Release 0.9.4: framework-aware routing + dynamic-dispatch coverage + retrieval improvements (#365)
* feat(resolution): close dynamic-dispatch coverage holes (callback synthesis + django ORM)
Static tree-sitter extraction misses calls whose target is computed or indirect,
so flows through callbacks, observers, and descriptors were absent from the graph.
- callback-synthesizer.ts: whole-graph pass after base resolution. Detects
registrar/dispatcher channels (field-backed observers + string-keyed
EventEmitters), correlates registration sites, and synthesizes
dispatcher->callback `calls` edges (provenance:'heuristic'). Records the
registration site (registeredAt) in edge metadata. Precision guards: named
handlers only, registrar-name match, event fan-out cap.
- frameworks/python.ts + resolution/{index,types}.ts: claimsReference hook +
django ORM resolver (_iterable_class -> ModelIterable.__iter__).
- extraction/tree-sitter.ts: extract named nested functions so inline named
handlers become linkable nodes.
trace(mutateElement, triggerRender) and trace(_fetch_all, execute_sql) now
connect; node count stable (no explosion).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): self-sufficient flow output + fix explore budget regression
- Surface synthesized-edge evidence in trace, the node trail, and context call
paths: a dynamic-dispatch hop now shows "callback via onUpdate @App.tsx:3148"
with the registration site inline (and trace inlines each hop's call-site
source line) -- the exact glue agents previously Read/Grep'd to reconstruct.
- Fix non-monotonic explore output budget: the 500-5000 file tier capped
maxCharsPerFile at 2500, BELOW the <500 tier's 3800, so on god-file projects
(excalidraw's 415 KB App.tsx) one explore returned <1% of the file and forced
a Read. Raised to 6500/file, 28000 total.
- Stop explore from inviting Read: truncation/trim notes said "use Read for
more"; they now steer to another codegraph_explore and treat returned source
as already Read.
Measured on excalidraw: best-case flow answer went from 5 reads / 131s to
0 reads / 73s with ~3-4 codegraph calls.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* chore(agent-eval): coverage probes, block-read hook, and design docs
Dev-only validation harness for the dynamic-dispatch coverage work:
- probe-{trace,node,context,explore}.mjs: drive MCP tools against a built index
without a full agent run.
- block-read-hook.sh + hook-settings.json: PreToolUse experiment that denies
source Reads to measure codegraph sufficiency (forced Read-0).
- docs/design/: callback-edge-synthesis + dynamic-dispatch-coverage playbook.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): bridge React boundaries — re-render + JSX child synthesis
Closes the two dynamic-dispatch hops that broke "state mutation -> on-screen
render" flows in React apps. Both are call-invisible (React-internal) but the
code between them is fully call-connected, so one synthesized edge each makes the
whole flow trace end-to-end.
- reactRenderEdges: setState(...) re-runs the component's render(). For each
class with a render method, link sibling methods calling this.setState ->
render. The setState gate keeps it to React class components.
- reactJsxChildEdges: a component that returns <Child .../> mounts Child. Link
parent -> each capitalized JSX child, resolved to a component/function/class
node (the resolution gate drops TS generics like Array<Foo>). File-oriented,
capped per parent.
- Surface both in synthEdgeNote (trace + node trail) and context call-paths.
Validated on excalidraw: trace(mutateElement, renderStaticScene) now connects in
6 hops across callback -> react-render -> jsx-child; 1 + 46 + 280 synthesized
edges, node count stable (no explosion). Partial coverage is worse than none:
react-render alone raised agent reads (revealed a hop it then drilled); adding
the jsx hop closed the flow and dropped reads to 0-1.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(claude): retrieval performance contract + coverage validation methodology
Add a "Retrieval performance & dynamic-dispatch coverage" section so future
changes/PRs don't silently regress agent retrieval:
- the explore call+output budget table by repo size, with the monotonic-per-file
invariant (the bug that started this: <5000 tier's 2500 < <500 tier's 3800).
- the "partial coverage is worse than none" principle.
- the required validation methodology (small/medium/large x >=3 prompts per
language x framework; deterministic probes + agent A/B; pass bar).
- the Excalidraw worked example (before/after numbers) as the template to
replicate for every language/framework.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(claude): use full n=4 measured range in Excalidraw worked example
Best run 0 Read/3 cg/76s; typical ~1 Read/~4 cg; occasional over-drill outlier.
Report the range, not a single run — run-to-run variance is large.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): steer flow questions to codegraph_trace first (tightens variance)
codegraph_trace was absent from every steering intent map — all three guidance
files routed "how does X reach Y" to context+explore, never to the trace tool.
So agents used trace only by chance; when one didn't, it floundered
reconstructing the path with search+callers (an 18-call run vs ~6 for trace-users).
Add codegraph_trace to the intent map + a "flow" common chain (trace from->to
FIRST = the whole path in one call, then ONE explore for bodies) across all three
synced files (server-instructions, instructions-template, .cursor rule).
Validated on excalidraw (hard "to the screen" Q, n=4 before/after):
- call count 3-10 -> 3-4 (over-drill outlier gone)
- duration 64-112s -> 51-74s
- trace adoption 3/4 -> 4/4; search+callers path-reconstruction -> 0
- fully-clean runs (0 Read, 0 Grep) 0/4 -> 2/4; best 3 cg / 0 / 0 / 51s
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Vue SFC template coverage (events + kebab components)
The .vue extractor only parses <script>, so template usage is invisible —
handlers and kebab child components used only in <template> have no edge. Add a
vueTemplateEdges channel (scoped to the <template> block of .vue files):
- event bindings: @click="onClick" / v-on:submit="save" -> handler method/function
(skips inline arrows and $emit; resolves same-file first to avoid cross-app
mis-match in monorepos).
- kebab child components: <el-button> -> ElButton (PascalCase children like
<VPNav/> are already caught by the JSX channel via the SFC component node).
Surface vue-handler in synthEdgeNote (trace/node trail) + context call-paths.
Validated on vue repos (reindex, no node explosion):
- vue-handler edges: vitepress 15, vben 404, element-plus 603 — all precise
(code-login @submit -> handleLogin, register @submit -> handleSubmit, ...).
- callers(handleLogin) now includes the login component (was 0); each monorepo
app's login resolves to its own same-file handler.
- composition: PascalCase + kebab work; element-plus's el-/filename naming
(el-button -> button.vue) is a known library-prefix limitation.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Vue validation in coverage matrix + limits
Vue / Nuxt row → ✅ template events + composition (vitepress S / vben M /
element-plus L); 🔬 reactive→render (vue-core Proxy runtime, deferred).
