnapshot(
          process.kp_proc.p_pid,
          ProcessMetadata(
            identity: "\(start.tv_sec):\(start.tv_usec)",
+            effectiveUid: process.kp_eproc.e_ucred.cr_uid,
+            lifecycle: process.kp_proc.p_stat == SZOMB ? "zombie" : "non-zombie",
+            parentPid: process.kp_eproc.e_ppid,
+            processGroupId: process.kp_eproc.e_pgid,
            pointerSize: process.kp_proc.p_flag & P_LP64 != 0 ? 8 : 4
          )
        )
@@ -87,20 +104,61 @@ func readProcessSnapshot(
 }

 func readProcessIdentities(pids: [Int32]) -> [ProcessIdentityObservation] {
-  let snapshot = readProcessSnapshot()
+  readProcessIdentities(pids: pids, snapshot: readProcessSnapshot())
+}
+
+func readProcessIdentities(
+  pids: [Int32],
+  snapshot: ProcessSnapshot
+) -> [ProcessIdentityObservation] {
  return pids.map { pid in
+    guard pid > 0 else {
+      return unavailableIdentity(pid: pid, reason: "invalid_process_id")
+    }
    guard let metadata = snapshot.metadata[pid] else {
-      return unavailableIdentity(
+      if let failure = snapshot.failure {
+        return unavailableIdentity(pid: pid, reason: failure)
+      }
+      // This records absence from this successful KERN_PROC_ALL snapshot only.
+      // Unlike the Linux procfs path, it has no PID-specific kill(0)
+      // corroboration; callers must not treat it as universal or future exit
+      // proof.
+      return ProcessIdentityObservation(
        pid: pid,
-        reason: snapshot.failure ?? "process_not_in_snapshot"
+        state: "absent",
+        identity: nil,
+        effective_uid: nil,
+        lifecycle: nil,
+        relation: nil,
+        reason: "not-in-snapshot"
      )
    }
-    return ProcessIdentityObservation(pid: pid, state: "readable", identity: metadata.identity, reason: nil)
+    return ProcessIdentityObservation(
+      pid: pid,
+      state: "readable",
+      identity: metadata.identity,
+      effective_uid: metadata.effectiveUid,
+      lifecycle: metadata.lifecycle,
+      relation: ProcessRelationObservation(
+        state: "observed",
+        parent_pid: metadata.parentPid,
+        process_group_id: metadata.processGroupId
+      ),
+      reason: nil
+    )
  }
 }

 private func unavailableIdentity(pid: Int32, reason: String) -> ProcessIdentityObservation {
-  ProcessIdentityObservation(pid: pid, state: "unavailable", identity: nil, reason: reason)
+  ProcessIdentityObservation(
+    pid: pid,
+    state: "unavailable",
+    identity: nil,
+    effective_uid: nil,
+    lifecycle: nil,
+    relation: nil,
+    reason: reason
+  )
 }

 enum RunTokenReadError: Error {
@@ -20,8 +20,9 @@ def inspect(request):
    root = Path(os.environ["REA_CORE_CONTEXT_REQUEST"]).parent
    empty = root / "no-libraries"
    empty.mkdir(mode=0o700)
-    for command in ["set auto-load off", "set debuginfod enabled off", "set auto-solib-add off", "set history save off", "set pagination off",
-                    "set sysroot ./no-libraries", "set solib-search-path ./no-libraries"]:
+    for command in ["set auto-load off", "set debuginfod enabled off", "set auto-solib-add off", "set history save off", "set pagination off", "set target-file-system-kind unix",
+                    "set sysroot ./no-libraries", "set solib-search-path ./no-libraries",
+                    "set debug-file-directory ./no-libraries"]:
        gdb.execute(command, to_string=True)
    entry = request["gdbinit"]
    try:
@@ -38,7 +39,19 @@ def inspect(request):
    # relative filename in the owned cwd so no selected path becomes GDB syntax.
    if Path(request["snapshot_path"]) != root.parent / "object.snapshot":
        raise ContextFailure("decoder", "Core context request did not select the shared owned snapshot.")
+    # GDB 16 searches AT_EXECFN/NT_FILE outside sysroot when no executable BFD
+    # is selected. Occupy that slot with the already running, owned debugger;
+    # exec-file loads no symbols and never runs it. Clear it before any query.
+    # /proc/self/exe identifies this process, not the core's historical PID.
+    architecture = {"x86_64-little-endian": "i386:x86-64", "aarch64-little-endian": "aarch64"}.get(request["architecture"])
+    if architecture is None:
+        raise ContextFailure("unsupported", "Unsupported recorded core architecture.")
+    gdb.execute("exec-file /proc/self/exe", to_string=True)
+    # The placeholder must not select the core's architecture. Reuse the
+    # decoder's validated profile, including for cross-architecture GDB builds.
+    gdb.execute("set architecture " + architecture, to_string=True)
    gdb.execute("core-file ../object.snapshot", to_string=True)
+    gdb.execute("file", to_string=True)
    inferior = gdb.selected_inferior()
    if inferior.connection is None or inferior.connection.type != "core" or gdb.current_progspace().filename is not None:
        raise ContextFailure("decoder", "Requested core-only boundary was not established; no mapping query performed.")
@@ -82,7 +95,7 @@ def main():
    try:
        encoded = json.dumps(reply, ensure_ascii=True, allow_nan=False).encode("utf-8")
        if len(encoded) > OUTPUT_BYTES:
-            encoded = json.dumps({"ok": False, "reason": "output-limit", "message": "Complete debugger context exceeds64 MiB reply budget."}).encode("utf-8")
+            encoded = json.dumps({"ok": False, "reason": "output-limit", "message": "Complete debugger context exceeds the 64 MiB reply budget."}).encode("utf-8")
        descriptor = os.open(request["reply_path"], os.O_WRONLY | os.O_CREAT | os.O_EXCL, 0o600)
        with os.fdopen(descriptor, "wb") as handle:
            handle.write(encoded)
@@ -0,0 +1,126 @@
+"""Producer regressions with controlled GDB state, not native debugger qualification."""
+import json
+import os
+from pathlib import Path
+import runpy
+import sys
+import tempfile
+import types
+import unittest
+from unittest.mock import patch
+
+
+BRIDGE = Path(__file__).with_name("core_context.py")
+
+
+class CoreContextTests(unittest.TestCase):
+    def inspect(self, failure=None, connection="core", symbols=None, architecture="x86_64-little-endian", objfile="recorded-executable"):
+        commands, reads, queries = [], [], []
+        state = {"executable": None, "symbols": None, "connection": None}
+        gdb = types.ModuleType("gdb")
+        gdb.VERSION = "16.3"
+        gdb.selected_inferior = lambda: types.SimpleNamespace(
+            connection=state["connection"], pid=123)
+        gdb.current_progspace = lambda: types.SimpleNamespace(filename=state["symbols"])
+
+        def execute(command, to_string):
+            self.assertTrue(to_string)
+            commands.append(command)
+            if command == failure:
+                raise RuntimeError("controlled command failure")
+            if command == "exec-file /proc/self/exe":
+                state["executable"] = "/proc/self/exe"
+            elif command == "core-file ../object.snapshot":
+                if state["executable"] is None:
+                    reads.append("recorded-executable")
+                    state["executable"] = state["symbols"] = "recorded-executable"
+                state["connection"] = types.SimpleNamespace(type=connection)
+            elif command == "file":
+                state["executable"] = None
+                state["symbols"] = symbols
+
+        gdb.execute = execute
+        pwndbg = types.ModuleType("pwndbg")
+        pwndbg.aglib = types.ModuleType("pwndbg.aglib")
+        pwndbg.aglib.vmmap = types.ModuleType("pwndbg.aglib.vmmap")
+        pwndbg.lib = types.ModuleType("pwndbg.lib")
+        pwndbg.lib.version = types.ModuleType("pwndbg.lib.version")
+        pwndbg.lib.version.__version__ = "2026.09.15"
+
+        def maps():
+            self.assertIsNone(state["executable"], "Helper executable must be discarded before mapping queries")
+            queries.append("maps")
+            return [types.SimpleNamespace(start=4096, end=8192, offset=0, flags=5, objfile=objfile)]
+
+        pwndbg.aglib.vmmap.get = maps
+        modules = {module.__name__: module for module in [
+            gdb, pwndbg, pwndbg.aglib, pwndbg.aglib.vmmap, pwndbg.lib, pwndbg.lib.version]}
+        with tempfile.TemporaryDirectory() as directory:
+            root = Path(directory)
+            stage = root / "debugger"
+            stage.mkdir()
+            plugin = root / "gdbinit.py"
+            plugin.write_text("")
+            request = stage / "request.json"
+            reply = stage / "reply.json"
+            request.write_text(json.dumps({"gdbinit": str(plugin), "architecture": architecture, "snapshot_path": str(root / "object.snapshot"), "reply_path": str(reply)}))
+            with patch.dict(sys.modules, modules), patch.dict(os.environ, REA_CORE_CONTEXT_REQUEST=str(request)):
+                runpy.run_path(str(BRIDGE))
+            result = json.loads(reply.read_text())
+        return result, commands, reads, queries
+
+    def test_core_load_never_opens_recorded_executable_and_queries_only_after_discard(self):
+        result, commands, reads, queries = self.inspect()
+        self.assertTrue(result["ok"], result)
+        self.assertEqual(reads, [])
+        self.assertEqual(queries, ["maps"])
+        self.assertEqual(commands[-4:], ["exec-file /proc/self/exe", "set architecture i386:x86-64", "core-file ../object.snapshot", "file"])
+        self.assertLess(commands.index("set debug-file-directory ./no-libraries"), commands.index("core-file ../object.snapshot"))
+        self.assertIsNone(result["value"]["executable"])
+        self.assertEqual(result["value"]["maps"][0]["current_file_identity"], "unknown")
+
+    def test_failed_guard_core_load_or_discard_never_queries_mappings(self):
+        for command in ["exec-file /proc/self/exe", "set architecture i386:x86-64", "core-file ../object.snapshot", "file"]:
+            with self.subTest(command=command):
+                result, commands, reads, queries = self.inspect(failure=command)
+                self.assertFalse(result["ok"])
+                self.assertEqual(reads, [])
+                self.assertEqual(queries, [])
+                if command in ["exec-file /proc/self/exe", "set architecture i386:x86-64"]:
+                    self.assertNotIn("core-file ../object.snapshot", commands)
+
+    def test_cross_architecture_uses_the_validated_decoder_profile(self):
+        result, commands, reads, queries = self.inspect(architecture="aarch64-little-endian")
+        self.assertTrue(result["ok"], result)
+        self.assertEqual(reads, [])
+        self.assertEqual(queries, ["maps"])
+        self.assertLess(commands.index("set architecture aarch64"), commands.index("core-file ../object.snapshot"))
+
+    def test_unknown_architecture_refuses_before_loading_core(self):
+        result, commands, reads, queries = self.inspect(architecture="unknown")
+        self.assertFalse(result["ok"])
+        self.assertEqual(result["reason"], "unsupported")
+        self.assertNotIn("core-file ../object.snapshot", commands)
+        self.assertEqual(reads, [])
+        self.assertEqual(queries, [])
+
+    def test_output_limit_message_separates_the_words_and_names_the_limit(self):
+        result, _, reads, queries = self.inspect(objfile="m" * (64 * 1024 * 1024))
+        self.assertFalse(result["ok"])
+        self.assertEqual(result["reason"], "output-limit")
+        self.assertNotIn("exceeds64", result["message"])
+        self.assertEqual(result["message"], "Complete debugger context exceeds the 64 MiB reply budget.")
+        self.assertEqual(reads, [])
+        self.assertEqual(queries, ["maps"])
+
+    def test_wrong_connection_or_remaining_symbols_never_queries_mappings(self):
+        for options in [{"connection": "native"}, {"symbols": "unexpected-symbols"}]:
+            with self.subTest(options=options):
+                result, _, reads, queries = self.inspect(**options)
+                self.assertFalse(result["ok"])
+                self.assertEqual(reads, [])
+                self.assertEqual(queries, [])
+
+
+if __name__ == "__main__":
+    unittest.main()
@@ -29,6 +29,8 @@ export default defineConfig({
        items: [
          { text: "Native binaries", link: "/native-investigation" },
          { text: "Go build metadata", link: "/go-binaries" },
+          { text: "IL2CPP metadata", link: "/il2cpp-metadata" },
+          { text: "Model artifacts", link: "/model-artifacts" },
          { text: "Rust dependencies", link: "/rust-binaries" },
          {
            text: "JavaScript and Electron",
@@ -43,12 +45,14 @@ export default defineConfig({
            text: "Web network captures",
            link: "/web-network-captures",
          },
+          { text: "Agent environments", link: "/agent-environments" },
          { text: "Electron observation", link: "/electron-observation" },
          { text: "Electron fuses", link: "/electron-fuses" },
          { text: "Process capture", link: "/process-capture" },
          { text: ".NET assemblies", link: "/managed-code-analysis" },
          { text: "Android applications", link: "/android-analysis" },
          { text: "Apple applications", link: "/apple-application-analysis" },
+          { text: "Desktop installations", link: "/desktop-applications" },
          { text: "Firmware", link: "/firmware-analysis" },
          { text: "SQLite databases", link: "/sqlite-databases" },
          { text: "Packet captures", link: "/packet-captures" },
@@ -98,16 +98,24 @@ existing analysis families directly, for example
 | `collect_adb_bugreport` | read               | Device-generated bugreport zip, digested                                                                                                                                                                                              |
 | `push_adb_file`         | **mutates device** | One local file to a device path (e.g. pushing tools into `/data/local/tmp`); checks for existing targets and refuses them without explicit overwrite (the check is not atomic); compares digests when device `sha256sum` is available |
 | `install_adb_package`   | **mutates device** | Local APK via `adb install [-r]`; preserves its Success/Failure verdict, records `replace_requested`, and leaves actual replacement `null` because prior package state is not observed                                                |
-| `uninstall_adb_package` | **mutates device** | Removes a package and its data for user 0                                                                                                                                                                                             |
+| `uninstall_adb_package` | **mutates device** | Requests package removal for user 0 via `adb shell pm uninstall --user 0`, without data retention                                                                                                                                     |
 | `start_adb_app`         | **mutates device** | Resolves the package's launcher activity (`cmd package resolve-activity --brief`) and starts it (`am start -n`)                                                                                                                       |
 | `start_adb_activity`    | **mutates device** | Starts an intent (`am start -a` with optional URI, component, and up to 16 typed extras); preserves the activity manager's verdict                                                                                                    |
 | `stop_adb_app`          | **mutates device** | Force-stops every process of a package, ending a dynamic-analysis run                                                                                                                                                                 |

-For `inspect_adb_window`, an explicitly printed null focus reference becomes
-JSON `null`. `observed_lines` retains the original focus declarations, including
-their field names, so explicit absence can be distinguished from omitted
-declarations. REA reads the displays section only when the windows section
-declares neither focus field. If both sections omit them, focus remains unknown.
+For `inspect_adb_window`, `focus_contexts` retains each display header, its exact
+display ID when recognized, and every focus declaration with its original line.
+Declarations without a display header are explicitly `unscoped`. A missing
+declaration differs from a declaration whose `value` is JSON `null`.
+`source_section` identifies the selected dumpsys section; `observed_lines`
+preserves its focus declarations and display headers in source order.
+
+`focus_summary` is `single_context` only for one context with no repeated focus
+field. The singular `focused_window` and `focused_app` summarize that context;
+they do not establish device-wide focus. Multiple contexts or repeated fields
+produce `ambiguous` with null singular fields and all declarations retained.
+When no focus field was declared, the status is `unavailable`. REA reads the
+displays section only when the windows section declares neither focus field.

 For `install_adb_package`, `replace_requested` records whether `-r` was sent.
 The `replaced` result is `null`: the successful install response does not say
@@ -0,0 +1,426 @@
+# Agent environments from recorded captures
+
+Use `rea environment-serve` to serve an environment manifest as an agent
+environment: an MCP server whose tools answer from the records of one retained
+web network capture, plus the environment card the agentenv framework reads to
+discover it. Nothing is fetched from the recorded application; every answer is
+retained Evidence. `rea environment-export` writes the same pair as a bundle
+folder `agent-env run` builds and runs; see [Export a bundle](#export-a-bundle).
+
+```sh
+rea inspect-web-network-capture /absolute/session.har har --format json > capture.json
+rea inspect-analysis-view view.json --format json > manifest.json
+rea environment-serve manifest.json --evidence capture.json --port 8765
+```
+
+The first command inspects the capture; the second projects the
+[environment manifest](web-network-captures.md#environment-manifest) view from
+it, where `view.json` wraps the capture Evidence as the inline source:
+
+```json
+{
+  "source": { "kind": "inline", "evidence": { "evidence_id": "ev_…" } },
+  "view": {
+    "kind": "environment-manifest",
+    "template_rules": ["after-uid-literal", "opaque-token", "sibling-variance"]
+  }
+}
+```
+
+The third command serves that manifest. Both served files are complete REA
+Evidence JSON as the commands write it with `--format json`; the `evidence`
+member of `view.json` is the whole of `capture.json`.
+
+## From a browser scenario
+
+The capture can also come from REA itself: a
+[browser scenario](browser-scenario-contract.md) records a scripted session
+in a browser REA launches, and its Evidence is a manifest parent like a HAR
+inspection. Select the `network` event family and response bodies. A replayed
+reply carries up to 256 KiB of a recorded body, but the scenario keeps at most
+`max_network_body_bytes` of each body (64 KiB by default), and only within its
+allocation budgets: base64 is charged about 11 bytes per body byte, and
+redaction more the shorter a declared secret is (about 35 bytes per body byte
+for a 12-character `admin_password`). A body over
+`max_network_body_allocation_bytes` (1 MiB by default) is kept as `unavailable`
+with that reason; one over `max_event_allocation_bytes` (4 MiB) or
+`max_total_event_allocation_bytes` (16 MiB) loses its whole content event,
+headers included, which the capture lists among its omissions. Either way its
+tool replays no body. The example raises all four so that 256 KiB bodies are
+kept when the declared secret has at least 12 characters:
+
+```json
+{
+  "browser": { "mode": "launch", "executable_path": "/usr/bin/chromium" },
+  "start_url": { "url": "http://127.0.0.1:5230/auth", "query": [] },
+  "secrets": [
+    { "secret_id": "admin_password", "environment_variable": "APP_PASSWORD" }
+  ],
+  "actions": [
+    {
+      "step_id": "user",
+      "action": "fill",
+      "locator": { "kind": "css", "selector": "input[name=username]" },
+      "value": { "source": "literal", "value": "admin" }
+    },
+    {
+      "step_id": "password",
+      "action": "fill",
+      "locator": { "kind": "css", "selector": "input[type=password]" },
+      "value": { "source": "secret", "secret_id": "admin_password" }
+    },
+    {
+      "step_id": "sign-in",
+      "action": "press",
+      "locator": { "kind": "css", "selector": "input[type=password]" },
+      "key": "Enter"
+    },
+    {
+      "step_id": "first-memo",
+      "action": "goto",
+      "destination": { "url": "http://127.0.0.1:5230/m/1", "query": [] },
+      "wait_until": "load"
+    }
+  ],
+  "capture": {
+    "events": ["network"],
+    "network": {
+      "request_body": true,
+      "response_body": true,
+      "header_values": false
+    },
+    "limits": {
+      "max_network_body_bytes": 262144,
+      "max_network_body_allocation_bytes": 12582912,
+      "max_event_allocation_bytes": 12582912,
+      "max_total_event_allocation_bytes": 67108864
+    }
+  }
+}
+```
+
+```sh
+APP_PASSWORD=… rea capture-browser-scenario scenario.json --format json > capture.json
+rea inspect-analysis-view view.json --format json > manifest.json   # view.json wraps capture.json as before
+rea environment-serve manifest.json --evidence capture.json --port 8765
+```
+
+Each network transaction becomes one record, in request order, and the
+record's ordinal is its zero-based position; a transaction whose URL carried a
+redacted secret is left unrepresented rather than templated, and one the
+capture cannot attribute to a single request and response is left
+unrepresented too. Tools are chosen by response media type, so a scenario that
+selected neither response bodies nor header values is refused. The browser
+scenario redacts credential headers and the secrets it declares; values the
+application returns in response bodies, such as session tokens, are kept, and
+the replayed body is the bytes the browser exposes for each response, with any
+declared secret replaced by its redaction marker (a body that redaction had to
+empty replays no body).
+
+## What a manifest is
+
+An environment manifest is a projection of one application's recorded request
+lines into a tool surface: one tool per method and path template on the
+primary origin, with inferred path parameters, observed query parameter
+names, value-free body shapes and pointers to the parent records each tool
+cites. It carries no bodies and no headers. The manifest's
+`parent_evidence_id` names the capture Evidence it was projected from; the
+serve command refuses a manifest whose parent is not the supplied `--evidence`
+file with an `invalid_request` error naming both identifiers, so a manifest can
+never be served from records it did not cite.
+
+The MCP catalog and environment card use a 1 KiB UTF-8 budget for each
+captured display sample. Observation, body-key and cited-record lists show
+whole values with omission counts; long method, path and query-name displays
+show a marked prefix. Complete values remain in manifest Evidence. Argument
+names longer than 64 characters use collision-safe `path_<n>` or `query_<n>` aliases; replay maps
+those aliases to the complete captured names.
+
+Discovery is admitted as a complete catalog under a 1 MiB serialization
+reservation before the listener binds. Reservation charges up to six bytes per
+UTF-16 code unit for JSON escaping/UTF-8 expansion, plus schema overhead;
+a catalog may therefore be refused even when its compact JSON is smaller.
+This was calibrated with 1500 query fields and eight concurrent SDK discovery
+requests (183,798-byte card, 507.27 MiB sampled process-family RSS). Over-capacity
+catalogs return `resource_constraint`, retain complete input Evidence, and require
+a smaller capture or manifest. Fields and tools are never silently omitted.
+
+## What replay means and does not mean
+
+Each MCP tool call selects one of the records its manifest tool cites and
+returns that record's recorded response. Selection compares the supplied path
+parameters against the record's path segments at the parameter indexes, then
+the supplied query values against the record's query string, and keeps the
+record with the most matches; ties keep manifest order. The result reports
+where the answer came from:
+
+```json
+{
+  "status": 200,
+  "content_type": "application/json",
+  "body": { "id": 2, "login": "probe" },
+  "replay": {
+    "record_ordinal": 5,
+    "evidence_id": "ev_…",
+    "exact_match": true,
+    "recorded_path": "/api/users/2",
+    "recorded_query": null,
+    "recorded_line_truncated": false,
+    "body_recorded": true,
+    "body_encoding": "utf-8",
+    "truncated": false
+  }
+}
+```
+
+`exact_match` is true when every supplied path parameter and query value
+equals the recorded one; it says nothing about parameters the caller omitted.
+Recorded query parsing runs only when supplied query arguments affect selection.
+A path value matches a recorded segment as written or after percent-decoding;
+when both kinds of match are available, the record whose segment equals the
+value as written is chosen. `recorded_query` keeps the `?` of an explicit empty
+query, and a recorded path or query longer than 1 KiB is cut in the reply with
+`recorded_line_truncated: true`; selection always uses the full recorded line.
+`content_type` also has a 1 KiB display bound with `content_type_truncated`; body
+interpretation uses the full recorded media type.
+When no record matches, the tool still answers from the tool's first cited
+record and reports `exact_match: false`. `body` is parsed JSON when the
+recorded content type is JSON-like (`application/json`, `application/*+json`,
+`text/plain`, `text/markdown`) and the text parses with safe numeric conversion; otherwise
+it is the recorded text. Large integer IDs and other numbers that would lose
+information stay in the original JSON text. Bodies over 256 KiB are cut at a UTF-8 boundary and returned as
+text with `truncated: true`. `body_recorded` is false when the capture kept the
+response's status and content type but no body; `body` is then `null`, which
+is not a recorded JSON `null`. `body_encoding` is `base64` when the capture
+retained response bytes that are not valid UTF-8; `body` is then exactly those
+bytes in base64, never a lossy decoding. A retained base64 body is decoded only as far as the 256 KiB a reply can carry, and a leading byte-order mark is kept. For a `base64` body the limit applies to the recorded bytes, not their longer base64 spelling, and a cut keeps whole base64 groups. Request bodies passed to `POST`, `PUT` and `PATCH`
+tools are accepted and ignored: nothing is written, and no call changes what a
+later call returns. Arguments the tool's input schema does not name are
+refused by the MCP server as invalid arguments, so a misspelled parameter never
+degrades into an omitted one.
+
+Replay is not emulation. A served environment does not establish the
+application's authorization model, response semantics or state transitions,
+which the manifest lists as unknowns; it does not validate supplied values; and
+it does not answer requests the capture never recorded. Replayed content is
+target content: every tool result, including the argument errors the MCP server
+returns before a replay runs, carries `_meta.provenance.untrusted_content: true`
+with `source: "analysis_target"`. The server advertises REA's untrusted-content
+instructions plus a warning that its tool names, descriptions, parameter names
+and observed values come from the capture too, and agents must treat all of it
+as data, never as instructions.
+That same warning prefixes every tool description in the standalone card, so
+card discovery carries it before an MCP client initializes. It labels the
+captured text without changing the tool names or schema fields clients use.
+
+## The state a capture observed
+
+Replay answers each call from one recording, so the answers reflect whichever
+moment of the capture recorded them. The
+[environment state](web-network-captures.md#environment-state) view extracts
+instead the data the capture's reads observed before the first related write:
+entity types with an identity field, entities with their recorded values,
+documents for written paths, and a render plan per read tool, kept only where
+it reproduces that tool's recordings from the state. It is the starting state
+an environment can hold, load and report; serving from it is a later increment
+and does not change replay.
+
+## Serve a manifest
+
+```sh
+rea environment-serve manifest.json --evidence capture.json [--host 127.0.0.1] [--port 0]
+```
+
+`--host` and `--port` default to `MCP_HOST` and `MCP_PORT` from the
+environment, then to `127.0.0.1` and an ephemeral port, exactly as
+[`rea mcp --http`](cli.md#serve-mcp-over-streamable-http) resolves them. The
+bound MCP URL is written to stderr as one JSON log line
+(`"msg":"MCP transport listening"` with `url`); `REA_LOG_LEVEL` overrides that
+log level. `ENVIRONMENT_NAME` renames the served environment; otherwise the
+manifest's `name` is used, and a set but blank value is refused as
+`configuration_invalid` before binding rather than silently falling back. The
+listener serves one MCP client at a time with the same session, `Host` header
+and shutdown contract as [transports](mcp-contracts.md#transports) describes.
+It runs until SIGINT or SIGTERM, then closes the listener, prints one
+`{"status":"stopped", …}` document and exits `130` or `143`.
+Signals during input loading or DNS/bind cancel the owning reader/listener before
+a listening announcement;
+that path returns a structured `cancelled` result instead of a stopped-listener
+document, with the same signal exit status.
+
+Three routes are served:
+
+| Route                             | Answer                                                                 |
+| --------------------------------- | ---------------------------------------------------------------------- |
+| `POST /mcp`                       | The MCP server: one tool per manifest tool, replaying retained records |
+| `GET /.well-known/agent-env.json` | The environment card                                                   |
+| `POST /agentenv`                  | JSON-RPC `-32601 method not found: <method>` for every method          |
+
+Numeric JSON-RPC IDs outside JavaScript's safe range or whose precision would
+be lost are refused as invalid requests with a null ID. They are never echoed
+as a different number.
+
+The data plane at `/agentenv` is advertised by the card but carries no
+operations in this release; the error names the requested method so a caller
+can see that the method, not the transport, is unsupported. Its request body is
+read within the same 4 MiB bound the MCP endpoint applies: a larger body is
+answered `413` with a JSON-RPC `-32000` error before any of it is parsed, and a
+body that is not JSON is answered `400` with `-32700`. A notification (no `id`)
+gets `202` and no body, a batch gets one reply per request in it, and an empty
+batch, a batch of more than 100 messages, or a message that is not a JSON-RPC
+request (including an `id` that is not a string, number or null, or `params`
+that are not an object or array) gets `-32600 invalid request`.
+
+## The environment card
+
+The card is the discovery document the agentenv framework reads before
+connecting to `/mcp`:
+
+```json
+{
+  "name": "grafana-example",
+  "protocolVersion": "1.0",
+  "url": "/agentenv",
+  "preferredTransport": "JSONRPC",
+  "additionalInterfaces": [{ "url": "/mcp", "transport": "mcp" }],
+  "capabilities": {
+    "extensions": null,
+    "tools": [
+      {
+        "name": "get_users_by_id",
+        "description": "GET /api/users/{numeric}; replays retained records [5, 6]; evidence ev_…",
+        "inputSchema": {
+          "type": "object",
+          "properties": {
+            "id": {
+              "type": "string",
+              "description": "Path segment 2 (numeric); observed: 2, 3"
+            }
+          },
+          "required": ["id"],
+          "additionalProperties": false
+        }
+      }
+    ],
+    "operations": []
+  },
+  "children_environments": null
+}
+```
+
+`capabilities.tools` lists the same names, descriptions and input schemas that
+`tools/list` advertises over MCP. Path parameters are required strings whose
+description names the segment index, the templating rule and the observed
+values (sampled within the list budget above; the manifest keeps them all);
+query parameter names are optional strings; write methods accept an
+optional `body` object described by the recorded top-level key types. Each
+input keeps its own argument: a query name equal to a path parameter's name is
+advertised as `query_<name>`, a query name longer than 64 characters as
+`query_<n>` (its position) with the captured name sampled in its description,
+and the write body as `request_body` when a query parameter is named `body`. Every
+schema closes with `additionalProperties: false`, a key the echo example's
+schema does not carry.
+`extensions`, `operations` and `children_environments` are fixed to `null`,
+`[]` and `null`: a replay environment declares no extensions, no data-plane
+operations and no children.
+
+## Export a bundle
+
+`rea environment-export` writes the same pair as a bundle folder the agentenv
+framework runs directly, shaped like its own echo example:
+
+```sh
+rea environment-export manifest.json --evidence capture.json ./grafana-example --json
+agent-env run ./grafana-example
+```
+
+```text
+grafana-example/
+  README.md                                 provenance, replay limits, run command, rights note
+  envs/grafana-example/Dockerfile           pinned image: node:24.18.0-bookworm-slim + rea-agents@<this version>
+  envs/grafana-example/env.toml             environment_name = "grafana-example"
+  envs/grafana-example/manifest.json        byte-exact copy of manifest.json
+  envs/grafana-example/evidence.json        byte-exact copy of capture.json
+  artifacts/check_grafana-example/verify.py the replay verifier
+  tasks/smoke.json                          deploy_env (local sandbox), then env_outcome_verifier
+```
+
+The command reads each file once, after checking that reading and parsing the
+whole file, including sealing traversal, fits the process's live heap headroom (a file that does not is
+refused as a `resource_constraint` before it is read), then authenticates and cross-checks the
+pair as `environment-serve` does, so a manifest projected from another capture
+is refused with the same `invalid_request` before anything is written, and the
+bytes it copies are the bytes it authenticated. The bundle directory must be
+absent or empty; an occupied directory is refused and nothing in it changes.
+The complete tool catalog must also fit the server's advertised catalog budget
+before any files are written. Privately parsed JSON is sealed once so authentication
+and replay share immutable response trees rather than copying the capture repeatedly.
+`--name` replaces the manifest's portable kebab-case name as the env folder and env id
+(Windows device names such as `con` and `lpt1` are refused);
+`--package-tarball <path>` copies a packed `rea-agents` tarball into the env
+folder and makes the Dockerfile install it instead of the registry package and
+remove it in the same layer, which is how a checkout rather than a release is
+run. The command prints the
+written files with their sizes and the pinned package source.
+
+Export uses the shared output-tree owner to check directory identities around
+exclusive creates, verify written bytes, and reject unowned entries before
+reporting success. It does not delete an inspectable partial folder on failure.
+Node's portable pathname APIs leave a syscall-boundary race, so the output's
+parent directories must be trusted. On POSIX output files use mode `0600`;
+Windows inherits ACLs and REA does not establish owner-only access there. Choose
+an already private Windows destination when captured content needs it.
+
+The Dockerfile sets `MCP_HOST=0.0.0.0` and `MCP_PORT=18765`, the port the
+framework maps for an MCP server env; the framework's own deploy supplies
+`MCP_HOST`, `MCP_PORT` and `ENVIRONMENT_NAME`, so the served card carries the
+env's name. It installs Debian's `python3` because the framework's local
+sandbox probes a container's readiness with `python3` inside it, which the slim
+Node image lacks. It copies the two inputs owned by the image's non-root `node`
+user, so a private host umask cannot leave them unreadable, runs as that user and starts
+`rea environment-serve /env/manifest.json --evidence /env/evidence.json`. The
+`env.toml` names the environment because the framework otherwise reads the
+name from Python sources the image does not have.
+
+`verify.py` is the framework's `async def verify(mcp_url)` shape over its
+Python MCP client: it lists the tools and checks the count equals the
+manifest's, calls the first `GET` tool without path parameters with no
+arguments and checks the call did not fail and its replayed `status` equals the
+recorded status of that tool's first cited record (an unknown recorded status
+stays unknown; it is not borrowed from another record), and returns one
+`replay` result whose description
+reports both checks. A manifest with no such tool yields a verifier that checks
+the count only and says so. `tasks/smoke.json` deploys the env on the local
+sandbox and runs that verifier against the env's MCP endpoint; the first run
+also builds the framework's own infrastructure, and the run tears everything
+down when it ends.
+
+The README written into the bundle records the capture artifact's SHA-256, the
+capture and manifest Evidence ids, the manifest view digest, the tool count and
+the package source, and states that the recorded content belongs to the
+captured application and must not be published without the rights to it.
+
+## Compatibility verification
+
+`npm run verify:agentenv:environment` is the hosted `real-agentenv` lane
+described in [testing](testing.md#exported-environment-bundles). It projects
+the Grafana-shaped source-owned capture through the built CLI, packs the
+checkout, exports a bundle with `--package-tarball`, runs it with the pinned
+`agentenv-framework` release on the runner's Docker and requires the smoke task
+to pass with no container left behind other than the framework's own
+image-registry helper, which the receipt reports. It proves that one exported bundle runs
+on one framework release; it does not claim any hosted platform or other
+framework versions.
+
+## Resource and lifecycle boundaries
+
+Both Evidence files are read once at startup through the bounded JSON input
+reader and authenticated as Evidence before the listener binds; a file that is
+not Evidence, a manifest of another view kind, a capture of another format, or
+a manifest projected from a different capture is refused before any port is
+opened. Because authentication covers the capture's records, a manifest whose
+parent check passes cites only records the capture retains. The server keeps
+only the cited records' request lines and response text in memory. No outbound
+network request is made, no process is launched and nothing is written to
+disk. A listener that fails after binding is logged and ends the command with
+a `resource_constraint` error and exit `1` instead of serving nothing.
@@ -103,9 +103,10 @@ that every class or engine operation will load successfully. Discovery limits
 each ZIP metadata read to 8 MiB before allocation; a larger directory reports
 the exhausted read budget and the selected JAR path.

-The current metadata bridge is verified on macOS arm64 with OpenJDK 21 and the
-public Appium ApiDemos fixture. The POSIX adapter also supports Linux; the new
-bridge has not yet undergone real verification on Linux/JDK 25.
+The filtered class-page bridge (protocol 2) is verified on Linux x86-64 with
+Temurin 21, public Appium ApiDemos 6.0.18 and NewPipe 0.29.1 APKs. Earlier
+metadata-bridge records covered macOS arm64/OpenJDK 21 and Windows x64/JDK 21;
+this protocol revision has not been rerun on those hosts or Linux/JDK 25.
 Windows x64 uses an owned Job Object with bidirectional stdio, atomic job
 assignment and kill-on-owner-close. Real Windows verification uses JDK 21 and
 the pinned JADX 0.7.1 JAR; see the real verification lane below.
@@ -146,10 +147,20 @@ queries accept the same `overload_index`; the bridge resolves the selected
 method node and the result reports its index and displayed signature. These
 indices are tied to the current artifact and engine, not stable across builds.

-The engine's smali fallback also joins same-name overloads; REA rejects that
-fallback for an overloaded method instead of attributing all bodies to one
-selected overload. Native/abstract methods with no decompiled body report
-`body_status: "not_available"` without inferring which implementation flag caused it.
+Smali fallbacks select one complete block using the original method name and DEX
+descriptor, before applying the source byte limit. This preserves the selected
+overload even when Java code generation renames a method. If the selected Java
+body was omitted, including a method merged into a synthetic bridge, REA returns
+its original smali with the `java_body_unavailable` marker. The marker describes
+missing Java; it does not infer why the method was omitted or name a replacement.
+Unresolved or duplicate disassembly identities fail instead of attributing another
+method's instructions to the selection.
+
+Native and abstract methods are identified from access flags
+captured before code generation. They report `body_status: "not_available"`, an
+empty source, and the `native_method` or `abstract_method` marker; their declarations
+are not passed through the engine's source slicer. Other missing decompiled bodies
+do not establish either access flag.

 Static initializers (`<clinit>`) return smali with the
 `static_initializer_disassembly` marker. Java decompilation can move their
@@ -163,7 +174,10 @@ the same source byte limit and explicit truncation reporting.
  permissions and class/resource counts. Summary fields are extracted by the
  upstream engine and should be checked against the retained XML when needed.
  Signature verification is explicitly `not_performed`.
- Class search consumes all pages and checks their counts. An empty `query`
+- Class search filters the engine's cached top-level names before transferring
+  pages, then follows contiguous inventory positions without rescanning earlier
+  rows. It checks selection, scope, examined ranges and counts before reporting
+  complete coverage. Complete producer replies stay in Evidence; an empty `query`
  inventories all class-name rows; class names are decompiler representations.
  Repeated names remain repeated in `matches` so the inventory row count and
  producer evidence stay visible. `duplicate_names` identifies matching names
@@ -233,8 +247,12 @@ rea project-android-application-graph '{"inventory_evidence":[<inventory_artifac
 ```

 The projection reports exact component paths and hashes, runtime-family hints,
-and path-based bridge hypotheses. It does not decode DEX or claim observed
-runtime calls. Framework hints match complete native library names, such as
+and path-based bridge hypotheses. File and slice occurrences supply component
+endpoints; directory trees and symlinks retain their identities in the source
+inventory without being classified as code files. It does not decode DEX or
+claim observed runtime calls. DEX/JVM runtime hints summarize the classified
+bytecode component lists. Framework hints match complete native library names,
+such as
 `libreactnativejni.so`, `libreactnative.so`, `libhermes.so`,
 `libhermes_executor.so`, `libflutter.so`, and `libunity.so`; unrelated names
 such as `libcommunity.so` and `libreactivity.so` do not identify those families.
@@ -299,7 +317,15 @@ settings. Evidence reports the worker's observed `Runtime.maxMemory()` rounded
 down to MiB and retains exact bytes, Java version and visible processors in its
 raw runtime response. The observed allocatable heap can differ from configured
 `-Xmx`, especially with Serial GC. Heap is not a total RSS cap: the JVM also
-uses native memory. Independent REA instances have independent queues. Whole
+uses native memory. A typed JVM memory allocation failure during APK loading
+reports `resource_constraint` with the observed maximum heap in bytes. Known
+heap failures name `REA_JADX_HEAP_MIB` in remediation; other memory regions
+remain unknown. A healthy doctor configuration check does not establish that
+any particular APK fits. Failures before the bridge can report a typed result
+and upstream errors from other operations retain their existing diagnostics;
+error text alone does not establish memory exhaustion.
+
+Independent REA instances have independent queues. Whole
 operations have a **120-second** execution deadline by default, starting after
 they reach the queue's front. For a known slow cold load, such as a large
 multidex APK, select another finite deadline:
@@ -337,6 +363,14 @@ export REA_ANDROID_TEST_APK="$PWD/_reference/apk-integration/ApiDemos-debug.apk"
 npm run verify:android
 ```

+The main lane and Windows Java-selection checks validate the selected JDK and
+engine archive through `validateVerifierJadxConfiguration`. This shared verifier
+boundary supplies the production validator's resource owner and waits for
+retained cleanup before proceeding. Failed closes retain their exact owners for
+retry; prerequisite failures must not be mistaken for completed bridge tests.
+Recovery checks match the typed Java or archive failure and its applicable
+remediation.
+
 The lane also uses the selected full JDK's `jlink` to create a disposable JRE
 without the compiler module. It checks real Java startup failures, missing
 selectors, recovery after failures, and CLI cancellation with owned cleanup.
@@ -8,7 +8,7 @@ installs Apktool or a Java runtime.

