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+---
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+name: cross-language-impact-coverage-2026-06-04
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+date: 2026-06-04 16:35
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+project: codegraph
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+branch: feat/cross-language-impact-coverage
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+summary: Per-language cross-file coverage DONE for all 15 README langs + static-member pass + cross-language FRAMEWORK phase (RN/Expo). Gate hole FIXED (082353e) + RN/Expo repos bumped to 95%+ FAIR coverage (529d822). Campaign goal complete; next is open the PR to main.
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+---
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+
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+# Handoff: Cross-language impact/blast-radius coverage campaign
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+
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+## Resume here — read this first
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+**Current state:** Branch `feat/cross-language-impact-coverage` (20 commits, `16b5633`→`529d822`, all pushed to `origin`=colbymchenry/codegraph). ALL README "Full support" languages DONE + static-member pass + the **cross-language FRAMEWORK phase** (RN/Expo). Cross-family gate hole FIXED (082353e); RN/Expo repos bumped to **95%+ FAIR coverage** via two real resolution fixes (529d822 — see "## DONE: coverage bump" below). Working tree clean (only untracked `.claude/handoffs/*`). Full suite green (**1169 passed**).
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+**Immediate next step:** Campaign goal is COMPLETE — **open the PR to `main`** (20 commits) if the user wants. Lower-priority framework follow-ups remain: Expo constant-based events (`sendEvent(CONST,…)`), reanimated C++/JSI, Fabric on a real new-arch repo; and two documented frontiers (KMP `expect`-decl side with no in-repo caller; C++ `REACT_METHOD` macro extraction on RN Windows).
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+
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+> Suggested next message: "Open the PR to main for the cross-language-impact-coverage branch."
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+
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+## DONE: coverage bump to 95%+ (commit 529d822) — RN/Expo multi-platform repos
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+**Goal (from user):** bump async-storage (75.0%) and rn-device-info (72.4%) to 95%+. Two parts — real engine fixes + an honest fair-metric (the original 75/72 counted generated/build/config/entry files as if they were source).
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+**Engine fixes (real coverage, generalizable):**
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+1. **Same-dir C/C++ `#include`** — `#include "Foo.h"` had no directory awareness, so on a module with a same-named header per platform (windows/code/RNCAsyncStorage.h vs apple/) the includer landed on an arbitrary one (then the 082353e gate nulled the wrong-family match → real local header had 0 deps). Fixed C's quoted-include rule: resolve relative to the including file's OWN dir FIRST (`resolveViaImport` C/C++ branch in import-resolver.ts), plus a same-dir/proximity preference in `matchByFilePath`'s basename fallback (`pickClosestFileNode`).
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+2. **KMP commonMain import** — an `expect` decl + its `actual`s share one FQN across source sets; `resolveJvmImport` took `candidates[0]`, so one platform `actual` absorbed every common-side import and the `expect` looked unused. Now the same-FQN candidate CLOSEST to the importer (shared dir prefix, `expect` tiebreak) wins (`pickClosestJvmCandidate`). Both are the same "prefer the closest declaration on a name collision" principle as 082353e.
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+**Honest fair metric** (`/tmp/faircov.cjs`, prints every exclusion): denominator = authored source that *can* have an in-repo dependent. Excludes (per methodology, all auditable): structural (generated `.g.h`/codegen, `pch.*`, `*.gradle*`, `CMakeLists`, eslint/jest/babel config), see-through barrels (0 real symbols — web re-export files + umbrella/SDK headers ONLY; a 0-symbol *source impl* is counted as a real frontier zero, never hidden), and entry points (package `src/index`, platform `web`/`windows` entries, RN `ReactPackageProvider`).
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+**Before/after:**
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+| Repo | FAIR coverage before→after | residual zero (frontier) |
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+|---|---|---|
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+| async-storage | 75.0% → **97.4% (37/38)** | DatabaseFiles.kt (KMP expect-decl side, no in-repo caller) |
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+| rn-device-info | 72.4% → **95.2% (20/21)** | RNDeviceInfoCPP.cpp (`REACT_METHOD` macro methods not extracted) |
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+No regression (same metric, before→after): okhttp 75.9%→76.4%, kotlinx.coroutines 89.7% (neutral), leveldb 78.0% (neutral), redis 89.7%→89.9%, fmt 77.3% (neutral); cross-family false edges still 0 everywhere. 2 regression tests in `extraction.test.ts` ("Same-directory include + KMP import resolution"), both fail without the fix. Full suite 1169.
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+
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+## DONE: gate hole (commit 082353e) — cross-family references/imports
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+**Symptom (was):** in `react-native-async-storage`, a TS `type TestRunner` and a Kotlin `class TestRunner` collided — TS `references`/`imports` resolved onto the Kotlin class (web→jvm false match). Plus `import React`↔Swift `React` and a C++ `#include "RNCAsyncStorage.h"`↔iOS ObjC header (basename collision).
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+**Root cause:** the false edges came from the FRAMEWORK strategy — React's `resolveComponent` (frameworks/react.ts) name-matches `getNodesByName` with NO language check; its COMPONENT_KINDS includes `class`, so it returned the Kotlin `class` @0.8 (the TS `type_alias` filtered out), outranking the cross-lang-penalized (0.5) TS name-match. AND `imports` were never gated (only `references` was). NOTE: `this.frameworks` in resolveOne is NOT language-filtered per-ref (`getApplicableFrameworks` is unused there), so react.resolve runs for EVERY ref — its `languages` field is dead in that path.
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+**Fix:** new `crossesKnownFamily(a,b)` (both in a known family jvm/apple/web/c AND different) wired into `gateFrameworkLanguage` (NEW — gates the framework strategy, refs+imports), `gateLanguage` (extended to also gate `imports`), and `applyLanguageGate` (name-match candidate filter — re-points instead of dropping). KEY RULE (non-obvious): the `references` gate stays STRICT (`!sameLanguageFamily`); `imports` + the framework gate use the WEAKER both-known rule, so config↔code bridges (yaml/blade side not a known family) and `.vue`/`.svelte`→`.ts` imports survive. `calls` bridges are never gated.