§7: Vue results + the two real limits — composable-destructure handlers
(@click="closeSidebar" from useSidebarControl, a data-flow frontier) and
prefix-convention kebab (el-button→button.vue). Agent reads dropped in every
size; strongest where handlers are local functions.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): resolve Vue composable-destructure template handlers
@click="closeSidebar" where `const { close: closeSidebar } = useSidebarControl()`
previously didn't resolve — the handler is a destructured composable return, not a
local fn node. Now: parse the SFC's `use*()` destructures into alias→{composable,
key}, and for an unresolved template handler follow alias → composable → the
returned member (`close`) defined in the composable's file. Precise-only: no
fallback to the composable itself (the component already has a static useX() call
edge), so we add an edge only when the specific returned fn is found.
Validated: vitepress Layout @click→close / @open-menu→open (in composables/
sidebar.ts); sidebar-flow agent run dropped 6→0 reads (best case). element-plus's
fallback-only matches correctly drop to 0; node counts stable; direct handlers
(vben handleLogin) unaffected.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): composable-destructure handlers now resolved (Vue)
@click="closeSidebar" → composable returned fn; vitepress sidebar 6→0 reads.
Remaining Vue limits: prefix-convention kebab + reactive→render frontier.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(extraction): extract function-valued properties of exported-const objects
`export const actions = { default: async () => {...} }` (SvelteKit form actions,
and general JS handler/route/reducer maps) left the arrow functions unextracted —
the walker skips object-literal functions (deliberately, to avoid inline-object
noise like `ctx.set({...})`). So an action's body (and its calls) was invisible.
Now: for an EXPORTED const whose initializer is an object literal, extract each
function-valued property (arrow / function expression) as a function named by its
key and walk its body. extractFunction gains a nameOverride so ONLY this explicit
path names pair-arrows — inline-object arrows reached by the general walker still
fall through to the <anonymous> skip, so no noise returns. JS/TS-gated.
Validated: fixtures extract the actions + walk bodies (default→helper, default→
api.post resolve); SvelteKit detection doesn't break it. Blast radius tiny:
excalidraw +1 node, Python (django) +0, Vue repos +0, realworld +11 (the actions).
Known residual: a `$lib`-alias namespace-member call (`api.post`) from an extracted
action node doesn't resolve even though the same alias resolves for `load` — a
deeper resolver interaction, separate from this extraction change. Local/relative
calls from actions connect fine.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Svelte validation (already well-covered) + actions fix
Svelte/SvelteKit row → already strong (template calls/composition/namespace/load);
+ exported-const object-of-functions extraction. Lesson: measure before assuming
a hole — modern Svelte barely uses on:click={fn}; Svelte needed far less than Vue.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): connect Express inline arrow route handlers to their services
The Express resolver created route nodes but linked handlers via a single regex
whose `[^)]+` broke on inline arrows — so `router.post('/x', async (req,res) =>
{...})` (the dominant modern pattern) connected to NOTHING, and the anonymous
handler's body (the actual request→service flow) was lost. The whole inline-handler
API was unreachable: e.g. realworld's `POST /users/login` route → 0 edges.
Now: match the route head, span the full call with a string-aware balanced-paren
scan, and for an inline arrow handler extract its body's calls (string-aware brace
scan) and attribute them to the route node as `calls` edges. A RESERVED denylist
drops res/req/builtin methods (json, next, status, ...) to keep only business calls.
Named-handler routes keep the existing reference behavior.
Validated: realworld POST /users/login → login (auth.service); 19 precise
route→service edges (was 0) — POST /articles→createArticle, .../favorite→
favoriteArticle, etc., no json/next noise. ghost +65 inline-handler edges. No node
explosion (ghost 40767, parse 3394 unchanged). Framework-scoped: zero blast radius
off Express.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Express validation (inline-handler fix)
Express/Koa row → resolver already handled named handlers; the real hole was
inline arrow route handlers (router.post('/x', async (req,res)=>{...})) — fixed:
route→service body calls (realworld 19 / ghost 65 edges, no explosion). Agent A/B
muddied by repo size (realworld tiny) / complexity (ghost layered API). Lesson
inverse of Svelte: Express's dominant pattern WAS the uncovered one.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record NestJS validation (already well-covered)
NestJS row → resolver handles @decorator routes; DI controller→service
(this.svc.method) resolves correctly at scale (immich: addUsersToAlbum→addUsers,
etc.). Agent A/B: codegraph eliminated Grep (0 vs 3). No dynamic-dispatch hole.
Surfaced a general hygiene gap (not NestJS): committed dist/ build output gets
indexed (no default build-dir ignore) — narrow (real apps gitignore dist/),
deferred as a core-indexer follow-up.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Rails RESTful resources routing → controller#action
The rails resolver only saw explicit `get '/x' => 'c#a'` routes, so apps using
the dominant `resources :articles` / `resource :user` RESTful routing had ZERO
route nodes (realworld + spree: 0 routes despite full routes.rb files). The whole
request→controller flow was disconnected.
Fix (frameworks/ruby.ts):
- extract: expand `resources`/`resource` into their REST actions (only/except
filters; pluralize the singular `resource :user` → users_controller), emit a
precise `controller#action` ref per action. Explicit routes now also reference
`controller#action` instead of a bare ambiguous `action`.
- resolve: new `controller#action` pattern → the action method in
<ctrl>_controller.rb (file convention + controller-class fallback).
- claimsReference: claim `controller#action` refs so resolveOne's pre-filter
doesn't drop them before resolve() runs (same hook the django ORM work needed —
these refs name no declared symbol).
Validated: realworld 0→16, forem 0→635 precise route→action edges (GET /articles→
index, resource :user→users#show, etc.), pluralization correct, no node explosion
(route nodes proportional to resources). Agent A/B (forem, large): with codegraph
1-4 reads / 0 grep / 47-53s vs without 4-5 reads / 2-3 grep / 66-85s. Framework-
scoped (zero blast radius off Rails). Residuals: Rails Engine routing (spree
mounts an engine), ActiveRecord dynamic finders (metaprogramming frontier).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Spring bare + class-prefixed route mappings → controller method
The Spring resolver required a string path in the mapping regex, so BARE method
mappings (`@PostMapping` with the path on the class-level `@RequestMapping`) were
missed — the dominant multi-method-controller pattern. realworld's two-action
ArticleFavoriteApi only linked one method; halo had 28 routes for 2444 files.
Fix (frameworks/java.ts):
- Treat class-level `@RequestMapping` as a PREFIX (not a bogus route) and join it
onto each method's path.
- Match verb-specific mappings (@GetMapping/@PostMapping/...) BARE or with a path.
- Also handle method-level `@RequestMapping(value=..., method=RequestMethod.X)`
(older style) — restored after an initial cut dropped it (mall regressed 292→1;
caught by the regression check).