 ## Supply tools

-Use Apktool 2.7.0 or newer (verified with 2.7.0) and a Java runtime the
+Use Apktool 2.7.0 or newer (verified with 2.7.0 and 3.0.3 on Linux) and a Java runtime the
 launcher can find. Select the launcher through the environment:

 ```sh
@@ -24,6 +24,30 @@ missing launcher reports `capability_unavailable` with the
 `binary_session` uses the same host probe for tool availability; it does not
 validate a particular APK or guarantee that the selected input can be decoded.

+Client inspection and decode results disclose the following reported-version
+advisory windows without refusing otherwise compatible launchers:
+
+| Advisory                                                                                              | Reported version window                          | Host scope |
+| ----------------------------------------------------------------------------------------------------- | ------------------------------------------------ | ---------- |
+| [CVE-2024-21633](https://github.com/iBotPeaches/Apktool/security/advisories/GHSA-2hqv-2xv4-5h5w)      | Before 2.9.2                                     | All        |
+| [GHSA-vgwr-4w3p-xmjv](https://github.com/iBotPeaches/Apktool/security/advisories/GHSA-vgwr-4w3p-xmjv) | Before 2.9.3                                     | Windows    |
+| [CVE-2026-39973](https://github.com/iBotPeaches/Apktool/security/advisories/GHSA-m8mh-x359-vm8m)      | 3.0.0 release line through versions before 3.0.2 | All        |
+
+The 2026 advisory names 3.0.1 and its 3.0.2 fix. Inclusion of 3.0.0 is
+source-derived: [tagged 3.0.0](https://github.com/iBotPeaches/Apktool/blob/f770b39e425af4fa6ac4ca1e9ea6c4824339c6d3/brut.apktool/apktool-lib/src/main/java/brut/androlib/res/table/ResTypeSpec.java)
+passes type names through unchanged; the [3.0.2 patch](https://github.com/iBotPeaches/Apktool/commit/65dd8480dfcb63068562ffaa527f71bb0a9f772c)
+validates those names at their owner before they reach the output-path producer.
+Prereleases before the fixed release are conservatively disclosed; the exact
+`-dirty` downstream marker is compared as a release while preserving its spelling.
+This is version guidance, not verification of a particular prerelease or decoder.
+
+A launcher version does not prove the decoder's contents, execution platform,
+downstream backports, or overall safety. Windows applicability uses the selected
+local host; an opaque wrapper may run another engine. A missing warning means
+only that none of these version/host windows matched. Verify the selected
+decoder's patches before decoding untrusted APKs; the compatibility floor above
+is not a security recommendation. REA does not fetch advisories at runtime.
+
 On Windows, a `.bat` or `.cmd` launcher (such as Chocolatey's `apktool.bat`)
 runs through an explicit `cmd.exe /d /s /c` call. That call has no AutoRun,
 no delayed expansion, and quotes every argument. A launcher path that
@@ -38,20 +62,36 @@ reports `capability_unavailable`.
 rea inspect-apktool-client
 rea decode-android-resources /targets/Example.apk
 rea decode-android-resources /targets/Example.apk --locale de
+rea decode-android-resources /targets/Example.apk --locales de --locales pt-BR
+rea decode-android-resources /targets/Example.apk --locales de --locales pt-BR --string-tables-only
 rea decode-android-resources /targets/Example.apk --no-strings
 ```

 Equivalent MCP methods are `inspect_apktool_client` and
 `decode_android_resources`. The decode request takes `path`, an optional
-`locale` (project `res/values-<locale>/strings.xml` instead of the default
-table), and `include_strings` (default true). Regional locales such as `pt-BR`
-select Android's `values-pt-rBR`; Android qualifiers such as `pt-rBR` and
-`b+zh+Hans+CN` may also be supplied directly.
+primary `locale` (project `res/values-<locale>/strings.xml` instead of the default
+table), `locales` (repeatable array of additional localized string tables to project
+from the same single decode pass), and `include_strings` (default true). Regional locales such as `pt-BR`
+select Android's `values-pt-rBR`. A three-digit region such as `es-419`
+selects `values-b+es+419`; `es-r419` is rejected because Android's legacy
+`-r` form requires a two-letter region. Android qualifiers such as `pt-rBR`
+and `b+zh+Hans+CN` may also be supplied directly.
+
+Set `string_tables_only: true` (CLI `--string-tables-only`) to return string
+entries only inside `string_tables`, including when selecting a single table.
+The top-level `strings` array is then empty by request; it does not establish
+that the primary table is empty. Table status, counts and coverage still describe
+the examined source. This avoids repeating primary entries in multi-locale
+responses and charges the aggregate output budget for one copy per table.
+Omitting the option preserves existing responses. `include_strings: false`
+still suppresses all string projection, including in this mode.

 ## Interpret the result

 - **An owned APK snapshot is digested and decoded.** `target.sha256` and
  `target.bytes` bind the observation to the exact APK that was decoded.
+  The Evidence subject carries the same snapshot digest and caller-selected
+  path, including when the original file changes during decoding.
 - **Metadata comes from apktool.yml as apktool printed it.** Version codes
  keep their own spelling (`'7'` versus `7`); `package_name` is read from
  the decoded manifest, not inferred.
@@ -59,9 +99,29 @@ select Android's `values-pt-rBR`; Android qualifiers such as `pt-rBR` and
  truncated when larger.
 - **Strings are projected verbatim.** Escaped entities stay escaped, and
  entries containing nested markup (`<b>`, `<xliff:g>`) are counted as
-  unparsed rather than flattened — the limitation names the count. The
-  default table is bounded to 2000 entries with partial coverage when more
-  exist; `locales` lists every `values-<locale>` that has a strings table.
+  unparsed rather than flattened — the limitation names the examined count.
+  Malformed XML and a wrong document root are whole-document projection
+  failures: the result is partial, the failure reason is disclosed, and entry
+  counts remain unknown. They are not counted as one unsupported string.
+  The default table is bounded to 2000 entries with partial coverage when more
+  exist. `locales` lists observed regular `strings.xml` tables whose exact
+  `values-<locale>` directory is selectable by the request's locale grammar.
+  Locale suffixes allow up to 23 ASCII characters, derived from Apktool's
+  language, script, region, and variant fields; for example,
+  `b+sr+Latn+RS+REVISED` selects that exact table.
+  Other table directories, including combined qualifiers such as
+  `values-en-rUS-v21` and `values-mcc310-fr`, are named in limitations with
+  their source spelling. They are not advertised as selectable locales;
+  REA does not infer Android's runtime resource matching. Non-regular
+  strings-table paths are disclosed with partial coverage. Discovery uses
+  the same bounded traversal as the file count; filesystem failures remain
+  failures rather than being interpreted as missing tables.
+  When multiple tables are requested with `locales`, `string_tables` records
+  each projected table with its locale, status (`present`, `missing`,
+  `oversized`, `malformed`, or `skipped`), entry counts, and coverage,
+  bounded at an aggregate budget of 10,000 strings and 32 MiB XML. When `locales`
+  is omitted and `string_tables_only` is not true, legacy single-table payloads are preserved
+  without adding `string_tables`.
 - **Smali is skipped by design** (`apktool d --no-src`): Java-source
  recovery belongs to the JADX family. Resource smali edits and rebuild are
  a follow-up lane with mutation authority.
@@ -81,9 +141,11 @@ select Android's `values-pt-rBR`; Android qualifiers such as `pt-rBR` and
  coverage and an explicit limit, rather than reported as missing.
 - `decoded_file_count` is capped at 100,000 files; the cap is reported in
  the limitations when hit.
- Apktool's own decode failures (`AndrolibException`, directory traversal
-  refusals) surface as `unsupported_target` with apktool's reason preserved
-  verbatim.
+- An ordinary nonzero decode exit surfaces as `unsupported_target` naming
+  the caller-selected APK, with Apktool's diagnostic and captured output.
+  Launcher startup, ownership preparation, signal termination and incomplete
+  output collection remain provider failures; they do not establish that the
+  selected APK is unsupported.

 ## Real verification

@@ -94,3 +156,11 @@ locales — launcher version, on-disk digest agreement, apktool.yml metadata
 (1.2.3, SDK 24–34), manifest package agreement, default and `de` string
 tables projected. Parser goldens in the test suite come from the same
 decode. See `docs/testing.md` for the lane summary.
+
+Multi-locale and table-only projection were also verified through real CLI and
+stdio MCP workflows on Linux with Apktool 3.0.3/JDK 21 against NewPipe 0.29.1,
+ApiDemos 6.0.18 and Appium Settings 8.2.1. Independent XML projection checks,
+exact facts/Evidence parity and bounded task costs are recorded in the
+[shared-decode and table-only checkpoint](../experiments/analysis-efficiency/apktool-string-tables.md).
+This qualifies selected resource facts, not application execution or independent
+binary resource-decoder completeness.
@@ -60,6 +60,15 @@ states that absence is unknown. Component arrays remain complete when candidate
 hypotheses are omitted; component arrays still include every component from
 the supplied inventory pages, and overall coverage is `partial` in that case.

+Inventoried files whose bytes were not read, such as encrypted archive members,
+are listed in `unavailable_components` with their original path, format,
+encryption flag, limitations, and null content identity. The same application-root
+and AppleDouble attribution rules apply. These files make overall coverage
+`partial`; component absence is unknown even when `inventory_complete` is true.
+Directories have no file bytes and symlinks remain in `symlinks`, so neither is
+an unavailable file component. The additive field participates in `projection_id`,
+including when empty, so Apple projection identifiers change.
+
 ## Application roots

 | Inventory root                         | Application root                                    |
@@ -68,6 +77,15 @@ the supplied inventory pages, and overall coverage is `partial` in that case.
 | `.app` directory                       | `.`, the inventoried bundle itself                  |
 | Directory, ZIP, or DMG containing apps | Each outermost `<Name>.app` followed by `Contents/` |

+File and slice occurrences supply component endpoints. Directory tree identities
+remain in source inventory and bundle anatomy, and links remain in `symlinks`.
+
+Root and layout discovery use known directories and ancestors implied by deeper
+inventory paths. A leaf file or symlink named `*.app`, `Contents`, or `Versions`
+does not establish that directory. Directory and authenticated-file identity are
+selected before applying anatomy case preferences, so a file cannot shadow a
+folded directory name or a directory shadow a metadata/signature file.
+
 ZIP archives made with `ditto -c -k --keepParent` report `<Name>.app`. A DMG
 reports `<image>.dmg/<Volume>/<Name>.app`; DMG child inventory needs the native
 macOS mounting adapter. When a DMG has only its root identity, the projection is
@@ -162,8 +180,21 @@ rea trace-dylib-resolution MyApp.app --root Contents/MacOS/MyApp --architecture

 Load commands are parsed in TypeScript from Mach-O and FAT headers, including
 the `dylib_use_command` encoding newer linkers emit for flags such as delayed
-initialization. Nothing is executed and no Apple tool is required, so the tool
-also works off macOS.
+initialization, and `LC_LAZY_LOAD_DYLIB_INFO` (`0x3a`). That command stores its
+install name in a linkedit payload rather than in the load command itself.
+Its flag and chain-start image offsets must lie in the slice VM range, which
+is dyld's one-page floor extended by every segment except `__LINKEDIT`,
+measured from the `__TEXT` vmaddr. Payload strings must start after the 24-byte
+header. The load-path NUL must occur before the payload's final byte, matching
+dyld's scan. Distinct payload bytes and payload-range lookups stay within the 16 MiB
+limit, and a file range already read is reused. String scanning and UTF-8
+checks count every reference, including repeats and overlaps, and stop at that
+same aggregate. A slice retains at most 1024 of these commands; further copies are
+unsupported instead of becoming one traced edge each. Symbol references,
+including repeats, stop at 65536 per slice. A larger table is unsupported
+instead of caching one string per offset.
+Nothing is executed and no Apple tool is required, so the tool also works off
+macOS.

 Resolution follows dyld:

@@ -197,15 +228,23 @@ root supplies. Every edge below it has `loader_conditional: true`, and a
 request that reuses it by install name is `conditional` too. Findings on those
 edges say that they apply only if the conditional image loads.

-Absolute install names such as `/usr/lib/libSystem.B.dylib` are
-`outside-target`. On macOS 11 and later most of them live in the dyld shared
-cache rather than on disk, so REA does not check them against the host.
+Absolute install names that name a path beneath the analyzed root are checked
+within that root, with symlinks and `..` resolved by the same bounded tree
+resolver. Absolute paths outside the root, such as
+`/usr/lib/libSystem.B.dylib`, are `outside-target`; on macOS 11 and later most
+system libraries live in the dyld shared cache rather than on disk, so REA does
+not check them against the host. Mach-O path strings are not converted from
+`file:` URLs or looked up through unrelated host paths.

 `findings` are derived, not observed:

 - `required-load-unresolved`, `weak-load-unresolved`, and `lazy-load-unresolved`.
-  `LC_LAZY_LOAD_DYLIB` dependencies are resolved but not traversed, because dyld
-  loads them on first use; an unresolved one is not a launch failure.
+  `LC_LAZY_LOAD_DYLIB` and `LC_LAZY_LOAD_DYLIB_INFO` dependencies are resolved
+  but not traversed, because dyld loads them on first use; an unresolved one is
+  not a launch failure. `LC_LAZY_LOAD_DYLIB_INFO` has no compatibility version,
+  so those fields are null. Its may-be-missing flag is reported as `weak`, and
+  an unresolved dependency with that flag is not a first-use failure: dyld
+  continues if the image is absent.
 - `earlier-rpath-candidate-absent`: a compatible Mach-O placed at an earlier
  modeled search path could take precedence, subject to unmodeled search inputs
  and code-signing library validation. These findings do not establish which
@@ -1,8 +1,8 @@
 graph TD
    subgraph "Entry Points"
        CLI["src/cli.ts + src/cli/<br/>One-shot CLI adapter<br/>setup, diagnostics, analysis, decompilation"]
-        MAIN["src/main.ts + src/main/<br/>MCP stdio server adapter<br/>config, session, process lifetime"]
-        DISPATCH["scripts/rea.mjs<br/>Executable dispatcher<br/>routes mcp / one-shot"]
+        MAIN["src/main.ts + src/main/<br/>MCP server adapter: stdio default, streamable HTTP opt-in<br/>config, session, process lifetime"]
+        DISPATCH["scripts/rea.mjs<br/>Executable dispatcher<br/>routes mcp / mcp --http / one-shot"]
    end

    subgraph "Production Composition"
@@ -10,7 +10,7 @@ graph TD
    end

    subgraph "Adapters"
-        SERVER["src/server/<br/>MCP request translation<br/>createServer, tool registration, toolResult"]
+        SERVER["src/server/<br/>MCP request translation<br/>createServer, tool registration, toolResult<br/>http/: streamable HTTP listener and node:http bridge"]
        HOPPER_BRIDGE["bridge/hopper_bridge.py<br/>Runs inside Hopper<br/>adapts operations to Hopper Python API"]
        GHIDRA_BRIDGE["bridge/ghidra/ReaGhidraBridge.java<br/>Packaged HeadlessScript<br/>inventory, decompiler, references, CFG"]
        INSTALL["src/cli/ + src/application/Setup*<br/>Host installation adapters<br/>macOS: verified vendor DMG to ~/Applications<br/>Linux: verified vendor package + apt/dnf/pacman"]
@@ -34,7 +34,7 @@ graph TD
        GHIDRA["src/ghidra/<br/>Ghidra discovery, profile & function analysis<br/>snapshot, Unix/Windows transport, bounded lifecycle"]
        IDA["src/ida/<br/>Upstream MCP contract adaptation<br/>live GUI binding or owned headless database"]
        IDA_MCP["External ida-pro-mcp<br/>GUI proxy or database supervisor<br/>upstream installation and engine lifecycle"]
-        AUX["src/artifacts/ + src/native/<br/>artifact inventory and extraction<br/>format readers and native capabilities"]
+        AUX["src/artifacts/ + src/native/<br/>artifact inventory, bounded directory triage and extraction<br/>format readers and native capabilities"]
        BROWSER["src/browser/<br/>CDP / Playwright capture<br/>captured scripts and native module resolution<br/>execution/: coverage, listener and source attribution"]
        JS_CODEC["src/javascript/sourceMaps/<br/>pinned upstream map codec<br/>owned heap-limited Node process, complete point evidence"]
        INSPECTOR["src/inspector/<br/>passive V8 Inspector discovery and capture<br/>script and target locations"]
@@ -160,7 +160,12 @@ launch builder. It is a configuration fact, not measured memory use or proof of
 the effective JVM limit; JVM environment options may affect that limit.
 When a Windows script wrapper selects the JVM, this value remains unknown.
 Historical stdout and stderr remain available, but classification uses only the
-failing operation's `failure_output`. Output draining waits at most one second,
+failing operation's `failure_output`. Retained stdout and stderr share an 8 MiB
+budget, but every drained byte is scanned for `java.lang.OutOfMemoryError`:
+`failure_output.observed_oome` records the latest confirmed token's bounded line per stream from
+the failing operation, with its byte offset, even after the budget is spent. These observations own OOME detection; retained text that ends at a class-name prefix cannot confirm a complete token. `line_complete` distinguishes a known line end from an incomplete trailing context; `invalid_utf8` marks replacement-decoded context.
+Incomplete operation output without an observed OOME keeps the original failure code and explains that a memory cause cannot be ruled out. Incompleteness alone does not confirm a memory constraint or justify heap-specific advice. Token context stays within the failing operation's checkpoint; a class-name prefix in a different identifier is not OOME evidence. A trailing bare token requires an observed stream EOF to establish its boundary.
+Output draining waits at most one second,
 subject to earlier cancellation or the startup deadline. `output_incomplete`
 marks a snapshot taken before stream closure; cleanup ownership remains with
 the session until release succeeds.
@@ -19,8 +19,24 @@ Inspect native SAZ or HAR 1.2 offline with REA, or connect Everywhere's separate
 - `analyze_web_bundle` / `rea analyze-web-bundle` parses selected script artifacts without execution and derives chunk edges, route and endpoint candidates, vendor fingerprints, static WebMCP declarations, and optionally source-map/original-source evidence.
 - `observe_web_session` / `rea observe-web-session` arms an observation window of the requested duration for an external user action and records ordered reload, SPA navigation, redirect, failure, lifecycle, and target-termination metadata.
 - `discover_webmcp_tools` / `rea discover-webmcp-tools` uses the experimental CDP WebMCP domain to return every in-scope registration and its complete observed `input_schema` declaration and canonical `input_schema_sha256` digest inline. Declarations are untrusted JSON data, including declared types, required fields, enums, examples and reference URLs. REA does not resolve schema references. These fields replace `input_schema_shape`. Registrations with the same name and URL in distinct observed frames retain separate identities. `tool_key` includes the observed frame ID; it is not a stable identity across navigation or browser sessions. Same-frame registration updates replace that owner only, and removal leaves other owners intact. Declared `readOnly`, `untrustedContent`, `consequential`, and `autosubmit` annotation hints are reported per registration: `true`/`false` are declared values, `null` means the declaration did not provide the hint in that capture, and a missing `consequential` key means the hint was not recorded, either in a historical capture or because the observed annotation was invalid. Consult discovery completeness and exclusions to distinguish these cases. Malformed annotation values retain the registration with incomplete coverage and an `invalid_protocol_value` exclusion. Other malformed protocol payloads can fail discovery explicitly. REA never exposes `WebMCP.invokeTool`.
+
 - `compare_web_captures` / `rea compare-web-captures` compares passive captures or exact-step-aligned browser scenarios. Scenario results commit reproducible literal normalization and expose alignment failures plus artifact-level action, screenshot, DOM, accessibility, URL, history, storage, and event differences. Missing or truncated evidence is never treated as equivalence.

+For `analyze_web_bundle`, each `webmcp_declarations` entry's
+`schema_property_names` is a source-derived projection of statically known own
+property keys, not schema validation. `schema_property_names_coverage` reports
+how complete that projection is: `complete` means a literal properties object
+was fully enumerated (including an empty literal); `partial` means a literal
+object was available but some computed or spread membership was unresolved,
+and the name array retains keys that were known; `unknown` means the schema or
+properties owner could not be enumerated as an object literal, including
+explicit non-object values; `not_present` means no effective schema or own
+`properties` member was present after the `inputSchema ?? input_schema` alias
+selection. `not_present` describes this projection only: it does not validate a
+schema or rule out properties expressed through other schema constructs. Older
+observations may omit the coverage field; treat omission as `unknown` rather
+than inferring completeness from the array.
+
 Passive DOM comparison checks complete node inventories and complete frame
 parent/child structure independently. Frame IDs and sibling enumeration order
 are capture-local and do not establish a change; duplicate IDs, missing parents,
@@ -201,6 +217,11 @@ rea inspect-web-page http://127.0.0.1:9222 TARGET_ID \
  --json
 ```

+Passive observation honors the requested duration using cancellable waits within
+the runtime's timer range. Long windows stay pending across successive waits;
+caller cancellation, target termination or leaving the allowed origins ends
+collection early. `window_elapsed` identifies completion of the requested wait.
+
 Static bundle analysis and a user-driven observation window are separate operations:

 ```bash
@@ -283,8 +304,30 @@ Call `list_browser_targets` first because target IDs are browser-instance-specif

 REA establishes a main-frame origin boundary before enabling Runtime, Debugger, or Network observation, rechecks it before document capture, and validates it again afterward. If the main frame navigates during final capture, REA discards the mixed result and returns `target_changed`.

+The web-session timeline uses CDP monotonic seconds where the event producer
+provides a comparable timestamp; absent or invalid timestamps are `null` rather
+than a synthetic zero. Events buffered while REA samples the window boundary are
+retained only when their timestamp places them after that boundary; older events
+are excluded. A buffered event without a comparable timestamp may remain as
+contextual evidence with `timestamp: null`, accompanied by a limitation stating
+that it does not establish activity in the selected window. Main-frame scope
+enforcement still applies to contextual navigation events. Network redirect
+events retain their paired prior-hop response context when the timestamped
+next-request event falls inside the window. The pre-arm timeline buffer is bounded
+by original CDP message bytes. If clock sampling completes after that budget is
+exhausted, the operation returns `payload_limit` instead of a partial window.
+Cancellation and clock-request failures retain their own outcomes.
+
 ## Data minimization

+The Link projection parses repeated CDP header field lines independently and
+retains their declarations in order, including derived untrusted agent hints.
+Commas inside URI targets or quoted parameters remain part of those values.
+COOP and COEP projections retain the exact declared token after validating the
+complete Structured Field Item, including parameters such as `report-to`.
+These are declarations, not an assessment of the document's effective policy;
+absent, malformed or non-token items project as `null`.
+
 REA retains local observation data and removes only URL userinfo credentials, explicitly declared scenario secrets, and values from structured credential/storage fields:

 - URL observations preserve the complete local URL, including query values, fragments, duplicate parameters, and their order. Only username/password userinfo is removed; malformed original URL strings remain available with `origin: null`.
@@ -318,8 +361,8 @@ REA retains local observation data and removes only URL userinfo credentials, ex
  WebSocket stream inventories and connection counts likewise require complete
  WebSocket coverage. Redirect resource types use only shared known metadata:
  an omitted type leaves equality unknown rather than proving a modification.
- Console observations with a stack source retain call type, argument types, timestamp, and source location. When console text capture is selected, already-delivered primitive values are retained verbatim; objects, getters, and remote properties are never expanded.
- WebSocket observations retain direction, opcode, and payload byte length. When shape capture is selected, text frames are classified as text or complete value-free JSON shape; binary bytes, hashes, prefixes, and raw frames are never retained.
+- Console observations with a stack source retain call type, argument types, the CDP `Runtime.Timestamp` in milliseconds since Unix epoch, and source location. An absent or invalid timestamp is `null` and makes `console_events` incomplete; an observed zero remains zero. This epoch-millisecond clock is separate from the monotonic-second timestamps in `observe-web-session`. When console text capture is selected, already-delivered primitive values are retained verbatim; objects, getters, and remote properties are never expanded.
+- WebSocket observations retain direction, opcode, and payload byte length. A missing or malformed CDP opcode is returned as `null`, with opcode-dependent payload byte length and shape also `null`, and marks `websocket_frames` incomplete. Missing or wrong-typed payload data is not treated as empty; its byte length is `null`, and a text payload shape is unknown. Numeric opcode `0` and an observed empty payload remain distinct from missing data. Opcode is nullable in the public inspection schema, so clients must handle unknown protocol values. When shape capture is selected, text messages are classified as text or complete value-free JSON shape; binary bytes, hashes, prefixes, and raw payloads are never retained.
 - Storage observations always redact values. Key names, IndexedDB names, and cache names require `include_storage_keys`; stable content fingerprints require the additional `include_storage_fingerprints` selection. Cookie fingerprints cover cookies applicable to the current main-frame URL, including its path, rather than every cookie path on that origin. Other storage remains scoped to the origin. Cache fingerprints hash all decoded response bytes, including bodies above 64 KiB, subject to the [64 MiB per-message CDP limit](#request-boundary). Missing or undecodable cache bodies and partial IndexedDB remote objects make fingerprint coverage incomplete, so identical observations remain `unknown`.
 - Unavailable or malformed storage inventories mark `storage_keys` unavailable, even without fingerprints. Comparisons suppress inferred key additions and removals while preserving modifications proven by complete fingerprints on both sides. Previously exported captures are not retroactively corrected; recapture them to obtain these coverage markers.
 - Script metadata is included only when CDP supplies a URL on an allowed origin. Stable keys exclude transient CDP script IDs, and exact transient raw URLs are used only during script/resource reconciliation. URL-less scripts are excluded because their origin cannot be established. When CDP supplies an execution-context association, the accepted script retains its authorized frame ID for later attribution. Script metadata admission bounds retained identity and source-map strings to 8 MiB and 50,000 records. When a source-map URL cannot fit, the script identity remains and source-map coverage reports `resource_budget_exhausted`; rejected script observations are counted without retaining their IDs. Source content is omitted unless explicitly requested and is returned inline as a self-verifying artifact with its SHA-256 digest.
@@ -342,6 +385,40 @@ validation and resource bounds. Omitted script metadata makes its affected
 section explicitly truncated.
 Disallowed-origin entries are filtered before retention.

+Selected script-source collection shares a 32 MiB aggregate UTF-8 retention
+budget and a 20-second deadline across the capture. An oversized source is
+omitted while later smaller sources may still fit. When the deadline expires,
+remaining source reads are skipped. Script metadata, per-item omission reasons,
+and `script_sources` completeness remain available. A single CDP response can
+still be materialized up to the separate 64 MiB transport limit before source
+admission; the retention budget does not bound that transient allocation.
+
+Bundle parsing and semantic inspection run sequentially in an owned child,
+without executing captured code. `max_heap_mb` defaults to 1024 MiB V8
+old-space; `analysis_timeout_ms` defaults to 30000 per script, including startup
+and transfer. A failed or timed-out script becomes an explicit unknown while
+completed findings and later scripts remain available. `total_analysis_timeout_ms`
+defaults to 300000 across script analysis; expiry returns a typed timeout with
+partial Evidence and identifies unstarted scripts. These controls are also
+available as CLI flags with hyphenated names. Capture and optional source-map
+fetching have separate budgets.
+
+One web-bundle capture/analysis is admitted per REA process at a time. Completed
+script results share an 8 MiB serialized transfer budget, with host heap
+reservation checked before decoding and validating another result.
+Exhausted result capacity stops further script launches and returns a typed
+resource failure with completed facts and explicit unstarted-script unknowns.
+Worker control frames are limited to 64 KiB. Cleanup must confirm child termination
+before releasing its private files; failed cleanup retains its exact owner and
+blocks replacement until retry succeeds. Cancellation retains completed bundle
+facts, including cancellation during final cleanup.
+
+The worker heap setting is not a process-family RSS limit. Node enforces V8
+old-space flags; Bun ignores them. Windows Bun instead uses an owned process
+commit limit with a 512 MiB runtime reserve; other Bun hosts have no enforced
+memory limit. These bounds do not establish an aggregate host-memory limit
+across other REA operations or external processes.
+
 Resource-tree inventories distinguish a valid empty `resources` array from a
 missing or malformed collection. Invalid resource entries are omitted with
 incomplete coverage, while valid resources from that frame and other frames
@@ -107,6 +107,11 @@ Through MCP, pass the same object as the `capture_browser_scenario` arguments.
 The final step's DOM and accessibility artifacts retain the page state at that
 capture time inline. REA still launches and cleans up the browser profile.

+Action `timeout_ms` and `wait_for_timeout.duration_ms` accept integers from 1
+through 2,147,483,647 milliseconds, matching the underlying timer representation.
+Larger values receive an input error before browser launch. Omit `timeout_ms`
+to keep an action pending until completion or request cancellation.
+
 The click's `timeout_ms` covers the click action. A non-navigating `fetch` or
 delayed render can finish later, so use `wait_for` to observe a page-specific
 ready condition before final capture. A page that updates synchronously can
@@ -144,6 +149,18 @@ distinction: it closes and deletes provider-owned profiles, but only disconnects
 from an external CDP browser. Real-browser verification checks both outcomes and
 confirms that an attached external browser remains alive.