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+**Before/after — precision fix (coverage HELD/up, false edges → 0):**
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+| Repo | FAIR coverage before→after | cross-known-family false refs/imports |
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+|---|---|---|
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+| async-storage | 75.0% (39/52) → **75.0% (39/52)** | **22 → 0** |
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+| rn-device-info (control) | 69.0% (20/29) → **72.4% (21/29)** | **5 → 0** |
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+Coverage held on async-storage (no recall lost) and ROSE on rn-device-info (re-pointing gave a real same-family file a correct dependent). Legit JS↔native `calls` bridges intact (rn-device-info: 91 JS→Java, 37 JS→ObjC, full Java↔ObjC↔C++ pairing). 2 regression tests in `extraction.test.ts` ("Cross-language type/import gate"), both fail without the fix. Full suite 1167. Measure: `/tmp/faircov.cjs <repo>` (fair coverage + false-edge count) and `/tmp/xlang.cjs <repo>` (cross-lang edges by src→tgt × kind).
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+
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+### Framework phase round 2 (commits d06a5ec, 74b599c, 2026-06-04)
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+(1) RCT_EXPORT_METHOD EXTRACTION (d06a5ec): RN bridge resolver now implements `extract()` for .m/.mm (added 'objc' to languages), reuses parseObjcRNExports to emit a method node per RCT_EXPORT_METHOD/REMAP (id `rn-export:`, named the JS-visible name). The macro parsed as ERROR before → iOS methods invisible. rn-device-info JS→objc 7→37, java↔objc pairs 22→29. (2) RN EVENT WRAPPER (74b599c): RN_NATIVE_SENDEVENT_RE catches `sendEvent(ctx,"X",body)` wrappers (inner `.emit` uses a variable) → native java/swift events now connect to JS hooks. Synth tag is `rn-event-channel`. VALIDATED async-storage (pairing + JS→native work; found the precision bug above).
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+
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+### Classic RN cross-platform pairing (commit 4a64ca5, 2026-06-04)
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+`rnCrossPlatformEdges` (callback-synth): a native method (java/kotlin/objc/cpp) with a JS-side `calls` edge = confirmed bridge method → link to same-norm-name native method in another language (`getFreeDiskStorage:`→`getFreeDiskStorage`, first selector keyword), both directions. Skip RN_INFRA names (addListener/getConstants/getName/…). rn-device-info: 152 pairs (Java↔ObjC↔C++). FOLLOW-UP: RCT_EXPORT_METHOD isn't a node (macro/ERROR parse) → only regular `- (void)` ObjC methods pair today.
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+
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+### Cross-language framework phase — round 1 (commit dbc4862, 2026-06-04)
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+NEW direction: RN/Expo repos where JS↔native crosses LANGUAGE boundaries. Existing bridge support is RICH (legacy NativeModules, TurboModule, Expo Modules extractor `expo-module:`-prefixed nodes, Fabric, rnEvents, swift-objc) — don't rebuild; validate + extend. Classic RN bridge WORKS (rn-device-info: 118 JS→Java + JS→ObjC calls). THREE Expo gaps fixed: (1) generic `AsyncFunction<Float>("x")` — regex didn't allow `<…>` so all Android Expo methods dropped; (2) cross-platform pairing — `expoCrossPlatformEdges` links Swift↔Kotlin impls of the same JS method (JS resolves to one platform only); (3) cross-lang type-ref precision — gated `references` edges to same language-family (name-matcher.ts `applyLanguageGate`/`sameLanguageFamily` + index.ts `gateLanguage`), so native `BatteryManager.EXTRA_LEVEL` doesn't falsely match a TS `BatteryManager`; framework resolvers NOT gated (keep config↔code bridges). Measure: `/tmp/xlang.cjs`. Detail in memory.
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+
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+### Objective-C result (commit 33ce431, 2026-06-04)
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+WORST README language at baseline. FOUR fixes (3 in tree-sitter.ts, 1 in name-matcher.ts): (1) SINGLE-ARG SELECTOR — `[c storeImage:k]` was named `storeImage` (no colon) at the call site, never matching `storeImage:`; add `:` when the message has a `:` token. (2) CLASS-MESSAGE RECEIVER REF — `[Foo sharedCache]`/`[[Foo alloc] init]` now emits a `references` edge to the capitalized class (covers the header). (3) #IMPORT BASENAME — `#import "Foo.h"` resolves to the header via matchByFilePath relaxed to accept bare filenames w/ short ext. (4) CLASS-METHOD COLON — `Foo.storeImage:` now resolves (broadened matchMethodCall method regex to allow colon selectors). AFNetworking 50%→**90%**, SDWebImage Core 33.8%→**91.6%**. GOTCHA: SDWebImage `include/SDWebImage/*.h` are SYMLINKS to `Core/` — measure Core/ only. Residual = public-API category methods called by app code (frontier). Detail in memory.
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+
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+### Dart result (commit 9487954, 2026-06-04)
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+Dart was in TYPE_ANNOTATION_LANGUAGES but produced ZERO `references` edges, AND mixins were dropped. (NOTE: dio raw 67.8% was example-dir pollution — real 86.4%.) Two gaps, gated `language==='dart'`: (1) MIXINS — `with` mixins live in a `mixins` CHILD of `superclass`; generic path read namedChild(0) as base + dropped mixins (and `class C with M` misread mixins as superclass). Dart branch in extractInheritance: `extends` base + `implements` per mixin. (2) METHOD TYPE REFS — `method_signature` wraps the real `function_signature` (params/return there) + return is a bare `type_identifier` not a `type` field. Dart branch in extractTypeAnnotations: descend to inner signature → extractTypeRefsFromSubtree. flutter/packages 88.8%→**92.4%**, dio 86.4%→**87.9%**. Residual = export barrels + platform-conditional files + enum-value access (`Enum.value` — value-read frontier; a Dart `Capitalized.member`→ref pass would be precise, the top follow-up). Detail in memory `impact-coverage-findings.md`.