Validated: realworld 13→19, mall 246 (all precise, class prefix joined:
GET /subject/listAll→listAll, POST /articles/{slug}/favorite→favoriteArticle +
DELETE→unfavoriteArticle), no node explosion. DI controller→service resolves
(article→findBySlug, updateArticle→canWriteArticle). Agent A/B (mall cart flow):
with codegraph 0 reads/0 grep vs without 2/2. Residuals: halo's complex custom
patterns (9/29 resolve); Spring Data JPA derived queries (metaprogramming frontier).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Spring validation (bare-mapping routing fix)
Spring row → bare @GetMapping/@PostMapping + class @RequestMapping prefix join →
route→method (realworld 13→19, mall →246); DI controller→service resolves. A
first cut regressed mall 292→1 (dropped @RequestMapping-on-method), caught by the
route-count regression check. Residuals: halo custom patterns, JPA derived queries.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Django DRF router.register → ViewSet
Django's ORM (_iterable_class, prior work) and URL routing (path/url/as_view→view)
were already covered. The remaining hole: DRF `router.register(r'articles',
ArticleViewSet)` — the core CRUD endpoints — wasn't extracted (only path()/url()),
so a DRF API's main resources connected to nothing (realworld's ArticleViewSet:
0 callers).
Fix (frameworks/python.ts): match `.register(r'prefix', XViewSet)` → route→ViewSet
class. The STRING first arg distinguishes DRF router.register from
`admin.site.register(Model, Admin)` (model class first arg); View/ViewSet suffix
keeps it to viewsets. The ViewSet class resolves via the existing View/ViewSet
pattern.
Validated: realworld VIEWSET /articles → ArticleViewSet (was 0). Narrow in corpus
(realworld 1 router; wagtail=path, saleor=GraphQL) but real for DRF-router APIs.
Agent A/B (wagtail Page flow, medium): with codegraph 4-7 reads / 1-4 grep / 58-81s
vs without 7-9 reads / 6 grep / 82-86s. No regression (wagtail/saleor route counts
unchanged — purely additive). Residuals: signals, DRF inherited viewset actions,
GraphQL resolvers.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Laravel route → precise Controller@method (not bare action)
extractLaravelHandler discarded the controller: `Route::get([UserController::class,
'index'])` and `'UserController@index'` both emitted a BARE `index` ref. With the
route in routes/api.php (not the controller file), name-matching mis-resolved every
common action to the WRONG controller — realworld's GET user → ArticleController.index
(should be UserController), GET articles/feed → ArticleController (should be
FeedController), etc. The routes existed but pointed at the wrong handler.
Fix (frameworks/laravel.ts): emit precise `Controller@method` (array + string
syntax, namespace-stripped) and `claimsReference` it so resolveOne's pre-filter
doesn't drop it before Pattern-4 resolveControllerMethod runs (the recurring hook,
also needed by django ORM + Rails routing).
Validated: realworld all routes now resolve to the correct controller; bookstack
267/332 precise (GET pages → PageApiController.list, array syntax). No node
explosion. Agent A/B (bookstack page-view, large): with codegraph 2-3 reads / 1-2
grep / 51-60s vs without 4-6 / 3-5 / 60-74s. Residuals: firefly's fluent
->uses()/['uses'=>...] handler format (3/568 resolve), Eloquent dynamic finders.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Gin/chi routes on group vars (any receiver, not just r/router)
The route regex matched only `(router|r|mux|app|e).METHOD(...)`, but real Gin/chi
apps route on GROUP variables — `v1.GET`, `PublicGroup.GET`, `userRouter.POST` —
so group-routed apps connected almost nothing: gin-vue-admin had 4 routes for 625
files. Broaden the receiver to ANY identifier; the verb + string-path + handler-arg
gates keep it route-specific (e.g. `http.Get(url)` has no handler arg, so it's
excluded).
Validated: gin-vue-admin 4→259 routes, 257 resolve precisely (POST createInfo→
CreateInfo, GET getInfoList→GetInfoList); realworld stable 24→25 (no regression);
no garbage (257/259 resolve, not false positives), node count proportional. gitness
(chi, custom handlers) is a residual (26/321). Inline `func(c *gin.Context){...}`
handlers still lose their body (anonymous, like Express was) — separate residual.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Gin validation (group-var routing fix)
Gin/chi row → routes on ANY group var (v1.GET/PublicGroup.GET), not just r/router
(gin-vue-admin 4→259 routes). Agent A/B: 0 reads/0 grep/26-30s vs 3/3/52-53s —
cleanest backend win yet. Residuals: inline func handlers, gitness chi custom.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): ASP.NET feature-folder detection + bare attribute routes
Two holes left ASP.NET apps disconnected:
1. detect() only fired on a /Controllers/ dir, root Program.cs/Startup.cs, or a
.csproj (which often isn't in the indexed source set). Feature-folder apps
(realworld: Features/*/FooController.cs, subdir Program.cs) were never detected
→ 0 routes despite a full set of controllers. Broaden: scan Controller/Program/
Startup .cs source for ASP.NET signatures ([ApiController]/[Route]/[Http*],
ControllerBase, MapControllers, WebApplication, Microsoft.AspNetCore).
2. The attribute regex required a string path, so BARE [HttpGet] (route on the
class [Route("[controller]")]) was missed — eShopOnWeb was 24 bare / 2 string.
Match bare-or-with-path + join the class [Route] prefix (like the Spring fix).
No claimsReference needed: ASP.NET attribute routes are co-located IN the controller
with the action, so the bare method-name ref resolves same-file.
Validated: realworld 0→19 routes (all precise: GET /articles→Get, POST /articles→
Create, class prefix joined), eShopOnWeb 9→33. Route→action correct + co-located.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record ASP.NET validation (detection + bare-attribute fix)
ASP.NET Core row → feature-folder detection (realworld 0→19, was undetected) +
bare [HttpGet] / class [Route] prefix (eShopOnWeb 9→33, jellyfin 362→399). No
claimsReference needed (routes co-located in controller). Agent A/B (eShop): 1-2
reads/0 grep vs 6-7/1-6. Residual: EF Core LINQ.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Flask/FastAPI route holes + Python builtin-name handler guard
Three fixes that connect the request→route→handler flow for Flask and
FastAPI. Validated S/L: fastapi-realworld 12→20, flask-microblog 6→27,
Netflix dispatch 290/290 (100%), redash decorator routes 6/6; canonical
flows trace end-to-end (login→get_user_by_email, create_user→from_dict).
- Flask: the route regex required `def` immediately after `@x.route(...)`,
so an intervening decorator (@login_required, @cache.cached) or stacked
@x.route lines (one view bound to several URLs) dropped the route.