+That cleanup requires REA to remain running. Abrupt termination, including
+Windows process-tree termination or POSIX `SIGKILL`, can leave the launch
+profile and Playwright artifacts behind. A profile can retain cookies, history,
+cache and origin storage. Later REA runs currently do not reclaim these paths.
+Playwright 1.58.2 can also leave an artifacts directory when launch preparation
+fails before a browser process exists, such as for a missing executable.
+POSIX wrappers can request awaited cancellation with `SIGINT` or `SIGTERM`;
+Windows process termination is not an equivalent graceful-cancellation channel.
+Do not identify owned artifacts by directory prefix or creation time alone.
+See [#4659](https://github.com/morluto/rea/issues/4659) for the remaining recovery
+and wrapper-cancellation work.
+
 Keeping that browser alive does not guarantee its emulation state survives.
 Chromium can clear caller-owned `navigator.platform` emulation when a page CDP
 session disconnects, including sessions that sent no emulation commands. REA
@@ -30,6 +30,13 @@ jq -c '{source: {kind: "inline", evidence: .}, view: {kind: "summary"}}' app-evi
 rea inspect-analysis-view app-view.json
 ```

+The request can also name the saved file instead of embedding it:
+`{"source": {"kind": "evidence-file", "path": "app-evidence.json"}, "view": {"kind": "summary"}}`.
+The CLI resolves a relative path against the working directory; MCP clients
+pass an absolute path. REA reads and authenticates the file, then projects it
+like retained Evidence, so a large file is bounded by the file reader rather
+than charged as inline input.
+
 For example, a 334 MB Obsidian application Evidence file yields a summary view
 of about 10 KB. Replace the view with
 `{"kind": "page", "collection": "modules", "offset": 0, "limit": 32}` for a
@@ -58,8 +65,10 @@ assembly-wide inventory, so the output can still be large.

 Choose the workflow from the artifact's contents rather than its `.exe` or
 `.dll` extension. The managed parser requires PE/CLI metadata; it does not
-unpack .NET single-file hosts or decode IL2CPP metadata. NativeAOT method bodies
-require native analysis. See the [managed-code guide](managed-code-analysis.md)
+unpack .NET single-file hosts or decode IL2CPP. For the image, type and method
+names in a Unity `global-metadata.dat`, use
+[IL2CPP metadata](il2cpp-metadata.md). NativeAOT method bodies require native
+analysis. See the [managed-code guide](managed-code-analysis.md)
 for supported deployment forms, selection semantics, and coverage limits.

 ## SQLite snapshots
@@ -83,6 +92,47 @@ The shared CLI/MCP workflow reports compiler version, modules, replacements,
 build settings, original bytes and SHA-256. See [Go binaries](go-binaries.md)
 for supported containers and absent or malformed metadata.

+Inspect a Godot PCK without running the game:
+
+```sh
+rea inspect-artifact game.pck --detail summary --evidence_output evidence.json --json
+rea extract-artifact game.pck --json
+```
+
+Formats 2, 3 and 4 retain header, directory and integrity facts. Compact delivery
+keeps complete Evidence in the requested bundle. See [Godot PCK](godot-pck.md)
+for embedded packs, batch queries and unknown encrypted coverage.
+
+Inspect local model declarations without loading weights:
+
+```bash
+rea inspect-model-artifact /absolute/path/model.gguf --json
+rea inspect-model-artifact /absolute/path/model.safetensors --hash full --json
+```
+
+Default hashing reads only headers and leaves full-file identity unknown.
+`--hash full` streams the complete file for SHA-256. Both return typed metadata,
+original tensor declarations and derived totals. MCP summaries retain complete
+Evidence for filtered metadata, tensor and type-total pages; CLI compact delivery
+uses `--detail summary --evidence_output FILE`. See [model files](model-artifacts.md).
+
+Inspect Unity IL2CPP metadata names without Unity or a disassembler:
+
+```bash
+rea inspect-il2cpp-metadata /absolute/path/global-metadata.dat --json
+```
+
+The command decodes a version 24, 27, 29, 31 or 39 `global-metadata.dat` and reports assembly
+images, type, method and member names, string literals, index ranges, header
+sections and SHA-256. With `--binary PATH` it also reads the matching
+`GameAssembly.dylib`, `GameAssembly.dll` or `libil2cpp.so` (never runs it) and
+links each method to its code address; `--ghidra-seeds PATH` then writes Ghidra
+function seeds. It does not decrypt metadata. MCP defaults to compact counts
+with retained Evidence; query indexed rows with filters, batch indices and
+selected fields. The CLI defaults to complete Evidence;
+`--detail summary --evidence_output FILE` exports the full result to a new file
+and returns a compact overview. See [IL2CPP metadata](il2cpp-metadata.md).
+
 Inspect an embedded cargo-auditable Rust dependency list without installing
 Rust or configuring a disassembler:

@@ -286,6 +336,12 @@ reported separately as configured-secret exclusions.
 Re-import saved graphs whose pattern-based exclusions lack `pattern` before
 using them in source-to-bundle comparisons.

+Entries that change during an import retain an unavailable-entry diagnostic
+alongside readable siblings. If enumeration of an already admitted root fails,
+the graph keeps its observed children and records the root failure as a
+top-level limitation. That partial inventory does not establish absence among
+unexamined children.
+
 JavaScript and TypeScript import parsing requires valid UTF-8. Malformed source
 bytes retain their original hashes and sizes with a decoding diagnostic; REA
 does not infer module targets from replacement characters.
@@ -310,6 +366,80 @@ Choose the guide for the target and intended interaction:
 Runtime requests name the target and actions. Launched targets run with your
 user permissions; consult the chosen guide for host requirements and effects.

+## Serve MCP over streamable HTTP
+
+`rea mcp` speaks stdio to the client that launched it. To serve the same MCP
+catalog over streamable HTTP for one local client, such as an agent environment
+runtime, start the dispatcher entry with `--http`:
+
+```sh
+rea mcp --http --port 8765
+```
+
+`--host` and `--port` default to `MCP_HOST` and `MCP_PORT` from the environment,
+then to `127.0.0.1` and an ephemeral port. The bound URL is written to stderr as
+one JSON log line (`"msg":"MCP transport listening"`) whatever `REA_LOG_LEVEL`
+is set to; nothing is written to stdout. `rea mcp --http --help` lists the accepted options. The listener serves
+one client at a time: a session ends with the client's `DELETE`, and a client
+that connects while another session is open takes it over, so a client that
+exited without ending its session needs no restart. The listener runs until
+SIGINT or SIGTERM and does not stop when stdin closes. See
+[transports](mcp-contracts.md#transports) for the session, `Host` header and
+shutdown contract. Client registrations written by setup and the MCP registry
+entry keep stdio.
+
+## Serve an environment manifest
+
+`rea environment-serve <manifest.json> --evidence <capture.json> [--host H]
+[--port N]` serves an environment manifest projected by `inspect-analysis-view`
+as an agent environment: an MCP server at `/mcp` with one tool per manifest
+tool, each replaying the retained capture records it cites, the environment
+card at `/.well-known/agent-env.json`, and a `/agentenv` data plane that
+answers every method with JSON-RPC `-32601`. The manifest's
+`parent_evidence_id` must equal the evidence file's `evidence_id`; otherwise
+the command refuses with `invalid_request` before binding.
+
+```sh
+rea environment-serve manifest.json --evidence capture.json --port 8765
+```
+
+`--host` and `--port` resolve like `rea mcp --http`: flags, then `MCP_HOST` and
+`MCP_PORT`, then `127.0.0.1` and an ephemeral port. `ENVIRONMENT_NAME` renames
+the served environment; set but blank, it is refused as `configuration_invalid`
+like a blank `MCP_HOST`. The bound URL is written to stderr as one JSON log line
+(`"msg":"MCP transport listening"`). See
+[agent environments](agent-environments.md) for what replay returns and does
+not establish.
+
+## Export an environment bundle
+
+`rea environment-export <manifest.json> --evidence <capture.json> <dir>
+[--package-tarball <path>] [--name <override>]` writes the same manifest and
+capture pair as a bundle folder the agentenv framework runs with
+`agent-env run <dir>`. It reads each file once, authenticates and cross-checks
+the pair with the same checks as `environment-serve`, copies the bytes it
+authenticated, refuses to write into a directory that exists and is not empty,
+and never overwrites a file.
+
+```sh
+rea environment-export manifest.json --evidence capture.json ./grafana-example --json
+```
+
+The folder holds a `README.md` with the bundle's provenance, an env folder
+`envs/<name>/` with a `Dockerfile` that installs this exact `rea-agents`
+version and serves the copied `manifest.json` and `evidence.json` (written
+with mode `0600` on POSIX; Windows retains inherited ACLs) with
+`environment-serve`, a Python verifier under `artifacts/check_<name>/` and the
+smoke task `tasks/smoke.json`. `--package-tarball` copies a packed `rea-agents`
+tarball into the env folder and installs it instead of the registry package,
+which is how the hosted lane proves a checkout rather than a release. `--name`
+replaces the manifest's kebab-case name as the env folder and env id; a device
+name Windows reserves (`con`, `nul`, `com1` and the like) is refused. The
+command prints one JSON document listing the written files with their sizes
+and the pinned package source. See
+[agent environments](agent-environments.md#export-a-bundle) for the folder
+layout and what the smoke task checks.
+
 ## Output and exit status

 `rea mcp doctor --json` checks production MCP startup and reports child logs in
@@ -328,6 +458,11 @@ redirected, which keeps large results smaller for agents and scripts; pipe
 through `jq .` for indented files. Output selection and formatting do not change
 operation status.

+`--filter-output` selects fields from successful command data. Classified failures
+retain their complete typed diagnostic projection even when the selector matches
+a field such as `code` or `message`, or names a missing field. `--full-output`
+controls whether the outer `{ok, error, meta}` envelope is included.
+
 For `cutter-command`, `--json-output` requests command-specific JSON from
 Cutter when available. This is separate from `--format json`, which selects the
 CLI result representation; the global `--json` flag selects that same CLI
@@ -344,6 +479,28 @@ output formatting.
 | `1`       | The operation could not complete. Structured output identifies invalid input, permissions, cancellation, timeouts or another failure when available.                                                                                                                                                                                                                                   |
 | `128 + N` | Signal-derived status. An unhandled signal may have ended the process, with the shell or runtime preserving the conventional status; a command may instead have handled the signal, waited for its operation and cleanup to settle, and assigned the same status (`130` for SIGINT, `143` for SIGTERM). In the handled case, it may also have printed a structured `cancelled` result. |

+`rea mcp --http` is long-running and prints no structured result. It exits
+`130` on SIGINT or `143` on SIGTERM after closing the listener, the session and
+its providers, and `1` when that cleanup fails.
+
+`rea environment-serve` is also long-running: it serves until SIGINT or
+SIGTERM, closes the listener, then prints one structured
+`{"status":"stopped", …}` document naming the URL, environment and tool count
+and exits `130` or `143` through the shared cancellation handler below.
+Refusals before binding (unreadable files, non-Evidence JSON, capture Evidence
+in a format other than HAR, a manifest whose parent is not the supplied
+evidence, an unbindable port) print a structured
+error and exit `1`, as does a listener that fails after binding.
+`rea environment-export` is one-shot: it prints the written files and exits
+`0`, or prints a structured `invalid_request` error and exits `1` for the same
+pair refusals, a non-empty or file-occupied directory, a missing package
+tarball or a name that is not a kebab-case label or is a Windows device name,
+writing nothing in each case.
+A write that fails after the first file (a permission or disk-space failure
+on a later path) propagates as the host's failure and leaves the partial
+folder in place for inspection; remove it before retrying, since the next
+attempt refuses the non-empty directory.
+
 A `cancelled` result does not by itself determine the exit status; it depends on
 the command's signal handling. Commands routed through the shared
 `withCommandCancellation` handler in the CLI set status `130` for SIGINT or
@@ -356,7 +513,8 @@ browser, web and Electron commands (including `analyze-web-bundle`,
 `capture-electron-scenario`), and the platform and provider command families
 for Android/ADB, Apktool/JEB/Flutter, firmware, PCAP and signal analysis,
 WASM/EVM, Go/Rust and binary diagnostics, Frida instrumentation, the Cutter
-command, objdump, Rizin and GDB. In these paths, a returned structured
+command, objdump, Rizin and GDB, and the agent environment server
+(`environment-serve`). In these paths, a returned structured
 `cancelled` result can be printed before the wrapper assigns the
 signal-derived status. This describes the current source routing; it is not a
 claim that every command or provider runtime has been independently exercised.
@@ -457,11 +457,22 @@ disposable HOME and CODEX_HOME under `~/.cache/rea-agent-evaluations/`. Set
 `REA_AGENT_EVAL_ROOT` to choose another parent directory outside the OS temporary
 directory: current Codex refuses helper aliases under `/tmp`, preventing shell
 commands and skill reads even if MCP works. Each owned run directory is removed
-after verification unless fixture retention is requested. The lane
+after verification unless fixture retention is requested. Commands share the
+owned-process supervisor: native ownership preparation has its own bounded
+deadline before each short command budget, and timeouts join bounded process-tree
+and output cleanup before returning. If cleanup remains incomplete, the lane retries its retained
+owner and preserves the run directory (including disposable auth) rather than
+removing files still in use; the error retains ownership and recovery details.
+Command stderr is limited to 32 KiB and combined version output to 8 KiB;
+exceeding these diagnostic budgets fails explicitly. Scenario JSON events stream
+to the evaluator without retaining a second raw stdout copy. Cleanup attempts the
+remaining run tree even if auth removal fails, and reports unresolved cleanup
+together with the original verification failure. The lane
 installs the packaged skill and MCP registration through public `rea setup`,
 rather than copying a skill into a project that also inherits the caller's
 skills and configuration. Only authentication is copied, when present, and it
-is removed even with `REA_AGENT_EVAL_KEEP_FIXTURES=true`. No user configuration,
+is removed after confirmed process cleanup even with
+`REA_AGENT_EVAL_KEEP_FIXTURES=true`. No user configuration,
 rules, plugins or history is copied; shell snapshots and additional agents are
 disabled. Existing API-key environment authentication remains available.
 The native missing-provider scenario preapproves only `open_binary` and
@@ -0,0 +1,150 @@
+# Desktop installation directories
+
+Use `inspect_desktop_application` when an installation directory is the target
+and its runtime is unknown. It reads directory entries, selected headers and
+bounded metadata, then reports runtime candidates, supporting files, component
+path markers and concrete follow-up operations. No native provider or active
+binary session is needed. It does not run the application, extract archives,
+follow child symlinks, contact services or change target files.
+
+## MCP
+
+```json
+{ "path": "/artifacts/MyApplication" }
+```
+
+Default `detail: "summary"` retains complete source Evidence in the session and
+returns candidates with representative supporting paths, counts, coverage,
+limitations and grouped next probes. `normalized_result.parent_evidence_id`
+identifies the complete record. A server without Evidence retention refuses
+summary delivery before reading the target; select `detail: "complete"` to
+receive every retained fact inline.
+
+Read exact files in one request:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "ev_<parent-sha256>"
+  },
+  "view": {
+    "kind": "desktop-application",
+    "collection": "files",
+    "paths": ["Game_Data/Managed/Assembly-CSharp.dll", "GameAssembly.dll"],
+    "fields": ["path", "read_status", "ranges", "facts", "issues"],
+    "offset": 0,
+    "limit": 16
+  }
+}
+```
+
+Collections are `files`, `omissions`, `candidates`, `components` and `next_probes`.
+Files and omissions accept exact `paths` and batched `file_ids` / `omission_ids`.
+Files also accept `has_issues: true` to select probe diagnostics directly, or
+`false` to select rows without reported issues. This filter uses the retained
+issue facts; it does not re-read targets or infer that uninspected files are healthy.
+When both are supplied, all filters apply; an empty selection returns no rows.
+Omission records retain the observed path, kind and stable `omission_id`; their
+payloads are not read, and other special-entry metadata remains unavailable.
+`candidates` accepts exact `families`.
+Omitted selectors match all retained rows; an empty selector matches none.
+Every collection supports `fields`, `offset` and `limit`; its stable row ID is
+always included. Selection changes delivery, not source inspection. Pages keep
+source coverage and parent Evidence links. Page exhaustion does not establish
+absence in a partial source. Complete Evidence remains accessible through
+`get_evidence` and Evidence bundle export.
+
+The summary's `probe_issues` counts files with reported issues and their retained
+issue entries. It previews at most two such files, including stable `file_id`,
+read status and the first issue. Path/reason previews use at most 256 UTF-16 units
+each without splitting surrogate pairs; `text_truncated` marks shortened text,
+and `preview_truncated` marks additional files. These are display prefixes;
+full caller paths and all reasons remain in Evidence. Counts describe retained
+observations, while source coverage still identifies partial inspection.
+
+Use `inspect_analysis_view` with `collection: "files", has_issues: true` and
+`fields: ["path", "read_status", "issues"]` for exact reasons, with the usual
+paging and parent links. It intersects with exact paths and batched file IDs.
+
+An ASAR inventory probe first selects its exact path with `open_binary`; then
+call `inspect_artifact` on that active target. Directory inspection itself does
+not select or replace the session target. The JavaScript application workflow
+accepts its own selected path directly.
+
+## CLI
+
+The one-shot CLI returns complete Evidence by default. For compact output,
+explicitly retain it in a bundle:
+
+```bash
+rea inspect-desktop-application /artifacts/MyApplication \
+  --detail summary --evidence_output /reports/application.evidence.json --json
+```
+
+This returns `summary` Evidence and an `evidence_bundle` publication receipt.
+Existing output files are never overwritten. Summary delivery requires
+`--evidence_output`, checked before analysis. `inspect-evidence-bundle` selects
+saved records; an exact saved record can also feed `inspect-analysis-view`.
+`--detail complete` returns source Evidence inline and can optionally write the
+same bundle. Export writes only the caller-selected output file.
+
+## Facts and uncertainty
+
+| Family       | Evidence used                                                                                                                                                                                                                                  |
+| ------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| .NET         | A PE optional header declares a nonempty CLI directory.                                                                                                                                                                                        |
+| Unity Mono   | A managed assembly below `*_Data/Managed` or `Contents/Resources/Data/Managed` has an exact UnityEngine assembly reference.                                                                                                                    |
+| Unity IL2CPP | A recognized IL2CPP metadata magic (with the raw version when complete) coexists with a conventionally named native `GameAssembly.dll`, `GameAssembly.so`, `GameAssembly.dylib` or `libil2cpp.so` image. Build correspondence remains unknown. |
+| Godot        | A `GDPC` header at file start or a validated executable trailer offset.                                                                                                                                                                        |
+| GameMaker    | A bounded `FORM` container starts with a `GEN8` chunk.                                                                                                                                                                                         |
+| Unreal       | `Content/Paks` path conventions or an IoStore TOC signature; arbitrary `.pak` filenames are insufficient.                                                                                                                                      |
+| Electron     | A `resources/app.asar` or `resources/default_app.asar` path convention; archive validity is unverified.                                                                                                                                        |
+
+When the four-byte metadata magic is present but version bytes are incomplete,
+the fact retains `raw_version: null`; it does not offer an IL2CPP metadata
+inspection probe. A complete magic/version prefix with supported raw version 29,
+31 or 39 offers an
+`inspect_il2cpp_metadata` follow-up at its admitted file path, including when no
+native library was found. This probe does not establish full metadata validity
+or correspondence to a native binary. See [IL2CPP metadata](il2cpp-metadata.md).
+
+Candidates are derived or inferred from these facts and do not prove loading or
+execution. BepInEx, MelonLoader, Easy Anti-Cheat and BattlEye labels identify
+path conventions only; runtime presence stays unknown. No bypass is provided.
+
+`file_id` includes the admitted root namespace, recorded path and available filesystem identity. The caller-selected root path and admitted canonical path/root identity are both retained; `local_path` identifies each observed file for follow-up operations. The selected root may be a symlink; child symlinks are not followed. Exact
+metadata integers remain decimal strings. Read ranges have offsets, byte counts
+and SHA-256 digests; typed facts expose CLI RVAs, metadata/pack versions and
+assembly tokens. Directory and symlink identities unavailable from traversal
+remain null.
+
+The directory's `snapshot_sha256` commits to retained paths, omission kinds,
+available metadata and range digests, composed through the admitted root,
+entry and omission identities. Caller ceilings, coverage counters, diagnostic
+wording and interpretation facts remain in Evidence, outside source identity.
+The same observations under different generous limits share a snapshot digest;
+Evidence IDs still preserve request parameters and reported coverage. Different
+retained entries or read ranges change the source snapshot.
+Omission records share the entry and representation budgets and can be fetched
+independently through their view.
+**It is not a digest of all file contents.** These are sequential stable entry
+observations, not an atomic directory snapshot. Unread bytes remain unknown.
+
+## Resource bounds and reuse
+
+Defaults are 20,000 examined entries and 8 MiB of total probe reads. Callers may
+select up to 100,000 entries and 64 MiB. A separate 32 MiB conservative
+representation budget bounds retained paths and facts before growth. Limits
+and failed probes produce partial coverage. Traversal and reads are serial.
+Each reader admits one inspection at a time; overlapping requests receive a
+retryable capacity refusal without cancelling the admitted caller.
+
+Unity reference decoding stops after a witness in each `Data/Managed` directory;
+other assemblies' references remain unexamined, while their headers are still
+checked. AssemblyRef facts decode names and tokens only; they do not decode or
+hash unrelated key/culture/hash payloads or establish runtime binding. Pack contents, encrypted data, metadata/address correspondence and
+section-embedded PCKs without a trailer are separate capabilities.
+
+Filesystem results are not cached across calls. Retained views reuse validated
+immutable metadata without rescanning files or retaining another inventory.
@@ -33,6 +33,12 @@ encoded path separators, ASAR directories or links, and nonexistent paths are
 rejected. The endpoint exposes every eligible target and its local path
 metadata.

+Cancellation stops further file authorization after an already-started filesystem
+operation settles. ASAR descriptor-close failures remain typed incomplete cleanup
+with an exact retryable owner; they are not treated as a missing or unauthorized
+page. A later authorization and provider shutdown retry retained descriptors
+before reporting their release.
+
 ## Workflow

 `list_electron_targets` returns every eligible target served by the supplied endpoint in one inline array.
@@ -56,12 +62,24 @@ rea inspect-electron-page http://127.0.0.1:9223 TARGET_ID \

 The normalized result contains canonical local paths, frame and DOM
 structure, resource metadata, stable script/resource identities, explicit
-completeness, and content-addressed script artifacts. Script metadata
-retains its execution-context frame ID when CDP supplies one. The capture also
+completeness, and content-addressed script artifacts. Resource sizes are unknown
+when omitted or invalid; supplied invalid sizes also produce an explicit
+completeness diagnostic.
+
+DOM node indices retain their snapshot positions. Invalid rows are omitted with
+completeness diagnostics, so `total_nodes` can exceed the retained node count
+and a parent index can refer to an omitted source node.
+
+Script metadata retains its execution-context frame ID when CDP supplies one. The capture also
 inventories worker, service-worker, and shared-worker targets with
 validated opener-target and parent-frame IDs. Worker discovery uses passive
 target metadata; REA does not attach to or execute code in those targets.
-Collection counts and aggregate script-source bytes are not capped. Like every
+Script-source collection retains at most 32 MiB of UTF-8 text across scripts
+and shares a 20-second collection deadline. Omitted sources retain their script
+metadata and an explicit reason; later smaller sources may still fit after an
+oversized source is omitted. The separate 64 MiB CDP response limit bounds one
+wire message before retention admission, rather than total transient memory.
+The source budget adds no script-count cap. Like every
 target, frame, script, and resource, a worker URL must resolve to a local
 file before it is retained. Relationship IDs improve
 attribution but do not prove which static module started a worker or that its
@@ -186,8 +204,25 @@ Caller-defined `.listener` properties can change the identity exposed by
 wrapper recognition. Re-registering a raw recording wrapper on another channel
 retains the original registration's channel attribution.
 Mutating `.listener` on a raw recording wrapper can also prevent removal through
-application decorators; the reproduced identity conflict is tracked in
-[#4513](https://github.com/morluto/rea/issues/4513).
+application decorators that bypass the hook's removal methods. When a removal
+request reaches the hook's methods and its registration order is known, private
+callback ownership preserves removal by the original function and the newest
+matching registration when public metadata is changed or deleted. Native removal
+still determines getter execution, exceptions and removal meta-events.
+
+If registration or removal methods differ from the Node methods captured at hook
+initialization, the hook leaves listener callbacks unwrapped and records a
+`listener-registration` observation gap. The application keeps its original
+callback and receiver; callback execution remains unobserved. This comparison
+assumes Node's EventEmitter prototype has not itself been globally decorated
+before hook initialization. The provider loads the hook before the application
+and excludes `NODE_OPTIONS` from the child environment.
+
+An opaque later listener or unsupported emitter state can prevent proof of
+removal order. The hook then delegates removal
+to the native method and records a `listener-removal` gap rather than claiming
+which registration was removed. These gaps are distinct from dropped records
+and do not establish IPC delivery or successful removal.

 ### Target fuse prerequisites

@@ -28,6 +28,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -64,6 +91,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -100,6 +154,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -136,6 +217,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -172,6 +280,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -208,6 +343,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -244,6 +406,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -280,6 +469,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -316,6 +532,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -352,6 +595,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -388,25 +658,82 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
-          "type": "object",
-          "properties": {
-            "logical_path": { "type": "string" },
-            "declared_sha256": {
-              "anyOf": [{ "type": "string" }, { "type": "null" }]
+          "anyOf": [
+            {
+              "type": "object",
+              "properties": {
+                "logical_path": { "type": "string" },
+                "declared_sha256": {
+                  "anyOf": [{ "type": "string" }, { "type": "null" }]
+                },
+                "calculated_sha256": {
+                  "anyOf": [{ "type": "string" }, { "type": "null" }]
+                },
+                "unpacked": { "type": "boolean" }
+              },
+              "required": [
+                "logical_path",
+                "declared_sha256",
+                "calculated_sha256",
+                "unpacked"
+              ],
+              "additionalProperties": false
            },
-            "calculated_sha256": {
-              "anyOf": [{ "type": "string" }, { "type": "null" }]
-            },
-            "unpacked": { "type": "boolean" }
-          },
-          "required": [
-            "logical_path",
-            "declared_sha256",
-            "calculated_sha256",
-            "unpacked"
-          ],
-          "additionalProperties": false
+            {
+              "type": "object",
+              "properties": {
+                "logical_path": { "type": "string" },
+                "algorithm": { "type": "string", "const": "md5" },
+                "declared_md5": {
+                  "type": "string",
+                  "pattern": "^[a-f0-9]{32}$"
+                },
+                "calculated_md5": {
+                  "anyOf": [
+                    { "type": "string", "pattern": "^[a-f0-9]{32}$" },
+                    { "type": "null" }
+                  ]
+                },
+                "unpacked": { "type": "boolean" }
+              },
+              "required": [
+                "logical_path",
+                "algorithm",
+                "declared_md5",
+                "calculated_md5",
+                "unpacked"
+              ],
+              "additionalProperties": false
+            }
+          ]
        }
      },
      "required": [
@@ -446,6 +773,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -482,6 +836,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -518,6 +899,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -554,6 +962,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -590,6 +1025,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -626,6 +1088,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -662,6 +1151,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -698,6 +1214,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -734,6 +1277,33 @@
          "required": ["action"],
          "additionalProperties": false
        },
+        "recovery": {
+          "oneOf": [
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_input_contract" },
+                "operation": { "type": "string", "minLength": 1 }
+              },
+              "required": ["kind", "operation"],
+              "additionalProperties": false
+            },
+            {
+              "type": "object",
+              "properties": {
+                "kind": { "type": "string", "const": "inspect_timeout_state" },
+                "operation": { "type": "string", "minLength": 1 },
+                "timeout_ms": {
+                  "type": "integer",
+                  "exclusiveMinimum": 0,
+                  "maximum": 9007199254740991
+                }
+              },
+              "required": ["kind", "operation", "timeout_ms"],
+              "additionalProperties": false
+            }
+          ]
+        },
        "details": {
          "type": "object",
          "propertyNames": { "type": "string" },
@@ -158,7 +158,17 @@ tree semantics, vulnerability scanning, emulation or hardware runtime capture.
  Supply a stable copy within the allowance. No in-place source modification.
 - One queued heavy operation per provider instance; Binwalk one thread and
  Unblob one worker. No automatic parallel extraction engines.
- **120-second** deadline; inherited **1 GiB per-process address-space** limit,
+- **120-second** analysis deadline through inventory. Publication and final
+  cleanup start a separate **120-second** budget; select
+  `publication_timeout_ms` in MCP or `--publication-timeout-ms` in CLI for a slow
+  destination. Valid budgets are integers from 1 through 2,147,483,647 ms (the
+  timer representation limit). Publication timeouts identify their phase and
+  verified file progress; verified writes before atomic commit are not a claim
+  that output remains published after rollback. Caller cancellation applies to
+  both phases and final cleanup. Phase handoff, publication commit and final
+  completion also check monotonic elapsed time, so delayed timer callbacks
+  cannot revive an expired budget.
+- Inherited **1 GiB per-process address-space** limit,
  120 CPU seconds and zero core-dump allowance through `prlimit`.
 - JSON reports: at most **8 MiB** and valid UTF-8; malformed encoding and
  oversized reports fail without repairing or truncating producer data.
@@ -23,7 +23,9 @@ rea inspect-dart-aot /targets/Example.apk --abi armeabi-v7a
 The equivalent MCP methods are `identify_flutter_build` (with `path`) and
 `inspect_dart_aot` (with `path` and an optional `abi`; the default prefers
 arm64-v8a, then x86_64, then x86, then armeabi-v7a, then the remaining
-ABIs alphabetically).
+ABIs alphabetically). An explicit `abi` is the directory label exactly as
+`identify_flutter_build` reports it, so a payload under a nonstandard label
+stays selectable and keeps that label in the result.

 ## Optional retained AOT delivery

@@ -6,8 +6,24 @@ For remote devices, pass a host with an optional port (`host[:port]`; bracket IP

 MCP exposes `list_frida_devices`, `list_frida_processes`, `start_frida_session`, `load_frida_script`, `resume_frida_session`, `unload_frida_script`, `frida_session_status`, and `close_frida_session`. A spawned process starts paused so scripts can load first. Closing unloads session scripts and detaches. If a spawn remains paused, REA resumes it only after script cleanup or session detach confirms the instrumentation is released; if both cleanup paths fail, the target stays paused and the cleanup error is retained. REA never kills the target. MCP sessions end with the server process. The one-shot CLI command `instrument-with-frida` accepts one inline script or script file, observes messages for a bounded duration, and returns Evidence with the source hash and captured messages.

+For state and capture-coverage checks, pass `{"session_id":"SESSION_ID","detail":"summary"}` to `frida_session_status`. Each call reads the observed session state and retains the complete observation. The reply is an `inspect_analysis_view` Evidence summary with the session identity, state, scripts, `messages_retained`, and `messages_truncated`; message payloads remain in its `parent_evidence_id`. The count covers retained queued messages, not every target event. Omitted `detail` or `detail=complete` preserves the existing complete reply.
+
+A summary's selected fields look like this (excerpt):
+
+```json
+{
+  "summary": {
+    "state": "running",
+    "messages_retained": 50,
+    "messages_truncated": false
+  }
+}
+```
+
+Use `get_evidence_bundle` with `detail="summary"` and `filters={"evidence_id":"PARENT_ID"}` to discover parent metadata without message payloads. Filters apply only to summary delivery. Use `export_evidence_bundle` for the complete canonical bundle, then select the record whose `evidence_id` matches `normalized_result.parent_evidence_id` from the status summary. To use the existing CLI `inspect-analysis-view`, extract that record into a standalone Evidence JSON file and select it as an Evidence-file source with `view={"kind":"summary"}`. Reading retained Evidence does not refresh a live session or verify a process after exit or PID reuse.
+
 Failed startup cleanup retains acquired Frida handles, including a paused spawn that has not attached, for later cleanup retries. Its remote connection stays leased until session detach and target resume complete. CLI commands await provider cleanup before returning; MCP retains these resources for cleanup when its server closes. Server shutdown stops admitting new Frida operations and waits for admitted startup, discovery, and queued work before releasing their resources. A failed cleanup remains reported and can be retried by closing the server again, rather than treating an unregistered session as fully released.

-Frida scripts execute inside the selected target with that process's memory, filesystem, and network authority. Message capture is bounded to 16 MiB and reports truncation. Script source is not stored in Evidence; its selected path and SHA-256 digest are. Evidence retains non-authentication target selection such as device or endpoint, mode, program or PID, and spawn arguments. Authentication values remain excluded. Results report the observed session and messages, while unsupported platform metadata remains unknown. A request cancelled before a Frida operation starts has no provider effects. If cancellation arrives during a native Frida call, REA waits for that call to return, then closes any session it created and returns the observed session as a partial observation. A cancelled script load on an existing session releases only its new script before queued operations can run; the session and previously loaded scripts remain available. Once the provider commits a successful load, later request cancellation does not unload that script; use `unload_frida_script` to release it. If script cleanup fails, the script remains owned and a paused target cannot resume until the pending instrumentation is released. Queued script loads, resumes, and unloads check cancellation before dispatching native effects. Cancellation Evidence separately reports whether a target resume was observed, whether instrumentation cleanup completed, and that final target liveness remains unknown. REA does not kill the target. Remote discovery retains its observations and reports a separate cleanup error if the temporary connection cannot be removed.
+Frida scripts execute inside the selected target with that process's memory, filesystem, and network authority. Message capture is bounded to 16 MiB and reports truncation. Script source is not stored in Evidence; its selected path and SHA-256 digest are. For a file, `source_sha256` identifies the original selected bytes. Invalid UTF-8 continues to use replacement decoding; Evidence then records that limitation and `raw_result.source_representation` with the encoding, decoding mode, and `loaded_source_sha256` of the UTF-8 string passed to Frida. Valid UTF-8 files and inline scripts do not need this additional representation fact. Evidence retains non-authentication target selection such as device or endpoint, mode, program or PID, and spawn arguments. Authentication values remain excluded. Results report the observed session and messages, while unsupported platform metadata remains unknown. A request cancelled before a Frida operation starts has no provider effects. If cancellation arrives during a native Frida call, REA waits for that call to return, then closes any session it created and returns the observed session as a partial observation. A cancelled script load on an existing session releases only its new script before queued operations can run; the session and previously loaded scripts remain available. If cancellation is observed when the native call returns, partial Evidence retains the source identity and captured messages even if that call rejects, including messages emitted during awaited cleanup. The caller's cancellation reason remains primary and a native rejection is retained as a sanitized diagnostic. A failure already observed before cleanup stays primary if cancellation arrives during cleanup. The cancellation cutoff is REA's observation of native completion, rather than a claim about unobservable native event order. `script_id` is REA's load-attempt identity. When creation rejects without returning a handle, `script_cleanup: "no_handle"` means REA acquired no handle to unload; it does not prove that the engine performed no work. Once the provider commits a successful load, later request cancellation does not unload that script; use `unload_frida_script` to release it. If script cleanup fails, the script remains owned and a paused target cannot resume until the pending instrumentation is released. Queued script loads, resumes, and unloads check cancellation before dispatching native effects. Cancellation Evidence separately reports whether a target resume was observed, whether instrumentation cleanup completed, and that final target liveness remains unknown. REA does not kill the target. Remote discovery retains its observations and reports a separate cleanup error if the temporary connection cannot be removed.

 The [Frida Core API](https://frida.re/docs/frida-core-api/) documents device management, sessions, and script loading; the [JavaScript API](https://frida.re/docs/javascript-api/) documents target-side instrumentation. [Luma](https://luma.frida.re/) is Frida's standalone GUI; REA does not automate or control it. `npm run verify:frida` requires a Linux host with the optional Frida binding and uses a short-lived local Node.js fixture created by the verifier. Add `-- --address HOST:PORT --pid PID` to run the separate remote attach lane against a caller-selected target. Mock tests do not establish real device/server compatibility.
@@ -124,6 +124,10 @@ FileBytes digests, every source mapping and its memory digest, relocation record
 module partitions, relocation fixups and linear coordinates rather than relying
 on the imported executable SHA alone.

+Expected DOS relocation records retain each fixup's pre-application bytes and
+applied value. Their memory-byte windows come from the final relocated image,
+including changes made by later overlapping fixups.
+
 The result is `verified`, `mismatch`, or `unsupported`. Every check retains its
 expected and observed values. A memory-digest mismatch identifies the source
 range's file offset and analysis address; it does not locate the first differing
@@ -134,6 +138,10 @@ their contents and DOS runtime semantics are not verified. Independent verificat
 also covers explicit [raw-binary imports](raw-binary.md); other formats return
 `unsupported` with measured observations.

+MZ verification retains the initialized image described by the header's page
+count and streams appended overlay bytes into the complete original and modified
+source digests. Overlay size does not increase the retained image allocation.
+
 `read_bytes` returns initialized provider memory, including loader fixups; an
 unmapped or uninitialized byte ends the read with an explicit returned length and
 `complete: false`. `address_to_file_offset` uses the provider's source mapping;
@@ -65,6 +65,14 @@ PDB, or change analyzer settings.

 ## Loaded addresses and file offsets

+Ghidra computes overview procedure and string counts from the same inventories
+used by `list_procedures` and `list_strings`, without transporting those rows
+solely to count them. Counts include external functions and only Ghidra-defined
+strings; they do not establish discovery of unidentified functions or undefined
+string bytes. Complete inventories remain available through the list tools.
+Overview reuse follows the target/profile snapshot lifetime and is invalidated
+by session metadata edits.
+
 `rea analyze <path> --provider ghidra --json` and MCP `binary_overview` report
 the observed loaded `image_base` in `normalized_result`. They retain each
 segment's reported `image_base` and `address_space`. A provider that does not
@@ -19,6 +19,56 @@ requires an absolute filesystem path and preserves that exact selection:
 }
 ```

+For build identity and counts, select `detail: "summary"`. MCP retains the same
+complete Evidence and returns `normalized_result.parent_evidence_id`. Read
+selected dependency versions without reopening the file:
+
+```json
+{
+  "name": "inspect_analysis_view",
+  "arguments": {
+    "source": {
+      "kind": "retained-evidence",
+      "evidence_id": "ev_<parent digest>"
+    },
+    "view": {
+      "kind": "go",
+      "collection": "dependencies",
+      "paths": ["golang.org/x/crypto"],
+      "fields": ["path", "version", "replacement"],
+      "offset": 0,
+      "limit": 10
+    }
+  }
+}
+```
+
+Go views support `dependencies` (exact `paths`) and `settings` (exact `keys`),
+optional original `indices`, field selection, and pagination. Filters intersect;
+empty filter arrays select no rows and `fields: []` returns only row identity.
+Each row keeps its original `index`, scoped to the parent Evidence and collection;
+duplicate module paths and setting keys keep distinct indices. Page offsets
+count matching records. Exhausting retained rows does not establish complete
+runtime dependencies. Original bytes, unknown lines and all complete metadata
+remain in the parent and can be exported as an Evidence bundle.
+
+One-shot CLI summaries save complete Evidence before returning the projection:
+
+```bash
+rea inspect-go-binary ./application --detail summary --evidence_output ./go-evidence.json --json
+```
+
+`--evidence_output` is required for CLI summary delivery and never overwrites an
+existing file. The default CLI/MCP reply remains complete.
+
+[Measured workflows](../experiments/analysis-efficiency/go-build-views.md) include
+catalog repetition and extra calls. Identity/count questions benefit from a
+single summary. In the tested Codex full-catalog configuration, a compound
+question about identity and one dependency uses fewer tokens in captured request JSON with
+one complete inspection than with a summary followed by a lookup. The complete
+reply remains useful for that initial question; retained views support later
+selected reads. Token figures are serialization estimates, not model usage.
+
 ## Observations

 The inline Evidence result contains the artifact path, SHA-256, byte length,
@@ -0,0 +1,108 @@
+# Godot PCK archives
+
+`inspect-artifact` and `extract-artifact` read ordinary Godot PCK formats 2, 3
+and 4 without running the game or requiring Godot. Official Godot 4.4.1, 4.6.1
+and 4.7.1 produced these respective formats in verification; other engine
+releases have not been verified. Format 1 is unsupported.
+
+Inspection retains the original header and directory facts, including engine
+version, flags, declared file count, source paths, offsets and declared MD5.
+Observed plaintext bytes receive content-addressed SHA-256 identities. MD5 is a
+container integrity claim, separate from the observed SHA-256. A mismatch fails
+by default; `--integrity-policy record-and-continue` retains the observed bytes
+and an explicit untrusted contradiction. An all-zero MD5 is an unknown claim,
+not a verified digest.
+
+## CLI
+
+Start with a compact summary and keep the complete Evidence bundle:
+
+```sh
+rea inspect-artifact /artifacts/game.pck --detail summary \
+  --evidence_output /evidence/game.json --json
+rea extract-artifact /artifacts/game.pck --json
+```
+
+Summary delivery requires `--evidence_output` and never overwrites that file.
+The response contains `summary` Evidence and an `evidence_bundle` receipt.
+Without `--detail summary`, inspection keeps its complete inline delivery.
+Extraction creates a new temporary directory and returns its path. It rejects
+unsafe paths and verifies container identity before creating output.
+
+The same CLI commands locate a PCK at the beginning of a file or through its
+12-byte EOF trailer in an executable carrier. They do not scan arbitrary
+payloads or discover packs behind additional trailing signatures. The root
+content SHA-256 covers the whole carrier; its content classification remains
+native, while the inventory records the PCK role and exact pack bounds.
+Ordinary native `open_binary` detection remains unchanged.
+
+## MCP and selected facts
+
+For a standalone pack, call `open_binary` with its absolute path, then
+`inspect_artifact` with `{"detail":"summary"}`. The complete inspection and its
+nested inventory stay in the session. Use the summary's
+`normalized_result.parent_evidence_id` as the source of subsequent views:
+
+```json
+{
+  "name": "inspect_analysis_view",
+  "arguments": {
+    "source": {
+      "kind": "retained-evidence",
+      "evidence_id": "<parent_evidence_id>"
+    },
+    "view": {
+      "kind": "inventory",
+      "collection": "occurrences",
+      "logical_paths": ["scripts/main.gd", "project.binary"],
+      "fields": [
+        "logical_path",
+        "declared_integrity",
+        "hash_status",
+        "format_metadata"
+      ],
+      "offset": 0,
+      "limit": 32
+    }
+  }
+}
+```
+
+Occurrences retain `occurrence_id`, `artifact_id` and `parent_occurrence_id`
+even when `fields` is empty. Batch occurrence IDs with `occurrence_ids`, or
+join returned content IDs to `collection: "nodes"`, `artifact_ids: [...]` and
+`fields: ["sha256", "size"]`. Filters intersect; an omitted filter selects all
+available rows and an empty array selects none. Pagination follows the filtered
+canonical order. Multiple occurrences may share one content ID.
+
+Views reuse authenticated immutable inventory facts and lazy lookup indexes;
+they do not reopen the source. These are historical observations, including
+after the source changes or disappears. Close the target with `close_binary`
+when finished. To read an exported bundle through the CLI, select its complete
+inspection record as `source: {kind: "inline", evidence: ...}` in a JSON request
+file for `rea inspect-analysis-view request.json --json`.
+
+## Coverage and limits
+
+PCK summaries expose root format metadata, available graph counts,
+`available_hash_status_counts`, and `source_coverage`. Inventory pages preserve
+producer coverage alongside page coverage. `source_complete` means all declared
+retained graph rows are available; it does not establish that an encrypted or
+otherwise unknown directory was examined. Missing matches in unknown coverage
+are not evidence of absence.
+
+Encrypted directories retain their header and declared file count with unknown
+entry coverage. Individually encrypted members retain directory metadata with
+unknown content identity; REA does not decrypt them. Sparse bundles likewise
+retain header facts with unknown member coverage. Extraction refuses an
+unreadable directory or encrypted member. This capability does not recover
+keys, decode Godot resources, decompile GDScript bytecode, analyze signals,
+apply patch/removal entries or execute targets.
+
+Readable logical member bytes, including repeated physical ranges, share the ZIP
+archive expansion policy: at most the larger of 256 MiB or 500 times the PCK's
+encoded byte span. Embedded carrier bytes do not enlarge that budget. The full
+directory is checked before any member is yielded, hashed or extracted. Encrypted
+members are not read and do not consume this plaintext-work allowance. Small
+bounded aliases remain valid. This is a processing/output resource bound, separate
+from the directory metadata retention budget and format validity.
@@ -45,6 +45,12 @@ The MCP tool `project_harmony_application_graph` takes the same
 - path-based N-API bridge hypotheses between bytecode and `libs/<abi>` native
  libraries