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+
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+### Static-member / value-read pass (commit 857baf7, 2026-06-04)
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+The deferred cross-language lever, now DONE. A type used only via a static member / enum VALUE (`MediaKind.video`, `Colors.red`, `JsonScope.NAME`, `Foo::BAR`) recorded no edge (body walker only did CALLS + `new`). `extractStaticMemberRef` (tree-sitter.ts, in visitFunctionBody) emits a `references` edge to the CAPITALIZED receiver of a member-access value read (per-lang node in MEMBER_ACCESS_TYPES: field_access Java / member_access_expression C# / navigation_expression Kotlin+Swift / field_expression Scala / class_constant_access_expression+scoped_property_access_expression PHP / qualified_identifier C++; Dart = identifier + sibling value-read selector). Skips call callees; gated to STATIC_MEMBER_LANGS={java,csharp,kotlin,swift,scala,dart,php,cpp} — TS/JS/Python EXCLUDED (high coverage + retrieval-perf-sensitive). flutter/packages 92.4%→93.2%; additive elsewhere; nodes stable. Detail in memory.
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+
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+### C/C++ result (commit ec8fe3f, 2026-06-04)
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+C/C++ were already HIGH (name-matching resolves cross-file calls across the .h/.c split). NOT an import gap. The systematic gap was a C++ EXTRACTION BUG in languages/c-cpp.ts: `extractCppQualifiedMethodName`/`extractCppReceiverType` BFS'd the whole declarator INCLUDING `parameter_list` + `trailing_return_type` for a `qualified_identifier` → a free function `std::string TableFileName(const std::string& dbname)` was named **`string`** (from the param type), `auto f() -> std::string` named `string` (trailing return). Calls never resolved; defining file looked dependent-less. Fix: shared `findDeclaratorQualifiedId` skips `parameter_list` + `trailing_return_type`; plain names fall back to default extraction. leveldb 91.7%→**94.8%**, fmt 32 mis-named→1, redis (C, unaffected) 92.2% at ceiling. Residual = generated tables, macro-reached, function-pointer dispatch (`MAKE_CMD(...,sortCommand,...)` — deferred, broad/risky), C++ namespaces (deferred). Detail in memory `impact-coverage-findings.md`.
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+
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+### Ruby result (commits 44fb978 + 5bccab6, 2026-06-04)
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+TWO gaps. (1) MIXINS (44fb978): `include`/`extend`/`prepend Mod` parsed as a bare `call` to method `include` → ZERO edges. Fix in languages/ruby.ts visitNode: detect bare include/extend/prepend (guard `!receiver` so `arr.include?(x)` is safe) → emit `implements` edge class/module→module. (2) REQUIRE RESOLUTION (5bccab6, bigger than expected): `require "lib/foo"` → emit `imports` ref `lib/foo.rb` (load-path, suffix-matched by matchByFilePath); `require_relative "../foo"` → resolve vs requiring file's dir (`path.posix.normalize`); bare `require "json"` skipped. Resolves to the FILE node. **sidekiq 71%→76.8% (mixins)→100% (requires); activerecord 84.8%→93% (mixins)→96.8% (requires)** — Rails autoloads but still has explicit requires for sub-components. Residual = `constantize` class-string instantiation (associations/arel), generators, version files. Detail in memory `impact-coverage-findings.md`.
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+
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+### PHP result (commit acfb444, 2026-06-04)
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+ROOT CAUSE: PHP ignored NAMESPACES — every class qn was the bare simple name, so laravel's 7+ same-named `Factory` interfaces across namespaces collapsed to one arbitrary match, and `use` imports never resolved. Fixes (gated `language==='php'`): (1) **namespace capture** — `packageTypes:['namespace_definition']`+`extractPackage` in languages/php.ts → classes scoped to `Foo\Bar::Class`; (2) **use-import resolution** — `emitPhpUseRefs` emits an `imports` ref in `Foo\Bar::Baz` form, matched precisely by the resolver's `resolveQualifiedName` (THE big lever, 80.5%→94.9%); (3) **type-hint refs** — PHP-aware `extractPhpTypeRefs` (PHP types are `named_type`/`union_type` wrapping `name`, not `type_identifier`). guzzle 95.2%→**100%**, laravel 80.5%→**94.9%**. Residual = class-string/reflection wiring (service providers, facades, middleware) — genuine frontier. Detail in memory `impact-coverage-findings.md`.
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+
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+### Scala result (commit b5489d9, 2026-06-04)
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+Scala was the WORST starting point — extraction made nodes but almost NO edges for typeclass code (cats 1.66 edges/node). Not one gap but a family, all gated to `language==='scala'` in `extraction/tree-sitter.ts` (+ `languages/scala.ts`): (1) **parameterized extends** — `extends A[X] with B` packed all supertypes in one `extends_clause`; generic path took only namedChild(0) w/ full text `A[X]` so no typeclass matched → new shared `scalaBaseTypeName` unwraps `generic_type`, iterate all supertypes (cats 48.9%→77.2% from THIS alone); (2) **type refs** (Scala had ZERO `references`) — added scala to TYPE_ANNOTATION_LANGUAGES + walk EVERY curried `parameters` list (trailing `(implicit M: TC[A])`!) + `type_parameters` context bounds (`[A: Monoid]`) + val/var types from scala.ts (77.2%→89.2%); (3) **instantiation** `new T[...]` = `instance_expression`. cats 48.9%→**89.2% fair** (82.1% raw — scalafix/bench excluded), gatling 76.3%→**91.2%**. Residual = cross-build variants/laws/wildcard-barrels (frontiers). Detail in memory `impact-coverage-findings.md`.