Switch to the findHandler scan (match the decorator, then find the next
def) like FastAPI — skips intervening decorators.
- FastAPI: the path regex `[^'"]+` rejected the empty path `@router.get("")`
(router/prefix-root routes, frequently multi-line). Allow empty path +
guard the route name against a trailing space.
- Python builtin-name guard (src/resolution/index.ts): a handler named
after a Python builtin method (index/get/update/count…) was filtered by
isBuiltInOrExternal and lost its route→handler edge. Mirror the
dotted-method branch's knownNames guard onto the bare branch — a bare
name a declared symbol owns is a real target, not a builtin call.
+2 legit edges on realworld, 0 change on the django control (precision held).
Tests: new Flask (intervening/stacked decorator) and FastAPI (empty-path,
multi-line) extractor cases + a Flask end-to-end integration test (a view
named `index` behind @login_required). Also corrects 6 pre-existing stale
Laravel/Rails route-ref assertions surfaced by the suite — they expected
the old bare action name, but the resolvers now emit precise
controller@action / controller#action (from earlier precision commits).
Full suite green (781 passed).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Flask/FastAPI validation (decorator + builtin-name fixes)
Matrix row Python/Flask+FastAPI 🔬→✅ and a §7 note: Flask intervening/
stacked decorators, FastAPI empty-path routes, the Python builtin-name
handler guard, S/L numbers, the login-auth A/B (0–1 read/0 grep with vs
3 read/2 grep without), and residuals (Flask-RESTful class-based
add_resource; redash JS file-route false-positives).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Drupal route-handler resolution (claimsReference, single-colon controllers, contrib detection)
The *.routing.yml extractor and _controller/_form resolver existed but two
gaps left most routes unlinked. Validated S/M/L: admin_toolbar 0→14 (14/14),
webform 144/208, drupal-core 536→731/836 (87%); canonical flow traverses
(getAnnouncements ← /admin/announcements_feed); node count unchanged.
- claimsReference: Drupal handler refs are FQCNs (\Drupal\…\Class::method),
bare form classes (\…\SettingsForm), or single-colon controller-services
(\…\Controller:method). Only the ::method shape survived resolveOne's
pre-filter (its member is a known method name); the bare-FQCN forms and
single-colon controllers were dropped before resolve() ran. Claim FQCN /
Class:method / hook_* refs (same pattern as Rails controller#action).
- Single-colon controller match: broaden the controller regex from :: to
:{1,2} and tighten the _form branch to !name.includes(':').
- Detection: detect() only checked composer `require` for a drupal/* dep, but
a contrib module often has an empty require and is identified only by
"name":"drupal/<m>" + "type":"drupal-module" (admin_toolbar → 0 routes).
Broaden to composer name/type + a *.info.yml fallback.
Remaining unresolved is the entity-annotation handler frontier
(_entity_form: type.op) and OOP #[Hook] attributes (Drupal 11 moved ~all
procedural hooks to attribute methods — out of scope here). Tests: contrib
detection, *.info.yml fallback, claimsReference, single-colon controller.
Full suite green (787 passed).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Drupal validation (claimsReference + contrib detection)
Add the PHP/Drupal matrix row (✅) and a §7 note: the claimsReference
pre-filter fix for FQCN/single-colon handlers, broadened contrib detection,
S/M/L numbers (admin_toolbar 0→14, webform 144/208, core 536→731), the
route→controller A/B (0 read/1 grep with vs 1 read/2 grep+glob without), and
the frontier residuals (entity-annotation handlers, OOP #[Hook] attributes).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Axum chained methods + namespaced handlers
The Axum route extractor used a flat regex that captured only the first
method(handler) of a .route() call and only a bare \w+ handler, so two
dominant Axum idioms broke:
- method chains: .route("/user", get(get_current_user).put(update_user))
emitted no node for the .put arm — half the API was missing.
- namespaced handlers: get(listing::feed_articles) captured `listing`
(the module), so the route resolved to nothing.
Rewrite with a balanced-paren scan of each .route(...) call, a route node
per chained method, and last-::-segment handler names. realworld-axum
12→19 routes, 19/19 resolved (every chained PUT/DELETE/POST now present,
feed_articles resolves). Rocket needed nothing (550/556, 99%, attribute
macros); crates.io confirms namespaced axum handlers resolve.
Residual frontier: actix runtime routing web::get().to(handler) (the
dominant actix style, unextracted; attribute macros 35/51). Fix is
Axum-scoped — the attribute/actix/Rocket path is untouched. Tests: chained
methods + multi-line namespaced handler. Full suite green (789 passed).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Rust/Axum validation (chained methods + namespaced handlers)
Update the Rust matrix row 🔬→✅ and add a §7 note: the Axum chained-method
+ namespaced-handler fix (realworld-axum 12→19, 19/19), Rocket already 99%,
crates.io (utoipa routes! macro frontier + SvelteKit frontend routes), the
update-user A/B, and the actix runtime-routing frontier.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Vapor grouped/RouteCollection routing (was 0 routes on real apps)
The Vapor extractor only matched (app|router|routes).METHOD("path", use:
handler), but real Vapor apps route on a grouped builder inside
RouteCollection.boot(routes:): `let todos = routes.grouped("todos");
todos.get(use: index)` — any var receiver, no path arg (the path is the
group prefix). Every real app tested extracted 0 routes (template,
SteamPress, SwiftPackageIndex-Server, penny-bot, Feather).
Rewrite the extractor:
- any receiver (\w+), not just app/router/routes;
- optional path segments that may be non-string (User.parameter, :id, a
path constant) — the `use:` keyword discriminates a route from
Environment.get("X") / req.parameters.get("X");
- a group-prefix map from `let X = Y.grouped("a")` and
`Y.group("a") { X in }` so a grouped/nested route gets its full path
(todo.delete(use: delete) -> DELETE /todos/:todoID).
Result: vapor-template 0→3 (3/3, nested path exact), SteamPress 0→27
(27/27), SwiftPackageIndex-Server 0→14 (14/14 handler resolution).
Canonical flow traverses (createPostHandler <- GET /createPost ->
createPostView). Route names now carry a leading slash (GET /users),
consistent with the other frameworks.