+File and slice occurrences supply component and child-package paths; directory
+trees and symlinks retain their identities in the source inventory without
+being classified as code files. Ark and JavaScript runtime hints summarize the
+classified bytecode and JavaScript lists; supported source extensions share the
+same classification rule as their component rows.
+
 Every claim is path-presence only. Manifest semantics (module identity,
 abilities, entry points, permissions, dependencies), Ark bytecode contents and
 versions, resource resolution, signing verification, and observed native
@@ -41,7 +41,7 @@ rea function /absolute/path/to/program main --json
 rea decompile /absolute/path/to/program main --json
 ```

-Open the **original input binary** in REA, not an `.idb` or `.i64` database. Its SHA-256 must match IDA's recorded input hash. REA checks the attached identity and image base around each analysis request. A mismatch or target switch fails with recovery guidance. The original input must remain readable by REA; WSL can use its mounted alias while the GUI runs on Windows.
+Open the **original input binary** in REA, not an `.idb` or `.i64` database. Its SHA-256 must match IDA's recorded input hash. REA checks the attached identity and image base around each analysis request. A mismatch or target switch fails with recovery guidance. The original input must remain readable by REA; WSL can use its mounted alias while the GUI runs on Windows. Attached profiles, including native mode, refuse universal Mach-O inputs at admission: every slice shares the recorded whole-file hash, so REA cannot verify which slice the GUI loaded. Open a thin file extracted with `lipo -thin` in both IDA and REA, or use headless mode, which analyzes the selected slice.

 REA's close operation releases its MCP connection or proxy. It never saves or closes the existing GUI database. External edits remain visible because results are live and are not replayed from snapshots. These checks do not lock the GUI or prove that the database is unpatched.

@@ -0,0 +1,419 @@
+# IL2CPP metadata
+
+`inspect_il2cpp_metadata` / `inspect-il2cpp-metadata` decodes one selected local
+Unity IL2CPP `global-metadata.dat` file and returns its assembly images, type
+definitions, methods and named members with their owners, plus managed string
+literals, by stable index, namespace, range and count,
+with the header sections and serialized index widths. It reads the file without
+running it and requires no Unity installation, IL2CPP binary, active target,
+Hopper, Ghidra or IDA.
+
+Metadata versions 24, 27, 29, 31 and 39 are supported. For example, Unity 2019.4.41f2
+wrote version 24, 2020.3.49f1 version 27, 2022.3.30f1
+wrote version 29, 2022.3.62f3 wrote 31 and 6000.4.2f1 wrote 39; other Unity
+releases that write these numbers have not been checked. Other versions are
+rejected as unsupported. Version 24 decoding covers the 264-byte header layout
+used by the cited Unity 2019.4 build; earlier 24.x layouts are not inferred from
+the version number and are refused when their header or records differ. The path
+must name a regular file; directories and symbolic links are rejected.
+
+With `binary_path`, the tool also reads the matching native binary and links
+each method to its code address. See [Native method addresses](#native-method-addresses).
+
+## MCP
+
+MCP defaults to a compact summary and retains the complete decoded Evidence in
+the session. MCP requires an absolute filesystem path:
+
+```json
+{
+  "name": "inspect_il2cpp_metadata",
+  "arguments": {
+    "path": "/artifacts/Data/Managed/Metadata/global-metadata.dat"
+  }
+}
+```
+
+The summary retains the complete decoded Evidence in the session and returns a
+linked `inspect_analysis_view` overview: artifact identity, metadata version,
+index widths and `counts` (`sections`, `images`, `types`, `methods`,
+`nested_types`, `fields`, `properties`, `events`, `parameters` and
+`string_literals`) without rows. Use `normalized_result.parent_evidence_id` to page
+the original rows without reopening or decoding the file:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "<parent_evidence_id>"
+  },
+  "view": {
+    "kind": "il2cpp-metadata",
+    "collection": "types",
+    "offset": 0,
+    "limit": 64
+  }
+}
+```
+
+Collections are `sections`, `images`, `types`, `methods`, `fields`,
+`properties`, `events`, `parameters`, `string_literals`, `method_addresses`,
+`return_types`, `field_types`, `parameter_types` and `code_gen_modules`. Every returned row includes
+its source `index`, scoped by artifact SHA-256 and collection. All collections
+accept batch `indices` and `fields`; collections whose rows have a `name` also
+accept exact `names`. Types also accept `image_indices`, `namespaces` and
+`declaring_types`; methods, fields, properties and events accept
+`declaring_types`. Parameters accept exact `method_indices`, so a batch of
+method indices retrieves their parameters without reading the entire parameter
+table. `parameter_types` accepts the same `method_indices`, resolved through the
+retained `parameters` owners; Evidence without `parameters` refuses that filter. Filters intersect, duplicate indices are returned once, and
+rows retain metadata order. An empty filter selects no rows; `fields: []`
+returns indices only. Omitted fields return the complete selected rows.
+
+For example, after resolving a type index, retrieve selected method facts:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "<parent_evidence_id>"
+  },
+  "view": {
+    "kind": "il2cpp-metadata",
+    "collection": "methods",
+    "declaring_types": [1555],
+    "names": ["SendMessage"],
+    "fields": ["name", "declaring_type"]
+  }
+}
+```
+
+After finding method indices, parameters can be requested directly:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "<parent_evidence_id>"
+  },
+  "view": {
+    "kind": "il2cpp-metadata",
+    "collection": "parameters",
+    "method_indices": [9785],
+    "fields": ["name", "method"],
+    "limit": 64
+  }
+}
+```
+
+Historical Evidence that predates these member collections remains queryable.
+A missing collection has an unknown (`null`) summary count, and requesting it
+reports that it was not collected; it is never presented as an empty inventory. The same holds for Evidence that predates binary linking: its summary
+omits `binary`, and `method_addresses`, `method_address_states`,
+`return_types`, `field_types` and `parameter_types` counts are `null`.
+Existing empty collections retain a zero count. Full Evidence is preserved.
+
+`offset` counts matching rows, not source indices. `limit` defaults to 64;
+`coverage.next_offset` continues that filtered page. Coverage describes retained
+metadata facts only; runtime behavior and correspondence to native code remain
+unknown. Each view preserves the parent Evidence link, artifact identity and
+limitations. Queries work after the source file is removed. Select
+`detail: "complete"` to return every row inline within the separate MCP response
+budget.
+
+## CLI
+
+```bash
+rea inspect-il2cpp-metadata /absolute/path/global-metadata.dat --json
+```
+
+The CLI defaults to complete Evidence. For compact delivery, explicitly preserve
+the full Evidence in a new file:
+
+```bash
+rea inspect-il2cpp-metadata /absolute/path/global-metadata.dat \
+  --detail summary --evidence_output /tmp/metadata-evidence.json --json
+jq -c '{source: {kind: "inline", evidence: .records[0]}, view: {kind: "il2cpp-metadata", collection: "methods", indices: [9785], fields: ["name", "declaring_type"]}}' \
+  /tmp/metadata-evidence.json > /tmp/metadata-query.json
+rea inspect-analysis-view /tmp/metadata-query.json --json
+```
+
+Use the exported Evidence with the CLI's inline Evidence source format described
+in [CLI and Evidence](cli.md#run-a-command). Compact delivery requires
+`--evidence_output`; existing files are never overwritten. The full export
+preserves every decoded row for subsequent queries without the original file.
+
+`--binary PATH` links method addresses and `--architecture arm64|amd64` selects
+the slice of a universal Mach-O.
+
+## Observations
+
+The result contains:
+
+- `artifact`: path, SHA-256 and byte length;
+- `magic`: unsigned little-endian header signature (`0xFAB11BAF`, delivered as a JSON number);
+- `metadata_version`: `24`, `27`, `29`, `31` or `39`;
+- `index_widths`: the serialized widths (1, 2 or 4 bytes) of
+  `type_definition`, `generic_container`, `parameter` and `type` indices, and
+  `type_width_source`. Version 39 derives the type index width from the
+  `interface-offsets-record` or the `type-definition-record`; versions 24, 27, 29
+  and 31 always use 4-byte indices (`fixed-width-version`);
+- `sections`: all version-specific header sections in header order, each with `offset`, `size`
+  and `count`. Versions 24 to 31 record no counts, so `count` is `null` and
+  record counts come from the section sizes;
+- `images`: `name`, `type_start` and `type_count`;
+- `types`: `name`, `namespace`, `method_start`, `method_count`,
+  `nested_type_start`, `nested_type_count` and `declaring_type`;
+- `methods`: `name` and `declaring_type`;
+- `fields`, `properties` and `events`: `name` and `declaring_type`, the type
+  whose member range holds the row (`-1` when none does);
+- `parameters`: `name` and `method`, the method whose parameter range holds it;
+- `string_literals`: managed string literals as `value`, or `value_base64` with
+  the exact bytes when they are not valid UTF-8;
+- `limitations`.
+
+A row's position in its collection is its metadata index, so `type_start`,
+`method_start` and `declaring_type` refer to positions in `types` or `methods`.
+`nested_type_start` instead indexes the metadata's `nestedTypes` table, which is
+not returned; each nested type's `declaring_type` carries that relationship.
+A type's `declaring_type` is derived from the `nestedTypes` section and is `-1`
+for top-level types. The start of an empty range can retain the original value
+`-1`.
+
+The complete inventory of a large game is several megabytes and can exceed
+the MCP response budget. Summary delivery and filtered, projected pages keep
+unneeded rows out of agent context without discarding the source Evidence.
+
+## Native method addresses
+
+`binary_path` names the native binary built with the metadata: macOS
+`GameAssembly.dylib` (Mach-O), Windows `GameAssembly.dll` (64-bit PE) or
+Android `libil2cpp.so` (64-bit ELF, AArch64 or x86-64). A
+universal Mach-O needs `binary_architecture` (`arm64` or `amd64`); a thin binary
+rejects it. The file is read, never loaded or executed.
+
+A position-independent `libil2cpp.so` stores zero in most pointer slots and
+keeps the value in `R_AARCH64_RELATIVE` or `R_X86_64_RELATIVE` relocations
+(`DT_RELA`). The reader writes those values into a private copy before
+searching it, so addresses are the link-time addresses and RVAs are relative to
+the first loaded segment. Android packed
+relocations (`DT_ANDROID_RELA`) are refused. No target code is executed.
+
+The binary's `Il2CppCodeRegistration` points to one `Il2CppCodeGenModule` per
+assembly image. Each module record starts with its module name, its method
+pointer count and its method pointer array. The reader finds, for every metadata
+image, the single record whose name pointer reaches that image's name string and
+whose count equals the image's method count. It then requires exactly one
+`codeGenModulesCount`/`codeGenModules` pair that lists exactly those records. No
+symbols are needed, so stripped builds work. A method's token row id selects its
+slot in the module's method pointer array.
+
+Module records establish names through their declared NUL-terminated string pointers. NUL/0xFF padding, spaces, Unicode and suffix-shared storage are supported. A pointer to a longer string does not match just its suffix; a pointer directly into a shared suffix may name it. Exact reversed UTF-8 matching avoids rescanning the file for every name and retains duplicate-name owners until module records resolve them. A contributor investigated a Linux
+`GameAssembly.so` from Unity 2023.2.13f1 whose static registration was not located. When no static pair is resolved on x86-64, the reader searches executable ranges for bytes consistent with RIP-relative LEA/MOV references to module-array candidates. Exactly one referenced array candidate must remain. `code_gen_modules_field` is then `null`, and Evidence is **inferred**: instruction boundaries, the absence of a static registration elsewhere, and runtime use were not verified. The module records and slots themselves remain file observations. Static-table associations are **derived**. Otherwise the result is `code-registration-not-found`.
+
+The binary/metadata pair is caller-selected. Name/count/token agreement is structural evidence, not a cryptographic same-build proof. File-offset locations refer to the primary metadata artifact; linked virtual addresses refer to `binary.artifact`. Both SHA-256 identities remain available in compact native pages as `artifact` and `binary_source`.
+
+Contributor-reported verification (not all rerun by the follow-up): macOS arm64 and x86_64 slices from Unity 2021.3.45f2, 2022.3.30f1, 2022.3.62f3 and
+6000.0.84f1 against dSYM symbols; Android arm64 and x86-64 from 2022.3.62f3
+against `libil2cpp.sym.so`; Windows x64 from 2023.2.13f1 (metadata version 29,
+the MIT-licensed game Between Two Worlds 1.0.5, `GameAssembly.dll` SHA-256
+`a3ae7f6ecd1f671297b7d98d12713ef024062d93cd7a4205298102656c93b67a`) against
+Il2CppDumper, where all 43,198 linked methods share an address with a
+same-named Il2CppDumper method and identical code folding groups 10,448 methods
+into 1,735 addresses. A macOS x86_64 build from Unity 2020.3.49f1 (metadata version 27, which Il2CppDumper reads as 27.1) links 10,555 methods, all at addresses where Il2CppDumper names the same method; its other addresses are generic instances. A build from Unity 2021.1.28f1 (also read as 27.1) gives the same result: 10,345 methods linked, every address named the same by Il2CppDumper, and its other 3,486 addresses generic instances.
+
+These checks compare addresses with symbols or with another static tool. They
+do not establish that a linked address is the code the game runs (a runtime may
+patch, hook or replace it), that builds from other Unity versions, compilers or
+obfuscators link the same way, or that a method without an address has no code:
+generic instances, adjustor thunks and invokers are not linked, and an
+`unknown` row was not looked up at all.
+
+The result adds:
+
+- `binary`: artifact identity, `format`, `architecture`, `image_base`,
+  `code_gen_modules_field` (the address of `codeGenModulesCount`, or `null` as
+  described above), `code_gen_modules_array` (the module pointer array) and
+  `code_gen_modules` (`image`, record `address`, `method_pointer_count`);
+- `method_addresses`: one row per method index with `state`, `address` and
+  `rva` (address minus `image_base`), both hexadecimal strings. `state` is
+  `code` when the module slot holds an unambiguously mapped executable address, `no-body` when an observed slot is zero,
+  as for abstract, extern and most generic methods, and `unknown` when no type
+  range in any image holds the method or a symbol relocation leaves its slot unresolved.
+  `address` and `rva` are `null` unless `state` is `code`. The summary counts
+  each state in `counts.method_address_states`. Ghidra seeds are written only
+  for `code` rows.
+
+- `return_types`, `field_types` and `parameter_types`: one row per method,
+  field and parameter index with `type`, the index into the binary's
+  `Il2CppType` table, and `name`, rendered from that table: C# keywords for
+  primitives (`int`, `string`, `object`), `Namespace.Outer+Inner` for type
+  definitions, `T[]`, `T[,]` and `T*`, generic instances as
+  `System.Collections.Generic.List<string>` and generic parameters by their
+  metadata name (`TKey`). A trailing `&` marks a by-reference type. `name` is
+  `null` only for type index `-1`.
+
+`binary` also records `types_field` and `types_count`: the address of
+`Il2CppMetadataRegistration.typesCount` and its value. That record is found as
+the single place whose `fieldOffsetsCount` and `typeDefinitionsSizesCount` both
+equal the metadata type-definition count and whose type table is file mapped.
+
+Without `binary_path`, `binary` is `null` and the four binary collections are
+empty in the complete producer report to indicate unrequested observations. Their summary counts, including state counts, are `null`, and native page requests report unavailable observations. This does not establish an empty native inventory. Missing native fields in historical Evidence remain unknown too.
+
+For metadata version 27, type names are `null` and only type indices are
+reported: versions 27.0 to 27.2 share that header number but place the
+Il2CppType byref flag in different bits, so a rendered name could gain or lose
+`&` without warning.
+
+The builds checked are listed after the module search rules above.
+
+| Reason                            | Category    | Meaning                                                                                           |
+| --------------------------------- | ----------- | ------------------------------------------------------------------------------------------------- |
+| `unsupported-container`           | unsupported | Not a 64-bit little-endian Mach-O, PE or ELF image (ELF: AArch64 or x86-64 with dynamic section). |
+| `slice-selection-required`        | unsupported | A universal Mach-O was given without `binary_architecture`.                                       |
+| `slice-not-found`                 | unsupported | The requested slice is absent, or a thin binary was given an architecture.                        |
+| `unsupported-pointer-encoding`    | unsupported | Mach-O chained fixups or Android packed (APS2) ELF relocations; pointers not decoded.             |
+| `malformed-container`             | input error | The container headers are damaged.                                                                |
+| `code-gen-modules-not-found`      | input error | An image has no module record; often a binary from a different build.                             |
+| `ambiguous-code-gen-module`       | input error | More than one module record matches an image.                                                     |
+| `code-registration-not-found`     | input error | No unique module table or executable-byte array candidate was resolved.                           |
+| `invalid-method-token`            | input error | A method token is not a method row inside its module's pointer count.                             |
+| `invalid-method-pointer`          | input error | A slot is unavailable or its nonzero address lacks unambiguous executable file coverage.          |
+| `metadata-registration-not-found` | input error | No single MetadataRegistration matches the type-definition count.                                 |
+| `invalid-type`                    | input error | A type index or `Il2CppType` record is out of range, unmapped or malformed.                       |
+| `unsupported-type-kind`           | unsupported | A valid type kind has no implemented rendering.                                                   |
+
+Format and selection failures name `binary_path`; capacity refusals remain typed resource errors. Failed linking preserves the metadata source identity, validated counts, selected binary path/architecture and its SHA-256 when observed, plus prior producer observations. It never publishes an incomplete native table as complete. The binary input is bounded to1GiB.
+
+Scans yield cooperatively in bounded batches. Name-address retention and reverse-trie construction are each limited to65,536 entries/nodes and fallback module-array candidates to64 (`native-index-capacity`); exceeding capacity does not prove absence. Rendered type text has a64MiB UTF-8 cache-workspace guard, separate from the64MiB encoded-report admission, and64 nested rendering frames (`native-type-text-capacity` / `type-nesting-capacity`). Genuine cycles are malformed; unsupported type kinds are explicit coverage failures. Native row/text admission runs before allocation or retention. Unused generic parameter names are read on demand from the same stable metadata snapshot. There is no cross-inspection file cache; validated immutable Evidence is reused for session views.
+
+ELF RELATIVE writes into zero-fill are kept as a private virtual-pointer overlay. Unresolved supported-width symbol relocations, including RELA PLT entries, remain unknown; stored zeros never establish no-body. COPY, TLS descriptor, REL, packed APS2 and other unsupported relocation encodings fail closed. Input bytes are unchanged.
+
+Native address queries batch exact64-bit hexadecimal `addresses` and `states` (`code`, `no-body`, `unknown`), intersecting indices and pagination. Numerically equal address spellings match; original row indices and every shared-body alternative survive:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "<parent_evidence_id>"
+  },
+  "view": {
+    "kind": "il2cpp-metadata",
+    "collection": "method_addresses",
+    "addresses": ["0x180c56ed0"],
+    "states": ["code"],
+    "fields": ["address", "rva"],
+    "offset": 0,
+    "limit": 64
+  }
+}
+```
+
+## Ghidra function names
+
+The CLI can turn a linked report into a
+[`REA_GHIDRA_SEED_FILE`](installation.md) so Ghidra names every IL2CPP method
+before auto-analysis:
+
+```bash
+rea inspect-il2cpp-metadata global-metadata.dat --binary libil2cpp.so \
+  --ghidra-seeds il2cpp-seeds.tsv --json > /dev/null
+export REA_GHIDRA_SEED_FILE="$PWD/il2cpp-seeds.tsv"
+```
+
+Each linked method becomes one `function` seed named `Namespace.Type$$Method`
+(nested types joined with `.`, whitespace replaced by `_`), the Il2CppDumper
+convention. Seeds are at `seed-base + rva`. The default base is where Ghidra's
+loaders place the binary: `0x100000` for an ELF linked at 0, and the link base
+for Mach-O and PE; `--seed-base 0x...` overrides it for a different import. When
+identical code folding gives several methods one address, the first method names
+the function and a `# folded <address> <kept> also <names>` comment line after
+the seeds lists the others, so the kept name is visibly one of several. Ghidra still names a seeded function that is a thunk after its
+target. The file is atomically published with exclusive creation; an existing destination is never replaced. Failed staging retains its cleanup owner for retry. Source digest and link/seed-base comments make the mapping inspectable. Unknown slots are skipped separately from observed no-body slots. `--seed-base` requires `--ghidra-seeds`; overflowing rebased addresses and names/outputs beyond the existing Ghidra protocol limits (2,000 name characters,32MiB file,1,000,000 entries) are refused before publication. The CLI and reusable service use one formatter and owned output workflow; ordinary MCP inspection remains read-only.
+
+## Failures
+
+A file whose magic is not `0xFAB11BAF` fails as an unsupported target with
+`unrecognized-magic`. The file may be encrypted or may not be IL2CPP metadata.
+A version other than 24, 27, 29, 31 or 39 fails as an unsupported target with
+`unsupported-version`.
+
+Damaged metadata returns an input error (`invalid_format`) whose
+message names one reason:
+
+| Reason                    | Meaning                                                                                                          |
+| ------------------------- | ---------------------------------------------------------------------------------------------------------------- |
+| `truncated-header`        | The file is shorter than the header.                                                                             |
+| `unexpected-header-size`  | `stringLiterals.offset` is not the header size: 264 bytes for version 24, 256 for 27, 29 and 31, 380 for 39.     |
+| `section-out-of-bounds`   | A section extends beyond the file, or a non-empty section starts inside the header.                              |
+| `section-overlap`         | Two sections overlap. Zero-size sections are exempt and gaps are allowed.                                        |
+| `record-size-mismatch`    | A section size does not divide into its records, or the record size differs from the one the index widths imply. |
+| `type-index-width`        | The record used to derive the type index width implies no 1, 2 or 4 byte width.                                  |
+| `index-out-of-range`      | A serialized index or range points outside its target collection.                                                |
+| `nested-type-conflict`    | A type is listed as nested in two types, in itself, or in a cycle of declaring types.                            |
+| `declaring-type-mismatch` | A method inside a type's method range names a different type, or a method lies outside its type's range.         |
+| `image-range-overlap`     | Two images claim the same type definitions.                                                                      |
+| `invalid-string`          | A name index does not start a string, or the name is unterminated or not valid UTF-8.                            |
+
+A version field that disagrees with the file's layout, for example a version
+39 file relabeled as 29, usually surfaces as `unexpected-header-size` or
+`record-size-mismatch`.
+
+Two checks are stricter than the IL2CPP runtime: a name index must start a
+string, and an empty range's start must lie between -1 and the collection size.
+Every Unity-written file checked so far satisfies both; metadata rewritten by
+other tools may be rejected.
+
+An incomplete inventory is never reported as complete. Failures after a verified
+snapshot retain partial source Evidence with its SHA-256, byte length and any
+validated section row counts; these counts do not establish that names and
+relationships were decoded. A file that changes during reading and a cancelled
+request keep distinct errors. Decode checkpoints yield for cancellation, and
+close waits for active work. Each reader admits one inspection at a time.
+Resource guards bound the selected file to 256 MiB and the encoded complete
+report to 64 MiB, checking row counts before allocation and JSON/UTF-8/base64 expansion during
+decoding, before serialization. Names and identical literal spans are decoded
+once within one stable file snapshot; no filesystem results are cached across
+inspections. Ownership assignment also yields to cancellation. MCP also applies its
+[response transport budget](mcp-contracts.md); a complete report within the
+report limit can still require the summary and paging path.
+
+## Outside this tool
+
+- Decrypting or deobfuscating protected metadata.
+- Linking Mach-O binaries that use chained fixups, ELF images with Android
+  packed (APS2) relocations, and 32-bit images; generic method instances,
+  adjustor thunks and invokers.
+- Full method signatures beyond the rendered field, parameter and return type
+  names, generic method instances, and type names for metadata version 27.
+- Running Ghidra or another disassembler. `--ghidra-seeds` only writes a seed
+  file for [`REA_GHIDRA_SEED_FILE`](installation.md); use the
+  [native workflow](native-investigation.md) for native code.
+- Metadata versions other than 24, 27, 29, 31 and 39.
+
+Names come from the metadata file only. They do not establish which methods
+were compiled into the native binary or how they behave at runtime.
+
+## Real producer verification
+
+`npm run verify:il2cpp:metadata -- --metadata PATH` exercises a caller-supplied
+`global-metadata.dat` through the public CLI and MCP. It is opt-in, like
+`verify:pcap`, because no real game metadata ships with the repository. Normal
+inspection does not need it.
+
+The follow-up was checked against the public Cpp2IL
+[`Simple_2022_3_35` sample](https://github.com/SamboyCoding/Cpp2IL/tree/b5ad444b82267cb1e4b88b8b373c008105bdea52/TestFiles/Simple_2022_3_35):
+version 31, 1,892,268 bytes, SHA-256
+`2441635a7c234a1a34deccc6a9906d6f5abcbdab078a38b2bf488a52a4962c48`.
+An independent byte-layout oracle matched all 36 images, 2,468 types and 12,409
+methods. Corresponding managed DLLs independently matched names and ownership
+for 35 images, 2,463 types and 12,406 methods; the generated image has no matching
+DLL. This does not establish real-producer coverage for versions 29 or 39.
+
+Compact native summaries omit the `binary.code_gen_modules` table and keep its
+count in `counts.code_gen_modules`. Query `collection: "code_gen_modules"`
+with batch `image_indices` or source `indices`, selected `fields` and pagination.
+Module row `index` is its retained collection position; `image` joins the
+metadata image collection. Scalar registration facts and both source identities
+remain inline. Complete Evidence retains the original full table.
@@ -47,17 +47,19 @@ For runtime instrumentation, see the [Frida guide](./frida-instrumentation.md).

 ## Choose a guide

-| Task                                                | Guides                                                                                                                                                                                                                                                                                                                      |
-| --------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| Inspect native functions, references, or types      | [Native binaries](native-investigation.md), [Go metadata](go-binaries.md), [Rust dependencies](rust-binaries.md), [offline ELF layout](binary-diagnostics.md), [recorded crashes](recorded-crashes.md)                                                                                                                      |
-| Select a native provider or import format           | [Ghidra semantics](ghidra-provider.md), [Windows](windows-ghidra-p0.md), [DOS](ghidra-dos.md), [raw bytes](raw-binary.md), [MIPS](ghidra-mips.md), [PSP](ghidra-psp.md), [NativeAOT](ghidra-nativeaot.md), [IDA](ida-provider.md), [Kuna](kuna-provider.md), [JEB](jeb-analysis.md)                                         |
-| Analyze JavaScript or Electron artifacts            | [Static analysis](javascript-artifact-reconstruction.md), [tracing and comparisons](javascript-application-workflows.md), [application graph](javascript-application-graph.md), [source recovery](javascript-recovery.md)                                                                                                   |
-| Compare static JavaScript with runtime observations | [Runtime attribution](javascript-runtime-observation.md), [reconciliation](javascript-runtime-reconciliation.md), [Electron observation](electron-observation.md), [Electron fuses](electron-fuses.md)                                                                                                                      |
-| Inspect assemblies, packages, or firmware           | [.NET](managed-code-analysis.md), [Android](android-analysis.md), [Apktool resources](apktool-resource-analysis.md), [ADB acquisition](adb-device-analysis.md), [Apple](apple-application-analysis.md), [Harmony](harmony-analysis.md), [firmware](firmware-analysis.md), [WASM](wasm-artifacts.md), [EVM](evm-bytecode.md) |
-| Observe or compare a browser scenario               | [CDP observation](browser-observation.md), [scenarios](browser-scenario-contract.md), [runtime evidence](web-runtime.md), [historical captures](web-network-captures.md)                                                                                                                                                    |
-| Trace captured website source                       | [Source locations](web-source-location.md), [module traces](website-module-trace.md), [script export](website-script-export.md)                                                                                                                                                                                             |
-| Capture and compare a command                       | [Process capture](process-capture.md)                                                                                                                                                                                                                                                                                       |
-| Use CLI/MCP and retain evidence                     | [CLI](cli.md), [MCP contracts](mcp-contracts.md), [agent prompts](mcp-prompts.md), [obligation ledgers](reconstruction-obligation-ledgers.md)                                                                                                                                                                               |
+| Task                                                | Guides                                                                                                                                                                                                                                                                                                                                                 |
+| --------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| Identify a desktop installation                     | [Runtime candidates, evidence and follow-up files](desktop-applications.md)                                                                                                                                                                                                                                                                            |
+| Inspect native functions, references, or types      | [Native binaries](native-investigation.md), [Go metadata](go-binaries.md), [Rust dependencies](rust-binaries.md), [offline ELF layout](binary-diagnostics.md), [recorded crashes](recorded-crashes.md)                                                                                                                                                 |
+| Select a native provider or import format           | [Ghidra semantics](ghidra-provider.md), [Windows](windows-ghidra-p0.md), [DOS](ghidra-dos.md), [raw bytes](raw-binary.md), [MIPS](ghidra-mips.md), [PSP](ghidra-psp.md), [NativeAOT](ghidra-nativeaot.md), [IDA](ida-provider.md), [Kuna](kuna-provider.md), [JEB](jeb-analysis.md)                                                                    |
+| Analyze JavaScript or Electron artifacts            | [Static analysis](javascript-artifact-reconstruction.md), [tracing and comparisons](javascript-application-workflows.md), [application graph](javascript-application-graph.md), [source recovery](javascript-recovery.md)                                                                                                                              |
+| Compare static JavaScript with runtime observations | [Runtime attribution](javascript-runtime-observation.md), [reconciliation](javascript-runtime-reconciliation.md), [Electron observation](electron-observation.md), [Electron fuses](electron-fuses.md)                                                                                                                                                 |
+| Inspect assemblies, packages, or firmware           | [Godot PCK](godot-pck.md), [.NET](managed-code-analysis.md), [Android](android-analysis.md), [Apktool resources](apktool-resource-analysis.md), [ADB acquisition](adb-device-analysis.md), [Apple](apple-application-analysis.md), [Harmony](harmony-analysis.md), [firmware](firmware-analysis.md), [WASM](wasm-artifacts.md), [EVM](evm-bytecode.md) |
+| Observe or compare a browser scenario               | [CDP observation](browser-observation.md), [scenarios](browser-scenario-contract.md), [runtime evidence](web-runtime.md), [historical captures](web-network-captures.md)                                                                                                                                                                               |
+| Serve recorded behavior as an agent environment     | [Agent environments](agent-environments.md)                                                                                                                                                                                                                                                                                                            |
+| Trace captured website source                       | [Source locations](web-source-location.md), [module traces](website-module-trace.md), [script export](website-script-export.md)                                                                                                                                                                                                                        |
+| Capture and compare a command                       | [Process capture](process-capture.md)                                                                                                                                                                                                                                                                                                                  |
+| Use CLI/MCP and retain evidence                     | [CLI](cli.md), [MCP contracts](mcp-contracts.md), [agent prompts](mcp-prompts.md), [obligation ledgers](reconstruction-obligation-ledgers.md)                                                                                                                                                                                                          |

 For development, use [testing](testing.md), [client verification](client-verification.md),
 [tool design](tool-design.md), and [releasing](releasing.md).
@@ -57,14 +57,26 @@ Before applying changes, REA checks your current configuration. The plan lists:
 Malformed or unsafe existing configuration blocks the whole transaction before
 Hopper installation or any file write. Declining or pressing Ctrl-C makes no
 changes. Agent configuration writes preserve unrelated entries and comments,
-create backups, use atomic replacement, and verify their result. Setup and
-uninstall retain an existing `.rea.backup` rather than replacing the first snapshot.
+create backups, stage changes in a private directory, and verify their result.
+Before publication, they refuse detected changes to the selected configuration.
+Replacement uses an explicit destination under the selected canonical parent;
+it does not follow a newly inserted destination symlink. First-run setup uses
+an exclusive hard link and fails without overwriting a newly created destination;
+filesystems without hard-link support cannot publish a first-run configuration.
+Setup and uninstall retain an existing `.rea.backup` rather than replacing the
+first snapshot.
 If that snapshot differs from the current configuration, setup and uninstall
 preserve a verified `.rea.backup.<sha256>.recovery` copy of the current bytes
 before editing; setup also previews it. Both snapshots remain available.
 When an edit made a backup, a failed uninstall update or restore, and a failed
 setup readback or rollback, name the backup path that holds the bytes from just
 before that edit.
+If setup cannot verify a newly created configuration, it retains the file and
+reports manual recovery instead of deleting a pathname that may have changed.
+For an existing configuration, setup and uninstall recovery refuse a detected
+replacement or edit and name the recovery backup. Quit clients before editing their configuration;
+these checks do not lock out another writer modifying the same file in place,
+or exclude pathname changes between the final check and publication.
 Setup also retains valid environment overrides in REA's existing server entry,
 such as `REA_MCP_INPUT_SCHEMA_PROFILE`, `REA_MCP_OUTPUT_SCHEMA_PROFILE`, and
 `REA_MCP_MAX_RESPONSE_BYTES`.
@@ -264,14 +276,14 @@ Register with the variable unset:
 <!-- x-release-please-start-version -->

 ```bash
-claude mcp add --scope local rea -- npx -y rea-agents@6.5.0 mcp
+claude mcp add --scope local rea -- npx -y rea-agents@6.7.0 mcp
 ```

 On native Windows, use the same project directory and wrap the package-runner
 shim so the stdio client can launch it:

 ```powershell
-claude mcp add --scope local rea -- cmd.exe /d /c npx -y rea-agents@6.5.0 mcp
+claude mcp add --scope local rea -- cmd.exe /d /c npx -y rea-agents@6.7.0 mcp
 ```

 <!-- x-release-please-end -->
@@ -328,6 +340,13 @@ A scoped report has `scope.mode: "explicit"`. Its `scope_checks` determine
 `environment_healthy` summarizes the full audit. `--target` adds a target check,
 but the report remains audit-wide unless a scope option is also supplied.

+An invalid `REA_LOG_LEVEL` fails every scope, including one client or the
+installed skill, because the executable rejects it before any command. A
+selected client also fails for every other setting that MCP startup rejects,
+including `REA_GHIDRA_STARTUP_TIMEOUT_MS` and `REA_HOPPER_STARTUP_TIMEOUT_MS`.
+Those settings still fail a selected provider and the audit-wide result. A
+skill-only report leaves them informational.
+
 Follow the remediation for the failed check. If a native target has several
 available providers, choose one with `--provider` on the CLI or `provider_id`
 on `open_binary`. A `capability_unavailable` failure carries
@@ -364,7 +383,17 @@ Uninstall preserves Hopper, Node.js, Evidence files, captures, unrelated skills
 and other MCP servers. Purging removes only REA's cache and state under
 `~/.rea`. A client configuration that is malformed, unreadable, or at an unsafe
 path stops the operation before anything is removed, and a client that fails
-while being updated stops the remaining removals. A purge path that is a
+while being updated stops the remaining removals. Uninstall reports each
+candidate `configuration_path` with its outcome. A client with multiple files
+keeps their individual `actions` alongside its aggregate status and detail,
+including earlier removals when a later file fails. The paths name
+the discovered configuration candidates, not resolved physical file identities.
+For JSON clients, uninstall removes every repeated `rea` member in the effective
+server table only when each registration is REA-owned. An unowned earlier
+member, or an unowned OpenCode V1 entry that removing V2 would expose, stops
+preflight before any
+removal. Repeats inside an inactive earlier copy of the server table stay
+unchanged. A purge path that is a
 symbolic link is retained and reported rather than followed. Uninstall checks
 REA's managed shared and Claude Code personal skill locations. See the
 [CLI guide](cli.md#output-and-exit-status) for exit statuses.
@@ -587,6 +616,20 @@ host mount and the rest of `/tmp` remain unchanged; this fallback never invokes
 `sudo`. `rea doctor --provider hopper --json` reports the selected
 strategy and both host and effective mount facts.

+Hopper also embeds Python; the Python executable and standard library alone
+are insufficient on Ubuntu. Approved setup checks the system interpreter
+at `/usr/bin/python3` and, when necessary, installs its matching
+`libpython3.X` package, then verifies that its shared library can load.
+APT resolves the concrete package (for example, `libpython3.12t64` on Ubuntu
+24.04). Doctor includes these fresh observations in the `embedded_python`
+details of its `hopper-demo-runtime` check, alongside the private-display
+diagnostic. Failed inspections remain unknown rather than proving a library
+absent. Run `rea setup --yes --install-hopper` to repair a supported install.
+This prerequisite check does not launch the bridge or validate a custom Python
+interpreter configured inside Hopper; that interpreter needs its own matching
+shared runtime. Custom installation prefixes or shared-library ABIs require
+manual dependency repair.
+
 When the package-manager step fails, setup reports the failing command and its
 captured output, so a package conflict is distinguishable from an authorization
 failure. On CachyOS, an unversioned compatibility package such as
@@ -901,6 +944,12 @@ Properties format limit. Reads preserve Ghidra's Latin-1 byte mapping and check
 the descriptor and selected name for changes. Permission failures and resource
 refusals remain explicit; failed descriptor cleanup must succeed before that
 owner admits another inspection.
+Native decompiler compatibility inspection follows the selected executable symlink
+and reads at most the first 4096 bytes through the same descriptor owner. It
+checks the full extent and selected name for changes without reading the remainder.
+An unreadable or unrecognized header leaves compatibility unknown; diagnostics
+retain read failures. Cancellation and incomplete cleanup propagate as failures,
+and failed cleanup retains the exact descriptor for retry.
 This coordinate selects only REA's session-private configuration directory, not
 the installation or an existing user configuration directory.

@@ -919,6 +968,10 @@ ownership inspection, so retaining those wrappers would prevent verified
 process-group cancellation during startup.
 If ownership remains unverifiable, it reports the reason and retains the process
 supervisor and private runtime instead of removing files beneath a live provider.
+Startup preserves an observed launch failure when cancellation arrives during
+rollback. Producer cancellation retains the caller's exact reason separately
+from LaunchSupport warnings and cleanup failures. Failed rollback keeps the
+original process owner for a later cleanup retry.
 The experimental Windows transport uses authenticated IPv4 loopback with a
 private native-owned bearer descriptor and Job Object process ownership.

@@ -941,6 +994,24 @@ can time out earlier even when Ghidra would complete within its startup deadline
 See [Ghidra first-query deadlines and recovery](mcp-contracts.md#ghidra-first-query-deadlines-and-recovery)
 for client options and the close/reopen recovery flow.

+The 330-second default is configurable. Configuration is read when REA starts:
+changing an environment variable in another shell, or closing and reopening a
+binary in the same MCP server, does not change that server's startup allowance.
+For a CLI retry with an example 30-minute allowance:
+
+```sh
+REA_GHIDRA_STARTUP_TIMEOUT_MS=1800000 rea analyze /absolute/path/to/app.exe --provider ghidra --json
+```
+
+For MCP, export useful Evidence before restarting, close the binary and resolve
+any cleanup failure, update the environment in the client's REA server launch
+configuration, then restart REA and reconnect before reopening the target. Allow
+startup plus the query in the client's own tool-call deadline. Every retry uses
+a fresh ephemeral import; smaller result requests do not reduce the prerequisite
+auto-analysis. A larger time allowance does not raise the JVM heap limit or
+guarantee completion. Keep [heap and host CPU controls](#ghidra-heap-and-cpu-controls)
+appropriate for the machine.
+
 One session contains exactly one imported Program; use `provider_id: "ghidra"`, `--provider ghidra`, or
 `REA_ANALYSIS_PROVIDER=ghidra` when both Hopper and Ghidra support the target.
 One persistent decompiler is owned by the Program, and a serial queue keeps
@@ -1014,6 +1085,8 @@ export REA_GHIDRA_COMPILER_SPEC_ID="borlandcpp"   # optional; requires a languag

 REA passes `-processor`/`-cspec`, checks both against the installation's `.ldefs`, and records them in the analysis profile. DOS imports reject an override.

+Language definitions must be well-formed XML encoded as UTF-8 or BOM-marked UTF-16, with any encoding declaration matching the bytes. Literal Unicode replacement characters (U+FFFD) are accepted; malformed source bytes are rejected.
+
 To seed code that auto-analysis cannot reach (computed jumps, pointers in data):

 ```bash
@@ -1041,9 +1114,14 @@ and hyphens; at most 32 names are admitted, each at most 120 characters.
 Names must identify analyzers registered for the selected program. Unknown names
 or options that remain enabled abort the headless import before auto-analysis
 and the bridge, so an unsuccessful override cannot produce a session claiming
-that the analyzer was disabled. For Windows PE resource analysis, the exact name
-is `WindowsResourceReference`. Disabling an analyzer skips the facts it would
-have produced.
+that the analyzer was disabled. The setting applies to every import in the REA
+server. A format-specific analyzer may not be registered for another target, so
+the same override can prevent that target from opening. For mixed-target work,
+omit the override or use a separate REA server configured for the affected
+format. Changing the environment requires restarting the server; reopening a
+target alone keeps the current setting. For Windows PE resource analysis, the
+exact name is `WindowsResourceReference`. Disabling an analyzer skips the facts
+it would have produced.

 ### Ghidra heap and CPU controls

@@ -1113,6 +1191,10 @@ compiler remains distinguishable from a compiler that exited with an error.
 The helper compile deadline defaults to 120,000 ms; set
 `REA_SWIFTC_COMPILE_TIMEOUT_MS` to an integer between 1 and 2,147,483,647 when
 a busy host needs longer.
+On macOS, the Java prerequisite probe waits for this independently bounded
+preparation before starting its five-second command deadline. Caller cancellation
+still interrupts preparation, and failed helper cleanup remains owned for retry.
+Linux process-table preparation remains inside the command deadline.
 Other rejection values retain their primitive value or an explicit type.
 Shutdown warnings include the failure
 kind, message, and diagnostics, while process and temporary-project cleanup
@@ -1159,7 +1241,7 @@ For a client that requires manual configuration, use:
  "mcpServers": {
    "rea": {
      "command": "npx",
-      "args": ["-y", "rea-agents@6.5.0", "mcp"]
+      "args": ["-y", "rea-agents@6.7.0", "mcp"]
    }
  }
 }
@@ -1224,6 +1306,21 @@ on the shell `PATH`. Use the setup command above for the guided setup
 journey, `npx -y rea-agents@latest` for unattended one-off commands, or install globally
 with `npm install --global rea-agents` for a shell-visible `rea` command.