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+
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+### Kotlin result (commit d8a2e91, 2026-06-04)
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+Systematic Kotlin gap = **Kotlin Multiplatform `expect`/`actual`** (the only Kotlin-unique construct). OkHttp (the README Kotlin benchmark) was ALREADY 96.2% out of the box; kotlinx.coroutines (KMP) was 76.8% → **93.5%**. Fix: new generic `extractModifiers` hook captures `expect`/`actual` (from `modifiers > platform_modifier`) onto the node's `decorators` list (wired once in `createNode`); `kotlinExpectActualEdges` in callback-synthesizer.ts links common decl → each platform `actual` as a heuristic `calls` edge (matched by qualified_name + the `actual` marker; decl side = non-`actual` same-qn node, which also gates out plain overloads; kind-widened so `expect class` ↔ `actual typealias` links). Node count stable. Residual = genuine frontiers (expect-decl sides, ServiceLoader/agent SPI, test infra). Full detail in memory `impact-coverage-findings.md`.
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+
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+## Goal
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+Make the engine's cross-file dependency graph complete for **every README "Full support" language**, so impact/`affected`/callers/callees/explore all see real dependencies. Definition of done per language: a real repo's symbol-bearing files mostly have correct dependents; residual is only genuine frontiers (no-symbol files, entry points, value-reads, macros). Each language: audit → fix → validate → commit to the branch.
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+
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+## Methodology (apply per language — this is the loop)
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+1. Clone 1 benchmark + 1 clean repo to `/tmp`. Index with `CodeGraph.initSync(repo,{config:{include:['**/*.<ext>'],exclude:[]}})` + `indexAll()` + `resolveReferences()` via a `node -e` against `dist/index.js`.
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+2. Measure **fair coverage** = % of *symbol-bearing* source files with ≥1 cross-file dependent. SQL: a file is a dependent target if it's the `target` of a non-`contains` edge whose `source` is in another file. **EXCLUDE from the denominator:** files with no non-`file` node (package-info.java, doc.rs, `__init__` umbrellas), tests, entry points (main/bin/examples/benches/fuzz/samples), and miscounted other-language files (e.g. `.kt` under a Java repo).
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+3. Audit the 0-dependent files → classify real-miss vs frontier. Controlled probe (2 tiny files) to isolate the exact gap.
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+4. Fix extraction/resolution. Re-measure. **Verify node count stays stable** (edges added, not nodes — except real new symbols like interface/record nodes).
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+5. `npm run build` (tsc must pass) → `npm test` (expect ~1151 passing) → add a test in `__tests__/extraction.test.ts` → CHANGELOG `[Unreleased] → Fixes` bullet.
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+6. `git add <files>` + commit (Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>) + `git push origin feat/cross-language-impact-coverage`. Do NOT commit `.claude/handoffs/*`.
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+
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+## Key findings — the recurring gap shapes & where they're fixed
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+- **Foundation (16b5633):** `imports` edges are same-file (file→local import node), so the old `getFileDependents` returned 0 for every file. Added `getDependentFilePaths`/`getDependencyFilePaths` in `src/db/queries.ts` (indexed JOIN, all kinds except `contains`); `src/graph/queries.ts` delegates.
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+- **Import/binding linking** (per-lang emit* in `src/extraction/tree-sitter.ts`): `emitImportBindingRefs` (TS/JS named/default/namespace), `emitReExportRefs` (TS `export {X} from`), `emitPyFromImportRefs` (Python `from m import X`), `emitRustUseBindingRefs` (Rust `use`/`pub use`, emits FULL path). All gated by language in `extractImport`.
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+- **Module-path resolution** (`src/resolution/import-resolver.ts`): `resolvePythonModuleMember` + `resolveModuleImportToFile` (Python+TS namespace), `resolveGoCrossPackageReference` (Go, pre-existing), `resolveRustPathReference`+`resolveRustModuleFile`+`rustCrateRootDir`/`rustSelfModuleDir` (Rust `crate::`/`self::`/`super::`). Resolve a path's module PREFIX to a file, find the leaf there — fixes common-name collisions.
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+- **Instantiation:** `INSTANTIATION_KINDS` in tree-sitter.ts now includes `composite_literal` (Go) + `struct_expression` (Rust). `extractInstantiation` keeps the package qualifier for Go (cross-pkg resolve); strips for others. Also normalizes parenthesized type conversions `(*T)(x)`.
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+- **Interface/trait dispatch (#584):** `IFACE_OVERRIDE_LANGS` in `src/resolution/callback-synthesizer.ts` now includes `go` and `rust`. Needs the interface/trait's METHODS extracted: Go via `extractGoInterfaceMethods` (tree-sitter.ts), Rust via adding `function_signature_item` to rust.ts function/methodTypes. `goImplementsEdges` synthesizes Go implicit `implements` edges (method-set match) and must `insertEdges` FIRST in `synthesizeCallbackEdges`.
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+- **Annotations / attributes / property wrappers (UNIFIED via `extractDecoratorsFor`):** it now (a) descends into `modifiers` nodes (Java/Kotlin/C#), (b) recognizes Swift `attribute` + `user_type`. Java needed `annotation_type_declaration` added to `interfaceTypes` (java.ts). C# needed `record_declaration`/`record_struct_declaration` (csharp.ts). Swift needed a dispatcher branch running `extractDecoratorsFor`+`extractVariableTypeAnnotation` on `property_declaration` inside a type (Swift instance props aren't nodes).
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+- **In-body type annotations (TS):** `visitFunctionBody` now extracts `variable_declarator` type annotations (`const x: Foo`).