Frontier: typed-route enums (SPI's SiteURL.x.pathComponents — handler
resolves, path label only) and closure handlers (app.get("x"){ } —
anonymous). Tests: grouped RouteCollection, self.handler + non-string
segments, use:-discriminator. Full suite green (792 passed).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Vapor validation (grouped RouteCollection routing)
Update the Swift/Vapor matrix row ⬜→✅ and add a §7 note: the extractor was
dead on real apps (0 routes everywhere); rewrote for any receiver, optional
non-string paths, .grouped/.group{} prefix tracking, and the use:
discriminator. S/M/L all 100% handler resolution (template 0→3, SteamPress
0→27, SPI 0→14), the create-post A/B (0 read/0 grep with vs 1–4 read
without), and frontiers (typed-route enums, closure handlers).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): React Router <Route> JSX route extraction
react.ts extracted components/hooks and Next.js file routes but returned
references: [], so React Router <Route> declarations produced no route
nodes or route→component edges. Add <Route> JSX extraction: scan a window
after each <Route (so the nested > in element={<Comp/>} doesn't truncate
the match), pull path="…" + component={C} (v5) or element={<C/>} (v6) in
any attribute order, emit a route node + component reference (resolved by
the existing PascalCase resolveComponent). The <Routes> container is
excluded via the \b boundary.
react-realworld 0→10 routes, 10/10 resolved (/login→Login,
/editor/:slug→Editor, /@:username→Profile). No regression on excalidraw
(9,290 nodes, 46 react-render synth edges intact, 0 false routes). Tests:
v5 component=, v6 element=, <Routes>-container guard. Suite green (794).
Frontier: object data-router createBrowserRouter([{path,element}]) (modern
v6) is object-based not JSX — not covered.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record React Router routing (the React row's routing half)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): actix-web builder-API routing (web::resource / .to(handler))
Actix's attribute macros were covered, but the dominant actix style is the
builder API — web::resource("/path").route(web::get().to(handler)),
web::resource("/").to(handler) (all methods), and App .route("/path",
web::get().to(handler)). The handler is in .to(handler), not get(handler),
so the Axum .route scan extracted nothing — actix-examples had 80
web::resource calls all unlinked.
Add an actix block: scan each web::resource("/path") (bounding its method
chain at the next resource) for web::METHOD().to(h) pairs, fall back to a
direct .to(h) (method ANY), plus the App-level .route("/x",
web::METHOD().to(h)) form. actix-examples 51→128 routes, 35→112 resolved
(GET /user/{name}→with_param, POST /user→add_user). No regression on Axum
(realworld-axum still 19/19). Tests: resource+route, resource direct .to,
App-level route. Suite green (797).
Frontier: web::scope("/api") prefixes not prepended; anonymous .to(|req|…)
closures have no named target.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record actix builder-API routing validation
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(extraction): Flutter setState→build synthesis + Dart method body ranges
Two changes that connect Flutter's reactive dispatch:
- Dart method ranges (foundational): Dart models a method body as a SIBLING
of the method_signature node, so every Dart method node had endLine ==
startLine (signature only) — body-level analysis (callees, context slices,
the synthesizer's body scan) saw only `void f() {`. Extend endLine to the
resolved body in the shared createNode, guarded to only ever extend
(child-body grammars are a no-op; controls excalidraw 9,290 / django 302
unchanged).
- Flutter setState→build synthesizer channel (the Dart analog of react-render):
for each Dart class with a `build` method, link sibling methods whose body
calls setState( → build. setState re-runs build (Flutter-internal, no static
edge), so "tap → handler → setState → rebuilt UI" dead-ended at setState.
counter initState→build, books build→BookDetail/BookForm. Widget composition
needs no synthesis — Dart widgets are explicit constructor calls, already
static (compass_app build→ErrorIndicator/HomeButton). Tests: Dart method
spans its body; Flutter handler→build synthesis end-to-end. Suite green (798).
Frontier: MVVM Command/ChangeNotifier dispatch (no setState) + Navigator.push
route-as-widget navigation.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Dart/Flutter validation (setState→build + method ranges)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Spring Boot Kotlin routing (.kt + fun handlers)
Kotlin had zero framework coverage — no resolver listed kotlin, and the
Spring resolver was languages:['java'] with a .java-only extract gate and a
Java-syntax handler regex (public X name()). Spring Boot Kotlin apps (same
@GetMapping/@RestController annotations, .kt files) extracted 0 routes.
Extend the Spring resolver: languages ['java','kotlin'], accept .kt, and add
a Kotlin `fun name(` alternative to the handler-method regex (Kotlin has no
access modifier; the return type follows the name). Also allow Kotlin class
modifiers (open/data/sealed) in the class @RequestMapping-prefix detection,
and tag route/ref language per file.
spring-petclinic-kotlin 0→18 routes, 18/18 resolved; class @RequestMapping
prefixes join, stacked annotations skipped, DI controller→repo resolves
(showOwner ← GET /owners/{ownerId} → OwnerRepository.findById). Java Spring
unchanged (realworld 19/19 — the Kotlin fun and Java public-X alternatives
are disjoint per language). Jetpack Compose composition already works
(@Composable→child are plain function calls). Tests: Kotlin @GetMapping+fun,
class-prefix + stacked annotation. Suite green (800).
Frontier: Ktor inline-lambda routing, Compose recomposition, coroutines/Flow.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Kotlin validation (Spring Boot Kotlin + Compose)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Lua/Luau validation (module dispatch already covered)
Measure-first: Neovim/Roblox dispatch is module-heavy (require + cross-file
mod.fn calls), already resolved by general import+name resolution
(telescope.nvim 220 imports + 335 cross-file calls; traces end-to-end). The
matrix's assumed "callback synthesizer" hole isn't real — event-callback
registration (keymap/autocmd/:Connect) is predominantly inline anonymous
closures (corpus ~12 inline vs ~2 named), too rare to synthesize. A/B: 0
read/0 grep with codegraph vs 1 read without. No code change; validated.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Play Framework conf/routes → controller routing (Scala/Java)
Play declares routes in an extensionless conf/routes file (GET /computers
controllers.Application.list(p: Int ?= 0)) the file walk never indexed
(isSourceFile requires an extension), so Play apps had 0 route nodes.
- grammars.ts: add isPlayRoutesFile (conf/routes + *.routes), opt it into
isSourceFile, and map it to the no-grammar (yaml-style) path in
detectLanguage so the framework resolver extracts it. Narrow match — only
ADDS Play routes files, never affects other indexing.
- play.ts: a Play resolver — detect (build.sbt/conf), extract (parse each
METHOD /path Controller.action(args) line, drop package + args), resolve
(Controller.action → the action method in that controller class),
claimsReference for the dotted Controller.action handler.
computer-database 0→8 routes, 7/8 resolved (the 1 unresolved is
controllers.Assets.versioned — Play's framework controller, external);
starter 0→4 (3/4). Flow connects request→route→controller→DAO. No-regression
(excalidraw 9,290 / suite unchanged). Tests: routes parse + `->` include
skipped, conf/routes file detection.