+For many concurrent agent sessions, run setup directly from a global installation
+to avoid keeping a separate npm launcher process for each MCP connection:
+
+```bash
+npm install --global rea-agents
+rea setup
+```
+
+Review the plan, approve the selected client changes, then restart those clients.
+This registers the installed entrypoint directly; installing the global package
+alone does not replace existing `npx` registrations. Each client still has its own
+REA process and analysis state. Direct registrations follow the installed CLI;
+use `rea update` to update it. Running setup through `npx` again selects the pinned
+package-runner command. Do not register paths inside npm's temporary package cache.
+
 The optional curl wrapper installs only the global npm package:

 ```bash
@@ -195,6 +195,17 @@ earlier read or captured alias. Unproved ordering across branches or function
 activations remains conservative. Returned-reference effects use the same
 read-position facts as call resolution.

+Returned-reference effects share one property-projection state per source read.
+When several paths reach that read, differing keys at the same depth become
+wildcards; differing depths become an unknown-depth selection. This retains a
+conservative superset of the represented local targets rather than enumerating
+every alias history or dropping paths at a query cap. It can add possible effects,
+including for finite projection cycles. Static limitations disclose this loss of
+precision; semantic graphs retain `dynamic-property` unknowns at the affected
+callee coordinates, and captured web bundles identify the affected script keys.
+These candidates do not prove runtime calls or mutations. Existing source-worker
+and result-admission limits still apply.
+
 Mutation tracking covers explicit member assignments, updates, deletion, and
 loop assignment targets, including the supported local aliases and shared
 nested references. Calls conservatively invalidate exposed mutable references;
@@ -288,6 +299,27 @@ and the result includes its basis, candidates, changed dimensions, Evidence
 links, limitations, and a `changed_from` graph containing all compared nodes,
 their observations, and relationships.

+A matched pair whose only differing dimension is `location` counts as
+`unchanged` when both input graphs have complete coverage and its neighboring
+relationship identities are resolved. This includes an
+identical module shifted by an earlier bundle edit and a named IPC channel
+observed at a new offset. The item still reports `dimensions: ["location"]`
+and both node IDs; the graph retains both original observations and coordinates.
+Content, property, and complete relationship differences still count as
+`changed`. With incomplete coverage, relocation alone remains `unknown` and
+retains the location and coverage dimensions. Matching confidence is unchanged:
+an inferred pair is not promoted to exact identity by this classification.
+
+Complete inventory does not resolve ambiguous or unmatched relationship targets.
+A matched module with identical bytes can therefore remain `unknown` when a
+neighbor, including its containing chunk, has no cross-version match. The item
+retains its exact content match, coordinates, candidate inventory, and an explicit
+relationship-identity limitation. `coverage` is added to its dimensions only for
+incomplete inventory. Definite content, property, or complete topology differences
+remain `changed` while retaining any separate relationship uncertainty.
+An unknown item with no observed content, property, or relationship difference
+does not emit a `changed_from` edge; its pairing and uncertainty remain in the item.
+
 One-sided absence is `added` or `removed` only when the opposite input graph has
 complete coverage. With partial, unavailable, or truncated input, the same
 condition is `unknown`. The comparison retains every classified item and
@@ -50,6 +50,12 @@ The equivalent MCP input is:
 `input_path` must be absolute. `format` accepts `auto`, `asar`, or `directory`.
 `integrity_policy` accepts `fail` or `record-and-continue`; both CLI routes and
 the MCP tool default to `fail`.
+Evidence parameters retain the caller-selected `input_path`, including a
+symlink alias. Both CLI routes anchor relative inputs to their working
+directory without resolving symlinks. The subject and normalized result use
+the resolved path for artifact identity; the selected path remains a separate
+request fact. Older Evidence can omit this parameter; retained records are
+validated without resolving their paths against the live filesystem.
 The result retains the canonical local path, root artifact digest, artifact
 manifest and graph commitments, JavaScript Application Graph, static
 Electron summary, reconstruction statistics, and explicit limitations. It does
@@ -586,6 +592,21 @@ not bypass worker heap, execution deadline or parent result admission. Truncated
 coverage reports both effective node ceilings; omitted relationships remain
 unknown.

+Unknown records have independent defaults of 100000 across the application and
+20000 per source. Select `max_semantic_unknowns` and
+`max_semantic_unknowns_per_file` (CLI: `--max-semantic-unknowns` and
+`--max-semantic-unknowns-per-file`), each from 1 to 1000000. The parent offers the
+remaining capacity to the worker, and rejects excess records before adoption.
+Unknown admission happens before canonical identity and provenance construction.
+When capacity is exhausted, coverage is partial and truncated and names both
+effective unknown ceilings. `coverage.omitted_unknown_occurrences` counts examined
+emission occurrences by family and reason, including repeated emissions. It does
+not claim distinct discarded identities or count frontiers in unexamined source.
+Omitted unknown provenance and IDs are not retained. Existing source, node,
+execution and memory limits continue to determine examined coverage. Raising only
+a node capacity does not raise the unknown capacity. Graphs without unknown
+omissions omit this optional coverage field, preserving their existing identities.
+
 While sources remain, the sequential worker reserves one next compact static
 checkpoint at its 8 MiB bound with the same 6x retention expansion used at
 admission. Earlier checkpoints are already charged to retained bytes; the
@@ -133,8 +133,11 @@ Each operation uses one worker, a 1 GiB address-space ceiling and a 120-second
 deadline; it accepts up to 64 MiB of total input across all selected files and
 128 MiB/10000 entries of staged
 output, with 8 MiB per diagnostic/report stream. Exceeding a limit is an explicit
-failure with rollback. These limits apply per operation and do not claim aggregate
-host containment across concurrent callers.
+failure with rollback. Selected inputs beyond the total input allowance return a
+non-retryable `resource_constraint` with `resource: "file-size"` and
+`reported_limits.maximum_input_bytes`/`remaining_input_bytes`; input that is not
+valid UTF-8 is an `invalid_format` request issue. These limits apply per
+operation and do not claim aggregate host containment across concurrent callers.

 See [testing.md](testing.md#javascript-source-recovery) for the focused real
 Wakaru CLI/MCP lane and its source-owned compiler fixtures. Other host platforms
@@ -109,7 +109,9 @@ The direct observations are:
 - `Runtime.executionContextCreated`,
  `Runtime.executionContextDestroyed`, and
  `Runtime.executionContextsCleared`, establishing context lifecycle within
-  the capture window.
+  the capture window. A created or destroyed event whose context ID is
+  missing or not a safe integer adds no context record; it is retained only
+  as a count reported in `unknowns`.

 The Inspector protocol does not directly expose require/import caller edges,
 EventEmitter emissions or listener invocation, Electron IPC messages or
@@ -150,6 +152,15 @@ and uncollected scripts, but scripts collected before attachment may be
 missing. Absence from the observation window never proves that a script or
 behavior does not occur.

+Cancellation stops new target-file authorization after the current filesystem
+operation settles. Cancellation diagnostics retain the examined target prefix;
+unexamined targets remain unknown. Observation cancellation keeps its original
+reason and any completed Evidence. Finalization waits for REA's bounded socket
+close (up to two seconds for graceful and forced confirmation). A failed close
+retains its exact transport owner and blocks replacement connections until
+cleanup succeeds; CLI finalization and MCP shutdown also retry retained cleanup.
+Closing REA's connection does not stop the caller-owned runtime.
+
 ## Static correlation

 Pass the resulting observation Evidence and an
@@ -8,7 +8,16 @@ Start a JEB client that serves MCP and point REA at it:

 - Default endpoint: `http://127.0.0.1:8425/mcp`. Override with `REA_JEB_MCP_URL` (absolute `http`/`https` URL with literal host `127.0.0.1` or `[::1]`; redirects, remote hosts, credentials, query strings, and fragments are rejected rather than silently dropped).
 - In the JEB GUI client, start the MCP server from the _File_ menu (or via the VIBRE assistant).
- Headless, use JEB's documented programmatic route (`JebMcpServerInstance` from the JEB API) with the JEB client on your classpath; JEB 5.48's `-c` headless mode does not accept `--mcp` directly.
+- Headless, the official Linux CE build `5.48.0.202610071539` supports `-c --mcp`. From the JEB installation directory, select JDK 21 or newer through `JAVA_HOME`, choose your target and bind explicitly to loopback:
+
+  ```sh
+  "$JAVA_HOME/bin/java" -jar bin/app/jeb.jar -c --mcp --interface=127.0.0.1 \
+    --port=8425 --infile=/absolute/path/to/target
+  ```
+
+  Complete the vendor's first-use EULA and license-key activation when prompted. The Linux audit used an isolated installation, a 1536 MiB Java heap and one active processor inside a separately bounded process family; JVM heap limits alone do not bound the whole family.
+
+- JEB's documented programmatic route (`JebMcpServerInstance` from the JEB API) remains an alternative. The earlier licensed 5.48 headless verification used that route because its CLI did not accept `--mcp`. Check your installed build's `-c --help` and live tool catalog; the version number alone does not establish the launcher options or supported operations.

 For setup registration, set `REA_JEB_MCP_URL` in the REA process environment
 before running `rea setup`. The approved setup plan preserves the exact selected
@@ -31,7 +40,7 @@ or establish one end-to-end deadline across a whole CLI or MCP operation. A
 request that reaches its budget returns a typed timeout, while caller
 cancellation remains a cancellation.

-Verified against JEB 5.48.0 (Linux x64, licensed build) serving `jeb-mcp-server` 1.3.0 over streamable HTTP.
+Earlier verification used JEB 5.48.0 (Linux x64, licensed build) serving `jeb-mcp-server` 1.3.0 over streamable HTTP. The official Linux x64 CE build `5.48.0.202610071539` was also verified through real CLI and production stdio MCP native-code workflows; see the [Linux CE audit](../experiments/analysis-efficiency/jeb-linux-native.md) for measurements and limits. CE verification does not establish licensed/Demo Android decompilation or GUI behavior.

 ## Operations

@@ -42,15 +51,16 @@ Verified against JEB 5.48.0 (Linux x64, licensed build) serving `jeb-mcp-server`
 | `list_jeb_units` / `list-jeb-units`         | Page units by stable path and type (`filter`, `parent-unit-path`, `index`, `count`)                                             |
 | `decompile_jeb_item` / `decompile-jeb-item` | Decompile one type or method to engine pseudo-code                                                                              |

-All four are read-only with respect to the target file; only `open_jeb_project` changes engine-side project state, and Evidence records the endpoint, the caller-selected parameters, and the engine-reported digests. Mutation workflows the engine also offers (renames, comments, `save_project`, `close_project`) are intentionally not exposed yet.
+All four preserve target-file bytes. `open_jeb_project` selects or creates an engine-side project; analysis queries can populate computed analysis within it. Evidence records the endpoint, caller-selected parameters, and available engine-reported digests. Mutation workflows the engine also offers (renames, comments, `save_project`, `close_project`) are intentionally not exposed yet.

-**Engine coverage note (verified):** JEB 5.48.0 headless MCP instances do not advertise `open_project` — the target must be selected when the engine client starts (`--infile` on the programmatic launcher, or the GUI's file opening). REA preserves that refusal with the engine's reason instead of failing silently; `open_jeb_project` completes only against engine builds that advertise the tool, such as GUI clients.
+**Engine coverage note:** The earlier licensed 5.48.0 headless verification did not advertise `open_project`; it selected the target when the engine client started. For that build, use `--infile` on the programmatic launcher or open the file in the GUI. The audited CE headless catalog also omitted `open_project`; the verified CLI route above selects its input at startup. Use `binary_session` to inspect the current engine's advertised operations. REA preserves an unavailable tool's refusal; `open_jeb_project` requires an engine that advertises `open_project`. The CE audit does not establish GUI project-opening support.

 ## Semantics

 - Paths in `open_jeb_project` are resolved by the JEB process, not by REA; REA does not require the artifact to exist locally.
 - The engine caps `list_units` pages at 100; a full page is reported as `coverage: "partial"` because more units may exist. An empty remainder is `complete` only when fewer units than requested were returned.
 - When `decompile_jeb_item` omits `unit_path`, the engine implicitly selects the project's first code unit; REA reports `unit_path: null` and a limitation instead of guessing the effective unit.
+- `item_address` is a JEB code-item reference, such as a value returned by the engine's `list_code_items`. Preserve that representation and select its code unit explicitly. For the audited CE SQLite unit, the exported method reference was `sqlite3_libversion_number`; using its raw ELF symbol address did not produce a successful decompilation. File offsets, ELF virtual addresses and engine item references have different semantics. REA currently exposes unit listing, while code-item discovery remains an upstream JEB operation.
 - Engine refusals (`success: false` envelopes) are preserved as unsupported-target errors carrying the engine's own message, for example a nonexistent item address.
 - Successfully parsed client information is reused for the lifetime of the MCP connection, including when the engine omits its version. Explicit client inspection and availability probes refresh it.
 - An unreachable endpoint is a provider-availability failure with recovery guidance; REA does not retry or spawn the engine.
@@ -13,6 +13,14 @@ rea doctor --provider kuna

 Select it explicitly with `--provider kuna`, MCP's `open_binary.provider_id: "kuna"`, or `REA_ANALYSIS_PROVIDER=kuna`. With Kuna and another provider configured for the same target, `auto` reports `ambiguous` instead of choosing one.

+Ordinary readiness cancellation returns `cancelled` (CLI SIGINT/SIGTERM exits
+130/143); an earlier recorded timeout or physical failure keeps its diagnostic.
+Completed version, hash and script observations remain in `kuna_installation`
+with `status: "partial"` and `completed_hash` when available. Typed errors carry
+this in `details.diagnostics`; doctor cleanup checks carry it in their `details`.
+Omitted fields remain unobserved; availability remains unknown until readiness
+completes. Cleanup retries keep both the observations and the exact file owner.
+
 | Setting                       | Default                                                                                                                                 | Meaning                                                                                                                                                                                  |
 | ----------------------------- | --------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
 | `REA_KUNA_COMMAND`            | none (required)                                                                                                                         | Absolute path of the `kuna` executable.                                                                                                                                                  |
@@ -22,6 +30,8 @@ Select it explicitly with `--provider kuna`, MCP's `open_binary.provider_id: "ku
 | `REA_KUNA_TIMEOUT_MS`         | 120 s                                                                                                                                   | Deadline for one single-function decompile, and for the inventory run REA makes when the export ends without one.                                                                        |
 | `REA_KUNA_JOBS`               | 1                                                                                                                                       | `decompile-project --jobs`. 1 is Kuna's reference answer; more jobs finish sooner but lose callee-first prototypes, and change about 40–60% of function bodies on the measured binaries. |

+A single-function decompile, inventory, string, graph or xref run that exceeds its deadline fails as `provider_timeout`, naming the setting that owns the deadline and that raising it takes a restart. A project export that exceeds `REA_KUNA_PROJECT_TIMEOUT_MS` is an export failure instead: requests that need the export report `capability_unavailable` with the export's own retry guidance.
+
 Windows is not supported yet. Supported targets are ELF and thin Mach-O executables for x86-64, AArch64 and ARM; PE and universal Mach-O are rejected with a typed reason.

 ## What Kuna answers
@@ -68,7 +78,7 @@ Single-function subprocess output and each cached source facet share a 16 MiB bu

 Results keep exact u64 virtual addresses, decoded text, native encoding, terminator status and byte length including any terminator. Kuna scans mapped sections or segments for runs of at least five characters; unterminated fragments can include instruction bytes. `all` includes ASCII, UTF-8 and the engine's Latin-range UTF-16LE reading. Other text, including short strings, non-Latin wide text and UTF-16BE, can remain undiscovered. An empty result does not prove absence.

-Use `search_strings` for the matching rows or `list_strings` with an exact address for that location. Literal and regex matching run in REA, preserving the existing case and ECMAScript Unicode semantics instead of substituting Kuna's different regex dialect. Procedure and string regex queries share one worker slot per session. Input projections are materialized only after admission, so queued queries retain no per-query inventory arrays. Close cancels and drains matching. Native metadata queries also share one admission slot, including references; a failed stop retains admission until cleanup is proven.
+Use `search_strings` for the matching rows or `list_strings` with an exact address for that location. The validated inventory is sorted by numeric address and encoding. Once cached, exact-address reads use binary search and return every encoding at that address without scanning the full inventory or retaining another lookup index. Literal and regex matching run in REA, preserving the existing case and ECMAScript Unicode semantics instead of substituting Kuna's different regex dialect. Procedure and string regex queries share one worker slot per session. Input projections are materialized only after admission, so queued queries retain no per-query inventory arrays. Close cancels and drains matching. Native metadata queries also share one admission slot, including references; a failed stop retains admission until cleanup is proven.

 `raw_result.strings` reports the source JSON digest/size, scanned scope, extraction policy, complete inventory count and selected count without copying unrequested text into the answer. Omit the address from `list_strings` to retrieve the complete inventory as Evidence; normal session retention and bundle export apply, including transport-capacity errors for oversized inline replies. These operations preserve their complete-result contracts and do not add paging. Function-referenced string facets in `analyze_function` remain unavailable; call `xrefs` explicitly when references to one returned string are needed.

@@ -82,6 +92,24 @@ REA parses the graph as Kuna writes it, like the string scan, so the graph has n

 Evidence includes only selected addresses or dossier neighbors, the producing JSON's SHA-256/byte count, coverage and relevant function facts; unrequested program-wide JSON and instruction text are omitted. Reference caches are in memory and expire on close: a fresh CLI process or MCP server rebuilds them. A first call query therefore costs a whole-program reference walk even when a C export is warm. These operations do not establish full Ghidra/IDA feature parity.

+Failures from shared installation or inventory work identify the operation the
+caller requested. `diagnostics.producer_operation` retains the internal producer
+name when it differs. Caller-specific failures keep the producer's typed outcome,
+captured output, partial facts and live cleanup dependencies; cleanup retry
+updates every projection rather than preserving an independent stale marker.
+Installation acquisition is shared, with independently cancellable caller waits.
+The final departing caller stops the probe and joins its cleanup; session close
+also stops and joins acquisition. A cleanly cancelled acquisition can be retried,
+while a retained cleanup failure blocks replacement until its owner is closed.
+Shared string and reference queries preserve caller cancellation reasons and
+join the final departing caller's command cleanup. A command cleanup error keeps
+its typed primary failure and captured output. Its live resource list follows
+both process and workspace ownership: proving process exit does not prove that
+the private workspace was removed, and retry updates earlier caller errors.
+If workspace setup fails, an unsuccessful rollback retains the original target
+or read failure together with its cleanup owner. Replacement stays blocked until
+that rollback is resolved; a clean rollback permits another setup attempt.
+
 ## Provenance and limitations

 - Addresses and bytes are Kuna's observations of the image. Procedure entries and extents are its derivations: extents are upper bounds clipped at the next entry, and Kuna can split one function at an entry its own analysis infers. Pseudocode is its reconstruction, never original source.
@@ -119,9 +119,11 @@ returning an empty one.

 The canonical parser admits PE/CLI bytes and their metadata/CIL without loading
 an assembly. It reports observed implementation markers and unavailable facts;
-it does not unpack .NET single-file hosts, decode IL2CPP metadata, or infer a
-NativeAOT identity from an ordinary native PE. Inputs without admitted CLI
-metadata do not become managed assemblies through naming or routing guesses.
+it does not unpack .NET single-file hosts or infer a NativeAOT identity from an
+ordinary native PE. It does not decode IL2CPP; use
+[IL2CPP metadata](il2cpp-metadata.md) for the image, type and method names in a
+Unity `global-metadata.dat`. Inputs without admitted CLI metadata do not
+become managed assemblies through naming or routing guesses.
 Inspect separately obtained components explicitly and preserve their identities.

 A valid implementation marker establishes a candidate native boundary, not
@@ -1,8 +1,13 @@
 # MCP runtime contracts

+For pairing native functions before comparing selected dossiers, see
+[native function matching](native-function-matching.md). It operates on retained
+inventories, preserves aliases/unknowns and exposes selected fact pages.
+
 Use this reference to call REA tools and interpret their replies on one MCP
 connection. Start with [tool results](#tool-results), [retained Evidence](#retained-application-evidence-inputs),
-and [session discovery](#identity-and-discovery). See [cancellation](#progress-and-cancellation)
+and [session discovery](#identity-and-discovery). See [transports](#transports)
+for the opt-in HTTP listener, [cancellation](#progress-and-cancellation)
 for partial-result recovery and [first-query deadlines](#ghidra-first-query-deadlines-and-recovery)
 when a cold provider exceeds the client's wait.

@@ -21,6 +26,14 @@ directly to `compare_functions`, and `inspect_artifact` Evidence to
 `compare_artifacts`. Use `get_evidence_bundle` when the task needs broader
 retained session history or an explicit bundle for transfer.

+Ghidra inventories and function replies use `raw_result: null` when their facts
+are already preserved in `normalized_result`, limitations, locations and
+relationship coverage. Distinct overview details, measured load-image
+observations, file-offset selection roles and database types supplemented with
+derived metadata keep their upstream representation. Read function results from
+`normalized_result`; older retained Evidence keeps its original representation
+and identity.
+
 Artifact inventories declare `coverage.scope` (`root` or `container-entries`)
 and `coverage.status` (`complete` or `unknown`) independently of diagnostic
 wording. Comparison requires matching scopes, complete graph members and complete
@@ -58,7 +71,13 @@ Call comparison additionally retains the Evidence relationship coverage
 checks. Ghidra and Hopper declare their observed dossier facets and complete
 provider-observed caller/callee sets, including empty sets. Missing decompiler
 output remains unavailable; complete call coverage does not claim every runtime
-target. Hopper's unavailable reference-kind metadata and reported unresolved
+target. When Ghidra's decompiler fails on one function, its dossier is still
+returned: `pseudocode`, `native_api` and `native_value_flow` are unavailable
+with the decompiler's failure as the reason, while the listing-backed facets
+are collected as usual. These failed decompiler observations and workflows
+derived from them retain Evidence but skip snapshot reuse, so a later request
+can observe backend recovery; healthy dossiers keep their existing cache policy.
+`procedure_pseudo_code` still fails for that function. Hopper's unavailable reference-kind metadata and reported unresolved
 calls still prevent equality conclusions for those dimensions. Analysis profiles
 version these declarations so older snapshots are not reused as current results.
 IDA declares the facets its selected adapter cannot provide; an empty
@@ -71,13 +90,31 @@ metadata in the supported JSON payloads (`parameters`, `raw_result`,

 Tool execution failures return `isError: true` and the complete canonical
 `{ "error": ... }` diagnostic as JSON in text `content`. Read that diagnostic
-for the error code, target details, partial observations, and remediation.
+for the error code, target details, partial observations, remediation, and the
+optional bounded `recovery` next step. `recovery.kind=inspect_input_contract`
+names the rejected operation: re-read that operation's advertised input schema
+(call `tools/list` if the catalog may be stale), correct the listed fields, and
+do not repeat the unchanged call. `recovery.kind=inspect_timeout_state` names
+the operation and the REA server/provider deadline; inspect partial Evidence
+and reported cleanup state, then follow producer-specific remediation or reduce
+supported work. Generic errors do not assume adjustable timeout controls. Raising
+only the MCP client's deadline cannot extend this budget. These hints never
+include the complete catalog or caller arguments.
 Failures omit `structuredContent`, since each advertised `outputSchema`
 describes successful results. Successful replies retain their schema-validated
 structured data and matching text projection. Oversized errors are retained
 as Evidence before delivery of a bounded diagnostic with an export reference;
 if retention is unavailable or fails, the diagnostic reports that reason.

+SDK-generated input validation failures are normalized into the same canonical
+`invalid_request` text when the bounded diagnostic fits the response budget.
+The complete field/type diagnostic is preserved when normalization fits the
+response budget, including request-specific rejected fields and reasons. Oversized
+SDK diagnostics keep the existing retained-Evidence recovery path. An unknown
+tool remains an MCP JSON-RPC `-32602` error, but its message directs the caller
+to `tools/list` and an advertised operation instead of repeating the unknown
+name.
+
 `get_call_graph` returns a `graph` keyed by traversal depth and a top-level
 `limitations` array with deduplicated execution caveats. Each node keeps its
 relationship coverage and read-specific `limitations`, alongside observed
@@ -92,8 +129,9 @@ unresolved relationship reads. Cancellation remains a tool error.

 REA prepares complete MCP results within the pinned stdio client's 10 MiB
 receive-buffer budget, including both text and structured representations and
-room for the JSON-RPC envelope. Tool errors carry only their text
-representation and `isError` flag, so only those count against the budget. Response budget settings are captured at startup;
+room for the JSON-RPC envelope. Tool errors omit `structuredContent` from the
+wire; their text, `isError`, provenance marker and negotiated protocol framing
+count toward the wire budget. Response budget settings are captured at startup;
 restart or recreate the server to apply changes. If a result cannot fit, REA returns
 `resource_constraint` with `details.resource: "transport"` before constructing
 a document-sized string. Analysis Evidence remains complete in the current
@@ -103,6 +141,52 @@ that reference for a summary, one section/module, or a stable page, or call
 `export_evidence_bundle` with a destination path. Complete
 bundle exports stream canonical JSON into an atomically published file.

+On protocol revision `2026-07-28`, completed replies retain the SDK's
+`resultType: "complete"`, including the replacement for an oversized error.
+This marks completion of the MCP exchange; Evidence coverage, partial facts
+and unknowns retain their separate meaning. Legacy replies keep their existing
+framing.
+
+`list_procedures`, `search_procedures`, `list_strings`, `search_strings` and
+`list_names` accept `detail: "summary"`. Complete inline delivery remains the
+default. Summary retains the original complete Evidence and returns its row
+count, provider identity, analysis-profile digest, original query, parent Evidence
+ID, limitations and explicit unknown discovery coverage. Delivery detail is excluded from provider arguments
+and original Evidence identity.
+
+Read selected rows with `inspect_analysis_view`:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "ev_<source digest>"
+  },
+  "view": {
+    "kind": "native-inventory",
+    "offset": 0,
+    "limit": 32,
+    "fields": ["value"]
+  }
+}
+```
+
+Each row has `source_index` and `record`; parent Evidence ID plus source index
+identifies same-address alternatives. Order is the original retained order.
+Omit `fields` for complete records; a selected field list always retains
+`record.address`. Selecting `value` also retains available `string` and
+`decoding` qualifications, so native display text and unterminated fragments
+remain distinguishable. Search tools apply their existing filters before retention.
+Follow `coverage.next_offset`; exhaustion describes the retained list, not
+complete discovery of all code or strings. An unbound source keeps
+`artifact: null` and the derived Evidence keeps `subject: null`.
+
+The CLI uses the same projector. For an original complete Evidence JSON file,
+write `{"source":{"kind":"evidence-file","path":"/absolute/source.json"},"view":{"kind":"native-inventory","limit":32}}`
+to `/absolute/view-request.json`, then run
+`rea inspect-analysis-view /absolute/view-request.json --json`. This also reads
+pre-summary source records without changing their identity; no live provider is started.
+
 For oversized native function Evidence, `details.reported_limits.continuation`
 contains a ready-to-call `inspect_analysis_view` request for the retained
 pseudocode's first page. Use its `name` and `arguments` directly, then follow
@@ -111,6 +195,8 @@ limit is the view contract's default, not a guarantee that arbitrary source or
 metadata fits; reduce the limit or export when needed. Continuations are
 offered for completed `analyze_function` results only after session recording is
 acknowledged; the complete result and its retention reference remain intact.
+Oversized native inventories likewise include a ready-to-call first
+`native-inventory` page. Reduce its limit or select fields when a row is large.

 A broad follow-up or `get_evidence_bundle` can also exceed the response budget; exporting
 preserves the complete session without sending it through a single MCP frame.
@@ -132,6 +218,12 @@ is null. `total` counts all matching heads; each page preserves complete records
 in stable unknown ID order. Filters apply before paging. Pages reflect current
 session state, so keep the unknown ledger unchanged while traversing it.

+Automatically retained workflow questions include their immutable result
+Evidence ID. Distinct results retain independent questions and source links;
+repeating the same result does not create another unknown. Workflow Evidence
+keeps the original residual question text. Explicit `record_unknown` requests
+keep caller-selected identity and reject duplicate creation.
+
 For a portable exported bundle, the CLI shares this projection:
 `rea inspect-evidence-bundle '{"path":"/tmp/evidence.json","detail":"summary","filters":{"operation":"analyze_function"}}' --format json`.
 The CLI validates and materializes that local bundle under its existing memory
@@ -148,6 +240,23 @@ delivery for responses that fit that buffer and Node's single-string limit.
 It does not change the client's buffer, analysis coverage, or retained content.
 Ordinary responses keep their existing complete result contract.

+### Error recovery and deadline ownership
+
+Initialization instructions and the static JavaScript tool description teach
+recovery before a host can discard a tool response. Invalid input calls should be corrected from the connected schema
+(refresh `tools/list` only if stale), not retried unchanged. REA's returned
+`provider_timeout` describes its server/provider deadline; provider-authored
+remediation names the applicable controls and preserves partial Evidence and
+cleanup uncertainty.
+
+A host timeout without a REA result is different: execution and cleanup remain
+unknown. Increasing an advertised `analysis_timeout_ms` cannot fix a shorter
+client deadline. Configure the client's tool timeout with execution, cleanup
+and delivery headroom, or report that change is needed when not authorized.
+Session status does not establish that all target-free work stopped. Detailed
+host settings and bounded retry guidance live in the shipped skill's
+[recovery reference](https://github.com/morluto/rea/blob/main/.agents/skills/reverse-engineer-anything/references/connection-and-recovery.md#distinguish-client-and-server-deadlines).
+
 ### Untrusted target content

 Strings, symbols, decompiled code and pseudocode, page text, script bodies,
@@ -210,6 +319,21 @@ inferred Evidence whenever any group is templated, and derived Evidence only whe
 no group was templated.
 See [derived API surfaces](web-network-captures.md#derived-api-surface).

+`inspect_analysis_view` also accepts `environment-manifest` for retained HAR capture
+Evidence and `capture_browser_scenario` Evidence, projecting the primary origin's request lines into named tools with path
+templates, parameters, observed query names, value-free body shapes and record
+pointers, plus excluded groups and three fixed unknowns. Templates, parameters and
+names are inferences; the Evidence is inferred whenever any tool or excluded group
+is templated, and derived otherwise.
+See [environment manifests](web-network-captures.md#environment-manifest).
+
+`inspect_analysis_view` also accepts `environment-state` for the same parents,
+extracting the initial state the recorded reads observed: entity types with an
+identity field, entities, documents for written non-entity paths, and a render
+plan per read tool that reproduces its recordings from the state or names why it
+cannot. Types and identity are inferences, so the Evidence is always inferred.
+See [environment state](web-network-captures.md#environment-state).
+
 `inspect_analysis_view` projects a caller-selected view of already completed
 `inspect_binary_layout`, `analyze_javascript_application`, or `analyze_function`
 Evidence. Native views select procedure, pseudocode, assembly, basic blocks,
@@ -355,6 +479,17 @@ checking that a client received the full catalog. An operation absent from all
 groups is missing from the complete inventory; it is not an implicit
 unavailable entry.

+`get_call_graph` and `trace_call_path` report `forward` and `backward` modes.
+Each requires `procedure_address` plus `procedure_callees` or `procedure_callers`,
+respectively. The tool is available when either traversal mode is supported;
+`default_mode_available` describes the default forward direction. Read each mode's
+missing operations and remediation before selecting a direction. These facts
+describe traversal prerequisites, not relationship completeness or a guarantee
+for every selector. A trace whose start and goal resolve to the same address can
+finish without reading relationships, even when neither traversal mode is
+available. Discovery does not block that direct invocation or replace its typed
+partial/error outcomes.
+
 The `effects` and `annotations` arrays list the true members of their fixed
 vocabularies. A known member omitted from either array is false. This applies
 only to these closed flag sets; it does not make an omitted tool, provider, mode,
@@ -393,6 +528,17 @@ concrete version, selection source, and complete analysis profile through
 choices return typed selection details. A selected provider is never replaced
 automatically after a runtime failure.

+`open_bundle_resources` selects a separate read-only app resource session
+without resolving `CFBundleExecutable`, including when it is absent or
+unresolvable. `binary_session` reports `session_kind: "bundle_resources"` and the
+caller and canonical resource-root paths; it does not report a binary target or
+deep-provider binding. `inspect_plist`, `decode_interface_builder`,
+`inspect_asset_catalog`, and `inspect_keyed_archive` retain resource-root
+provenance and use a null Evidence subject when executable identity is unknown.
+Binary-only operations and binary analysis snapshots do not apply in this
+session. `open_binary` can switch back to executable analysis, and
+`close_binary` retires either session kind.
+
 Each provider client receives `binary_session.analysis_run.run_id` before any
 provider startup, including clients whose startup fails. `process_lineage` is
 `not_observed` until a dynamic provider starts, then becomes `snapshots` with
@@ -418,6 +564,96 @@ inspection fails or is cancelled before a provider client exists. If no client
 remains, no provider run or health observation is available; follow the cleanup
 error's reported resources.

+## Transports
+
+stdio is the default transport and the only one that client registrations,
+`rea mcp doctor` and the MCP registry entry describe. `rea mcp --http [--host H]
+[--port N]` is an opt-in alternative that serves the same catalog over the
+streamable HTTP transport at `/mcp`; it replaces stdio for that process rather
+than running beside it. Host and port come from the flags, then `MCP_HOST` and
+`MCP_PORT`, then `127.0.0.1` and an ephemeral port. The bound URL is announced
+as one JSON log line on stderr (`"msg":"MCP transport listening"` with `url`)
+at every `REA_LOG_LEVEL`, because an ephemeral port is otherwise unreachable;
+stdout stays unused.
+
+This endpoint uses plain HTTP without TLS or client authentication. Use it only
+within a trusted local or isolated environment; an explicit non-loopback bind
+makes the same tools and active analysis state reachable at that address. It
+does not provide separate users or independent target sessions. Standard client
+registrations continue to use a dedicated stdio process.
+
+The HTTP server is stateful and serves one client at a time on one server
+instance. `initialize` returns an `Mcp-Session-Id`; `notifications/initialized`
+is acknowledged with `202`; responses arrive as JSON or SSE frames; `DELETE
+/mcp` with the session id ends the session with `200`. Ending a session is not
+a server shutdown: the process keeps listening, the instance keeps its providers
+and the shared active target, and the next client opens a fresh session against
+them. A client ending or replacing a session cancels its running tool calls and
+prompt completions, stops request-body reads and fences further message dispatch,
+then waits up to ten seconds for request dispatch, handlers and cleanup to finish before reusing the
+server. A timeout returns `503`; the old calls remain owned, and later requests
+retry the drain rather than starting another session against those resources.
+Requests that finish parsing or SDK dispatch after their session closed are
+refused, and their response streams are cancelled. Tool callbacks whose
+validation finishes after cancellation never start.
+Body forwarding stops when SDK request processing ends, including early header
+and size refusals, rather than remaining active until the session closes.
+HTTP input/route dispatch is limited to eight concurrent requests by default,
+shared by MCP and plain routes. Excess requests receive `503` with a closing
+connection before their bodies are converted, read or cloned. An embedder can
+select `maxConcurrentDispatches`; the SDK's per-body size limit still applies.
+MCP responses with fully read or bodyless requests do not hold admission slots,
+so an idle MCP SSE stream does not prevent later calls. Plain routes retain their
+slots through response delivery and response-source cancellation cleanup. An
+unread upload retains its slot until input finishes or either side closes,
+even with a long response. Sequential keep-alive is supported; a peer pipelining
+behind an unfinished response is disconnected before queued requests dispatch.
+Concurrent MCP requests use separate connections.
+This bounds concurrent input work, not total provider or process memory.
+Provider-backed prompt completions use the same request owner and drain, so a
+cancelled completion cannot keep using providers after handover or shutdown.
+HTTP factories enable `RequestTrackingMcpServer` tracking so completion is tracked
+even when cancellation suppresses the SDK's reply; stdio retains the SDK's
+original callback behavior. Full server shutdown stops the listener and waits
+for MCP work, plain-route handlers and response-source cancellation to settle
+before running provider shutdown hooks or closing providers. Response producers
+must finish provider work before closing their stream and expose asynchronous
+disconnect cleanup through the stream's `cancel()` result. Cancellation does not
+delay delivery of a HEAD reply; a caller retaining a sibling of a teed response
+must consume or cancel that sibling before shutdown can finish. Failed response
+cleanup remains owned, blocks further admission and prevents provider teardown.
+The server continues cleanup
+automatically when they finish, including after a client handover timed out.
+All routes return `503` until the server factory succeeds; startup failure closes
+the listener and joins its pending replies before rejecting the factory.
+The newest client replaces an open session: an `initialize` that arrives
+while a session is open ends that session instead of being refused, because a
+client that exits without `DELETE` must not wedge the listener; the replaced
+client's open streams are closed and its later requests are refused. Only an
+`initialize` that carries the streamable headers (`Content-Type:
+application/json` and an `Accept` naming both `application/json` and
+`text/event-stream`) and passes the Host and Origin checks can replace a
+session; any other sessionless POST goes to the live transport, which refuses
+it without disturbing the session. Requests that carry no valid session id are
+refused with `400` or `404` as the SDK transport defines. A bind is loopback by
+address class, not spelling, and is classified from the address the listener
+actually bound: any `127.0.0.0/8` address, `::1`, or an IPv4-mapped loopback.
+Configured names, including `localhost` and its aliases, do not establish that
+the bound address is local; names are added only after classifying the actual IP.
+On such a bind, requests whose `Host` header is outside the SDK loopback allowlist plus
+the configured name and the bound address are refused with `403`, and a browser
+`Origin` outside that allowlist is refused the same way (a missing `Origin`
+passes); a non-loopback bind relaxes both checks and logs the relaxation. A reply sent before a request body was read (a refused `Host` or `Origin`, an unknown route, the startup `503`) closes the connection after the reply, so an unread upload cannot keep a socket open. Request targets are taken verbatim as origin-form paths (`//host/path` is a path, not another origin); an absolute-form target, a target containing a raw fragment delimiter (`#`), or one whose path URL parsing would rewrite (dot segments such as `/public/../mcp`), is refused with `400`, and a method Fetch does not support with `405`. Percent-encoded `%23` remains valid query data. Only a lone `initialize` can replace an open session; a batch that carries one is left to the transport's refusal. Scoped
+IPv6 literals (`fe80::1%eth0`) are refused before binding, because no URL can
+name them. Listener errors reach the runtime's connection-loss handler only
+after a successful bind; a bind failure prints the listen-failure message alone. Request bodies are bounded by the SDK's
+4 MiB limit, and the response budget keeps its stdio-derived floor. The
+listener ends on SIGINT or SIGTERM only, not on stdin EOF, and exits `130` or
+`143` after cleanup settles. A signal that arrives while startup is still
+running is recorded and acted on as soon as the listener and its providers are
+owned, so startup never ends without cleanup; a second signal during startup
+exits immediately.
+
 ## Progress and cancellation

 REA accepts ordinary `tools/call` progress tokens. The numeric `progress` counts
@@ -524,6 +760,12 @@ analysis runtime. These failures are reported at the operation that needs
 them. A configured provider or an endpoint alone does not establish that a
 target is supported.

+Composite Hopper regex searches report failures against the accepted
+`search_strings` or `search_procedures` operation. The underlying inventory
+method and request ID remain in `details.diagnostics.provider_request`, with
+the bridge error code and diagnostic type when available. Reattribution
+preserves the failure class, captured output, and live cleanup ownership.
+
 Evidence bundles, snapshots, and extraction use the paths and output behavior
 declared by their tools. Artifact extraction materializes the selected regular
 files into a fresh REA-chosen temporary directory and reports its path.
@@ -534,6 +776,25 @@ temporary source files are declared as `launchesProcess` and `writesFilesystem`,
 including for a single JavaScript source. This internal analysis does not execute
 the supplied application code.

+## Static Ghidra bytes and source mappings
+
+`read_bytes` returns initialized analysis memory, including loader fixups, rather
+than live process memory. Check `returned_bytes` and `complete` before decoding:
+reads stop at unmapped or uninitialized bytes. Missing bytes are unknown; do not
+pad an incomplete read with zeros and treat the result as an observation.
+
+`list_segments` reports memory-block initialization and address-space facts.
+`address_to_file_offset` maps one address through the provider's source-byte
+mapping. A successful start-address mapping does not establish that an entire
+range is contiguous in the original file, or that its bytes equal analysis
+memory after loader fixups. Uninitialized, missing, and ambiguous mappings fail
+explicitly; preserve the reported failure rather than guessing an offset.
+
+For constructor-populated pointer or resource slots, a static zero is not proof
+of a later null value. Inspect the slot's `xrefs` and the writer's assembly or
+pseudocode, retaining uncertainty about execution order and runtime values.
+These operations inspect static evidence and do not execute the target.
+
 ## Ghidra first-query deadlines and recovery

 A successful MCP initialize handshake establishes the REA connection.
@@ -627,6 +888,13 @@ the current client, so it is not a fresh-start recovery. On the same connection:
   `provider_id: "ghidra"`, then retry the first query with an appropriate client
   deadline. The connection and selected provider do not need to change.

+If REA's provider startup allowance also needs raising, preserve Evidence and
+close as above, then update `REA_GHIDRA_STARTUP_TIMEOUT_MS` in REA's launch
+environment and restart the server. Reconnect the MCP client before reopening
+the target. Configuration is read at process startup; close/reopen on the same
+connection cannot apply a changed environment. See the
+[CLI retry example](installation.md#ghidra).
+
 This close/reopen flow was exercised on one real Linux stdio connection after a
 controlled startup timeout, followed by a successful overview and function
 analysis. A separate Windows x64 stdio run with Ghidra 12.1.4, JDK 21 and Node
@@ -726,6 +994,12 @@ after SDK conversion and check advertised validation and actual calls.
 Individual model APIs can impose additional nesting limits; complete producer
 captures can exceed ten structural levels.

+`search_bytes` advertises its pattern and mask as descriptive strings. Its
+shared canonical validator scans byte pairs, whitespace, wildcards and aligned
+masks without a repeating regular expression or temporary byte arrays. The
+server rejects malformed or unconstrained patterns before provider dispatch;
+the advertised strings alone do not express those rules.
+
 Boolean literal constraints in input schemas are relaxed only in this
 advertisement. For example, a boolean `const` is presented as `type: boolean`;
 an affected `not` is omitted, conditional predicates and their branches are
@@ -832,6 +1106,21 @@ includes all dimension limitations. Equal CFGs establish only equal observed
 block sizes and successor relationships. Text from different provider
 identities remains unknown.

+The `references` dimension preserves each edge's direction, endpoint identity
+and available kind facts. Within one artifact it compares exact raw endpoint
+coordinates, including the address space; hexadecimal case and zero padding
+do not change identity. Resolving an endpoint to a containing procedure does
+not replace the raw coordinate. Unparseable coordinates stay unknown.
+
+Across artifacts, reference endpoints use stable procedure names. Missing or
+address-generated names remain unknown. A name observed at multiple procedure
+entries retains its label constraint but cannot establish equal endpoints.
+Pairing preserves duplicate counts and considers alternative compatible
+pairings; array order never identifies an edge. Compatible records with
+unknown endpoint identity or kind facts remain `unknown`. Independent known
+facts that contradict every possible pairing still establish `changed`.
+Source Evidence retains the original addresses, names and unavailable facts.
+
 ### Comparison input shapes

 `compare_web_captures` accepts exactly one of two input shapes:
@@ -108,11 +108,13 @@ list does not establish that the target has no procedures.
 | Artifact occurrence | Occurrence IDs present in schema-valid retained artifact inventory pages.                                                                            |
 | Residual unknown    | Current non-resolved unknown heads only.                                                                                                             |

-Suggestions are Unicode-normalized, case-insensitive prefix matches. The server
-deduplicates them and sorts by code point for deterministic results. Procedure
-completion derives candidates from the complete inventory, so a name is offered
-only when it identifies one address in that inventory. A completion reply
-carries at most 100 values, the MCP limit. `total` counts every match and
+Prefix matching is Unicode-normalized and case-insensitive; suggestions retain
+their original spelling. The server deduplicates them and sorts by code point
+for deterministic results. Procedure completion derives candidates from the
+complete inventory, so a name is offered only when it identifies one address in
+that inventory. Every name at a shared address participates in this check,
+including later rows that establish ambiguity. A completion reply carries at
+most 100 values, the MCP limit. `total` counts every match and
 `hasMore` is `true` when values were omitted. Completion has no paging
 controls. A longer prefix reaches an omitted value only when it excludes other
 matches; matching uses normalized, case-insensitive forms, so a value can stay
@@ -0,0 +1,145 @@
+# Model file declarations
+
+Use `inspect_model_artifact` (CLI: `inspect-model-artifact`) to inspect a local
+GGUF v2/v3 or safetensors file. Detection uses content, including GGUF byte
+order, rather than its extension. REA does not load a model, interpret weights,
+run inference, import Python, open external-data references or use the network.
+
+```bash
+rea inspect-model-artifact /absolute/path/model.gguf --json
+rea inspect-model-artifact /absolute/path/model.safetensors --hash full --json
+```
+
+The CLI defaults to complete Evidence. For compact delivery with portable access
+to every retained observation:
+
+```bash
+rea inspect-model-artifact /absolute/path/model.gguf \
+  --detail summary --evidence_output /absolute/path/model-evidence.json --json
+```
+
+## Identity and reads
+
+The default `hash: "header"` reads only the metadata and tensor directory. The
+result records the exact selected path, file size, header length, header SHA-256,
+bytes read and read scope. GGUF alignment padding is outside this prefix.
+`artifact.sha256` and the Evidence subject are null: a header digest is not a
+commitment to the weights. Different files can have identical headers and sizes.
+
+`hash: "full"` additionally streams the remaining file bytes through SHA-256.
+It returns a full-file digest and Evidence subject, while retaining the same
+header digest. It uses bounded buffers and does not interpret tensor data, but
+it does read the whole file. Cost therefore grows with file size. Both modes
+check descriptor and selected-path identity and metadata before completion;
+this detects observed replacement or modification, not adversarial modification
+that defeats filesystem metadata checks.
+
+## Facts and selected queries
+
+GGUF reports version, byte order, alignment, typed metadata, and each tensor's
+name, original type ID, dimensions, relative data offset, file offset and derived
+byte length. Alignment accepts every positive UINT32 multiple of eight, including
+non-powers of two. Metadata keys use ASCII lower-snake-case hierarchy components;
+standard numeric components such as `general.base_model.0.name` are preserved.
+Scalar metadata is complete. Arrays have declared element types,
+counts and at most eight preview elements per array, with an explicit
+`preview_complete` flag. This includes tokenizer vocabularies: omitted values
+are not silently represented as a complete array. Strings are UTF-8; 64-bit
+integer metadata and all shape dimensions use decimal strings without rounding.
+Nonfinite floating metadata uses `NaN`, `+Infinity` or `-Infinity` with its
+declared float type; negative zero is `"-0"`. Unknown tensor types retain their numeric IDs and null byte
+lengths; affected totals and storage validation remain unknown.
+
+Safetensors reports the header extent, exact string `__metadata__` values, dtype,
+shape and declared data ranges. JSON duplicate keys, invalid UTF-8, out-of-file
+ranges, overlaps, gaps, trailing unindexed data and known dtype/shape byte-length
+contradictions are rejected with a typed `file_format_rejected` constraint (public code `target_unavailable`, category `unsupported_target`). Empty
+tensors and scalar shapes are supported; packed sub-byte types require whole
+byte storage. Unknown dtypes retain declared ranges and an explicit limitation
+that shape-to-storage validation is unavailable. Each tensor records
+`storage_validation: "consistent" | "unknown"`; `coverage.storage_sizes` remains
+partial when that consistency cannot be checked. Tensor filters accept these
+`storage_validation` states independently of dtype or name.
+
+Parameter counts and per-type totals are **derived from declarations**, not
+measurements of effective parameters or inference behavior. Shared or repeated
+weights are not deduplicated. GGUF dimensions retain their original fastest-first
+order; safetensors shapes retain JSON order. Safetensors tensor rows use name
+order; GGUF rows use directory order. An index identifies a declaration within
+its collection and header digest, not tensor contents or a cross-version match.
+GGUF supports zero extents and scalar shapes, with at most four dimensions;
+known quantized types still require complete blocks in the first dimension.
+
+MCP defaults to a compact summary with counts, selected short headline metadata,
+chat-template presence and derived totals. The full type histogram and all rows
+remain in complete Evidence. Headline metadata uses short keys/types and scalar
+values; long or compound values remain available through explicit metadata
+queries. Use the returned `parent_evidence_id`:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "<parent_evidence_id>"
+  },
+  "view": {
+    "kind": "model-artifact",
+    "collection": "tensors",
+    "names": ["token_embd.weight", "output.weight"],
+    "fields": ["name", "type", "shape", "file_offset", "byte_length"],
+    "offset": 0,
+    "limit": 32
+  }
+}
+```
+
+To answer a known question in the initial inspection, pass the same selection
+without `kind` as `inspect_model_artifact`'s optional `view`, for example
+`{"path":"/absolute/path/model.gguf","view":{"collection":"tensors","names":["token_embd.weight"],"fields":["type","shape","file_offset"]}}`.
+This returns one selected page with compact model context and retains the full
+source Evidence, avoiding another tool call. `view` requires summary delivery;
+complete detail and a selection are rejected as conflicting choices.
+CLI uses `--view '{"collection":"tensors","names":["token_embd.weight"]}'`
+with `--detail summary --evidence_output FILE`.
+
+Call `inspect_analysis_view` with the historical query object above for further pages. `collection: "metadata"` accepts
+exact `keys`, indices, fields and paging; use it for `tokenizer.chat_template`
+or tokenizer array previews. `collection: "types"` pages derived storage and
+parameter totals and accepts exact `types`. Tensor pages also accept `types`.
+Filters intersect; omitted filters mean all recorded rows and empty arrays mean
+none. Every row retains its source-scoped index. Names, keys and type labels
+follow field selection; `fields: []` returns only indices. Omitted fields return
+all recorded columns. Compact warnings use the shared bounded view budget and
+link to complete parent Evidence when messages are omitted. Page offsets count filtered
+matches, while row indices retain their original scope. Each page carries source
+identity, header coverage, array omissions, unknowns and parent Evidence links.
+
+Pages read historical retained facts without reopening the model. Complete
+Evidence can also be supplied inline or as a single authenticated Evidence JSON
+record through `source: {"kind": "evidence-file", "path": "/absolute/path/model-record.json"}`.
+CLI Evidence bundles contain a `records` array; import the bundle with
+`import_evidence_bundle` before using retained queries, or save one complete
+record as a standalone Evidence file. A bundle is not a single Evidence record.
+The session owns validated indexes until that Evidence is released; there is no
+live-file result cache or automatic freshness claim.
+Imported reports must retain positional indices and unique names, keys and
+type identities; malformed reports return a typed input error before indexing.
+
+## Bounds and unsupported inputs
+
+The reader admits one active inspection per provider. It enforces a 100,000,000
+byte header ceiling (safetensors counts its declared JSON bytes separately from
+the fixed eight-byte length prefix; GGUF counts the complete header) and a separate 32 MiB
+retained representation budget before retaining rows or expanding strings.
+Numeric products use exact integer arithmetic. GGUF follows its four-dimensional
+tensor layout and limits metadata array nesting to 32 frames. Resource refusals
+are typed, rather than returned as complete empty inventories. Cancellation
+joins descriptor finalization; failed cleanup remains owned for retry.
+
+PyTorch pickle and ZIP model deserialization are unsupported; convert using a
+trusted external workflow and supply GGUF or safetensors. ONNX, TFLite, Core ML,
+model execution and conversion are outside this operation.
+
+Format references: [GGUF specification](https://github.com/ggml-org/ggml/blob/da8e2a54b919557b816b1c2beb432ccb766f7ce0/docs/gguf.md),
+[ggml tensor layouts](https://github.com/ggml-org/ggml/blob/da8e2a54b919557b816b1c2beb432ccb766f7ce0/src/ggml-common.h),
+[safetensors format](https://github.com/huggingface/safetensors/tree/e246a2560645b7525f5775669ed816eb57c5bcc8#format).
@@ -0,0 +1,120 @@
+# Match native functions across builds
+
+`match_native_functions` pairs two existing `list_procedures` Evidence inventories. Select `list_procedures` `detail: "summary"` to retain
+complete source rows without transferring the entire inventory. Its
+`parent_evidence_id` is the reference matching consumes.
+Targets may be opened sequentially; matching never opens a target, rereads its
+file, executes it or starts a provider. Preserve each inventory before closing its
+target, or import its Evidence bundle later. `close_binary` clears session
+records. Export each bundle before closing; after collecting both sides and
+closing the last target, import both bundles, then use their references. Keeping
+only an Evidence ID across close is insufficient. Complete inline Evidence and
+CLI `source_bundle` inputs are portable alternatives. Pass Evidence or exact
+session references as `left` and `right`:
+
+```json
+{
+  "left": { "kind": "retained-evidence", "evidence_id": "ev_<left digest>" },
+  "right": { "kind": "retained-evidence", "evidence_id": "ev_<right digest>" }
+}
+```
+
+Unique exact reported names are paired first. Optional `list_names` Evidence
+identifies dynamic/default names to exclude. If origin is unavailable, the
+existing automatic-name exclusion rule applies and each function retains that
+limitation. Exact names establish name correspondence, not unchanged code or
+original-source identity.
+
+For unmatched candidates, optionally supply `left_observations` and
+`right_observations`. `procedure_info` or existing `analyze_function` Evidence
+gives exact inclusive body ranges; `read_bytes` supplies memory bytes. Observations
+must belong to the side's exact target/provider/profile and document context.
+Adjacent, consistent overlapping and partially returned reads compose by their
+observed extent; conflicting intervals remain gaps. A byte match requires every
+body byte, equal total size, equal ordered range lengths, a unique SHA-256
+fingerprint and the same known architecture. Extents are never guessed from the
+next entry, and relocations are not normalized. A larger mapped read can serve
+several observed bodies; only needed ranges need to be captured.
+
+This first slice reuses existing range observations. Stripped builds can require
+many lightweight range queries when those facts are not retained yet. Matching
+does not hide that acquisition cost or silently start those queries. Full
+decompilation is unnecessary.
+
+Repeated candidates stay `unresolved` groups without a Cartesian pair expansion.
+`only_left`/`only_right` mean no exact counterpart in the supplied observations;
+renaming, inlining, stripping, changed bytes or incomplete discovery can explain
+them. They do not prove source addition/removal. `source_coverage` explicitly keeps
+inventory completeness unknown and separately counts known byte fingerprints and
+resolved correspondence. Provider limitations remain accessible.
+
+Default `detail: "summary"` retains complete matching Evidence in MCP and returns
+counts, both identities and coverage. Query its `parent_evidence_id`:
+
+```json
+{
+  "source": {
+    "kind": "retained-evidence",
+    "evidence_id": "ev_<matching digest>"
+  },
+  "view": {
+    "kind": "function-matches",
+    "collection": "functions",
+    "states": ["matched"],
+    "sides": ["left"],
+    "fields": ["name", "body_sha256"],
+    "offset": 0,
+    "limit": 20
+  }
+}
+```
+
+`collection: "matches"` returns relation identities, states, basis and member
+counts. Large member lists are omitted by default; select `left`/`right` columns
+explicitly or page individual `functions`. Batch `match_ids`/`function_ids`, exact function `names`, state
+and side filters intersect. Mandatory identities and provenance survive column
+selection. Page coverage covers selected retained facts. Function identity binds
+inventory Evidence and the owning inventory’s `source_index`, preserving same-address alternatives.
+One validation, lazy member index and bounded recent filter are retained per
+immutable parent; no live target state is cached.
+
+When both functions already have unambiguous `analyze_function` dossiers, a matched
+relation includes `compare_functions_input` with directly usable retained
+references. Otherwise analyze just the selected canonical addresses in their
+respective targets, then compare those dossiers. Matching never claims behavioral
+equivalence. Optional informative CFG/call/string fingerprints from supplied
+dossiers connect unresolved candidate groups only. They require observed CFG,
+callees and strings, complete observed call coverage, no unresolved calls, and
+the same analysis-profile identity. Empty leaf-function buckets are excluded.
+`structural_candidate_sha256` identifies that derived candidate signature; its
+dossier link preserves the full supporting facts. Group membership does not
+assert that every member pair is a candidate or equivalent.
+
+CLI uses the same service and JSON input:
+
+```bash
+rea match-native-functions request.json \
+  --source_bundle left-bundle.json --source_bundle right-bundle.json \
+  --evidence_output matching-bundle.json --json
+```
+
+`source_bundle` resolves exact references from authenticated local bundles.
+Default summary requires `evidence_output`, retaining full matching Evidence and
+its selected source closure, including transitive Evidence links across supplied
+bundles. Missing dependencies fail with an integrity error; unrelated records
+are omitted. Publication never overwrites. Set `detail: "complete"`
+in the JSON for all groups inline. Import the bundle into MCP for views, or
+extract its matching Evidence record to a JSON file for the existing CLI
+`inspect-analysis-view` `evidence-file` source. Input bundles are unchanged.
+
+Representation admission is bounded at 96 MiB before cloning selected observations
+and expanding matching indexes and repeated per-function source links. Work yields to cancellation. No worker/provider
+concurrency is introduced; this budget is not a bound on total process RSS.
+
+The self-owned source fixture is [nativeFunctionMatching.c](https://github.com/morluto/rea/blob/main/tests/fixtures/nativeFunctionMatching.c).
+On Linux x86-64, compile with `cc -O2 -g0 -fno-pie -no-pie -DVERSION=1` and
+`-DVERSION=2`; copy the second binary and run `strip --strip-all` on that copy.
+It includes unchanged/changed code, a byte-identical rename, a removed/added
+observation, an inlined function, identical-code aliases and a renamed changed
+function with an observed call/string signature. Analyze without executing the
+fixture. Full-provider verification still needs caller-supplied Ghidra and Java.
@@ -216,6 +216,36 @@ sites remain distinct. A static route does not establish runtime reachability.
 Swift/closure dispatch requires resolved static references; unavailable ABI
 forms remain unknown.

+Incomplete reference kinds do not discard known typed calls or partial
+provider call references. A `provider_call` with `observed` resolution retains
+the provider-reported call site and endpoint without claiming generic direct,
+indirect or Objective-C dispatch semantics. Its `call_reference` evidence
+preserves the original endpoints, classification, raw provider type and
+provenance, even when the target node is a containing procedure. Hopper's
+`none`, `unknown`, `direct` and `objective_c` labels stay provider-scoped;
+unknown numeric types remain available in the raw type field. Target-only
+callee fallback uses `provider_call` with `inferred` resolution.
+
+Callee fallback adds inferred targets while each retained route keeps its
+original provider and call site. If enumeration fails, known routes remain alongside an unresolved
+failure; cancellation still terminates the request. A node-limit omission keeps
+the route's known relation while marking its target unresolved. Distinct call
+sites to the same omitted target retain separate evidence.
+Reports sharing a call site and containing target procedure retain all their
+original endpoint evidence on the shared graph edge. Different reported
+relations retain separate edges, independent of enumeration order.
+
+Session discovery describes two automatic source routes for this trace:
+`authored_ui_dispatch` needs Interface Builder decoding and dispatch metadata;
+`native_seed_call_trace` needs native address resolution, dispatch metadata and
+a call reader. Metadata can come from direct inspection or `list_names`;
+the call reader can supply typed `procedure_references` or inferred
+`procedure_callees`. An authored UI-to-handler edge remains useful without
+call expansion, and native-seed tracing can proceed without UI decoding.
+These routes add no request option or default mode, so discovery omits
+`default_mode_available`. Availability describes source prerequisites;
+the result reports the query's actual matches, coverage and failures.
+
 `trace_native_values` / `rea trace-native-values <binary> <procedure> --provider
 ghidra` composes high-p-code def-use graphs across statically resolved calls.
 Logical CALL arguments bind to recovered parameter ordinals; recovered RETURN
@@ -261,6 +291,23 @@ Mach-O fixtures check each case against source-owned return values.

 ## Static inspection

+`inspect_plist.format` describes the selected source, not plutil's conversion
+format. Sources explicitly identified as XML, binary or JSON retain those
+labels. For generic text, a bounded source-prefix probe recognizes leading XML
+markup, including UTF-8 and BOM-marked UTF-16 sources. Unidentified text and
+OpenStep plists, including a data-only value such as `<deadbeef>`, report
+`unknown` even when plutil decodes their values through an XML conversion.
+
+A plist explicitly selected through the path input or as the active plist target
+reports an unreadable or malformed selection as `invalid_request`. A missing or
+unreadable default plist of another target reports `capability_unavailable`.
+Permission failures remain `access_denied`; output and cleanup failures retain
+their own error categories.
+
+A plist decode refusal includes plutil's diagnostic from either output stream.
+`details.captured_output` retains bounded stdout/stderr excerpts, observed byte
+totals and exit status. `truncated: true` means those excerpts are incomplete.
+
 `inspect_macho.selected_architecture` identifies the exact selected lipo slice
 and its `container_file_offset` in the input file. A thin Mach-O has a known
 offset of zero; an unknown universal-slice offset stays null. The Evidence
@@ -317,12 +364,22 @@ complete observation.
  shared/cyclic references, class descriptors, raw serialized fields and
  malformed/unresolved/nil references. Missing fields stay absent; unknown
  classes are preserved. Select `root`, `offset` and `limit` explicitly.
+  Object `kind` describes the decoded archive value: data, dates and numbers
+  remain `scalar` when their JSON value uses a `$plist_type` wrapper. An actual
+  dictionary with the same fields remains `dictionary`.
+  XML must be well-formed. Data literals use
+  [CoreFoundation's raw ASCII quartet rules](https://github.com/swiftlang/swift-corelibs-foundation/blob/384ff680be7c7445fee6ce0c55e9ae11a46e07c5/Sources/CoreFoundation/CFPropertyList.c#L1588):
+  non-alphabet ASCII characters are ignored and an incomplete final quartet
+  emits no bytes. Character references retain their source spelling for data
+  decoding. Non-ASCII content, child markup and self-closing `<data/>` are format
+  failures; explicit `<data></data>` represents empty data.
  UID 0 cannot distinguish conditional nil from ordinary nil. Limits are
  64 MiB of input, 200,000 objects/references and 128 nesting levels.
  XML dictionary entries decoded as `__proto__` are omitted with an explicit
  count because REA results cannot represent that key. XML tag whitespace and
-  comments do not change that handling. Other values and the original archive
-  digest are preserved; key interpretation follows the pinned plist decoder.
+  comments do not change that handling. XML key names combine their text and
+  CDATA segments without trimming or expanding literal CDATA entities. Other
+  values and the original archive digest are preserved.
 - `decode_interface_builder` / `rea decode-interface-builder <app>` reads
  compiled storyboard and nib resources into objects, outlets, actions,
  connections and controller/class names. A full app graph is often several
@@ -368,10 +425,25 @@ complete observation.
  vtable descriptors. Records include exact virtual addresses/file offsets and
  artifact evidence. Vtable indexes are metadata word offsets; witness indexes
  start after the conformance header. Names unavailable in metadata remain null.
+  The `swift_class_vtable_descriptors` coverage counters count examined vtable
+  slots and successfully decoded slots, rather than type-section entries.
+  The `objc_class_method_ivar_metadata` counters count admitted class and
+  metaclass objects and successfully decoded objects.
  Pointers are decoded through the image's fixups:
  - `LC_DYLD_CHAINED_FIXUPS` rebases and binds, including the authenticated
    arm64e formats;
-  - legacy `LC_DYLD_INFO` bind opcodes.
+  - legacy `LC_DYLD_INFO` rebase and bind opcodes.
+
+  A Swift conformance whose type or protocol reference is an external bind
+  keeps its name as `null` and carries the raw dyld identity in
+  `type_binding` or `protocol_binding`; that record and its facet coverage are
+  partial. Consumers of this output must handle nullable conformance names
+  and use the typed binding fields instead of substituting a symbol as a
+  display name. Indirect relative-pointer records also retain their binding
+  identity. A decoded rebase to virtual address zero remains an address; only
+  an unfixed zero in a nullable ABI field is treated as null. Incomplete or
+  conflicting fixup streams keep affected pointers unresolved; coverage reports
+  parsing and resource limits while retaining validated prefix facts.

  So an external superclass resolves from its `_OBJC_CLASS_$_` bind (for
  example `NSObject`). The `pointer_fixups` coverage facet names the mechanism.
@@ -403,6 +475,27 @@ complete observation.
  address is retained as `reported_address` in the symbol's evidence, whose
  location also remains unknown. Nonempty provider address syntax is preserved.

+  Session discovery reports this workflow available when the bound provider
+  offers direct metadata inspection or a `list_names` symbol inventory. The
+  workflow tries direct metadata first and uses the symbol fallback only when
+  that operation is unavailable; runtime failures remain failures rather than
+  being replaced by symbol-only results.
+
+`get_objc_classes` keeps names from the provider inventory. It coalesces rows
+only when their exact selected-image pointer slots decode to the same class
+import, including its binding stream, raw library ordinal, resolved library, weak status, and addend. A literal filter is
+applied to the original names before that join; if the filter selects only an
+alias, the output keeps that exact row. `identity_coverage` distinguishes a
+complete selected-inventory scan from partial, unsupported, and unknown cases.
+Recognized Mach-O formats outside the native metadata reader's support retain
+the provider's class labels with unknown import identity; malformed headers and
+read failures remain errors.
+The join also requires matching whole-artifact digests and matching provider-
+owned selected-image facts: container, byte range, full raw CPU type/subtype,
+and FAT table digest when present. A missing or overridden loader selection
+remains unknown; the result describes agreement on the selected artifact image,
+not an atomic observation of a running process or whole-program class coverage.
+
 ## Native desktop observation

 `observe_native_ui` captures one explicitly selected existing PID/window ID.
@@ -418,7 +511,11 @@ decrement scrolling and text-value entry, or bounded waits. No global event
 injection is used. Unsupported AX actions fail explicitly. The result preserves
 ordered before/after captures and gaps; an action may have occurred before a
 post-action capture fails. Application state is left as-is; REA does not attempt
-to restore it.
+to restore it. Failed or cancelled scenarios return a typed error with the
+collected report in `partial_observation`, including ordered step outcomes.
+Cancellation preserves the caller's reason and remains observable through helper
+cleanup. A later abort does not replace an earlier helper or output failure.
+Cleanup failures retain their runtime owner until a confirmed cleanup retry.

 Scenarios accept caller-selected action lists and accessibility node counts.
 Individual waits cannot exceed the operation's 180-second deadline, and the
@@ -572,6 +669,12 @@ digests identify the original serialized bytes.
 ## Keyed archive integer precision

 The archive reader observes XML number element types and binary number markers.
+XML values and their number facts are interpreted together from the validated
+DOM and its original scalar source spans. Hexadecimal `<integer>` text, including
+an optional sign, retains its value;
+`<real>` text and CDATA segments are combined without inferring text from nested
+elements. Real character references expand outside CDATA; integer and date
+literals use raw source text.
 Integers beyond the exact range of a JSON number are reported with the original
 decimal text as `{ "$plist_type": "integer", "decimal": "<exact digits>" }` when
 that source value can be associated unambiguously. Integral real values remain
@@ -580,9 +683,9 @@ markers remain decoded with an explicit precision limitation. The limitation
 also counts observed unsafe integer literals, including observations outside the
 selected object page. Incomplete supplemental metadata produces an explicit
 precision note without rejecting an archive accepted by the byte decoder.
-Mixed XML number content (comments, CDATA, processing instructions or child
-elements) and integer text the supplemental reader cannot classify disable exact
-association and retain decoded numbers with that precision note. Nonnumeric
+Malformed XML scalar content becomes an explicit unknown rather than a prefix
+number, guessed timestamp, or tag-only boolean. These unknowns do not disable
+exact association for unrelated observed numbers. Nonnumeric
 `UID` and `CF$UID` dictionary values remain ordinary data and are projected
 recursively; numeric reference markers retain their original representation.

@@ -603,11 +706,45 @@ decode budget reserves estimated room for number metadata and attribute
 projection; these estimates are not a hard process-memory bound. Native
 NIBArchive decoding is unchanged by this plist-specific representation.

-Dates are reported as `{ "$plist_type": "date", "iso8601": "<timestamp>" }`. A
-date the decoder cannot represent, such as an XML date with a year beyond 9999
-or a negative year, is reported as `{ "$plist_type": "date", "iso8601": null }`
-with a counted limitation; the rest of the plist or archive is still decoded.
-`inspect_plist` and Interface Builder decoding use the same projection.
+Dates are reported as `{ "$plist_type": "date", "iso8601": "<timestamp>" }`.
+XML dates require a complete UTC spelling with fixed two-digit month, day and
+time fields; short, negative and extended years are interpreted as UTC year
+fields within JavaScript's date range. Unsupported calendar fields (including
+leap seconds) and out-of-range dates remain explicit unknowns. REA does not
+emulate CoreFoundation's normalization of overflowing calendar fields. Invalid
+dates returned by other decoders retain `{ "$plist_type": "date", "iso8601": null }`
+with a counted limitation. `inspect_plist` and Interface Builder decoding use
+the same projection.
+
+A negative-zero real is reported as `{ "$plist_type": "real", "value": "-0" }`
+because a JSON number cannot carry the sign of zero. `inspect_plist` and
+`inspect_keyed_archive` count these values in a limitation, and Interface
+Builder node attributes use the same value. Positive zero and integer zero,
+including an `<integer>-0</integer>` literal, remain the number `0`.
+
+Known non-finite reals are reported as
+`{ "$plist_type": "real", "value": "nan" | "+infinity" | "-infinity" }`.
+These are canonical numeric labels, not a claim about original source spelling.
+Binary IEEE reals retain NaN versus signed infinity; NaN payload bits and sign
+are not represented in the JSON value, and the original bytes remain the source
+for those details. XML CFPropertyList literals (`nan`, `+infinity`, `-infinity`,
+`infinity`, `inf`, `+inf`, `-inf`, case-insensitively) decode to the same known
+values. Case and aliases normalize; original archive bytes retain source text.
+
+XML scalars whose identity cannot be established use
+`{ "$plist_type": "unknown", "element": "integer" | "real" | "date" | "true" | "false", "literal": "<original content>", "reason": "invalid-literal" | "unsupported-markup" | "unrepresentable" }`.
+A counted limitation accompanies these wrappers. Literal content retains its
+original entity spelling, markup and line endings. Whole XML documents must
+still pass strict well-formedness checks. Empty integer, real and date elements
+are unknown scalars; boolean elements must be empty. Complete decimal/exponent
+reals and signed decimal/hexadecimal integers accept their respective native
+leading whitespace but reject trailing text. Arbitrary-precision integers
+remain an intentional REA extension beyond CoreFoundation's integer range.
+Finite real spellings that overflow the numeric representation remain unknown,
+rather than becoming observed infinities. Known non-finite and unresolved scalar
+values have separate counts. This replaces the former prefix-number and
+incomplete-metadata fallback for malformed XML numeric content. Native
+`inspect_plist` uses the same projection for plutil's XML conversion.

 ## Locate a byte signature

@@ -10,10 +10,17 @@ Supply an existing TShark 4.x installation **on Linux**, with util-linux
 `prlimit` available at `/usr/bin/prlimit`. Override its absolute path with
 `REA_TSHARK_PRLIMIT_COMMAND` if required. Unsupported hosts, including macOS
 and Windows, are refused before inspection because this integration requires
-an enforced address-space limit:
+an enforced address-space limit.
+
+TShark selection follows the same rule as [`inspect_pcap_capture`](pcap-analysis.md):
+an absolute `REA_TSHARK_COMMAND`, otherwise `tshark` from the first absolute
+`PATH` entry that holds an executable file. A relative `REA_TSHARK_COMMAND` is
+refused rather than looked up. Either way the selected executable is resolved,
+hashed and rechecked after each run, and Evidence records its
+`selection_source` (`environment` or `path`):