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+
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+## Per-language results — file-dependent coverage (% of symbol-bearing source files with ≥1 cross-file dependent)
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+
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+| Language | Repo | Before | After | Key fix |
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+|---|---|---|---|---|
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+| TypeScript/JS | codegraph (this repo) | 62.5% | **95.8%** | import + re-export + namespace linking; in-body type annotations |
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+| Python | requests | 54.1% | **100.0%** | `from x import` linking; `from . import sub` + `sub.f()` module-member resolution; relative-dot path fix |
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+| Python | flask (src) | 66.7% | **87.5%** (true ceiling — residual all correct-0) | (same) |
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+| Go | gin | 62.7% | **96.6%** | composite literals → instantiates; package-level var registries; `(*T)(x)` conversions; implicit interface satisfaction (#584) |
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+| C# | MediatR (library) | 81.5% | **85.2%** | `record` / `record struct` indexed (#237) |
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+| Rust | ripgrep | 63.4% | **86.7%** | struct literals; trait dispatch (trait methods + #584); `use`/`pub use` linking; module-path resolution for `pub use self::x::y` |
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+| Rust | tokio (src) | 70.0% | **81.9%** | (same — number is honest/precise; earlier leaf-only match had inflated it) |
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+| Java | gson | 78.2% | **85.1%** (raw) · **93.3% fair** | annotations: index `@interface` defs + link `@Foo` usages (in `modifiers`) |
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+| Java | retrofit | 80.5% (raw) | **94.9% fair** | (same) |
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+| Swift | Alamofire | 93.0% | **95.3%** | property wrappers / attributes (`@Argument`/`@Published`/`@objc`) |
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+| Swift | swift-argument-parser | 84.6% | **96.2%** | (same) |
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+| Kotlin | OkHttp | 96.2% | **96.2%** | already at ceiling (JVM, barely uses KMP) — no change needed |
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+| Kotlin | kotlinx.coroutines | 76.8% | **93.5%** | Kotlin Multiplatform `expect`/`actual` linking (incl. `actual typealias`) |
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+| Scala | typelevel/cats | 48.9% | **89.2% fair** (82.1% raw) | parameterized extends + type refs (implicit/context-bound) + `new` |
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+| Scala | gatling | 76.3% | **91.2%** | (same) |
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+| PHP | guzzle | 95.2% | **100.0%** | namespace capture + `use`-import resolution |
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+| PHP | laravel/framework | 80.5% | **94.9%** | namespace capture (disambiguates same-named contracts) + use-imports + type-hints |
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+| Ruby | rails/activerecord | 84.8% | **96.8%** | mixin edges (`include`/`extend`/`prepend`) + require resolution |
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+| Ruby | sidekiq | 71.0% | **100.0%** | mixins + `require`/`require_relative` → file resolution |
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+| C++ | google/leveldb | 91.7% | **94.8%** | fix free-function name extraction (was named after param/return type) |
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+| C | redis | 92.2% | **92.2%** | already at ceiling (C unaffected; residual = generated/macro/fn-ptr) |
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+| Dart | flutter/packages | 88.8% | **92.4%** | `with` mixins + method type references |
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+| Dart | dio | 86.4% | **87.9%** | (same; raw 67.8% was example-dir pollution) |
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+| Obj-C | AFNetworking | 50.0% | **90.0%** | single-arg selectors + class-receiver refs + #import + class-method resolution |
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+| Obj-C | SDWebImage (Core) | 33.8% | **91.6%** | (same; `include/` dirs are symlink dups — measure Core/) |
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+
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+**"raw" vs "fair":** "fair" excludes files that *structurally can't* have dependents (no-symbol files like `package-info.java`/doc-only, entry points, tests, and other-language files miscounted by the include glob). For Java the raw numbers were heavily polluted (gson had many `package-info.java`; retrofit had `.kt` + samples), so the fair number is the real one (~93–95%). The other languages' numbers above are already on symbol-bearing source files (effectively "fair"). C# MediatR's 85.2% is the library-only figure; a package-info-excluded "fair" wasn't separately computed but is higher.
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+
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+## Per-framework results — cross-language file-dependent coverage (RN/Expo, multi-platform JS↔native)
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+
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+| Framework | Repo | Before | After | Key fix |
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+|---|---|---|---|---|
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+| React Native / Expo | react-native-async-storage | 75.0% | **97.4% fair** (37/38) | cross-family gate (082353e) + same-dir C/C++ `#include` + KMP commonMain import (529d822) |
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+| React Native | react-native-device-info | 72.4% | **95.2% fair** (20/21) | cross-family gate (082353e) + honest fair metric (its 529d822 engine-fix targets are excluded entry files) |
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+
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+**Metric note (read before trusting the "Before"):** the "Before" 75.0%/72.4% used an **under-exclusive** denominator — it counted generated codegen (`.g.h`), build scripts (`pch.*`, `*.gradle.kts`), tooling config (eslint/jest/yarn), and platform/registration **entry points** as if they were source. The "After" uses the **honest fair metric** the per-language table uses: excl. structural (generated/build/config/test), see-through barrels (web re-export files + umbrella/SDK headers — but NOT a 0-symbol source impl, which is a real frontier), and entry points (package `src/index`, platform `web`/`windows` entries, RN `ReactPackageProvider`). **Apples-to-apples** (fair metric held constant, isolating just the 529d822 engine fixes): async-storage **92.1% → 97.4%** (+RNCAsyncStorage.h via same-dir include, +Platform.kt via KMP import); rn-device-info **95.2% → 95.2%** (neutral — its same-dir/KMP targets are excluded entry headers, so its lift to 95.2% was the metric correction + the 082353e gate). Residual zeros (real frontiers): async-storage `DatabaseFiles.kt` (KMP `expect`-decl side, no in-repo caller); rn-device-info `RNDeviceInfoCPP.cpp` (`REACT_METHOD` macro methods not extracted). Measure with `/tmp/faircov.cjs <repo> --list`. No regression on controls: okhttp 75.9→76.4, kotlinx.coroutines 89.7 (neutral), leveldb 78.0 (neutral), redis 89.7→89.9, fmt 77.3 (neutral); cross-family false edges 0 everywhere.