Frontier: SIRD programmatic routers (-> include + case GET(p"/x")) + Akka
actor message→handler.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Scala/Play validation (conf/routes → controller)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(extraction): C++ inheritance (base_class_clause) + virtual-override synthesis
C/C++ direct dispatch already resolves well (redis 29k / leveldb 1.4k
cross-file calls). Two changes close the C++ virtual-dispatch gap:
- extractInheritance handled base_clause (PHP) but not C++'s
base_class_clause, so C++ `extends` edges were missing/partial. Add the
C++ branch (emit an extends ref per base type, skipping access
specifiers) — leveldb extends 219→298.
- cpp-override synthesizer channel (the C++ analog of react-render): for
each extends edge, link each base method → the subclass override of the
same name, so trace/callees from a virtual/interface method reach the
implementation. Gated to C++, capped per class. leveldb 12 precise edges
(Iterator::Next/Seek/Prev → MergingIterator), 0 on C (redis) and TS
(excalidraw). Test: base virtual → subclass override bridge.
Frontier: C callback structs (cmd->proc() → 422-way fan-out, too noisy)
and C++ pure-virtual base methods (declarations aren't nodes, so those
overrides can't bridge). Suite green (804).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record C/C++ validation (inheritance fix + override synthesis)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): React Router object data-router + Next.js route precision
- Object data-router (v6.4+): createBrowserRouter([{ path, element: <Comp/> }])
/ { path, Component: Comp } — extract route + component (gated to files using
the data-router API; requires a component so a stray `path:` field isn't a route).
- Next.js precision: filePathToRoute treated config files (next.config.mjs,
vite.config.ts) and a `nextjs-pages/` dir (substring of "pages/") as routes.
Require a real page extension (.tsx/.ts/.jsx/.js), exclude *.config.* and
_app/_document, and match pages/ + app/ as path SEGMENTS. bulletproof-react
4 bogus config "routes" → 0.
Frontier: lazy data-router routes (path: paths.x.path + lazy: () => import())
use variable paths + lazily-imported modules — no literal path/named component.
Tests: object-router literal form, config/nextjs-pages exclusion. Suite 806.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Flask-RESTful add_resource + tuple methods + broader detection
Three Flask gaps closed (redash Flask-RESTful 6→77 py routes; flask-realworld 0→19):
- Flask-RESTful: api.add_resource(ResourceClass, '/path') (+ redash's
add_org_resource) now extracts a route per path referencing the Resource
class, whose get/post verb methods resolve as the handlers.
- Tuple methods: @x.route('/p', methods=('POST',)) — the method regex only
accepted a list [...]; now accepts a tuple (...) too, so POST/DELETE routes
aren't mislabeled GET.
- Detection: detect() only checked root app.py for the literal Flask(__name__);
broadened to requirements/pyproject/Pipfile/setup.py + any entrypoint file
(root or subdir, e.g. conduit/app.py) that imports flask and instantiates
Flask(...). flask-realworld (subdir app-factory) 0→19; django not falsely
detected.
Tests: tuple methods, add_resource. Suite green (808).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record frontier pass; test(go): gorilla/mux subrouter coverage
Frontier triage after the main sweep — tractable partials closed (React object
data-router, Next.js false-positive fix, Flask-RESTful add_resource, Flask
tuple methods + detection, gorilla/mux confirmed), and the genuinely
hard/low-precision ones (C callback fan-out, metaprogramming finders, reactive
runtimes, Akka, anonymous closures, lazy data-router, C++ pure-virtual) left
documented with rationale. Adds a gorilla/mux subrouter-var HandleFunc test
(confirms the any-receiver handling already covers it).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(benchmarks): A/B with/without codegraph across every language (S/M/L)
37-cell matrix (every flow-relevant language × small/medium/large indexed
repos): a headless agent answers one canonical flow question per repo, with the
codegraph MCP vs without any MCP. Fresh re-index per cell so the with-arm
reflects current resolvers.
Result: 75% fewer file reads with codegraph (40 vs 158 across cells), ~70%
fewer greps, never more reads in any cell. Biggest wins on medium/large
backends (excalidraw 0R vs 9R, spring-halo 0R vs 9R+8 Bash, jellyfin 4R vs 13R+
21 Bash + a spawned sub-agent); tie zone on tiny repos where the flow fits in
1-2 files.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): self-sufficient codegraph_trace + CODEGRAPH_MCP_TOOLS allowlist
codegraph_trace now returns a complete flow dossier in one call: each hop with its full body inlined (not just the call-site line), plus the destination's own outgoing calls — the last mile agents otherwise explore/Read to get. Validated by A/B (arm I, 6 repos x 2): >= baseline on reads/turns/cost with no wall-clock regression, because one richer trace call displaces the explore+node+Read follow-ups. Sufficiency, not steering: complete context is what stops further investigation.
Also adds CODEGRAPH_MCP_TOOLS, an optional comma-separated allowlist that trims the exposed MCP tool surface (inert when unset); used to run the tool-ablation experiment cleanly, and useful for constraining an agent to a minimal surface.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(benchmarks): call-sequence + tool-ablation analysis; agent-eval arms harness
Records why codegraph read savings (-75%) under-convert to wall-clock (-16%): the bottleneck is round-trips + the synthesis turn, not reads. Ablation (arms A-I) shows explore is 68% of payload but load-bearing, trace is path-scoped but under-adopted, instruction/description steering cannot match an append-prompt's salience (and regresses), and the shippable win is making the trace output sufficient (arm I). Adds harness: seq-matrix, run-arms/arms-*, parse-arms.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): line-number codegraph_node + codegraph_trace source output
node's code block and trace's inlined hop/destination bodies now carry cat -n line numbers (reusing numberSourceLines, matching codegraph_explore and Read), so the agent can cite or edit exact lines without re-Reading the file just to get them. Consistency across the code-returning tools + edit-workflow sufficiency.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(resolution): Java/Kotlin interface & abstract dispatch synthesis
A call through an injected interface (Spring @Autowired svc.list()) or an abstract base dead-ended at the interface method — no static edge to the implementation — so request->service->impl flows broke at the DI boundary. Adds interfaceOverrideEdges: for each class implementing an interface (or extending an abstract base), synthesize interface/base-method -> same-name override 'calls' edges (JVM-gated, capped per class, overload-aware), with an 'interface-impl' trace label. trace + callees now follow the flow into the implementation.
Validated on spring-mall: 310 synth edges, node count unchanged (edges only); trace(PmsProductController.getList, PmsProductServiceImpl.list) connects in 3 hops (controller -> service interface -> impl) where it previously dead-ended at the interface.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(playbook): record Java/Kotlin interface-DI synthesizer (probe-validated; agent A/B adoption-gated)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): codegraph_explore surfaces the execution flow from its named symbols
Agents call explore far more than trace and pass a bag of symbol names that spans the flow they're after. explore now resolves those names and surfaces the longest call path AMONG them — riding synthesized dynamic-dispatch edges (callback/react-render/jsx/interface-impl) — leading the output with it, so a flow question answered via explore gets the trace-quality path without switching tools.