 ```sh
-export REA_TSHARK_COMMAND=/absolute/path/to/tshark
+export REA_TSHARK_COMMAND=/absolute/path/to/tshark   # optional when tshark is on PATH
 rea inspect-packet-capture /artifacts/device.pcapng \
  --fields ip.addr --fields udp.port --fields data.data \
  --display_filter 'udp' --format json
@@ -17,7 +17,16 @@ rea inspect-pcap-capture /captures/session.pcapng --json
 ```

 Without explicit tool commands, this family resolves them through PATH and
-records that selection source. Client inspection reads no capture file. Capture
+records that selection source. On Linux and macOS it runs the tool found in the
+first absolute PATH entry holding an executable file, the same selection the
+[packet capture tools](packet-captures.md) make; relative PATH entries are
+skipped. Windows keeps PATH/PATHEXT resolution in the process launcher. Client
+inspection reads no capture file; on hosts where PATH/PATHEXT does not expose
+an absolute candidate, its executable digest and resolved path are reported as
+unresolved. Otherwise the canonical executable path and SHA-256 are reported.
+The pcap provider and packet tools share the selected-tool identity check, and
+changes to a resolved executable during a run fail with artifact-changed
+Evidence. Capture
 inspection requires Linux with util-linux prlimit or Windows with owned Job
 Objects. macOS capture inspection returns a capability gap because the new
 native memory boundary is unverified; its version probes remain available.
@@ -58,6 +67,11 @@ tools read that copy, which is hashed again after analysis. Capture metadata and
 literal field values are producer observations; address/protocol counts and DNS
 associations are derivations. Capture Evidence has historical-reference authority.

+`capture_start` and `capture_end` are RFC 3339 UTC instants derived from
+`capinfos -S` epoch seconds, retaining all producer fractional digits (up to
+nanoseconds). Empty captures, malformed timestamps and instants outside years
+0000–9999 remain `null`; host-local timestamps without a zone are not inferred.
+
 Addresses count once per packet, including loopback and nested IP occurrences.
 DNS addresses are associated only with one question in the same response packet;
 additional records may be included, so this does not prove final resolution.
@@ -38,6 +38,10 @@ supervision on macOS. REA removes that directory when it exits. REA does not
 install Xcode, Command Line Tools, or other software. Capability checks prepare
 this helper before reporting macOS capture as available.

+Stopping process sampling or cancelling an ownership query waits for its issued
+inspection command to exit. Closing a macOS ownership reader rejects new queries
+and waits for admitted helper commands before removing their executable directory.
+
 ## Capture a command

 For a small first capture, save this as `scenario.json`:
@@ -241,6 +245,15 @@ follow also remain unknown. Partial enumeration of one root does not erase
 known effects in another, and unavailable content hashes do not by themselves
 make path absence unknown.

+When a follow-up read fails after an entry's metadata was observed, the
+snapshot keeps unaffected observations and records an `entry_unavailable`
+enumeration omission with the root-aliased path and system error code.
+Successfully observed identity replacements use `identity_changed` with a null
+system code. Unstable symlink targets are omitted; already observed directory
+metadata remains available. The affected root stays incomplete, so omitted
+entries do not prove deletion. A path missing at its initial lookup remains an
+observed absence. Cancellation and unexpected I/O failures still stop capture.
+
 Terminal frame `data` is the comparison text after the selected normalization.
 New captures also preserve `raw_data` when normalization changes a PTY chunk;
 otherwise `data` is already the original text. Older captures may lack the
@@ -419,6 +432,17 @@ Every capture requires `truncation_details`, with separate accounting for:
  imply incomplete path enumeration.
 - `process`: sampling limit and whether sampling ended partially. Coverage
  remains `sampled`, including when that limit was not exhausted.
+  `sampling_failures` counts failed read observations plus at most one
+  unfinished pass interrupted by sampler shutdown. `first_sampling_failure`
+  retains the first attributed read diagnostic, with shutdown context appended
+  when applicable; interruption alone has an explicit shutdown diagnostic.
+  Denied or failed procfs reads mark
+  sampling partial while preserving readable process rows and thread children;
+  a process with unreadable identity is not attributed. Expected process-exit
+  races are separate from failed observations. Shutdown counts only when it
+  interrupts a read or leaves traversal unfinished; a completed pass does not
+  become partial merely because the sampler stops. Completed rows
+  remain available and issued reads settle before final coverage is returned.

 The aggregate `truncated` flag summarizes these observations. Comparisons retain
 results for unaffected dimensions and mark affected dimensions unknown; an
@@ -435,12 +459,36 @@ Each filesystem checkpoint starts with a fresh `file_bytes` budget across all
 selected roots; it is not a per-file allowance. File contents are read in
 64 KiB chunks for hashing and are not embedded in capture Evidence.

+Ownership inspections bind run-token reads to native start identities and retain
+related generations through reparenting, group changes, omitted rows, and cleanup
+retries. The captured run keeps one evidence owner through settlement and cleanup.
+An absent or changed token leaves a previously related generation unresolved;
+current token proof is still required before signaling. Swept cleanup verifies the
+remaining family after its group signals. Coverage is bounded by the native
+snapshots and generations inspected; sampled group IDs select candidates.
+
 When the host withholds an unrelated process’s ownership token, REA leaves that
 process untouched and records its PID and reason in `cleanup.unverified_processes`
 and process residual unknowns. Successful cleanup verifies the owned group;
 it does not attribute those unrelated processes. Related or otherwise unexplained
 unreadable processes still prevent successful cleanup.

+Failed cleanup retains its exact resources for the owning session to retry.
+The CLI retries before projecting its error; MCP retries pending cleanup before
+admitting another capture and during session cleanup. Once every attributed
+owner confirms release, the live error status clears `cleanup_incomplete`.
+The original failure, observations and `cleanup_report` retain the facts from
+the earlier attempt, including any cleanup failure recorded then.
+
+Snapshot file handles, directory handles, and the selected executable reader
+follow the same ownership rule. A failed close preserves completed observations
+and any primary read failure; it cannot turn a completed digest into a successful
+capture with unresolved cleanup. Interrupted snapshots retain examined entries
+with incomplete coverage in `partial_observation`, alongside the failure.
+File-handle retry uses the exact retained owner. After a directory close rejects,
+Node does not expose enough handle validity to authorize another native close;
+REA retains that unresolved owner and blocks further captures in the session.
+
 On macOS, changing a Node process's `process.title` can make its run token
 unreadable. Node documents that [setting the title overwrites argv memory](https://nodejs.org/download/release/v24.18.0/docs/api/process.html#processtitle).
 With the pinned toolchain, a live child retained a readable start identity
@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · **العربية** · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: هندسة عكسية لأي شيء

@@ -146,6 +146,7 @@ npx rea-agents@latest setup
 | شيفرة EVM البايتية              | محددات التوجيه، وإزاحات البايتات، والمعاملات المستنتجة، وقابلية تغيير الحالة                                | مدخل محلي يحمل بايتات خامًا أو تمثيلًا سداسيًا عشريًا على Linux x64؛ [دليل EVM دون تشغيل](../evm-bytecode.md)                      |
 | Rust binaries                   | Embedded cargo-auditable dependency list                                                                   | [Rust binaries](../rust-binaries.md)                                                                                          |
 | أعطال Linux المسجّلة             | سجلات note الخام، ومسجّلات المعالج/الإشارات لكل خيط مسجّل، وترشيحات اختيارية لخرائط الذاكرة                     | pwntools يوفّره المستدعي على Linux x64؛ GDB/pwndbg اختياريان؛ [الأعطال المسجّلة](../recorded-crashes.md)                         |
+| تثبيتات سطح المكتب              | عائلات وقت التشغيل، والملفات الداعمة، وعلامات المكونات، والخطوات التالية                                     | فحص محدود للملفات والترويسات；[تطبيقات سطح المكتب](../desktop-applications.md)                                                |
 | JavaScript / Electron           | الوحدات، وعمليات الاستيراد، وخرائط المصدر، والمسارات، وIPC، وعلاقات إضافات الشيفرة الأصلية                    | Node.js وnpm؛ [تحليل التطبيقات](../javascript-application-workflows.md)                                                       |
 | المواقع                         | بنية الصفحة، والسكربتات، وملاحظات الشبكة، ولقطات الشاشة المطلوبة                                            | متصفح من عائلة Chrome؛ [تحليل المتصفح](../browser-observation.md)                                                             |
 | تسجيلات الشبكة المحفوظة          | الطلبات، والاستجابات، ومحتويات الحمولة المتاحة، ومواضعها في المصدر                                          | HAR؛ وmitmdump على Linux لتسجيلات mitmproxy بصيغتها الأصلية؛ [دليل تسجيلات الشبكة](../web-network-captures.md)                   |
@@ -265,6 +266,7 @@ npx rea-agents@latest setup

 - [التثبيت والإعداد](../installation.md): تسجيل الوكلاء، وتهيئة الموفّرين، والتحديثات، وإلغاء التثبيت.
 - [الجاهزية واستكشاف الأخطاء](../installation.md#check-readiness-for-your-task): تشخيص وكيل أو محرك تحليل محدد.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI وEvidence](../cli.md): الأوامر، واختيار الموفّر، واللقطات، والاستيراد/التصدير، وحالات الخروج.
 - [عقود MCP](../mcp-contracts.md) و[تعليمات الوكلاء](../mcp-prompts.md): نتائج الأدوات، والجلسات، والاستقصاءات الموجّهة.
 - [كتالوج الأدوات](../mcp-contracts.md#generated-catalog): قائمة الأدوات والموفّرين وأوامر CLI المولّدة أثناء البناء.
@@ -274,7 +276,7 @@ npx rea-agents@latest setup

 ## سجل النجوم

-🎉 **250,000 نجمة على GitHub — شكرًا لكم!**
+🎉 **300,000 نجمة على GitHub — شكرًا لكم!**

 شكرًا لكل من يستخدم REA، ويبلّغ عن الأخطاء، ويقترح ميزات، ويختبر إصدارات البناء، ويساهم بالإصلاحات.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · **Deutsch** · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Alles reverse-engineeren

@@ -146,6 +146,7 @@ REA benötigt Node.js 22.x (>=22.19), 24.x (>=24.11) oder 26+ sowie npm. Zusätz
 | EVM-Bytecode                        | Dispatch-Selektoren, Byte-Offsets, abgeleitete Argumente und Veränderbarkeit des Zustands                       | Lokale Eingabe mit Rohbytes oder Hexdarstellung unter Linux x64; [Offline-EVM-Leitfaden](../evm-bytecode.md)                                |
 | Rust binaries                       | Embedded cargo-auditable dependency list                                                                        | [Rust binaries](../rust-binaries.md)                                                                                                        |
 | Aufgezeichnete Linux-Abstürze       | Unverarbeitete Note-Einträge, Register/Signale aller aufgezeichneten Threads und optionale Zuordnungskandidaten | Vom Aufrufer bereitgestelltes pwntools unter Linux x64; optional GDB/pwndbg; [aufgezeichnete Abstürze](../recorded-crashes.md)              |
+| Desktop-Installationen              | Laufzeitkandidaten, Quelldateien, Komponenten und nächste Schritte                                              | Begrenzte Verzeichnis- und Headerprüfung；[Desktop-Anwendungen](../desktop-applications.md)                                                 |
 | JavaScript / Electron               | Module, Imports, Source Maps, Routen, IPC und Beziehungen zu nativen Add-ons                                    | Node.js und npm; [Anwendungsanalyse](../javascript-application-workflows.md)                                                                |
 | Websites                            | Seitenstruktur, Skripte, Netzwerkbeobachtungen und angeforderte Screenshots                                     | Ein Browser aus der Chrome-Familie; [Browseranalyse](../browser-observation.md)                                                             |
 | Gespeicherte Netzwerkaufzeichnungen | Anfragen, Antworten, zugängliche Nutzdaten und Quellpositionen                                                  | HAR; mitmdump unter Linux für Aufzeichnungen im nativen mitmproxy-Format; [Leitfaden zu Netzwerkaufzeichnungen](../web-network-captures.md) |
@@ -263,6 +264,7 @@ Beginne mit den [praxisnahen Anleitungen](https://rea.tools/de/guides/) auf der

 - [Installation und Einrichtung](../installation.md): Agentenregistrierung, Provider-Konfiguration, Updates und Deinstallation.
 - [Bereitschaft und Fehlerbehebung](../installation.md#check-readiness-for-your-task): Diagnose eines bestimmten Agenten oder einer Analyse-Engine.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI und Evidence](../cli.md): Befehle, Provider-Auswahl, Snapshots, Import/Export und Exit-Status.
 - [MCP-Kontrakte](../mcp-contracts.md) und [Agenten-Prompts](../mcp-prompts.md): Werkzeugergebnisse, Sitzungen und geführte Untersuchungen.
 - [Werkzeugkatalog](../mcp-contracts.md#generated-catalog): Beim Build erzeugtes Inventar von Werkzeugen, Providern und CLI-Befehlen.
@@ -272,7 +274,7 @@ Melde Sicherheitslücken gemäß [SECURITY.md](../../SECURITY.md).

 ## Sternverlauf

-🎉 **250.000 GitHub-Sterne – vielen Dank!**
+🎉 **300.000 GitHub-Sterne – vielen Dank!**

 Danke an alle, die REA nutzen, Fehler melden, Funktionswünsche äußern, Builds testen und Fehlerbehebungen beitragen.

@@ -1,6 +1,6 @@
 <div align="center">

-[English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md) · **Ελληνικά**
+[English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md) · **Ελληνικά** · [മലയാളം](README_ml.md)

 # REA: Reverse Engineer Anything

@@ -153,6 +153,7 @@ npx rea-agents@latest setup
 | Bytecode EVM                           | Selectors επιλογής συνάρτησης, μετατοπίσεις σε bytes, εκτιμώμενα ορίσματα και δυνατότητα μεταβολής της κατάστασης           | Τοπική είσοδος σε ακατέργαστα bytes ή δεκαεξαδική μορφή σε Linux x64· [οδηγός EVM χωρίς εκτέλεση](../evm-bytecode.md)               |
 | Βάσεις δεδομένων SQLite                | Πίνακες, στήλες, ευρετήρια, όψεις, triggers και επιλεγμένες γραμμές κανονικών πινάκων                                       | Τοπικό στιγμιότυπο βάσης δεδομένων/WAL· Node.js 24.x >=24.15 ή 26+ με εγγενή όρια SQLite                                            |
 | Καταγεγραμμένες καταρρεύσεις στο Linux | Ακατέργαστες εγγραφές notes, καταχωρητές/σήματα κάθε καταγεγραμμένου νήματος και προαιρετικές πιθανές αντιστοιχίσεις μνήμης | pwntools που παρέχει ο χρήστης σε Linux x64· προαιρετικά GDB/pwndbg· [καταγεγραμμένες καταρρεύσεις](../recorded-crashes.md)         |
+| Εγκαταστάσεις επιφάνειας εργασίας      | Υποψήφια περιβάλλοντα εκτέλεσης, αρχεία τεκμηρίωσης, στοιχεία και επόμενα βήματα                                            | Περιορισμένη επιθεώρηση καταλόγων και κεφαλίδων；[Εφαρμογές επιφάνειας εργασίας](../desktop-applications.md)                        |
 | JavaScript / Electron                  | Modules, εισαγωγές, source maps, διαδρομές, IPC και σχέσεις με πρόσθετα κώδικα μηχανής                                      | Node.js και npm· [ανάλυση εφαρμογών](../javascript-application-workflows.md)                                                        |
 | Ιστότοποι                              | Δομή σελίδων, scripts, παρατηρήσεις δικτύου και ζητούμενα στιγμιότυπα οθόνης                                                | Πρόγραμμα περιήγησης της οικογένειας Chrome· [ανάλυση μέσω προγράμματος περιήγησης](../browser-observation.md)                      |
 | Αποθηκευμένες καταγραφές δικτύου       | Αιτήματα, αποκρίσεις, διαθέσιμα δεδομένα φορτίου και θέσεις στην πηγή                                                       | HAR ή SAZ του Fiddler Everywhere· mitmdump σε Linux για την εγγενή μορφή mitmproxy· [οδηγός καταγραφών](../web-network-captures.md) |
@@ -276,6 +277,7 @@ npx rea-agents@latest setup

 - [Εγκατάσταση και ρύθμιση](../installation.md): καταχώριση agents, ρύθμιση παρόχων ανάλυσης, ενημερώσεις και απεγκατάσταση.
 - [Έλεγχος ετοιμότητας και αντιμετώπιση προβλημάτων](../installation.md#check-readiness-for-your-task): διάγνωση ενός agent ή μιας μηχανής ανάλυσης.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI και Evidence](../cli.md): εντολές, επιλογή παρόχου, στιγμιότυπα, εισαγωγή/εξαγωγή και κωδικοί εξόδου.
 - [Προδιαγραφές MCP](../mcp-contracts.md) και [prompts για agents](../mcp-prompts.md): αποτελέσματα εργαλείων, συνεδρίες και καθοδηγούμενες διερευνήσεις.
 - [Κατάλογος εργαλείων](../mcp-contracts.md#generated-catalog): αυτόματα παραγόμενος κατάλογος εργαλείων, παρόχων και εντολών CLI.
@@ -285,7 +287,7 @@ npx rea-agents@latest setup

 ## Ιστορικό αστεριών

-🎉 **250.000 αστέρια στο GitHub — σας ευχαριστούμε!**
+🎉 **300.000 αστέρια στο GitHub — σας ευχαριστούμε!**

 Ευχαριστούμε όλους όσοι χρησιμοποιούν το REA, αναφέρουν σφάλματα, ζητούν νέες λειτουργίες, δοκιμάζουν builds και συνεισφέρουν διορθώσεις.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · **Español** · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Ingeniería inversa de cualquier cosa

@@ -146,6 +146,7 @@ REA requiere Node.js 22.x (>=22.19), 24.x (>=24.11) o 26+, además de npm. Las h
 | Bytecode EVM                | Selectores de despacho, desplazamientos en bytes, argumentos inferidos y mutabilidad                                           | Entrada local con bytes sin procesar o representación hexadecimal, en Linux x64; [guía de EVM sin ejecutar](../evm-bytecode.md)        |
 | Rust binaries               | Embedded cargo-auditable dependency list                                                                                       | [Rust binaries](../rust-binaries.md)                                                                                                   |
 | Fallos de Linux registrados | Registros note sin procesar, registros/señales de cada hilo registrado y posibles correspondencias de memoria opcionales       | pwntools proporcionado por quien llama, en Linux x64; GDB/pwndbg opcionales; [fallos registrados](../recorded-crashes.md)              |
+| Instalaciones de escritorio | Posibles entornos de ejecución, archivos de evidencia, componentes y siguientes pasos                                          | Inspección acotada de directorios y cabeceras；[Aplicaciones de escritorio](../desktop-applications.md)                                |
 | JavaScript / Electron       | Módulos, importaciones, mapas de código fuente, rutas, IPC y relaciones con complementos nativos                               | Node.js y npm; [análisis de aplicaciones](../javascript-application-workflows.md)                                                      |
 | Sitios web                  | Estructura de la página, scripts, observaciones de red y capturas de pantalla solicitadas                                      | Un navegador de la familia Chrome; [análisis del navegador](../browser-observation.md)                                                 |
 | Capturas de red guardadas   | Solicitudes, respuestas, contenido accesible de las cargas útiles y ubicaciones de origen                                      | HAR; mitmdump en Linux para capturas en formato nativo de mitmproxy; [guía de capturas](../web-network-captures.md)                    |
@@ -263,6 +264,7 @@ Empieza con las [guías prácticas](https://rea.tools/es/guides/) del sitio web.

 - [Instalación y configuración](../installation.md): registro de agentes, configuración de proveedores, actualizaciones y desinstalación.
 - [Preparación y resolución de problemas](../installation.md#check-readiness-for-your-task): diagnóstico de un agente o motor de análisis concreto.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI y Evidence](../cli.md): comandos, selección de proveedores, instantáneas, importación/exportación y estados de salida.
 - [Contratos de MCP](../mcp-contracts.md) y [prompts para agentes](../mcp-prompts.md): resultados de herramientas, sesiones e investigaciones guiadas.
 - [Catálogo de herramientas](../mcp-contracts.md#generated-catalog): inventario de herramientas, proveedores y comandos de CLI generado durante la compilación.
@@ -272,7 +274,7 @@ Informa de vulnerabilidades siguiendo [SECURITY.md](../../SECURITY.md).

 ## Historial de estrellas

-🎉 **250.000 estrellas en GitHub: ¡gracias!**
+🎉 **300.000 estrellas en GitHub: ¡gracias!**

 Gracias a quienes usan REA, informan de errores, solicitan funciones, prueban compilaciones y contribuyen con correcciones.

@@ -1,7 +1,7 @@
 <div align="center" dir="rtl">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · **فارسی** · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: مهندسی معکوس هر چیزی

@@ -138,6 +138,7 @@ REA به Node.js 22.x (>=22.19)، 24.x (>=24.11) یا 26+، به‌همراه np
 | بایت‌کد EVM             | selectorهای dispatch، offsetهای بایتی، آرگومان‌های استنباط‌شده و قابلیت تغییر وضعیت   | دادهٔ خام/hex محلی روی Linux x64؛ [راهنمای EVM آفلاین](../evm-bytecode.md)                                                          |
 | Rust binaries          | Embedded cargo-auditable dependency list                                            | [Rust binaries](../rust-binaries.md)                                                                                              |
 | کرش‌های ثبت‌شدهٔ لینوکس   | یادداشت‌های خام، رجیسترها/سیگنال‌های تمام threadهای ثبت‌شده و گزینه‌های احتمالی نگاشت   | pwntools تأمین‌شده توسط فراخواننده روی Linux x64؛ GDB/pwndbg اختیاری؛ [کرش‌های ثبت‌شده](../recorded-crashes.md)                      |
+| نصب‌های دسکتاپ          | نامزدهای زمان اجرا، فایل‌های شاهد، نشانه‌های مؤلفه‌ها و مراحل بعدی                     | بررسی محدود پوشه‌ها و سرآیندها；[برنامه‌های دسکتاپ](../desktop-applications.md)                                                     |
 | JavaScript / Electron  | ماژول‌ها، importها، source mapها، مسیرها، IPC و ارتباط افزونه‌های بومی                | Node.js و npm؛ [تحلیل برنامه](../javascript-application-workflows.md)                                                             |
 | وب‌سایت‌ها               | ساختار صفحه، اسکریپت‌ها، مشاهدات شبکه و اسکرین‌شات‌های درخواستی                        | مرورگر مبتنی بر Chrome؛ [تحلیل مرورگر](../browser-observation.md)                                                                 |
 | داده‌های ضبط‌شدهٔ شبکه    | درخواست‌ها، پاسخ‌ها، payloadهای آشکارشده و مکان آن‌ها در منبع                          | HAR؛ ابزار mitmdump در لینوکس برای ضبط‌های بومی mitmproxy؛ [راهنمای ضبط شبکه](../web-network-captures.md)                          |
@@ -248,6 +249,7 @@ npx rea-agents@latest setup

 - [نصب و راه‌اندازی](../installation.md): ثبت ایجنت، پیکربندی ارائه‌دهنده، به‌روزرسانی و حذف نصب.
 - [آمادگی و رفع اشکال](../installation.md#check-readiness-for-your-task): عیب‌یابی یک ایجنت یا موتور تحلیل.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI و شواهد](../cli.md): دستورات، انتخاب ارائه‌دهنده، snapshotها، ورود/خروج داده و وضعیت‌های خروج.
 - [قراردادهای MCP](../mcp-contracts.md) و [پرامپت‌های ایجنت](../mcp-prompts.md): نتایج ابزارها، نشست‌ها و بررسی‌های هدایت‌شده.
 - [فهرست ابزارها](../mcp-contracts.md#generated-catalog): فهرست تولیدشده هنگام build از ابزارها، ارائه‌دهندگان و دستورات CLI.
@@ -257,7 +259,7 @@ npx rea-agents@latest setup

 ## تاریخچهٔ ستاره‌ها

-🎉 **۲۵۰٬۰۰۰ ستارهٔ GitHub — سپاسگزاریم!**
+🎉 **۳۰۰٬۰۰۰ ستارهٔ GitHub — سپاسگزاریم!**

 از همهٔ کسانی که از REA استفاده می‌کنند، خطاها را گزارش می‌دهند، قابلیت‌های جدید پیشنهاد می‌کنند، buildها را آزمایش می‌کنند و در بهبود پروژه مشارکت دارند سپاسگزاریم.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · **Français** · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA : rétro-ingénierie de tout

@@ -150,6 +150,7 @@ REA nécessite Node.js 22.x (>=22.19), 24.x (>=24.11) ou 26+, ainsi que npm. Les
 | Bytecode EVM                 | Sélecteurs de dispatch, offsets en octets, arguments inférés et mutabilité                                  | Fichier local brut ou hexadécimal sous Linux x64 ; [guide EVM hors ligne](../evm-bytecode.md)                                     |
 | Rust binaries                | Embedded cargo-auditable dependency list                                                                    | [Rust binaries](../rust-binaries.md)                                                                                              |
 | Crashs Linux enregistrés     | Notes brutes, registres et signaux de chaque thread enregistré, et correspondances de mappings facultatives | pwntools fourni par l'utilisateur sous Linux x64 ; GDB/pwndbg en option ; [crashs enregistrés](../recorded-crashes.md)            |
+| Installations de bureau      | Environnements candidats, fichiers justificatifs, composants et étapes suivantes                            | Inspection bornée des répertoires et en-têtes；[Applications de bureau](../desktop-applications.md)                               |
 | JavaScript / Electron        | Modules, imports, source maps, routes, IPC et relations avec les modules natifs                             | Node.js et npm ; [analyse d'applications](../javascript-application-workflows.md)                                                 |
 | Sites web                    | Structure des pages, scripts, observations réseau et captures d'écran demandées                             | Un navigateur de la famille Chrome ; [analyse du navigateur](../browser-observation.md)                                           |
 | Captures réseau enregistrées | Requêtes, réponses, payloads exposés et emplacements dans le code source                                    | HAR ; mitmdump sous Linux pour les captures mitmproxy natives ; [guide des captures](../web-network-captures.md)                  |
@@ -267,6 +268,7 @@ Commencez par les [guides pas à pas](https://rea.tools/fr/guides/) du site web.

 - [Installation et configuration](../installation.md) : enregistrement des agents, configuration des fournisseurs, mises à jour et désinstallation.
 - [Vérification et dépannage](../installation.md#check-readiness-for-your-task) : diagnostiquer un agent ou un moteur d'analyse donné.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI et Evidence](../cli.md) : commandes, choix du fournisseur, snapshots, import/export et codes de sortie.
 - [Contrats MCP](../mcp-contracts.md) et [prompts pour agents](../mcp-prompts.md) : résultats des outils, sessions et investigations guidées.
 - [Catalogue des outils](../mcp-contracts.md#generated-catalog) : inventaire des outils, fournisseurs et commandes CLI, généré lors du build.
@@ -276,7 +278,7 @@ Signalez les vulnérabilités via [SECURITY.md](../../SECURITY.md).

 ## Historique des étoiles

-🎉 **250 000 étoiles GitHub — merci !**
+🎉 **300 000 étoiles GitHub — merci !**

 Merci à toutes les personnes qui utilisent REA, signalent des bugs, proposent des fonctionnalités, testent les builds et contribuent des correctifs.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · **Bahasa Indonesia** · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Rekayasa Balik Apa Pun

@@ -153,6 +153,7 @@ Alat tambahan dan dukungan sistem host bergantung pada target yang dianalisis:
 | Bytecode EVM               | Selector dispatch, offset byte, argumen yang disimpulkan, dan sifat mutabilitas                       | Pembawa data raw/hex lokal; [panduan EVM offline](../evm-bytecode.md)                                                          |
 | Rust binaries              | Embedded cargo-auditable dependency list                                                              | [Rust binaries](../rust-binaries.md)                                                                                           |
 | Crash Linux yang direkam   | Catatan mentah, register/sinyal setiap thread yang direkam, dan kandidat pemetaan opsional            | pwntools yang disediakan pemanggil; GDB/pwndbg opsional; [crash yang direkam](../recorded-crashes.md)                          |
+| Instalasi desktop          | Kandidat runtime, berkas pendukung, penanda komponen, dan langkah berikutnya                          | Pemeriksaan direktori dan header terbatas；[Aplikasi desktop](../desktop-applications.md)                                      |
 | JavaScript / Electron      | Modul, impor, source map, rute, IPC, dan hubungan add-on native                                       | Node.js dan npm; [analisis aplikasi](../javascript-application-workflows.md)                                                   |
 | Situs web                  | Struktur halaman, skrip, pengamatan jaringan, dan tangkapan layar yang diminta                        | Peramban berbasis Chrome; [analisis peramban](../browser-observation.md)                                                       |
 | Rekaman jaringan tersimpan | Permintaan, respons, payload yang terekspos, dan lokasi sumber                                        | HAR; mitmdump di Linux untuk rekaman native mitmproxy; [panduan rekaman](../web-network-captures.md)                           |
@@ -288,6 +289,7 @@ Untuk mengetahui opsi, prasyarat, dan kontrak hasil secara tepat:

 - [Instalasi dan penyiapan](../installation.md): pendaftaran agen, konfigurasi penyedia, pembaruan, dan penghapusan instalasi.
 - [Kesiapan dan pemecahan masalah](../installation.md#check-readiness-for-your-task): mendiagnosis satu agen atau mesin analisis.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI dan Bukti](../cli.md): perintah, pemilihan penyedia, snapshot, impor/ekspor, dan status keluar.
 - [Kontrak MCP](../mcp-contracts.md) dan [prompt agen](../mcp-prompts.md): hasil alat, sesi, dan investigasi terpandu.
 - [Katalog alat](../mcp-contracts.md#generated-catalog): inventaris alat, penyedia, dan perintah CLI yang dibuat secara otomatis.
@@ -297,7 +299,7 @@ Laporkan kerentanan melalui [SECURITY.md](../../SECURITY.md).

 ## Riwayat Bintang

-🎉 **250.000 bintang GitHub, terima kasih!**
+🎉 **300.000 bintang GitHub, terima kasih!**

 Terima kasih kepada semua orang yang menggunakan REA, melaporkan bug, meminta fitur, menguji build, dan berkontribusi dalam perbaikan.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · **Italiano**
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Reverse Engineer Anything

@@ -150,6 +150,7 @@ REA richiede Node.js 22.x (>=22.19), 24.x (>=24.11) o 26+, oltre a npm. Strument
 | Bytecode EVM                 | Selettori di dispatch, offset dei byte, argomenti inferiti e mutabilità                           | Carrier raw/hex locale; [guida EVM offline](../evm-bytecode.md)                                                                 |
 | Rust binaries                | Embedded cargo-auditable dependency list                                                          | [Rust binaries](../rust-binaries.md)                                                                                            |
 | Crash Linux registrati       | Note grezze, registri/segnai di ogni thread registrato e candidati mapping opzionali              | pwntools fornito dal chiamante; GDB/pwndbg opzionale; [crash registrati](../recorded-crashes.md)                                |
+| Installazioni desktop        | Runtime candidati, file di supporto, componenti e passi successivi                                | Ispezione limitata di directory e intestazioni；[Applicazioni desktop](../desktop-applications.md)                              |
 | JavaScript / Electron        | Moduli, import, source map, route, IPC e relazioni con add-on nativi                              | Node.js e npm; [analisi delle applicazioni](../javascript-application-workflows.md)                                             |
 | Siti web                     | Struttura della pagina, script, osservazioni di rete e screenshot richiesti                       | Un browser della famiglia Chrome; [analisi browser](../browser-observation.md)                                                  |
 | Acquisizioni di rete salvate | Richieste, risposte, payload esposti e posizioni sorgente                                         | HAR; mitmdump su Linux per acquisizioni mitmproxy native; [guida alle acquisizioni](../web-network-captures.md)                 |
@@ -267,6 +268,7 @@ Inizia dalle [guide pratiche](https://rea.tools/it/guides/) del sito web. Per op

 - [Installazione e configurazione](../installation.md): registrazione agente, configurazione provider, aggiornamenti e disinstallazione.
 - [Pronto all'uso e risoluzione dei problemi](../installation.md#check-readiness-for-your-task): diagnostica un agente o un motore di analisi.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI ed Evidence](../cli.md): comandi, selezione provider, snapshot, import/export e stati di uscita.
 - [Contratti MCP](../mcp-contracts.md) e [prompt agente](../mcp-prompts.md): risultati degli strumenti, sessioni e indagini guidate.
 - [Catalogo strumenti](../mcp-contracts.md#generated-catalog): inventario generato di strumenti, provider e comandi CLI.
@@ -276,7 +278,7 @@ Segnala vulnerabilità tramite [SECURITY.md](../../SECURITY.md).

 ## Cronologia delle stelle

-🎉 **250.000 stelle su GitHub — grazie!**
+🎉 **300.000 stelle su GitHub — grazie!**

 Grazie a tutti coloro che usano REA, segnalano bug, propongono funzionalità, testano le build e contribuiscono con correzioni.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · **日本語** · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA：あらゆるものをリバースエンジニアリング

@@ -146,6 +146,7 @@ REA には Node.js 22.x（>=22.19）、24.x（>=24.11）、または 26+ と npm
 | EVM バイトコード                 | ディスパッチセレクター、バイトオフセット、推定された引数と状態変更の可否                    | Linux x64 上のローカルの生バイト／16 進数の入力ファイル；[オフライン EVM ガイド](../evm-bytecode.md)                                           |
 | Rust binaries                    | Embedded cargo-auditable dependency list                                                    | [Rust binaries](../rust-binaries.md)                                                                                                           |
 | 記録済みの Linux クラッシュ      | 生の note レコード、記録された全スレッドのレジスター／シグナル、任意のマッピング候補        | Linux x64 で利用者が用意する pwntools；GDB/pwndbg は任意；[記録済みクラッシュ](../recorded-crashes.md)                                         |
+| デスクトップのインストール先     | ランタイム候補、根拠ファイル、コンポーネントの目印、次の調査手順                            | 上限付きのディレクトリ・ヘッダー検査；[デスクトップアプリ](../desktop-applications.md)                                                         |
 | JavaScript / Electron            | モジュール、インポート、ソースマップ、ルート、IPC、ネイティブアドオンの関係                 | Node.js と npm；[アプリケーション分析](../javascript-application-workflows.md)                                                                 |
 | ウェブサイト                     | ページ構造、スクリプト、ネットワークの観測結果、依頼されたスクリーンショット                | Chrome 系ブラウザー；[ブラウザー分析](../browser-observation.md)                                                                               |
 | 保存済みのネットワークキャプチャ | リクエスト、レスポンス、取得可能なペイロード、ソース内の位置                                | HAR；mitmproxy ネイティブ形式のキャプチャには Linux 上の mitmdump；[キャプチャガイド](../web-network-captures.md)                              |
@@ -265,6 +266,7 @@ npx rea-agents@latest setup

 - [インストールとセットアップ](../installation.md)：エージェントの登録、プロバイダーの設定、更新、アンインストール。
 - [準備状況の確認とトラブルシューティング](../installation.md#check-readiness-for-your-task)：特定のエージェントや分析エンジンを診断。
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI と Evidence](../cli.md)：コマンド、プロバイダーの選択、スナップショット、インポート／エクスポート、終了ステータス。
 - [MCP 契約](../mcp-contracts.md)と[エージェント向けプロンプト](../mcp-prompts.md)：ツールの結果、セッション、ガイド付き調査。
 - [ツールカタログ](../mcp-contracts.md#generated-catalog)：ビルド時に生成されるツール、プロバイダー、CLI コマンドの一覧。
@@ -274,7 +276,7 @@ npx rea-agents@latest setup

 ## スター履歴

-🎉 **GitHub スター 250,000 件、ありがとうございます！**
+🎉 **GitHub スター 300,000 件、ありがとうございます！**

 REA の利用、バグ報告、機能の要望、ビルドのテスト、修正への貢献に感謝します。

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · **한국어** · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: 무엇이든 리버스 엔지니어링

@@ -117,6 +117,10 @@ REA는 빠르게 바뀌며 새 릴리스에는 버그 수정이 자주 포함됩
 rea update
 ```