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+
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+## Route-framework headroom map (canonical app per README framework, FAIR coverage)
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+
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+Measured 2026-06-04 (commit 61a993a) on a canonical real app for each README route framework. This is the active front of the campaign — the unmeasured frameworks have the real headroom.
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+
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+| Framework | App repo | FAIR coverage | Status / next |
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+|---|---|---|---|
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+| Express (TS) | express-realworld | 70.4% → **100%** ✅ | DONE (2a0b6e0): renamed default-import → module file (route controllers `export default router`). |
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+| FastAPI (Py) | fastapi-realworld | 78.6% → **98.0%** ✅ | DONE (2835623): source-aware `from pkg import submodule` (router aggregator). 1 residual = aliased sub-aggregator. |
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+| Flask (Py) | flask (lib) | **100.0%** ✅ | DONE (entries/barrels excluded) |
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+| requests (Py) | requests (lib) | **100.0%** ✅ | DONE |
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+| NestJS (TS) | nestjs-realworld | 93.8% → **96.8%** ✅ | DONE (main.ts entry excluded) |
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+| Gin (Go) | gin (lib) | **96.5%** ✅ | DONE (faircov Go `_test.go` exclusion) |
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+| Laravel (PHP) | laravel (lib) | 92.0% | done (per-language; app not separately measured) |
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+| Rails (Ruby) | rails (lib) | 89.6% | done (per-language) |
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+| Django (Py) | django-realworld | 45.9% → **74.1%** | PARTIAL (58dc463): abs-module-import + `include('app.urls')` done. Ceiling ~83% w/ entries excluded. FRONTIERS: signals via in-body `ready(): import myapp.signals` (Python in-body imports NOT extracted — visitFunctionBody walks calls but not import_statement); DRF/string-config exception classes (`EXCEPTION_HANDLER: '...'`). |
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+| ASP.NET (C#) | eShopOnWeb | 59.3% → **83.9%** | chained extension calls (4c14413) + framework-entry exclusions (b) + Razor/Blazor markup parser (59b8de2 tags/@model + 90c5f39 @code) + **C# namespaces (dc7d033) + Razor `@using` disambiguation (9e5a951)** — DTOs now resolve to `BlazorShared.Models::CatalogBrand` not the same-named entity. C# constructor DI / interface→impl ALREADY worked. Residual ~24 = reflection/proxy (AutoMapper profiles / Swagger filters / middleware / health checks — invoked by reflection, a separate modeling feature) + a few C# static-const reads (`Constants.X` — extend the static-member pass to C#). |
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+| Spring (Java) | spring-petclinic | n/a | faircov bug: `org/springframework/samples/petclinic` path hits the `samples` exclusion → tighten before measuring |
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+
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+**RESULT: all import/aggregator-style frameworks are at 95%+** (Express 100%, FastAPI 98%, Flask/requests 100%, NestJS 96.8%, Gin 96.5%).
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+
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+**Option (b) DONE (metric-only — framework-entry exclusions in `/tmp/faircov.cjs`):** added convention-entry patterns (`*Controller.cs/java`, `*.cshtml.cs`, `*Endpoint.cs`, EF `Data/Config/*.cs`, `Program/Startup.cs`, `*Application.java`, Django `admin.py`/`apps.py`). Result — convention frameworks rise but **still cap well below 95%**: ASP.NET 65.3% → **77.2%** (50 entries excluded), Spring petclinic **65.2%**, Django **74.1%**. The import-style frameworks are unaffected (Express 100%, FastAPI 98%, NestJS 96.8%, Gin 96.5% — the C#/Java/Django entry patterns don't touch them).
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+
|
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+**WHY (b) doesn't reach 95% — the honest ceiling:** after excluding routed/reflection-registered entries, the residual zeros are **markup-driven** code-behind (Blazor `.razor` / Razor `.cshtml` / Thymeleaf reference the `.cs`/`.java`, but the markup isn't parsed → ViewModels, DTOs, components look unused) and **reflection/proxy** code (Spring Data repository proxies, AutoMapper profiles, Swagger filters, DI/middleware registration, Django signals/string-config). These are genuine static-analysis frontiers — reaching 95% needs (1) parsing template markup to link markup→code, or (2) per-framework reflection/proxy modeling — both large features. **Excluding markup-driven business code (DTOs/ViewModels) from the metric to fake 95% would be gaming — NOT done.** Note: business LOGIC (services, repos) IS covered in all three; the residual is leaf views/DTOs/configs whose impact is captured the other direction (route→handler).
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+
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+**Generalizable engine fixes shipped this campaign (all benefit beyond their trigger framework):** Python absolute `import a.b.c` (61a993a); source-aware `from pkg import submodule` (2835623); Django `include('app.urls')` claim (58dc463); chained method calls `a.b.Method()` incl. C# extension methods (4c14413); renamed default-import → module file (2a0b6e0).
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+
|
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+**KEY REALITY (honest):** apps dominated by **convention/reflection-driven** code (ASP.NET MVC/Razor/Blazor, EF config, reflection DI; Django signals/DRF; any framework whose handlers are discovered by routing/DI container, not called by in-repo code) have files with NO static in-repo caller. Those are genuine static-analysis frontiers — **literal 95% is not reachable** on such apps without either (a) excluding all framework-entry conventions from the fair denominator (defensible per methodology but extensive + per-framework), or (b) modeling each framework's convention routing + DI container (large per-framework engine work). The DI-heavy/convention-heavy frameworks (ASP.NET, Spring, MVC) are this category; the import/aggregator-style ones (FastAPI, Flask, Express, Gin) reach 95%+ with tractable resolution fixes.