Precision: ambiguous tokens disambiguated by CO-NAMING (keep candidates whose qualifiedName SEGMENT matches another named token, so 'list' resolves to PmsProductServiceImpl::list not OmsOrderService::list); BFS anchored at named symbols on both ends with <=1 consecutive unnamed bridge (crosses a missing intermediate, never wanders a god-function's fan-out). Validated by probe: spring-mall getList->service-interface->impl (3 hops); excalidraw mutateElement->triggerUpdate->[callback]->triggerRender->[react-render]->render->[jsx]->StaticCanvas (full re-render chain). No flow section on fuzzy queries (safe). Suite green.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* feat(mcp): explore-flow resolves qualified Class.method query tokens
The agent often passes fully-qualified names to explore (PostEndpoint.publishPost, PmsProductServiceImpl.list) — its most precise input. The tokenizer's file-extension strip mangled Class.method into Class (treating .method as an extension), then the identifier filter dropped anything with a dot, throwing the method away. Now strips only REAL file extensions and keeps qualified tokens, which findAllSymbols resolves exactly; disambiguates ambiguous SIMPLE names by whether their container class is also named (segment match). Validated: 'PmsProductController.getList PmsProductServiceImpl.list' now surfaces getList->interface->impl. (spring-halo's publish flow stays absent — it's reactive/reconciler dispatch with no static edges, a coverage frontier, not an explore-flow gap.)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(claude): record the 'adapt the tool to the agent' retrieval principle
The lever that decides whether a retrieval change lands: make a tool the agent already calls do more with the input it already gives; changes that need the agent to behave differently (different tool, query, examples) hit codegraph's low-salience channels and don't land. Captures the validated evidence (sufficiency + explore-flow pass; steering + new-tools + context-fuzzy-flow fail) and points coverage as the remaining lever.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs: correct 'cost stays flat' → neutral-to-lower (excalidraw with/without A/B)
Fresh with-vs-without A/B on excalidraw (current build, n=3): 3x faster (49s vs 145s), 15x fewer tool calls, ~0 vs 23 reads, and -40% cost ($0.41 vs $0.68). Cost is neutral-to-lower, not flat — compact codegraph answers cache across turns while the without-arm's read/grep thrash is fresh, poorly-cacheable input. Recorded in call-sequence-analysis.md; corrected the CLAUDE.md optimization-target note (still: don't optimize for cost; target wall-clock + tool-call count).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(benchmarks): current-build A/B on all 7 README repos + fix token-measurement bug
Re-ran the README benchmark on the current build (7 repos reindexed, median of 4): avg 35% cost / 57% tokens / 46% time / 71% tool calls saved — reproduces the published README (35/59/49/70), no regression. Adds bench-readme.sh + parse-bench-readme.mjs harness.
Fixes a token-measurement bug: result.usage is last-turn-only in current Claude Code; must sum per-turn assistant usage for cumulative tokens. Corrects the earlier excalidraw note (its '-34% tokens' was off this bug; real ~90%) and the cost MECHANISM (volume/fewer-turns, not cache-ability — the without-arm's huge token volume is mostly cheap cache-reads, so token savings 57% > cost savings 35%). Cost/time were always correct.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs: finalize 0.9.4 — consolidate CHANGELOG + re-validate README benchmark
Folds the framework sweep + retrieval work into [0.9.4] (2026-05-24). README benchmark table refreshed with current-build medians (avg 35% cost / 57% tokens / 46% time / 71% tool calls) + a v0.9.4 re-validation note.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(readme): add codegraph_trace to the MCP Tools table
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs
---------
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
co-authored by
Claude Opus 4.7
parent
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# Design + status: general callback / observer edge synthesis
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**Status:** Phases 1–3 implemented & validated as a **prototype, uncommitted on `main`**
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(as of 2026-05-22). This doc is the handoff for continuing the work.
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**Motivation:** close the dynamic-dispatch hole that static extraction leaves for
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observer / event-emitter / signal patterns, where a *dispatcher* invokes callbacks
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registered elsewhere through a shared store — so flows like "how does an update
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reach the screen" actually exist in the graph.
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---
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## TL;DR for a new session
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We synthesize `dispatcher → callback` edges that static parsing misses. It works:
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- **Field observer** (excalidraw `Scene.onUpdate`/`triggerUpdate`): synthesizes
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`triggerUpdate → triggerRender`. `trace(mutateElement, triggerRender)` now = 3 hops.
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- **EventEmitter** (express `on('mount', …)`/`emit('mount')`): synthesizes `use → onmount`.
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- Precision is high: excalidraw got **1** synthesized edge out of 27k (the correct one);
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node count moved +3 after Phase 3 (no explosion).
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**Files touched (all uncommitted on `main`):**
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- `src/resolution/callback-synthesizer.ts` — the whole-graph synthesis pass (Phase 1 + 2).
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- `src/resolution/index.ts` — calls `synthesizeCallbackEdges()` at the end of
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`resolveAndPersistBatched()` (after base edges are persisted) + the import.
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- `src/extraction/tree-sitter.ts` — `visitFunctionBody` now extracts **named** nested
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functions (Phase 3), so inline named handlers become linkable nodes.
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**How to reproduce / test:**
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```bash
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npm run build
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rm -rf /tmp/codegraph-corpus/excalidraw/.codegraph
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( cd /tmp/codegraph-corpus/excalidraw && codegraph init -i )
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# synthesized edges (provenance='heuristic', metadata.synthesizedBy in {callback,event-emitter}):
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sqlite3 /tmp/codegraph-corpus/excalidraw/.codegraph/codegraph.db \
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"select s.name||' → '||t.name||' '||coalesce(e.metadata,'') from edges e \
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join nodes s on e.source=s.id join nodes t on e.target=t.id where e.provenance='heuristic';"
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# end-to-end trace (uses the dev probes):
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node scripts/agent-eval/probe-trace.mjs /tmp/codegraph-corpus/excalidraw triggerUpdate triggerRender
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```
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Probe scripts (dev-only, in `scripts/agent-eval/`): `probe-node.mjs` (symbol + trail),
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`probe-trace.mjs` (call path), `probe-context.mjs`, `probe-explore.mjs`. EventEmitter
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fixture lives at `/tmp/cb-fixture/bus.js` (ephemeral — recreate or move into `__tests__/`).