+`rea --update`는 이 검증된 업데이트 절차의 별칭이며 같은 전역 출력 플래그를 사용할 수 있습니다. 다른 명령 제어 옵션과 함께 사용할 때는 `rea update`를 사용하세요.
+
+업데이트 명령은 stdout과 stderr를 합쳐 최대 4 MiB까지만 보관합니다. 한도를 넘긴 메타데이터 응답은 명령이 종료된 뒤 거부됩니다. 상세 출력을 사용하는 설치에서는 진단 정보를 한도 내에서만 보관하고 설치를 계속 진행합니다. 사람이 읽는 진행 출력은 터미널이 받아들이는 속도에 맞춰 전달되며, 이미 제출한 쓰기가 끝날 때까지 기다립니다.
+
 Bun 전역 업데이트에는 Bun 1.2.17 이상이 필요합니다. 이전 버전의 Bun을 사용한다면 `rea update`를 실행하기 전에 Bun을 직접 업그레이드하세요.

 에이전트 등록과 스킬을 갱신하려면 업데이트 과정에서 출력된 설정 명령을 실행하세요.
@@ -143,31 +147,32 @@ npx rea-agents@latest setup

 REA에는 Node.js 22.x(>=22.19), 24.x(>=24.11) 또는 26+와 npm이 필요합니다. 추가 도구와 호스트 지원은 대상에 따라 다릅니다.

-| 대상                  | REA가 반환하는 내용                                                           | 요구 사항 및 가이드                                                                                                               |
-| --------------------- | ----------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------- |
-| 네이티브 바이너리     | 의사 코드, 어셈블리, 문자열, 심볼, 호출, 참조                                 | Hopper, Ghidra 또는 IDA; [네이티브 분석](../native-investigation.md)                                                              |
-| 오프라인 ELF 레이아웃 | 섹션, 세그먼트, 원본 심볼/재배치 정보, 정적 분석으로 얻은 보안 완화 기법 후보 | Linux x64에서 호출자가 제공하는 pwntools; [바이너리 진단](../binary-diagnostics.md)                                               |
-| Go 바이너리           | 내장된 컴파일러 버전, 모듈, `replace` 지시어, 빌드 설정                       | REA 내장 ELF/PE/thin Mach-O 정적 검사; Go 설치 불필요                                                                             |
-| Rust 바이너리         | cargo-auditable이 내장한 크레이트 이름, 버전, 소스, 의존성 관계               | REA 내장 ELF/PE/thin Mach-O 정적 검사; [Rust 바이너리](../rust-binaries.md)                                                       |
-| WASM 아티팩트         | 유효성 검사, 섹션, import/export의 정확한 WAT 형식, 디코딩된 WAT              | 호출자 제공 WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
-| EVM 바이트코드        | 디스패치 선택자, 바이트 오프셋, 추론한 인자와 상태 변경 가능 여부             | Linux x64의 로컬 원시 바이트/16진수 입력 파일; [오프라인 EVM 가이드](../evm-bytecode.md)                                          |
-| SQLite 데이터베이스   | 테이블, 열, 인덱스, 뷰, 트리거, 선택한 일반 테이블의 행                       | 로컬 데이터베이스/WAL 스냅샷; Node.js 24.15 이상의 24.x 또는 26 이상(네이티브 SQLite 한도 적용)                                   |
-| 기록된 Linux 크래시   | 원시 note 레코드, 기록된 모든 스레드의 레지스터/시그널, 선택적 매핑 후보      | Linux x64에서 호출자가 제공하는 pwntools; GDB/pwndbg는 선택 사항; [기록된 크래시](../recorded-crashes.md)                         |
-| JavaScript / Electron | 모듈, 임포트, 소스 맵, 라우트, IPC, 네이티브 애드온 관계                      | Node.js와 npm; Linux: procps 호환 `ps`; [애플리케이션 분석](../javascript-application-workflows.md)                               |
-| 웹사이트              | 페이지 구조, 스크립트, 네트워크 관찰 결과, 요청한 스크린샷                    | Chrome 계열 브라우저; [브라우저 분석](../browser-observation.md)                                                                  |
-| 저장된 네트워크 캡처  | 요청, 응답, 접근 가능한 페이로드, 소스 위치                                   | HAR 또는 Fiddler Everywhere SAZ; mitmproxy 네이티브 캡처에는 Linux의 mitmdump; [캡처 가이드](../web-network-captures.md)          |
-| .NET 어셈블리         | 메타데이터, CIL 명령, 선언된 네이티브 의존성, 빌드 비교                       | 별도 도구 불필요(정적 검사만); [관리 코드 가이드](../managed-code-analysis.md)                                                    |
-| Android APK           | 매니페스트 선언, 클래스, 디컴파일된 메서드, 참조                              | Linux/macOS/Windows x64의 헤드리스 JADX와 전체 JDK; [Android 가이드](../android-analysis.md)                                      |
-| Android 기기          | 기기, 패키지, 프로세스, 로그, 덤프, 화면 캡처, APK/파일 전송                  | 호출자 제공 adb(에뮬레이터 또는 실제 기기); [ADB 가이드](../adb-device-analysis.md)                                               |
-| JEB 프로젝트          | 엔진 기반 프로젝트 유닛, 아티팩트 해시, 타입/메서드 의사코드                  | 호출자가 시작하고 MCP를 제공하는 JEB 클라이언트(REA_JEB_MCP_URL로 선택); [JEB 가이드](../jeb-analysis.md)                         |
-| Android 리소스        | 디코딩된 매니페스트, 문자열 테이블, 로캘, 버전 정보                           | 호출자 제공 Apktool 런처; [리소스 가이드](../apktool-resource-analysis.md)                                                        |
-| Flutter 앱            | Dart 스냅샷 해시, ABI별 라이브러리 해시, 엔진 빌드 출처                       | 없음 (정적 APK 파싱); [Flutter 가이드](../flutter-analysis.md)                                                                    |
-| 펌웨어                | 영역, 추출 결과, 네이티브 분석으로 전달할 정보                                | Linux의 Binwalk / Unblob; [펌웨어 가이드](../firmware-analysis.md)                                                                |
-| 기록된 패킷           | 선택 필드, 반복 값, 필터 및 디코딩 규칙                                       | Linux: TShark 4.x + prlimit; [캡처 가이드](../packet-captures.md)                                                                 |
-| 패킷 요약             | 엔드포인트, DNS, TLS SNI, 프로토콜 분포, HTTP 요청                            | 호출자 제공 tshark 및 capinfos(Linux에서 검증됨); [pcap 가이드](../pcap-analysis.md)                                              |
-| 기록된 논리 신호      | 디코더 주석, 샘플 범위, 진단 정보                                             | Linux: sigrok-cli 0.7.2 + prlimit; [신호 기록 가이드](../signal-recordings.md)                                                    |
-| 패키지 및 리소스      | 파일 목록, 다이제스트, plist, Apple 번들 구조, 추출한 리소스                  | [아티팩트 및 JavaScript 가이드](../javascript-artifact-reconstruction.md), [Apple 애플리케이션](../apple-application-analysis.md) |
-| 프로세스 동작         | 터미널 출력, 상호작용, 종료 및 파일 시스템 관찰 결과, 실행 비교               | 네이티브 PTY를 지원하는 Linux/macOS; [프로세스 캡처](../process-capture.md)                                                       |
+| 대상                   | REA가 반환하는 내용                                                           | 요구 사항 및 가이드                                                                                                               |
+| ---------------------- | ----------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------- |
+| 네이티브 바이너리      | 의사 코드, 어셈블리, 문자열, 심볼, 호출, 참조                                 | Hopper, Ghidra 또는 IDA; [네이티브 분석](../native-investigation.md)                                                              |
+| 오프라인 ELF 레이아웃  | 섹션, 세그먼트, 원본 심볼/재배치 정보, 정적 분석으로 얻은 보안 완화 기법 후보 | Linux x64에서 호출자가 제공하는 pwntools; [바이너리 진단](../binary-diagnostics.md)                                               |
+| Go 바이너리            | 내장된 컴파일러 버전, 모듈, `replace` 지시어, 빌드 설정                       | REA 내장 ELF/PE/thin Mach-O 정적 검사; Go 설치 불필요                                                                             |
+| Rust 바이너리          | cargo-auditable이 내장한 크레이트 이름, 버전, 소스, 의존성 관계               | REA 내장 ELF/PE/thin Mach-O 정적 검사; [Rust 바이너리](../rust-binaries.md)                                                       |
+| WASM 아티팩트          | 유효성 검사, 섹션, import/export의 정확한 WAT 형식, 디코딩된 WAT              | 호출자 제공 WABT 1.0.42; `inspect_wasm_artifact`                                                                                  |
+| EVM 바이트코드         | 디스패치 선택자, 바이트 오프셋, 추론한 인자와 상태 변경 가능 여부             | Linux x64의 로컬 원시 바이트/16진수 입력 파일; [오프라인 EVM 가이드](../evm-bytecode.md)                                          |
+| SQLite 데이터베이스    | 테이블, 열, 인덱스, 뷰, 트리거, 선택한 일반 테이블의 행                       | 로컬 데이터베이스/WAL 스냅샷; Node.js 24.15 이상의 24.x 또는 26 이상(네이티브 SQLite 한도 적용)                                   |
+| 기록된 Linux 크래시    | 원시 note 레코드, 기록된 모든 스레드의 레지스터/시그널, 선택적 매핑 후보      | Linux x64에서 호출자가 제공하는 pwntools; GDB/pwndbg는 선택 사항; [기록된 크래시](../recorded-crashes.md)                         |
+| 데스크톱 설치 디렉터리 | 런타임 후보, 근거 파일, 구성 요소 표시와 다음 조사 단계                       | 범위가 제한된 디렉터리 및 헤더 검사；[데스크톱 애플리케이션](../desktop-applications.md)                                          |
+| JavaScript / Electron  | 모듈, 임포트, 소스 맵, 라우트, IPC, 네이티브 애드온 관계                      | Node.js와 npm; Linux: procps 호환 `ps`; [애플리케이션 분석](../javascript-application-workflows.md)                               |
+| 웹사이트               | 페이지 구조, 스크립트, 네트워크 관찰 결과, 요청한 스크린샷                    | Chrome 계열 브라우저; [브라우저 분석](../browser-observation.md)                                                                  |
+| 저장된 네트워크 캡처   | 요청, 응답, 접근 가능한 페이로드, 소스 위치                                   | HAR 또는 Fiddler Everywhere SAZ; mitmproxy 네이티브 캡처에는 Linux의 mitmdump; [캡처 가이드](../web-network-captures.md)          |
+| .NET 어셈블리          | 메타데이터, CIL 명령, 선언된 네이티브 의존성, 빌드 비교                       | 별도 도구 불필요(정적 검사만); [관리 코드 가이드](../managed-code-analysis.md)                                                    |
+| Android APK            | 매니페스트 선언, 클래스, 디컴파일된 메서드, 참조                              | Linux/macOS/Windows x64의 헤드리스 JADX와 전체 JDK; [Android 가이드](../android-analysis.md)                                      |
+| Android 기기           | 기기, 패키지, 프로세스, 로그, 덤프, 화면 캡처, APK/파일 전송                  | 호출자 제공 adb(에뮬레이터 또는 실제 기기); [ADB 가이드](../adb-device-analysis.md)                                               |
+| JEB 프로젝트           | 엔진 기반 프로젝트 유닛, 아티팩트 해시, 타입/메서드 의사코드                  | 호출자가 시작하고 MCP를 제공하는 JEB 클라이언트(REA_JEB_MCP_URL로 선택); [JEB 가이드](../jeb-analysis.md)                         |
+| Android 리소스         | 디코딩된 매니페스트, 문자열 테이블, 로캘, 버전 정보                           | 호출자 제공 Apktool 런처; [리소스 가이드](../apktool-resource-analysis.md)                                                        |
+| Flutter 앱             | Dart 스냅샷 해시, ABI별 라이브러리 해시, 엔진 빌드 출처                       | 없음 (정적 APK 파싱); [Flutter 가이드](../flutter-analysis.md)                                                                    |
+| 펌웨어                 | 영역, 추출 결과, 네이티브 분석으로 전달할 정보                                | Linux의 Binwalk / Unblob; [펌웨어 가이드](../firmware-analysis.md)                                                                |
+| 기록된 패킷            | 선택 필드, 반복 값, 필터 및 디코딩 규칙                                       | Linux: TShark 4.x + prlimit; [캡처 가이드](../packet-captures.md)                                                                 |
+| 패킷 요약              | 엔드포인트, DNS, TLS SNI, 프로토콜 분포, HTTP 요청                            | 호출자 제공 tshark 및 capinfos(Linux에서 검증됨); [pcap 가이드](../pcap-analysis.md)                                              |
+| 기록된 논리 신호       | 디코더 주석, 샘플 범위, 진단 정보                                             | Linux: sigrok-cli 0.7.2 + prlimit; [신호 기록 가이드](../signal-recordings.md)                                                    |
+| 패키지 및 리소스       | 파일 목록, 다이제스트, plist, Apple 번들 구조, 추출한 리소스                  | [아티팩트 및 JavaScript 가이드](../javascript-artifact-reconstruction.md), [Apple 애플리케이션](../apple-application-analysis.md) |
+| 프로세스 동작          | 터미널 출력, 상호작용, 종료 및 파일 시스템 관찰 결과, 실행 비교               | 네이티브 PTY를 지원하는 Linux/macOS; [프로세스 캡처](../process-capture.md)                                                       |

 정적 JavaScript 및 .NET 검사는 제공된 파일을 읽으며 애플리케이션을 실행하지 않습니다. 런타임 캡처는 사용자의 권한으로 선택한 대상을 실행하거나 대상과 상호작용합니다. 각 런타임 가이드에서 그 영향을 설명합니다.

@@ -274,6 +279,7 @@ npx rea-agents@latest setup

 - [설치 및 설정](../installation.md): 에이전트 등록, 제공자 설정, 업데이트, 제거.
 - [준비 상태 확인 및 문제 해결](../installation.md#check-readiness-for-your-task): 특정 에이전트 또는 분석 엔진 진단.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI 및 Evidence](../cli.md): 명령, 제공자 선택, 스냅샷, 가져오기/내보내기, 종료 상태.
 - [MCP 계약](../mcp-contracts.md) 및 [에이전트 프롬프트](../mcp-prompts.md): 도구 결과, 세션, 안내에 따른 조사.
 - [도구 카탈로그](../mcp-contracts.md#generated-catalog): 빌드 시 생성되는 도구, 제공자, CLI 명령 목록.
@@ -283,7 +289,7 @@ npx rea-agents@latest setup

 ## 스타 기록

-🎉 **GitHub 스타 250,000개, 감사합니다!**
+🎉 **GitHub 스타 300,000개, 감사합니다!**

 REA를 사용하고, 버그를 보고하고, 기능을 요청하고, 빌드를 테스트하고, 수정에 기여해 주신 모든 분께 감사드립니다.