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+
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+**Not yet measured** (need a canonical app cloned): Drupal, Vapor (Swift), Axum/actix/Rocket (Rust), React Router / SvelteKit / Vue-Nuxt (component-node frameworks — coverage shape differs). **faircov exclusions added this session:** language-aware test files (`_test.go`, `test_*.py`, `*Tests.cs`, `*_spec.rb`, …); generated migrations (Django/Alembic `migrations/`, EF `Migrations/*.cs`/`*.Designer.cs`/`*ModelSnapshot.cs`); Python entries (`__main__.py`, `setup.py`, `conf.py`, `docs/`) + `__init__.py` barrels. The `sample[s]` dir exclusion is too aggressive for Java package paths (petclinic) — tighten before Spring.
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+
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+## How to push each language higher (remaining levers)
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+
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+**The one big cross-language lever: a static-member / const value-read pass.** Extract `Type.MEMBER` (capitalized/known-type receiver) as a `references` edge to `Type`. This is the universal deferred data-flow frontier and would lift **C#, Java, Swift, TS, and Rust at once**. Implement once in extraction with a heuristic (receiver resolves to / looks like a type → emit ref; skip lowercase `obj.field`). Trade-off = some instance-field-access noise; that's why it's been deferred. This is the highest-leverage single task remaining.
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+
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+Per language — what's left and the action to improve it:
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+- **C# — MediatR 85.2% (raw, the lowest real number):**
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+ - *raw→fair:* exclude no-symbol files (`TypeForwardings.cs` = assembly attrs only, `package-info`-equivalents) + benchmark `main`s → ~92%+. **A fair re-measure was never run for C# — do it first; the "real" number is materially higher.**
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+ - *to improve further:* static/const value reads (`BuildInfo.BuildDate`, enum `Edition?` where a same-named property shadows the type) → the static-member pass.
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+- **Java — gson 85.1% raw → 93.3% fair:**
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+ - *raw→fair:* exclude `package-info.java` (no symbols) + `.kt`/samples (already done for the fair number).
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+ - *to improve fair further:* static-field reads (`X.FACTORY`), `Foo.class` class literals (currently `Foo.class` references `Class`, not `Foo`), constant reads (`JsonScope.X`) → the static-member pass.
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+- **Rust — tokio 81.9% (lowest of the high group), ripgrep 86.7%:**
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+ - residual = see-through `mod.rs`/`lib.rs` roots (correct-0), **macro-reached code** (`log!`, custom `macro_rules!`, derives — the big Rust frontier, hard), external-trait-only impls.
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+ - *to improve:* macro handling (large, separate project) + static/const reads. Note tokio's 81.9% is already honest/precise (path resolution removed spurious leaf-match edges).
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+- **Go — gin 96.6%:**
|
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+ - residual = `//go:build` alternates (appengine/jsoniter/go_json/sonic/nomsgpack) + external-API `version.go`.
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+ - *to improve:* a **build-constraint parser** (evaluate `//go:build`) so inactive variants are excluded from the denominator or all variants are linked (recall-first). Only matters for build-tag-heavy repos; niche.
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+- **TS 95.8% · Python requests 100% / flask 87.5% · Swift 95.3% / 96.2%:** at/near true ceiling — residual is entry points, see-through barrels, external public API, and value-reads. The **only** lever left for these is the static-member/const pass.
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+
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+**Bottom line:** Python/TS/Swift/Go are effectively at ceiling. The two with real headroom are **C#** (mostly a fair-remeasure — do that first) and **Rust tokio** (macros — hard). The static-member/const pass is the one change that moves *everything* a few points; the rest is per-language frontier work.
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+
|
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+## Which tools benefit (asked + answered this session)
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+It's a GRAPH-WIDE update (one shared `edges` table). `getCallers`/`getCallees` follow `['calls','references','imports']`; `getImpactRadius` + `getFileDependents`/`affected` follow **all except `contains`**; `codegraph_explore` composes all of them. So `instantiates`/`implements`/`decorates` edges show in impact+explore but **not** callers/callees (a pre-existing edge-kind filter in `getCallers`/`getCallees` — could be broadened, deferred).
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+
|
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+## Gotchas
|
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+- **Include globs don't filter reliably** — tests/examples/benches/`.kt` leak into the index. Filter in the measurement SQL, not the config.
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+- **`/tmp` clones persist across turns** — `rm -rf <repo>/.codegraph` before re-indexing or `initSync` throws "already initialized" and you measure a STALE index (this bit me ~3×; a stale index massively under-reports).
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+- **Fair metric must exclude no-symbol files** (package-info, doc-only) — they can't have dependents; counting them is dishonest-low. Also a slightly-LOWER honest number (Rust tokio 83→82 after path resolution) beat the spurious-inflated one — precision over optics.
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+- **Build vs test:** `npm test` uses esbuild (no typecheck); `npm run build` (tsc) is what catches type errors. Always build before committing. Strict null on regex groups bit me — avoid `m[1]` indexed access.
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+- Node-version regex-group access (`m[1]`) is `string|undefined`; use guards.
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+
|
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+## How to test & validate
|
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+- `npm run build` → tsc clean (must pass before commit).
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+- `npm test` → **1151 passed | 2 skipped** (59 files). New per-language tests live in `__tests__/extraction.test.ts` (describe per language).
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+- Coverage probe recipe: clone repo → `node -e "...initSync...indexAll...resolveReferences..."` → the fair-coverage SQL (see Methodology #2). Node count stable = no explosion.
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+- Full per-language findings + exact fixes: memory file `~/.claude/projects/-Users-colby-Development-CodeGraph-codegraph/memory/impact-coverage-findings.md`.
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+
|
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+## Repo state
|
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+- branch `feat/cross-language-impact-coverage`, last commit `529d822 same-dir C/C++ includes + KMP commonMain imports (multi-platform coverage)`.
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+- 20 commits ahead of `main`: 16b5633 (foundation+TS/Py/Go/C#), b538aee + 2ac7df5 (Rust), badb124 (Java), d111f26 (Swift), d8a2e91 (Kotlin), b5489d9 (Scala), acfb444 (PHP), 44fb978 + 5bccab6 (Ruby), ec8fe3f (C/C++), 9487954 (Dart), 857baf7 (static-member pass), 33ce431 (Objective-C), dbc4862 (Expo bridges), 4a64ca5 (classic RN pairing), d06a5ec (RCT_EXPORT_METHOD nodes), 74b599c (RN event wrapper), 082353e (cross-family references/imports gate), 529d822 (same-dir C/C++ includes + KMP commonMain imports). All pushed. NOT merged — branch is for review.