@@ -0,0 +1,327 @@
+<div align="center">
+
+[English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
+· [Ελληνικά](README_el.md) · **മലയാളം**
+
+# REA: എന്തും Reverse Engineer ചെയ്യുക
+
+### Binaries, applications, runtime behavior എന്നിവയുടെ Reverse Engineering-നായി ഒരൊറ്റ MCP.
+
+**നിങ്ങൾക്ക് ഇഷ്ടപ്പെട്ട ഒരു feature കണ്ടോ? അത് എങ്ങനെ പ്രവർത്തിക്കുന്നു എന്ന് binary തലത്തിലേക്ക് വരെ മനസ്സിലാക്കൂ.**
+
+[![npm version](https://img.shields.io/npm/v/rea-agents?style=flat-square&color=cb3837)](https://www.npmjs.com/package/rea-agents)
+[![MCP tool catalog](https://img.shields.io/badge/MCP-tool_catalog-5c4ee5?style=flat-square)](../mcp-contracts.md#generated-catalog)
+[![Node.js requirements](https://img.shields.io/badge/Node.js-requirements-339933?style=flat-square&logo=nodedotjs&logoColor=white)](#what-you-can-analyze)
+[![skills.sh](https://skills.sh/b/morluto/rea?style=flat-square)](https://skills.sh/morluto/rea/reverse-engineer-anything)
+[![MIT license](https://img.shields.io/badge/license-MIT-f4c430?style=flat-square)](../../LICENSE)
+[![Discord](https://img.shields.io/discord/1556595354999332884?logo=discord&logoColor=white&label=Discord&color=5865F2)](https://discord.gg/GkcryMnJDM)
+
+<a href="https://trendshift.io/repositories/82054?utm_source=repository-badge&amp;utm_medium=badge&amp;utm_campaign=badge-repository-82054" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/repositories/82054" alt="morluto%2Frea | Trendshift" width="250" height="55"/></a>
+
+**[വെബ്സൈറ്റ്](https://rea.tools/) · [ഗൈഡുകൾ](https://rea.tools/guides/) · [ഉദാഹരണങ്ങൾ](https://rea.tools/showcase/)**
+
+[ദ്രുതാരംഭം](#ദ്രുതാരംഭം) · [REA എങ്ങനെ പ്രവർത്തിക്കുന്നു](#rea-എങ്ങനെ-പ്രവർത്തിക്കുന്നു) · [എന്തൊക്കെ വിശകലനം ചെയ്യാം](#എന്തൊക്കെ-വിശകലനം-ചെയ്യാം) · [ഉദാഹരണങ്ങൾ](#ഉദാഹരണങ്ങൾ) · [പതിവുചോദ്യങ്ങൾ](#പതിവുചോദ്യങ്ങൾ) · [ഡോക്യുമെന്റേഷൻ](#ഡോക്യുമെന്റേഷൻ)
+
+<code>npx rea-agents setup</code>
+
+</div>
+
+> [!IMPORTANT]
+> REA ലഭ്യമാക്കേണ്ടത് [morluto/rea](https://github.com/morluto/rea),
+> [rea.tools](https://rea.tools/), അല്ലെങ്കിൽ [rea-agents npm package](https://www.npmjs.com/package/rea-agents) എന്നിവയിൽ നിന്നാണ്.
+> ഈ ഔദ്യോഗിക ഉറവിടങ്ങളിലെ ഇൻസ്റ്റലേഷൻ, റിലീസ് ലിങ്കുകൾ പിന്തുടരുക. സമാനമായ
+> repository പേരോ പകർത്തിയ README-യോ മാത്രം ഒരു download ഔദ്യോഗികമാണെന്ന് ഉറപ്പാക്കുന്നില്ല.
+
+<div align="center">
+
+<br />
+
+<img src="../assets/rea-hopper-analysis.png" alt="ഒരു native binary പരിശോധിക്കുന്നതിനിടെ Hopper-ൽ REA അതിന്റെ analysis bridge ആരംഭിക്കുന്നു" width="1200" />
+
+<br /><br />
+
+<table aria-label="REA community">
+<tr>
+<td align="center" width="360">
+  <a href="https://discord.gg/GkcryMnJDM">
+    <img src="../assets/discord.svg" height="42" alt="Discord" /><br />
+    <strong>Reverse Engineering കമ്മ്യൂണിറ്റിയിൽ ചേരുക</strong>
+  </a><br />
+  <sub>Discord · ചോദ്യോത്തരങ്ങൾ · അനുഭവങ്ങളും കണ്ടെത്തലുകളും പങ്കിടുക</sub>
+</td>
+</tr>
+</table>
+
+<br />
+
+</div>
+
+---
+
+നിങ്ങളുടെ സ്വന്തം product-ൽ ഉൾപ്പെടുത്താൻ ആഗ്രഹിക്കുന്ന ഒരു feature ഏതെങ്കിലും app-ൽ കണ്ടോ? REA ഉപയോഗിച്ച് അത് പരിശോധിക്കാൻ നിങ്ങളുടെ agent-നോട് ആവശ്യപ്പെടുക. source code ഇല്ലാതെയും അതിന് app പരിശോധിക്കാനും feature എങ്ങനെ പ്രവർത്തിക്കുന്നുവെന്ന് വിശദീകരിക്കാനും അതിനുള്ള തെളിവുകൾ കാണിക്കാനും നിങ്ങളുടെ project-നായി അതിന് സമാനമായൊരു പതിപ്പ് നിർമ്മിക്കാനും കഴിയും.
+
+Native binaries, JavaScript, Electron apps, .NET assemblies, websites എന്നിവ പരിശോധിക്കുന്നതിനുള്ള tools-ലേക്ക് REA നിങ്ങളുടെ agent-നെ ബന്ധിപ്പിക്കുന്നു. ഇതേ tools നിങ്ങളുടെ terminal-ൽ നിന്നും ഉപയോഗിക്കാം. വിശകലനം local ആയി നടക്കുന്നു; ഓരോ നിഗമനത്തിനും പിന്നിലെ തെളിവുകളും പരിമിതികളും ഫലങ്ങളിൽ ഉൾപ്പെടുന്നു.
+
+Setup നിങ്ങളുടെ agent-ിൽ REA രജിസ്റ്റർ ചെയ്യുകയും അനുയോജ്യമായ workflow നിർദ്ദേശങ്ങൾ ഇൻസ്റ്റാൾ ചെയ്യുകയും ചെയ്യുന്നു. Native analysis-നായി നിലവിലുള്ള Hopper, Ghidra, അല്ലെങ്കിൽ IDA installation ഉപയോഗിക്കാം; അനുമതി നൽകിയാൽ setup-ന് Hopper ഇൻസ്റ്റാൾ ചെയ്യാനും കഴിയും. Static JavaScript analysis-ന് native analysis engine ആവശ്യമില്ല.
+
+> **[REA വെബ്സൈറ്റ് സന്ദർശിക്കുക](https://rea.tools/)** — setup നിർദ്ദേശങ്ങൾക്കും ചിത്രങ്ങളോടുകൂടിയ ഗൈഡുകൾക്കും യഥാർത്ഥ case study-കൾക്കും.
+
+## ദ്രുതാരംഭം
+
+Linux-ൽ Ghidra, JADX, firmware tool launches, static JavaScript/Electron analysis എന്നിവയ്ക്ക് process ownership പരിശോധിക്കാൻ REA-യുടെ `PATH`-ൽ procps-compatible `ps` ആവശ്യമാണ്. പരിഹാര നടപടികൾ `docs/installation.md`-യിലെ "Linux owned-process prerequisite" എന്ന വിഭാഗത്തിൽ ലഭ്യമാണ്.
+
+### നിങ്ങളുടെ agent സജ്ജമാക്കുക
+
+Node.js-ഉം npm-ഉം ഇൻസ്റ്റാൾ ചെയ്തശേഷം ഈ command പ്രവർത്തിപ്പിക്കുക:
+
+```bash
+npx rea-agents setup
+```
+
+നിങ്ങൾ ഉപയോഗിക്കുന്ന agents തിരഞ്ഞെടുക്കുക, നിർദ്ദേശിച്ച മാറ്റങ്ങൾ പരിശോധിക്കുക, തുടർന്ന് അവയ്ക്ക് അനുമതി നൽകുക. നിലവിലുള്ള configuration-ന്റെ backup-ുകൾ സൂക്ഷിച്ചുകൊണ്ട് setup, REA-യുടെ MCP server-ഉം അനുയോജ്യമായ workflow നിർദ്ദേശങ്ങളും ചേർക്കും. അതിനുശേഷം നിങ്ങളുടെ agent വീണ്ടും ആരംഭിക്കുക.
+
+Claude Code, Codex, Cursor, Gemini CLI, Grok Build, കൂടാതെ [മറ്റ് agents](../installation.md#supported-agents) എന്നിവയെ setup പിന്തുണയ്ക്കുന്നു. provider configuration-നും manual MCP registration-നും [installation and setup](../installation.md) കാണുക.
+
+### നിങ്ങളുടെ agent-നോട് ആവശ്യപ്പെടുക
+
+```text
+Notes app-ൽ search എങ്ങനെ പ്രവർത്തിക്കുന്നു എന്ന് മനസ്സിലാക്കി, അതിനുള്ള തെളിവുകൾ കാണിച്ചുതരികയും എന്റെ project-നായി സമാനമായൊരു feature നിർമ്മിക്കുകയും ചെയ്യുക.
+```
+
+`Notes` എന്നതിന് പകരം നിങ്ങൾ പരിശോധിക്കാൻ ആഗ്രഹിക്കുന്ന app-ിന്റെയും മനസ്സിലാക്കേണ്ട feature-ിന്റെയും പേരുകൾ നൽകുക.
+
+### Terminal ഉപയോഗിക്കുക
+
+Extract ചെയ്ത JavaScript/Electron app directory അല്ലെങ്കിൽ ASAR പരിശോധിക്കുക:
+
+```bash
+npx -y rea-agents@latest analyze-javascript-application /absolute/path/to/app --json
+```
+
+ഫലത്തിൽ modules, imports, Electron boundaries, അവയ്ക്കുള്ള തെളിവുകൾ എന്നിവ ഉൾപ്പെടും. `/absolute/path/to/app` എന്നതിന് പകരം നിങ്ങളുടെ target-ന്റെ path നൽകുക; Windows-ൽ ഉദാഹരണത്തിന് `"D:/apps/example"` ഉപയോഗിക്കാം.
+
+സാധാരണ ഉപയോഗത്തിനായി `rea` command ഇൻസ്റ്റാൾ ചെയ്യാൻ:
+
+```bash
+npm install --global rea-agents
+rea --help
+```
+
+Native analysis നടത്തുന്നതിന് മുമ്പ് ഒരു provider ക്രമീകരിക്കുക. Native commands, provider തിരഞ്ഞെടുക്കൽ, snapshots, scripting എന്നിവയ്ക്കായി [CLI and Evidence guide](../cli.md) കാണുക.
+
+### REA അപ്‌ഡേറ്റ് ചെയ്യുക
+
+REA-യിൽ പതിവായി മാറ്റങ്ങൾ വരുന്നു; പുതിയ releases-ൽ പല bug fixes-ഉം ഉൾപ്പെടുന്നു. നിങ്ങളുടെ installation ഏറ്റവും പുതിയ പതിപ്പിലേക്ക് അപ്‌ഡേറ്റ് ചെയ്യുക.
+
+`npm install --global` അല്ലെങ്കിൽ `bun add --global` ഉപയോഗിച്ച് ഇൻസ്റ്റാൾ ചെയ്ത CLI-ക്കായി:
+
+```bash
+rea update
+```
+
+Bun-ന്റെ global updates-ന് Bun 1.2.17 അല്ലെങ്കിൽ അതിനുശേഷമുള്ള പതിപ്പ് ആവശ്യമാണ്. പഴയ Bun പതിപ്പാണെങ്കിൽ `rea update` പ്രവർത്തിപ്പിക്കുന്നതിന് മുമ്പ് Bun സ്വമേധയാ അപ്‌ഗ്രേഡ് ചെയ്യുക.
+
+Agent registrations-ഉം skill-ഉം പുതുക്കാൻ, update കാണിക്കുന്ന setup command പ്രവർത്തിപ്പിക്കുക.
+
+`npx` ഉപയോഗിക്കുന്നുവെങ്കിൽ, agent setup പുതുക്കാൻ:
+
+```bash
+npx rea-agents@latest setup
+```
+
+Setup-ൽ വരുത്തുന്ന മാറ്റങ്ങൾ പരിശോധിച്ച് നിങ്ങളുടെ agent വീണ്ടും ആരംഭിക്കുക. ഒറ്റത്തവണ മാത്രം ഉപയോഗിക്കുന്ന CLI commands-നായി command-ന് മുമ്പ് `npx rea-agents@latest` ഉപയോഗിക്കുക. Bun ഉപയോഗിക്കുമ്പോൾ `npx rea-agents@latest`-ന് പകരം `bunx rea-agents@latest` ഉപയോഗിക്കുക.
+
+## REA എങ്ങനെ പ്രവർത്തിക്കുന്നു
+
+Target പരിശോധിക്കാനും പ്രസക്തമായ code-ന്റെ പാത പിന്തുടരാനും നിങ്ങളുടെ agent MCP വഴി REA-യെ വിളിക്കുന്നു. REA കണ്ടെത്തലുകളും അവയ്ക്കുള്ള തെളിവുകളും തിരികെ നൽകുന്നു. തുടർന്ന് agent കൂടുതൽ ചോദ്യങ്ങൾ ചോദിക്കാനും പെരുമാറ്റം വിശദീകരിക്കാനും implementation എഴുതുകയും പരിശോധിക്കുകയും ചെയ്യാനും അവ ഉപയോഗിക്കുന്നു. CLI commands-ഉം ഇതേ workflows ഉപയോഗിക്കുന്നു.
+
+![REA അന്വേഷണ പ്രവാഹം: നിങ്ങളുടെ agent ഒരു local target-നെക്കുറിച്ച് ചോദിക്കുന്നു; REA analysis tools ഉപയോഗിച്ച് അത് പരിശോധിക്കുകയും code-ന്റെ പാത പിന്തുടരുകയും ചെയ്യുന്നു; തിരികെ ലഭിക്കുന്ന code, references, അറിയാത്ത കാര്യങ്ങൾ എന്നിവ ഉപയോഗിച്ച് agent വിശദീകരിക്കുകയും implementation നടത്തുകയും പരിശോധിക്കുകയും ചെയ്യുന്നു.](../../website/public/assets/figures/rea-investigation-flow.svg)
+
+[പൂർണ്ണ വലുപ്പത്തിലുള്ള ചിത്രം തുറക്കുക](../../website/public/assets/figures/rea-investigation-flow.svg).
+
+<a id="current-status"></a>
+
+## എന്തൊക്കെ വിശകലനം ചെയ്യാം
+
+REA-യ്ക്ക് Node.js 22.x (>=22.19), 24.x (>=24.11), അല്ലെങ്കിൽ 26+ പതിപ്പും npm-ഉം ആവശ്യമാണ്. Target അനുസരിച്ച് അധിക tools-ഉം host support-ഉം വ്യത്യാസപ്പെടും:
+
+| Target                 | REA നൽകുന്ന ഫലങ്ങൾ                                                                     | ആവശ്യകതകളും ഗൈഡും                                                                                                                    |
+| ---------------------- | ----------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------- |
+| Native binaries        | Pseudocode, assembly, strings, symbols, calls, references                           | Hopper, Ghidra അല്ലെങ്കിൽ IDA; [native analysis](../native-investigation.md)                                                        |
+| Offline ELF layout     | Sections, segments, യഥാർത്ഥ symbols/relocations, static mitigation candidates         | Linux x64-ൽ caller നൽകുന്ന pwntools; [binary diagnostics](../binary-diagnostics.md)                                                 |
+| Go binaries            | ഉൾച്ചേർത്ത compiler version, modules, replacements, build settings                    | Built-in static ELF/PE/thin Mach-O പരിശോധന; Go installation ആവശ്യമില്ല                                                              |
+| Rust binaries          | ഉൾച്ചേർത്ത cargo-auditable crate പേരുകൾ, versions, sources, dependency edges           | Built-in static ELF/PE/thin Mach-O പരിശോധന; [Rust binaries](../rust-binaries.md)                                                  |
+| WASM artifact          | Validation, sections, കൃത്യമായ import/export WAT രൂപങ്ങൾ, decoded WAT                    | Caller നൽകുന്ന WABT 1.0.42; `inspect_wasm_artifact`                                                                                 |
+| EVM bytecode           | Dispatch selectors, byte offsets, അനുമാനിച്ച arguments, mutability                     | Linux x64-ൽ local raw/hex carrier; [offline EVM guide](../evm-bytecode.md)                                                        |
+| SQLite databases       | Tables, columns, indexes, views, triggers, തിരഞ്ഞെടുത്ത സാധാരണ table rows                | Local database/WAL snapshot; native SQLite പരിമിതികളോടെ Node.js 24.x >=24.15 അല്ലെങ്കിൽ 26+                                         |
+| Recorded Linux crashes | Raw notes, രേഖപ്പെടുത്തിയ ഓരോ thread-ന്റെയും registers/signals, ഐച്ഛിക mapping candidates | Linux x64-ൽ caller നൽകുന്ന pwntools; ഐച്ഛിക GDB/pwndbg; [recorded crashes](../recorded-crashes.md)                                   |
+| ഡെസ്ക്ടോപ്പ് ഇൻസ്റ്റലേഷനുകൾ   | റൺടൈം സാധ്യതകൾ, തെളിവ് ഫയലുകൾ, ഘടക സൂചനകൾ, തുടർ നടപടികൾ                                   | പരിധിയുള്ള ഡയറക്ടറി, ഹെഡർ പരിശോധന；[ഡെസ്ക്ടോപ്പ് ആപ്ലിക്കേഷനുകൾ](../desktop-applications.md)                                                |
+| JavaScript / Electron  | Modules, imports, source maps, routes, IPC, native add-on ബന്ധങ്ങൾ                    | Node.js, npm; Linux: procps-compatible `ps`; [application analysis](../javascript-application-workflows.md)                       |
+| Websites               | Page structure, scripts, network observations, ആവശ്യപ്പെട്ട screenshots                | Chrome-family browser; [browser analysis](../browser-observation.md)                                                              |
+| Saved network captures | Requests, responses, പുറത്തുകാണുന്ന payload-ുകൾ, source locations                          | HAR അല്ലെങ്കിൽ Fiddler Everywhere SAZ; native mitmproxy-നായി Linux-ൽ mitmdump; [capture guide](../web-network-captures.md)           |
+| .NET assemblies        | Metadata, CIL instructions, പ്രഖ്യാപിച്ച native dependencies, build comparisons         | ഒന്നും ആവശ്യമില്ല (static മാത്രം); [managed-code guide](../managed-code-analysis.md)                                                    |
+| Android APKs           | Manifest declarations, classes, decompiled methods, references                      | Linux/macOS/Windows x64-ൽ Headless JADX-ഉം full JDK-ഉം; [Android guide](../android-analysis.md)                                   |
+| Android devices        | Devices, packages, processes, logs, dumps, screen captures, APK/file transfers      | Caller നൽകുന്ന adb (emulator അല്ലെങ്കിൽ hardware); [ADB guide](../adb-device-analysis.md)                                             |
+| JEB projects           | Engine-backed project units, artifact digests, type/method pseudo-code              | MCP സേവനം നൽകുന്ന caller ആരംഭിച്ച JEB client; REA_JEB_MCP_URL ഉപയോഗിച്ച് തിരഞ്ഞെടുക്കുക; [JEB guide](../jeb-analysis.md)                   |
+| Android resources      | Decoded manifest, string tables, locales, version വിവരങ്ങൾ                           | Caller നൽകുന്ന Apktool launcher; [resource guide](../apktool-resource-analysis.md)                                                  |
+| Flutter apps           | Dart snapshot hash, ഓരോ ABI-യിലെയും library digests, engine build provenance         | ഒന്നും ആവശ്യമില്ല (static APK parsing); [Flutter guide](../flutter-analysis.md)                                                       |
+| Firmware               | Regions, extraction results, native-analysis handoffs                               | Linux-ൽ Binwalk / Unblob; [firmware guide](../firmware-analysis.md)                                                               |
+| Recorded packets       | തിരഞ്ഞെടുത്ത fields, ആവർത്തിക്കുന്ന values, filters, decode-as rules                       | Linux: TShark 4.x + prlimit; [capture guide](../packet-captures.md)                                                               |
+| Packet summaries       | Endpoints, DNS, TLS SNI, protocol distribution, HTTP requests                       | Caller നൽകുന്ന tshark, capinfos (Linux-ൽ പരിശോധിച്ചത്); [pcap guide](../pcap-analysis.md)                                             |
+| Recorded logic signals | Decoder annotations, sample ranges, diagnostics                                     | Linux: sigrok-cli 0.7.2 + prlimit; [signal recordings](../signal-recordings.md)                                                   |
+| Packages and resources | File inventories, digests, plists, Apple bundle ഘടന, extracted resources            | [Artifact and JavaScript guide](../javascript-artifact-reconstruction.md), [Apple applications](../apple-application-analysis.md) |
+| Process behavior       | Terminal output, interactions, exit, filesystem observations, run comparisons       | Native PTY ഉള്ള Linux/macOS; [process capture](../process-capture.md)                                                              |
+
+Static JavaScript, .NET പരിശോധനകൾ application പ്രവർത്തിപ്പിക്കാതെ നൽകിയ files വായിച്ചാണ് നടത്തുന്നത്. Runtime capture, നിങ്ങളുടെ user permissions ഉപയോഗിച്ച് തിരഞ്ഞെടുത്ത target പ്രവർത്തിപ്പിക്കുകയോ അതുമായി ഇടപെടുകയോ ചെയ്യുന്നു; ഓരോ runtime guide-ലും അതിന്റെ പ്രത്യാഘാതങ്ങൾ വിശദീകരിച്ചിട്ടുണ്ട്.
+
+Offline native-binary പരിശോധനയ്ക്കായി REA, caller നൽകുന്ന GNU objdump, Rizin എന്നിവയും പിന്തുണയ്ക്കുന്നു. Provider setup, CLI commands, Evidence-ന്റെ പരിമിതികൾ എന്നിവയ്ക്കായി [reverse-engineering tools guide](../reverse-engineering-tools.md) കാണുക. ഈ providers ഒന്നും REA ഇൻസ്റ്റാൾ ചെയ്യുകയോ അപ്‌ഡേറ്റ് ചെയ്യുകയോ ചെയ്യുന്നില്ല.
+
+<a id="choosing-a-deep-analysis-provider"></a>
+
+Native formats-ഉം host support-ഉം provider അനുസരിച്ച് വ്യത്യാസപ്പെടും. [Hopper and Ghidra setup](../installation.md#hopper), [IDA guide](../ida-provider.md) (ഐച്ഛിക native MCP bridge ഉൾപ്പെടെ), [Kuna decompiler guide](../kuna-provider.md), [പരീക്ഷണഘട്ടത്തിലുള്ള Windows Ghidra support](../windows-ghidra-p0.md) എന്നിവ കാണുക.
+Ghidra, [16-bit DOS analysis](../ghidra-dos.md)-ഉം പിന്തുണയ്ക്കുന്നു.
+വലിയ binaries-നായി `REA_GHIDRA_STARTUP_TIMEOUT_MS` അല്ലെങ്കിൽ `REA_HOPPER_STARTUP_TIMEOUT_MS` ഉപയോഗിച്ച് provider-ന്റെ startup deadline വർധിപ്പിക്കുക.
+Provider തിരഞ്ഞെടുക്കാൻ [CLI guide](../cli.md#choose-a-provider) കാണുക.
+ഏറ്റവും പുതിയ npm release-നുശേഷം ചേർത്ത features അറിയാൻ [release availability](../installation.md#released-package-and-main) പരിശോധിക്കുക.
+
+## ഉദാഹരണങ്ങൾ
+
+[![DX-Ball sound-pan, Notion clipboard-bridge, TH04 bullet-ring എന്നിവയുടെ ചിത്രീകരണങ്ങൾ](../assets/rea-showcases.png)](https://rea.tools/showcase/)
+
+### DX-Ball: sound-pan കണക്കുകൂട്ടൽ പുനർനിർമ്മിക്കുക
+
+ഒരു sound call-നെ അതിന്റെ position-to-pan helper വരെ പിന്തുടരുക, instructions പരിശോധിക്കുക, അപൂർണ്ണമായ pseudocode-നെ C-യാക്കി മാറ്റുക. ഈ പുനർനിർമ്മാണം യഥാർത്ഥ x86-ലെ 3,205 test cases വിജയിക്കുകയും compile ചെയ്ത function-ന്റെ 63 bytes-ഉം അതേപടി പുനരുത്പാദിപ്പിക്കുകയും ചെയ്യുന്നു.
+
+[Case study വായിക്കുക](https://rea.tools/showcase/dx-ball/) ·
+[പുനർനിർമ്മാണ repository](https://github.com/N0zoM1z0/dx-ball)
+
+### Notion: Electron clipboard bridge പിന്തുടരുക
+
+Renderer-ന്റെ clipboard API കണ്ടെത്തി, അതിനെ preload-ഉം IPC-ഉം വഴി main process വരെ പിന്തുടർന്ന് rich clipboard format പരിശോധിക്കുക.
+
+[Case study വായിക്കുക](https://rea.tools/showcase/notion/)
+
+### TH04: DOS bullet-ring കണക്കുകൂട്ടൽ വീണ്ടെടുക്കുക
+
+യഥാർത്ഥ PC-98 game-ന്റെ 16-bit instructions പരിശോധിക്കുക, fixed, aimed angle കണക്കുകൂട്ടലുകൾ വീണ്ടെടുക്കുക, പുനർനിർമ്മിച്ച C++-നെ ചരിത്രപരമായ compiler output-ുമായി താരതമ്യം ചെയ്യുക.
+
+[Case study വായിക്കുക](https://rea.tools/showcase/th04/) ·
+[പുനർനിർമ്മാണ repository](https://github.com/N0zoM1z0/th04)
+
+REA ഉപയോഗിച്ച് നിങ്ങൾ രസകരമായ എന്തെങ്കിലും പരിശോധിച്ചിട്ടുണ്ടെങ്കിൽ അത് കാണാൻ ഞങ്ങൾ ആഗ്രഹിക്കുന്നു. പരിശോധിച്ച target, നിങ്ങളുടെ ചോദ്യം, REA എങ്ങനെ സഹായിച്ചു, നിങ്ങൾ കണ്ടെത്തിയത് എന്നിവ ഉൾപ്പെടുത്തി [issue](https://github.com/morluto/rea/issues) അല്ലെങ്കിൽ [pull request](https://github.com/morluto/rea/pulls) വഴി നിങ്ങളുടെ case പങ്കിടുക.
+
+## പതിവുചോദ്യങ്ങൾ
+
+<details>
+<summary><strong>ഏതൊക്കെ agents-ന് REA ഉപയോഗിക്കാം?</strong></summary>
+
+Local MCP servers പിന്തുണയ്ക്കുന്ന ഏത് agent-നും REA ഉപയോഗിക്കാം. Setup, [പിന്തുണയ്ക്കുന്ന agents](../installation.md#supported-agents) ക്രമീകരിക്കുന്നു; മറ്റ് clients-ന് [manual MCP registration](../installation.md#mcp-registry) ഉപയോഗിക്കാം.
+
+</details>
+
+<details>
+<summary><strong>Hopper, Ghidra അല്ലെങ്കിൽ IDA ആവശ്യമാണോ?</strong></summary>
+
+ആഴത്തിലുള്ള native analysis-ന് ഇവയിൽ ഒന്ന് ആവശ്യമാണ്. Static JavaScript, .NET പരിശോധനകൾ native analysis engine ഇല്ലാതെയും പ്രവർത്തിക്കും. അനുമതി ലഭിച്ചാൽ setup-ന് Hopper ഇൻസ്റ്റാൾ ചെയ്യാം; Ghidra, IDA എന്നിവയ്ക്കായി നിങ്ങളുടെ നിലവിലുള്ള installations ഉപയോഗിക്കുന്നു. [Provider setup](../installation.md#hopper) കാണുക.
+
+</details>
+
+<details>
+<summary><strong>Hopper ആദ്യം ആരംഭിക്കേണ്ടതുണ്ടോ?</strong></summary>
+
+ഒരു operation-ന് ആവശ്യമാകുമ്പോൾ REA Hopper ആരംഭിക്കും. macOS-ൽ ആദ്യമായി പ്രവർത്തിപ്പിക്കുമ്പോൾ demo mode തിരഞ്ഞെടുക്കാനോ license activate ചെയ്യാനോ ആവശ്യപ്പെടുന്ന dialog പ്രത്യക്ഷപ്പെടാം. ആദ്യ CLI/MCP operation അല്ലെങ്കിൽ unattended job നടത്തുന്നതിന് മുമ്പ് അതേ user session-ൽ ആ prompt പൂർത്തിയാക്കുക. ആവശ്യമെങ്കിൽ Hopper സ്വമേധയാ തുറക്കുക. [Hopper startup and troubleshooting](../installation.md#launcher-paths-and-troubleshooting) കാണുക.
+
+</details>
+
+<details>
+<summary><strong>skills.sh-ൽ നിന്ന് skill ഇൻസ്റ്റാൾ ചെയ്യുന്നത് എന്താണ് ചെയ്യുന്നത്?</strong></summary>
+
+ഈ skill നിങ്ങളുടെ agent-ന് അന്വേഷണ നിർദ്ദേശങ്ങൾ നൽകുന്നു. REA-യുടെ MCP server രജിസ്റ്റർ ചെയ്യാനും അനുയോജ്യമായ നിർദ്ദേശങ്ങൾ ഇൻസ്റ്റാൾ ചെയ്യാനും `npx rea-agents setup` ഉപയോഗിക്കുക; തുടർന്ന് നിങ്ങളുടെ agent വീണ്ടും ആരംഭിക്കുക. [Skill-only installation](../installation.md#skill-only-installation) കാണുക.
+
+</details>
+
+<details>
+<summary><strong>REA ഏത് തരത്തിലുള്ള code ആണ് നൽകുന്നത്?</strong></summary>
+
+Native analysis pseudocode-ഉം assembly-ഉം നൽകുന്നു. JavaScript/Electron analysis modules-ഉം അവയുടെ ബന്ധങ്ങളും വീണ്ടെടുക്കുന്നു. ഈ കണ്ടെത്തലുകൾ ഉപയോഗിച്ച് നിങ്ങളുടെ agent implementation എഴുതുകയും പരിശോധിക്കുകയും ചെയ്യും; പ്രായോഗിക ഉദാഹരണങ്ങൾക്കായി [ഉദാഹരണങ്ങൾ](#showcases) കാണുക.
+
+</details>
+
+<details>
+<summary><strong>REA എന്റെ app upload ചെയ്യുമോ?</strong></summary>
+
+REA targets local ആയി വിശകലനം ചെയ്യുന്നു. Tool-ൽ നിന്നുള്ള ഫലങ്ങൾ നിങ്ങളുടെ agent-ന് ലഭിക്കും; അതിന്റെ model provider-ന് സ്വന്തമായ data policy ഉണ്ടായിരിക്കും.
+
+</details>
+
+<details>
+<summary><strong>ഒരു bug നേരിട്ടാൽ എന്തുചെയ്യണം?</strong></summary>
+
+ആദ്യം അപ്‌ഡേറ്റ് ചെയ്യുക; പുതിയ release-ൽ ആ പ്രശ്നത്തിനുള്ള പരിഹാരം ഇതിനകം ഉണ്ടായേക്കാം.
+
+`npm install --global` അല്ലെങ്കിൽ `bun add --global` ഉപയോഗിച്ച് ഇൻസ്റ്റാൾ ചെയ്ത CLI-ക്കായി:
+
+```bash
+rea update
+```
+
+`npx` വഴി agent setup നടത്തുന്നതിനായി:
+
+```bash
+npx rea-agents@latest setup
+```
+
+നിങ്ങൾ agent ഉപയോഗിക്കുന്നുണ്ടെങ്കിൽ, [setup പുതുക്കൽ](#update-rea) പൂർത്തിയാക്കി അത് വീണ്ടും ആരംഭിക്കുക. അതേ task വീണ്ടും ശ്രമിക്കുക. പ്രശ്നം തുടരുകയാണെങ്കിൽ, നിങ്ങളുടെ REA version, target type, പ്രശ്നം ആവർത്തിക്കാൻ ആവശ്യമായ ഘട്ടങ്ങൾ, error output എന്നിവ ഉൾപ്പെടുത്തി [issue തുറക്കുക](https://github.com/morluto/rea/issues).
+
+</details>
+
+## ഡോക്യുമെന്റേഷൻ
+
+വെബ്സൈറ്റിലെ [പ്രായോഗിക ഗൈഡുകൾ](https://rea.tools/guides/) ഉപയോഗിച്ച് തുടങ്ങുക.
+കൃത്യമായ options, prerequisites, result contracts എന്നിവയ്ക്കായി:
+
+- [Installation and setup](../installation.md): agent registration, provider configuration, updates, uninstall.
+- [Readiness and troubleshooting](../installation.md#check-readiness-for-your-task): ഒരു agent-ന്റെയോ analysis engine-ന്റെയോ പ്രശ്നങ്ങൾ കണ്ടെത്തുക.
+- [GGUF / safetensors](../model-artifacts.md)
+- [CLI and Evidence](../cli.md): commands, provider തിരഞ്ഞെടുക്കൽ, snapshots, import/export, exit statuses.
+- [MCP contracts](../mcp-contracts.md), [agent prompts](../mcp-prompts.md): tool results, sessions, guided investigations.
+- [Tool catalog](../mcp-contracts.md#generated-catalog): tools, providers, CLI commands എന്നിവയുടെ സ്വയമേവ സൃഷ്ടിച്ച പട്ടിക.
+- [Roadmap](../roadmap.md): ആസൂത്രണം ചെയ്ത പ്രവർത്തനങ്ങളും capability trackers-ഉം.
+
+സുരക്ഷാ ദുർബലതകൾ [SECURITY.md](../../SECURITY.md) വഴി റിപ്പോർട്ട് ചെയ്യുക.
+
+## Star ചരിത്രം
+
+🎉 **250,000 GitHub stars — നന്ദി!**
+
+REA ഉപയോഗിക്കുന്നവർക്കും, bugs റിപ്പോർട്ട് ചെയ്യുന്നവർക്കും, features ആവശ്യപ്പെടുന്നവർക്കും, builds പരിശോധിക്കുന്നവർക്കും, fixes സംഭാവന ചെയ്യുന്നവർക്കും നന്ദി.
+
+<a href="https://www.star-history.com/?repos=morluto%2Frea&amp;type=date">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=morluto/rea&amp;type=date&amp;theme=dark&amp;legend=top-left" />
+    <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/chart?repos=morluto/rea&amp;type=date" />
+    <img alt="REA GitHub star ചരിത്രം" src="https://api.star-history.com/chart?repos=morluto/rea&amp;type=date" />
+  </picture>
+</a>
+
+## നിരാകരണം
+
+ഉത്തരവാദിത്തത്തോടെ ഉപയോഗിക്കുന്നതിനുള്ള മാർഗനിർദ്ദേശങ്ങൾക്ക് [DISCLAIMER.md](../../DISCLAIMER.md) കാണുക.
+
+നിയമവിരുദ്ധമോ അനുമതിയില്ലാത്തതോ ആയ ഉപയോഗത്തെക്കുറിച്ചുള്ള project-ന്റെ നിലപാട് എല്ലാ REA versions-നും distribution channels-നും platforms-നും ബാധകമാണ്; ഓരോ copy-യും അതിന് ബാധകമായ licenses നിലനിർത്തുന്നു.
+
+നിയമാനുസൃതമായ research, education, interoperability, software preservation, കൂടാതെ നിങ്ങൾക്ക് സ്വന്തമായതോ പരിശോധിക്കാൻ അനുമതിയുള്ളതോ ആയ software-ന്റെ analysis എന്നിവയ്ക്കാണ് REA ഉദ്ദേശിച്ചിരിക്കുന്നത്.
+
+## സംഭാവനകൾ
+
+REA-യ്ക്കായി നിങ്ങളുടെ സഹായം ഞങ്ങൾ സ്വാഗതം ചെയ്യുന്നു! bug റിപ്പോർട്ട് ചെയ്യാനോ feature നിർദ്ദേശിക്കാനോ [issue തുറക്കുക](https://github.com/morluto/rea/issues), code അല്ലെങ്കിൽ docs മെച്ചപ്പെടുത്താൻ [pull request അയയ്ക്കുക](https://github.com/morluto/rea/pulls).
+
+Development setup-നും checks-നും [CONTRIBUTING.md](../../CONTRIBUTING.md), verification lanes-നായി [testing](../testing.md), project ഘടനയ്ക്കായി [architecture map](../architecture.mermaid) എന്നിവ കാണുക.
+
+## ലൈസൻസ്
+
+[MIT](../../LICENSE)
+
+REA-യുടെ രചയിതാക്കൾ സൃഷ്ടിച്ച code MIT license പ്രകാരമാണ് ലൈസൻസ് ചെയ്തിരിക്കുന്നത്. Third-party material അതിന്റെ സ്വന്തം licenses-ഉം copyright notices-ഉം നിലനിർത്തുന്നു; dependencies-ന്റെ പട്ടിക, നിലനിർത്തിയ license text-ുകൾ, external tool നിബന്ധനകൾ എന്നിവയ്ക്കായി [Third-party notices](../../THIRD_PARTY_NOTICES.md) കാണുക.
+
+**IDA Pro / Hex-Rays decompilers, Hopper, JEB എന്നിവ ഉൾപ്പെടെയുള്ള commercial tools നിയമാനുസൃതമായി സ്വന്തമാക്കുകയും അവയുടെ ബാധകമായ licenses പ്രകാരം ഉപയോഗിക്കാൻ അനുമതിയുണ്ടെന്ന് ഉറപ്പാക്കുകയും വേണം.** REA ഒരു tool license-ഓ key-യോ activation entitlement-ഓ നൽകുന്നില്ല. Trials-ഉം demos-ഉം ഉൾപ്പെടെ vendor നിബന്ധനകൾക്ക് വിധേയമാണ്; ഇതിൽ user, feature, automation, output sharing നിയന്ത്രണങ്ങളും ഉൾപ്പെടാം. Cracked copies, മോഷ്ടിച്ച keys, അനുമതിയില്ലാത്ത key sharing, license നിയന്ത്രണങ്ങൾ മറികടക്കൽ എന്നിവയ്ക്ക് അനുമതിയില്ല. ഈ മാർഗനിർദ്ദേശം MIT അല്ലെങ്കിൽ third-party licenses-ൽ മാറ്റം വരുത്തുന്നില്ല.
@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · **Polski** · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Reverse Engineer Anything

@@ -146,6 +146,7 @@ REA wymaga Node.js 22.x (>=22.19), 24.x (>=24.11) lub 26+ oraz npm. Dodatkowe na
 | Kod bajtowy EVM                         | Selektory wywołań, przesunięcia bajtowe, wywnioskowane argumenty i mutowalność                                        | Lokalny plik z surowymi bajtami lub zapisem szesnastkowym w systemie Linux x64; [przewodnik EVM offline](../evm-bytecode.md)         |
 | Rust binaries                           | Embedded cargo-auditable dependency list                                                                              | [Rust binaries](../rust-binaries.md)                                                                                                 |
 | Zarejestrowane awarie systemu Linux     | Surowe rekordy note, rejestry/sygnały każdego zarejestrowanego wątku i opcjonalni kandydaci na mapowania              | pwntools dostarczone przez użytkownika w systemie Linux x64; opcjonalnie GDB/pwndbg; [zarejestrowane awarie](../recorded-crashes.md) |
+| Instalacje desktopowe                   | Kandydaci środowisk uruchomieniowych, pliki źródłowe dowodów, komponenty i dalsze kroki                               | Ograniczona inspekcja katalogów i nagłówków；[Aplikacje desktopowe](../desktop-applications.md)                                      |
 | JavaScript / Electron                   | Moduły, importy, mapy źródeł, trasy, IPC i powiązania z natywnymi dodatkami                                           | Node.js i npm; [analiza aplikacji](../javascript-application-workflows.md)                                                           |
 | Strony internetowe                      | Struktura strony, skrypty, obserwacje sieciowe i zamówione zrzuty ekranu                                              | Przeglądarka z rodziny Chrome; [analiza w przeglądarce](../browser-observation.md)                                                   |
 | Zapisane przechwycenia ruchu sieciowego | Żądania, odpowiedzi, dostępne dane przesyłane i lokalizacje źródłowe                                                  | HAR; mitmdump w systemie Linux dla natywnych przechwyceń mitmproxy; [przewodnik przechwytywania](../web-network-captures.md)         |
@@ -263,6 +264,7 @@ Zacznij od [przewodników z przykładami](https://rea.tools/pl/guides/) na stron

 - [Instalacja i konfiguracja](../installation.md): rejestracja agentów, konfiguracja dostawców analizy, aktualizacje i odinstalowanie.
 - [Gotowość i rozwiązywanie problemów](../installation.md#check-readiness-for-your-task): diagnostyka jednego agenta lub silnika analizy.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI i Evidence](../cli.md): polecenia, wybór dostawcy, migawki, import/eksport i kody zakończenia.
 - [Kontrakty MCP](../mcp-contracts.md) i [prompty dla agentów](../mcp-prompts.md): wyniki narzędzi, sesje i prowadzone analizy.
 - [Katalog narzędzi](../mcp-contracts.md#generated-catalog): generowany podczas kompilacji wykaz narzędzi, dostawców i poleceń CLI.
@@ -272,7 +274,7 @@ Zgłaszaj podatności zgodnie z [SECURITY.md](../../SECURITY.md).

 ## Historia gwiazdek

-🎉 **250 000 gwiazdek na GitHubie — dziękujemy!**
+🎉 **300 000 gwiazdek na GitHubie — dziękujemy!**

 Dziękujemy wszystkim, którzy używają REA, zgłaszają błędy, proponują nowe funkcje, testują kompilacje i przesyłają poprawki.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · **Português (Brasil)** · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Faça engenharia reversa de qualquer coisa

@@ -146,6 +146,7 @@ O REA requer Node.js 22.x (>=22.19), 24.x (>=24.11) ou 26+, além do npm. As fer
 | Bytecode EVM                | Seletores de despacho, offsets de bytes, argumentos inferidos e mutabilidade                                            | Entrada local com bytes brutos ou representação hexadecimal no Linux x64; [guia de EVM sem execução](../evm-bytecode.md)          |
 | Rust binaries               | Embedded cargo-auditable dependency list                                                                                | [Rust binaries](../rust-binaries.md)                                                                                              |
 | Falhas do Linux registradas | Registros note brutos, registradores/sinais de cada thread registrada e candidatos opcionais a mapeamentos              | pwntools fornecido pelo chamador no Linux x64; GDB/pwndbg opcionais; [falhas registradas](../recorded-crashes.md)                 |
+| Instalações desktop         | Ambientes candidatos, arquivos de evidência, componentes e próximos passos                                              | Inspeção limitada de diretórios e cabeçalhos；[Aplicações desktop](../desktop-applications.md)                                    |
 | JavaScript / Electron       | Módulos, importações, source maps, rotas, IPC e relações com complementos nativos                                       | Node.js e npm; [análise de aplicativos](../javascript-application-workflows.md)                                                   |
 | Sites                       | Estrutura da página, scripts, observações de rede e capturas de tela solicitadas                                        | Um navegador da família Chrome; [análise do navegador](../browser-observation.md)                                                 |
 | Capturas de rede salvas     | Requisições, respostas, payloads acessíveis e localizações de origem                                                    | HAR; mitmdump no Linux para capturas no formato nativo do mitmproxy; [guia de capturas](../web-network-captures.md)               |
@@ -263,6 +264,7 @@ Comece pelos [guias práticos](https://rea.tools/pt-BR/guides/) do site. Para op

 - [Instalação e configuração](../installation.md): registro de agentes, configuração de provedores, atualizações e desinstalação.
 - [Prontidão e solução de problemas](../installation.md#check-readiness-for-your-task): diagnóstico de um agente ou motor de análise específico.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI e Evidence](../cli.md): comandos, seleção de provedores, snapshots, importação/exportação e status de saída.
 - [Contratos MCP](../mcp-contracts.md) e [prompts para agentes](../mcp-prompts.md): resultados das ferramentas, sessões e investigações guiadas.
 - [Catálogo de ferramentas](../mcp-contracts.md#generated-catalog): inventário de ferramentas, provedores e comandos da CLI gerado durante o build.
@@ -272,7 +274,7 @@ Relate vulnerabilidades conforme [SECURITY.md](../../SECURITY.md).

 ## Histórico de estrelas

-🎉 **250.000 estrelas no GitHub — muito obrigado!**
+🎉 **300.000 estrelas no GitHub — muito obrigado!**

 Obrigado a todos que usam o REA, relatam bugs, sugerem funcionalidades, testam builds e contribuem com correções.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · **Русский** · [Tiếng Việt](README_vi.md) · [ไทย](README_th.md) · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Реверс-инжиниринг чего угодно

@@ -139,28 +139,29 @@ npx rea-agents@latest setup

 REA требует Node.js 22.x (>=22.19), 24.x (>=24.11) или 26+, а также npm. Дополнительные инструменты и поддерживаемые системы зависят от цели:

-| Цель                          | Что возвращает REA                                                                                                         | Требования и руководство                                                                                                                 |
-| ----------------------------- | -------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------- |
-| Нативные бинарные файлы       | Псевдокод, ассемблер, строки, символы, вызовы и ссылки                                                                     | Hopper, Ghidra или IDA; [нативный анализ](../native-investigation.md)                                                                    |
-| Структура ELF без запуска     | Секции, сегменты, исходные символы/релокации и возможные механизмы защиты по данным статического анализа                   | pwntools, предоставленный вызывающей стороной, в Linux x64; [диагностика бинарных файлов](../binary-diagnostics.md)                      |
-| Байт-код EVM                  | Селекторы диспетчеризации, смещения байтов, предполагаемые аргументы и изменяемость состояния                              | Локальные необработанные байты или шестнадцатеричное представление в Linux x64; [руководство по EVM без запуска](../evm-bytecode.md)     |
-| Rust binaries                 | Embedded cargo-auditable dependency list                                                                                   | [Rust binaries](../rust-binaries.md)                                                                                                     |
-| Записанные сбои Linux         | Необработанные записи note, регистры/сигналы каждого записанного потока и необязательные кандидаты сопоставления с памятью | pwntools, предоставленный вызывающей стороной, в Linux x64; необязательные GDB/pwndbg; [записанные сбои](../recorded-crashes.md)         |
-| JavaScript / Electron         | Модули, импорты, карты исходного кода, маршруты, IPC и связи с нативными дополнениями                                      | Node.js и npm; [анализ приложений](../javascript-application-workflows.md)                                                               |
-| Сайты                         | Структура страницы, скрипты, наблюдения за сетью и запрошенные снимки экрана                                               | Браузер семейства Chrome; [анализ браузера](../browser-observation.md)                                                                   |
-| Сохранённые сетевые захваты   | Запросы, ответы, доступные полезные данные и позиции в источнике                                                           | HAR; mitmdump в Linux для захватов в собственном формате mitmproxy; [руководство по сетевым захватам](../web-network-captures.md)        |
-| Сборки .NET                   | Метаданные, инструкции CIL, объявленные нативные зависимости и сравнения сборок                                            | Статическое исследование; [руководство по управляемому коду](../managed-code-analysis.md)                                                |
-| Android APK                   | Объявления манифеста, классы, декомпилированные методы и ссылки                                                            | JADX без графического интерфейса и полный JDK в Linux/macOS/Windows x64; [руководство по Android](../android-analysis.md)                |
-| Устройства Android            | Устройства, пакеты, процессы, журналы, дампы, снимки экрана и передача APK/файлов                                          | adb, предоставленный вызывающей стороной (эмулятор или устройство); [руководство по ADB](../adb-device-analysis.md)                      |
-| Проекты JEB                   | Единицы проекта от движка, дайджесты артефактов и псевдокод типов/методов                                                  | Запущенный вызывающей стороной клиент JEB с интерфейсом MCP, выбирается через REA_JEB_MCP_URL; [руководство по JEB](../jeb-analysis.md)  |
-| Ресурсы Android               | Декодированный манифест, таблицы строк, языки и сведения о версии                                                          | Запуск Apktool, предоставленный вызывающей стороной; [руководство по ресурсам](../apktool-resource-analysis.md)                          |
-| Приложения Flutter            | Хеш снапшота Dart, дайджесты библиотек по ABI и происхождение сборки движка                                                | Не требуется (статический разбор APK); [руководство по Flutter](../flutter-analysis.md)                                                  |
-| Прошивки                      | Области, результаты извлечения и передача в нативный анализ                                                                | Binwalk / Unblob в Linux; [руководство по прошивкам](../firmware-analysis.md)                                                            |
-| Записанные пакеты             | Выбранные поля, повторяющиеся значения, фильтры и правила декодирования                                                    | Linux: TShark 4.x + prlimit; [руководство по захватам](../packet-captures.md)                                                            |
-| Захват пакетов                | Конечные точки, DNS, TLS SNI, распределение протоколов и HTTP-запросы                                                      | Предоставленные вызывающей стороной tshark и capinfos; [руководство по pcap](../pcap-analysis.md)                                        |
-| Записанные логические сигналы | Аннотации декодера, диапазоны отсчётов и диагностика                                                                       | Linux: sigrok-cli 0.7.2 + prlimit; [руководство по сигналам](../signal-recordings.md)                                                    |
-| Пакеты и ресурсы              | Списки файлов, хеши, plist, структура пакетов Apple и извлечённые ресурсы                                                  | [Руководство по артефактам и JavaScript](../javascript-artifact-reconstruction.md), [приложения Apple](../apple-application-analysis.md) |
-| Поведение процессов           | Вывод терминала, взаимодействия, наблюдения за завершением и файловой системой, сравнения запусков                         | Linux/macOS с нативным PTY; [захват процессов](../process-capture.md)                                                                    |
+| Цель                                | Что возвращает REA                                                                                                         | Требования и руководство                                                                                                                 |
+| ----------------------------------- | -------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------- |
+| Нативные бинарные файлы             | Псевдокод, ассемблер, строки, символы, вызовы и ссылки                                                                     | Hopper, Ghidra или IDA; [нативный анализ](../native-investigation.md)                                                                    |
+| Структура ELF без запуска           | Секции, сегменты, исходные символы/релокации и возможные механизмы защиты по данным статического анализа                   | pwntools, предоставленный вызывающей стороной, в Linux x64; [диагностика бинарных файлов](../binary-diagnostics.md)                      |
+| Байт-код EVM                        | Селекторы диспетчеризации, смещения байтов, предполагаемые аргументы и изменяемость состояния                              | Локальные необработанные байты или шестнадцатеричное представление в Linux x64; [руководство по EVM без запуска](../evm-bytecode.md)     |
+| Rust binaries                       | Embedded cargo-auditable dependency list                                                                                   | [Rust binaries](../rust-binaries.md)                                                                                                     |
+| Записанные сбои Linux               | Необработанные записи note, регистры/сигналы каждого записанного потока и необязательные кандидаты сопоставления с памятью | pwntools, предоставленный вызывающей стороной, в Linux x64; необязательные GDB/pwndbg; [записанные сбои](../recorded-crashes.md)         |
+| Установленные настольные приложения | Возможные среды выполнения, файлы с доказательствами, компоненты и дальнейшие шаги                                         | Ограниченная проверка каталогов и заголовков；[Настольные приложения](../desktop-applications.md)                                        |
+| JavaScript / Electron               | Модули, импорты, карты исходного кода, маршруты, IPC и связи с нативными дополнениями                                      | Node.js и npm; [анализ приложений](../javascript-application-workflows.md)                                                               |
+| Сайты                               | Структура страницы, скрипты, наблюдения за сетью и запрошенные снимки экрана                                               | Браузер семейства Chrome; [анализ браузера](../browser-observation.md)                                                                   |
+| Сохранённые сетевые захваты         | Запросы, ответы, доступные полезные данные и позиции в источнике                                                           | HAR; mitmdump в Linux для захватов в собственном формате mitmproxy; [руководство по сетевым захватам](../web-network-captures.md)        |
+| Сборки .NET                         | Метаданные, инструкции CIL, объявленные нативные зависимости и сравнения сборок                                            | Статическое исследование; [руководство по управляемому коду](../managed-code-analysis.md)                                                |
+| Android APK                         | Объявления манифеста, классы, декомпилированные методы и ссылки                                                            | JADX без графического интерфейса и полный JDK в Linux/macOS/Windows x64; [руководство по Android](../android-analysis.md)                |
+| Устройства Android                  | Устройства, пакеты, процессы, журналы, дампы, снимки экрана и передача APK/файлов                                          | adb, предоставленный вызывающей стороной (эмулятор или устройство); [руководство по ADB](../adb-device-analysis.md)                      |
+| Проекты JEB                         | Единицы проекта от движка, дайджесты артефактов и псевдокод типов/методов                                                  | Запущенный вызывающей стороной клиент JEB с интерфейсом MCP, выбирается через REA_JEB_MCP_URL; [руководство по JEB](../jeb-analysis.md)  |
+| Ресурсы Android                     | Декодированный манифест, таблицы строк, языки и сведения о версии                                                          | Запуск Apktool, предоставленный вызывающей стороной; [руководство по ресурсам](../apktool-resource-analysis.md)                          |
+| Приложения Flutter                  | Хеш снапшота Dart, дайджесты библиотек по ABI и происхождение сборки движка                                                | Не требуется (статический разбор APK); [руководство по Flutter](../flutter-analysis.md)                                                  |
+| Прошивки                            | Области, результаты извлечения и передача в нативный анализ                                                                | Binwalk / Unblob в Linux; [руководство по прошивкам](../firmware-analysis.md)                                                            |
+| Записанные пакеты                   | Выбранные поля, повторяющиеся значения, фильтры и правила декодирования                                                    | Linux: TShark 4.x + prlimit; [руководство по захватам](../packet-captures.md)                                                            |
+| Захват пакетов                      | Конечные точки, DNS, TLS SNI, распределение протоколов и HTTP-запросы                                                      | Предоставленные вызывающей стороной tshark и capinfos; [руководство по pcap](../pcap-analysis.md)                                        |
+| Записанные логические сигналы       | Аннотации декодера, диапазоны отсчётов и диагностика                                                                       | Linux: sigrok-cli 0.7.2 + prlimit; [руководство по сигналам](../signal-recordings.md)                                                    |
+| Пакеты и ресурсы                    | Списки файлов, хеши, plist, структура пакетов Apple и извлечённые ресурсы                                                  | [Руководство по артефактам и JavaScript](../javascript-artifact-reconstruction.md), [приложения Apple](../apple-application-analysis.md) |
+| Поведение процессов                 | Вывод терминала, взаимодействия, наблюдения за завершением и файловой системой, сравнения запусков                         | Linux/macOS с нативным PTY; [захват процессов](../process-capture.md)                                                                    |

 Статическое исследование JavaScript и .NET читает предоставленные файлы, не запуская приложение. Захват во время выполнения запускает выбранную цель или взаимодействует с ней с правами вашего пользователя; соответствующие руководства описывают последствия.

@@ -263,6 +264,7 @@ npx rea-agents@latest setup

 - [Установка и настройка](../installation.md): регистрация агентов, настройка провайдеров, обновление и удаление.
 - [Готовность и устранение неполадок](../installation.md#check-readiness-for-your-task): диагностика конкретного агента или движка анализа.
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI и Evidence](../cli.md): команды, выбор провайдера, снимки, импорт/экспорт и коды завершения.
 - [Контракты MCP](../mcp-contracts.md) и [промпты агентов](../mcp-prompts.md): результаты инструментов, сеансы и исследования с подсказками.
 - [Каталог инструментов](../mcp-contracts.md#generated-catalog): создаваемый при сборке перечень инструментов, провайдеров и команд CLI.
@@ -272,7 +274,7 @@ npx rea-agents@latest setup

 ## История звёзд

-🎉 **250 000 звёзд на GitHub — спасибо!**
+🎉 **300 000 звёзд на GitHub — спасибо!**

 Спасибо всем, кто использует REA, сообщает об ошибках, предлагает новые функции, тестирует сборки и помогает с исправлениями.

@@ -1,7 +1,7 @@
 <div align="center">

 [English](../../README.md) · [简体中文](README_zh.md) · [繁體中文](README_zh-TW.md) · [日本語](README_ja.md) · [한국어](README_ko.md) · [Türkçe](README_tr.md) · [Русский](README_ru.md) · [Tiếng Việt](README_vi.md) · **ไทย** · [Deutsch](README_de.md) · [Español](README_es.md) · [Français](README_fr.md) · [Українська](README_uk.md) · [Polski](README_pl.md) · [Português (Brasil)](README_pt-BR.md) · [العربية](README_ar.md) · [فارسی](README_fa.md) · [Bahasa Indonesia](README_id.md) · [Italiano](README_it.md)
-· [Ελληνικά](README_el.md)
+· [Ελληνικά](README_el.md) · [മലയാളം](README_ml.md)

 # REA: Reverse Engineer Anything

@@ -146,6 +146,7 @@ REA ต้องใช้ Node.js 22.x (>=22.19), 24.x (>=24.11) หรือ 26
 | ไบต์โค้ด EVM                   | ตัวเลือกฟังก์ชันสำหรับการเรียก ออฟเซ็ตไบต์ อาร์กิวเมนต์และความสามารถในการเปลี่ยนสถานะที่อนุมานได้ | ไฟล์บนเครื่องที่มีไบต์ดิบหรือข้อมูลเลขฐานสิบหกบน Linux x64; [คู่มือ EVM แบบออฟไลน์](../evm-bytecode.md)                                    |
 | Rust binaries                | Embedded cargo-auditable dependency list                                        | [Rust binaries](../rust-binaries.md)                                                                                       |
 | ข้อมูลการแครชของ Linux ที่บันทึกไว้ | ระเบียน note ดิบ รีจิสเตอร์/สัญญาณของทุกเธรดที่บันทึกไว้ และตัวเลือกการแมปเพิ่มเติม              | pwntools ที่ผู้ใช้จัดเตรียมบน Linux x64; เลือกใช้ GDB/pwndbg เพิ่มเติมได้; [การแครชที่บันทึกไว้](../recorded-crashes.md)                     |
+| ไดเรกทอรีติดตั้งแอปเดสก์ท็อป       | รันไทม์ที่เป็นไปได้ ไฟล์หลักฐาน ตัวบ่งชี้ส่วนประกอบ และขั้นตอนถัดไป                             | ตรวจสอบไดเรกทอรีและส่วนหัวโดยจำกัดขอบเขต；[แอปเดสก์ท็อป](../desktop-applications.md)                                             |
 | JavaScript / Electron        | โมดูล การนำเข้า ซอร์สแมป เส้นทาง IPC และความสัมพันธ์กับส่วนเสริมเนทีฟ                      | Node.js และ npm; [การวิเคราะห์แอปพลิเคชัน](../javascript-application-workflows.md)                                             |
 | เว็บไซต์                       | โครงสร้างหน้า สคริปต์ ข้อมูลเครือข่ายที่สังเกตได้ และภาพหน้าจอที่ร้องขอ                         | เบราว์เซอร์ในตระกูล Chrome; [การวิเคราะห์ผ่านเบราว์เซอร์](../browser-observation.md)                                               |
 | ข้อมูลเครือข่ายที่บันทึกไว้           | คำขอ คำตอบ เพย์โหลดที่ปรากฏ และตำแหน่งต้นทาง                                         | HAR; mitmdump บน Linux สำหรับข้อมูลที่บันทึกในรูปแบบเนทีฟของ mitmproxy; [คู่มือการบันทึกข้อมูล](../web-network-captures.md)                |
@@ -263,6 +264,7 @@ npx rea-agents@latest setup

 - [การติดตั้งและตั้งค่า](../installation.md): การลงทะเบียนเอเจนต์ การตั้งค่าผู้ให้บริการ การอัปเดต และการถอนการติดตั้ง
 - [ความพร้อมใช้งานและการแก้ไขปัญหา](../installation.md#check-readiness-for-your-task): ตรวจวินิจฉัยเอเจนต์หรือเอนจินวิเคราะห์หนึ่งตัว
+- [GGUF / safetensors](../model-artifacts.md)
 - [CLI และ Evidence](../cli.md): คำสั่ง การเลือกผู้ให้บริการ สแนปช็อต การนำเข้า/ส่งออก และรหัสการสิ้นสุด
 - [สัญญา MCP](../mcp-contracts.md) และ[พรอมป์ต์สำหรับเอเจนต์](../mcp-prompts.md): ผลลัพธ์เครื่องมือ เซสชัน และการตรวจสอบตามคำแนะนำ
 - [แค็ตตาล็อกเครื่องมือ](../mcp-contracts.md#generated-catalog): รายการเครื่องมือ ผู้ให้บริการ และคำสั่ง CLI ที่สร้างระหว่างการบิลด์
@@ -272,7 +274,7 @@ npx rea-agents@latest setup

 ## ประวัติดาว

-🎉 **250,000 ดาวบน GitHub — ขอบคุณทุกคน!**
+🎉 **300,000 ดาวบน GitHub — ขอบคุณทุกคน!**

 ขอบคุณทุกคนที่ใช้ REA รายงานบั๊ก เสนอฟีเจอร์ ทดสอบบิลด์ และช่วยแก้ไข