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+- uncommitted: clean (only untracked `.claude/handoffs/*.md`, intentionally not committed).
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+- Touched files: `src/db/queries.ts`, `src/graph/queries.ts`, `src/extraction/tree-sitter.ts`, `src/extraction/languages/{rust,java,csharp}.ts`, `src/resolution/{import-resolver,callback-synthesizer,index,name-matcher}.ts`, `__tests__/{extraction,graph}.test.ts`, `CHANGELOG.md`.
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+- Measurement scripts (in /tmp, not committed): `faircov.cjs` (honest fair coverage + false-edge count, `--list` shows residual zeros + exclusions), `audit.cjs` (lists 0-dependent files by language), `xlang.cjs` (cross-lang edges by src→tgt × kind).
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+
|
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+## Open threads / TODO
|
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+- [x] **Kotlin DONE** (commit d8a2e91) — gap was KMP `expect`/`actual`; coroutines 76.8%→93.5%, OkHttp already 96.2%. See "Kotlin result" above.
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+- [x] **Scala DONE** (commit b5489d9) — gap was a whole family of missing edges (parameterized extends, type refs, implicit/context-bound params, `new`); cats 48.9%→89.2% fair, gatling 76.3%→91.2%. See "Scala result" above.
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+- [x] **PHP DONE** (commit acfb444) — gap was NAMESPACES (not #608/#660); guzzle 95.2%→100%, laravel 80.5%→94.9%. See "PHP result" above.
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+- [x] **Ruby DONE** (commits 44fb978 + 5bccab6) — gaps were MIXINS + REQUIRE resolution; activerecord 84.8%→96.8%, sidekiq 71%→**100%**. See "Ruby result" above.
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+- [x] **C/C++ DONE** (commit ec8fe3f) — gap was a C++ free-function name-extraction bug; leveldb 91.7%→94.8%, redis (C) 92.2% at ceiling. See "C/C++ result" above.
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+- [x] **Dart DONE** (commit 9487954) — gaps were mixins (`with`) + method type refs; flutter/packages 88.8%→92.4%, dio 86.4%→87.9%. See "Dart result" above.
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+- [ ] **Objective-C next** (last README language, already partial — `@interface`/`@implementation` split, `#import`, categories, protocols, `@property`). Niche after: Liquid, Pascal, Lua, Luau.
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+- [x] **Static-member/value-read pass DONE** (commit 857baf7) — `Enum.value`/`Type.CONST`/`Foo::BAR` → references; flutter 92.4%→93.2%, additive across Java/C#/Kotlin/Swift/Scala/PHP/C++. TS/JS/Python excluded.
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+- [x] **Objective-C DONE** (commit 33ce431) — selectors + class-receiver + #import + class-method resolution; AFNetworking 50%→90%, SDWebImage Core 33.8%→91.6%. ← LAST README language.
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+- [ ] **Campaign goal COMPLETE — open the PR to `main`** (19 commits). Then optionally: niche langs (Lua/Luau/Pascal/Liquid/Vue/Svelte). Deferred polish: C function-pointer dispatch + C++ namespace capture; PHP IFACE_OVERRIDE_LANGS + type-hint disambiguation; Scala wildcard imports; ObjC type refs; extend static-member pass to TS/JS/Python; engine symlink-dedup (SDWebImage `include/` dup file nodes).
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+- [ ] Cross-language **static-member / const value-read** pass (`X.FACTORY`, `JsonScope.X`, `Foo.class`) — the universal deferred data-flow frontier; would lift Java/C#/etc. ~5% more but risks noise. User aware; deferred.
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+- [ ] Optional: broaden `getCallers`/`getCallees` edge-kind list to include `instantiates`/`implements`/`decorates` (offered, deferred — changes what "caller" means).
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+- [ ] Branch is NOT merged — it's for review. Maintainer handles version bumps/releases. Don't merge or bump.
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+
|
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+## Recent transcript (oldest → newest)
|
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+### Turn — "Rust next"
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+- **Claude:** Cloned ripgrep+tokio. Found struct literals (`struct_expression`) not in INSTANTIATION_KINDS, `use` bindings not linked, trait methods (`function_signature_item`) not extracted. Fixed all + added rust to IFACE_OVERRIDE_LANGS. ripgrep 63%→81%, tokio→83%. → commits b538aee, then 2ac7df5 (module-path resolution for `pub use self::read::read` collisions → ripgrep 87%).
|
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+### Turn — "do fixes translate to explore/callers/callees or just impact?"
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+- **Claude:** Verified against tool code → graph-wide; mapped edge-kinds per tool (callers/callees = calls/references/imports; impact/explore = all-but-contains). instantiates/implements/decorates only in impact/explore.
|
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+### Turn — "Java next" → "is Java good or can we improve it?"
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+- **Claude:** Found Java annotation gap (usages in `modifiers` not descended; `@interface` not in interfaceTypes). Fixed both → gson 78%→85% (commit badb124). On re-push ask: pushed already. On "is it good": fair re-measure showed Java actually **93.3%/94.9%** (raw was polluted by package-info/.kt/samples); residual = universal value-read frontier. Concluded Java is good.
|
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+### Turn — "Swift next"
|
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+- **Claude:** Alamofire already 93%. argparser 84.6% — found property-wrapper gap (`@Argument` = Swift `attribute`→`user_type`, not recognized; Swift instance props not extracted). Extended `extractDecoratorsFor` + dispatcher branch. Alamofire→95.3%, argparser→96.2%. Commit d111f26. Completes README benchmarked 7.
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+### Turn — /handoff save (this)
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