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---
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## The hole
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```ts
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class Scene {
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private callbacks = new Set<Callback>();
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onUpdate(cb: Callback) { this.callbacks.add(cb); } // REGISTRAR
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triggerUpdate() { for (const cb of this.callbacks) cb(); } // DISPATCHER
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}
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this.scene.onUpdate(this.triggerRender); // REGISTRATION SITE
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```
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The runtime edge `triggerUpdate → triggerRender` does not exist statically:
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`triggerUpdate`'s only literal call is `cb()` (anonymous). Measured: `triggerUpdate`'s
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only callee was `randomInteger`; `trace(triggerUpdate, triggerRender)` returned no path.
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## Why it's a whole-graph pass, not a `FrameworkResolver.resolve()`
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`resolve(ref)` answers "what does this **named** ref point to," one ref at a time. The
|
||||
callback edge has **no ref to resolve** (`cb()` is anonymous) and needs **cross-file,
|
||||
multi-site correlation** (registrar, registration, dispatcher). So it's a whole-graph
|
||||
pass after base resolution, language-level (any OO observer), living in
|
||||
`src/resolution/callback-synthesizer.ts` — **not** under `frameworks/`.
|
||||
|
||||
> Sibling mechanism for the *other* dynamic-dispatch class — **named** attribute/
|
||||
> descriptor dispatch (e.g. django `self._iterable_class(...)`) — is the
|
||||
> `claimsReference` hook (`resolution/types.ts` + `resolution/index.ts` pre-filter)
|
||||
> + a `FrameworkResolver.resolve()` (django ORM resolver in `frameworks/python.ts`).
|
||||
> That one *does* fit `resolve()` because the ref is named. Both are part of the same
|
||||
> coverage effort; see the "Related work" section.
|
||||
|
||||
---
|
||||
|
||||
## As-built algorithm (and where it diverged from the original design)
|
||||
|
||||
### Field-observer channels (`fieldChannelEdges`, Phase 1)
|
||||
1. **Candidates** by method/function **name** — registrar `^(on[A-Z]\w*|subscribe|
|
||||
addListener|addEventListener|register|watch|listen|addCallback)$`; dispatcher
|
||||
contains `(emit|trigger|notify|dispatch|fire|publish|flush)`.
|
||||
2. **Confirm by body** (read via `ctx.readFile` + slice node lines): registrar has
|
||||
`this.<F>.add|push|set(`; dispatcher has `for (… of [Array.from(]this.<F>)` + a call,
|
||||
or `this.<F>.forEach(`.
|
||||
3. **Pairing — DIVERGENCE:** the design said pair by *class*; the build pairs by
|
||||
**same file + same field `F`** (file as a class proxy — getting the containing class
|
||||
reliably was harder). Works for the common 1-class-per-file case; revisit for
|
||||
multi-class files.
|
||||
4. **Registrations:** `queries.getIncomingEdges(registrar.id, ['calls'])` → for each,
|
||||
read the caller's source at the edge line and **regex-recover the arg**
|
||||
(`<registrarName>\s*\(\s*(?:this\.)?(\w+)`). DIVERGENCE: design preferred tree-sitter
|
||||
re-parse; build uses regex (named refs only — arrows/inline args are missed here).
|
||||
5. **Synthesize** `dispatcher → fn` (`getNodesByName(arg)` → method|function). Capped at
|
||||
`MAX_CALLBACKS_PER_CHANNEL = 40`.
|
||||
|
||||
### EventEmitter channels (`eventEmitterEdges`, Phase 2)
|
||||
- **File-oriented scan** (`ctx.getAllFiles()` + `readFile`, substring pre-filter on
|
||||
`.emit(`/`.on(`/etc). `ON_RE` = `\.(?:on|once|addListener)\(\s*['"]([^'"]+)['"]\s*,\s*
|
||||
(?:function\s+(\w+)|(?:this\.)?(\w+))`; `EMIT_RE` = `\.(?:emit|fire|dispatchEvent)\(\s*['"]([^'"]+)['"]`.
|
||||
- Dispatcher = **enclosing function** of the `emit('e')` call (`enclosingFn` finds the
|
||||
tightest function/method/component node containing the line). Handler = `getNodesByName`
|
||||
of the on-handler name.
|
||||
- Correlate by **event-name literal**; synthesize dispatcher → handler.
|
||||
- **Precision — DIVERGENCE:** design proposed receiver-type matching; build uses an
|
||||
**event fan-out cap** (`EVENT_FANOUT_CAP = 6`) — skip events with >6 handlers or
|
||||
dispatchers (generic names like `error`/`change` would over-link without type info).
|
||||
|
||||
### Provenance — DIVERGENCE
|
||||
`Edge.provenance` is a fixed enum (`'tree-sitter'|'scip'|'heuristic'`), so synthesized
|
||||
edges use **`provenance: 'heuristic'`** + `metadata: { synthesizedBy: 'callback'|
|
||||
'event-emitter', via/event/field }`. The design's `'callback-synthesis'` provenance and
|
||||
high/medium/low **confidence tiers were NOT implemented** — the fan-out cap +
|
||||
registrar-name uniqueness + named-only handlers are the precision guards instead.
|
||||
|
||||
### Phase 3 — inline callback extraction (`tree-sitter.ts`)
|
||||
The real blocker for EventEmitter on real repos: inline handlers
|
||||
(`on('mount', function onmount(){})`) weren't **nodes**, so nothing could link to them.
|
||||
Root cause: `visitFunctionBody` walked *through* nested functions without extracting them.
|
||||
Fix: in `visitForCallsAndStructure`, when a body node is a `functionType` and
|
||||
`extractName` returns a real name, call `extractFunction` (which extracts it and walks
|
||||
its own body) and return. **Named only** — anonymous arrows fall through to the existing
|
||||
recursion (so their inner calls stay attributed to the enclosing fn). This bounded it:
|
||||
excalidraw +3 nodes, no explosion, no regression.
|
||||
|
||||
---
|
||||
|
||||
## Validation results (actual)
|
||||
|
||||
| Repo | Result |
|
||||
|---|---|
|
||||
| excalidraw | 1 synthesized edge `triggerUpdate → triggerRender` (of 27,214); `trace(mutateElement, triggerRender)` = 3 hops; nodes 9,286 → 9,289 |
|
||||
| express | after Phase 3: `use → onmount` `{event-emitter, event:"mount"}` (`onmount` now extracted at `application.js:109`) |
|
||||
| `/tmp/cb-fixture/bus.js` | `tick → handleRefresh`, `persist → handleSave` (named-method EventEmitter handlers) |
|
||||
| excalidraw / express | no Phase-1 regression; node counts stable |
|
||||
|
||||
---
|
||||
|
||||
## Remaining work (prioritized for the next session)
|
||||
|
||||
1. **Anonymous-arrow handlers** — `on('e', () => foo())` still produce no edge (no node,
|
||||
intentionally not extracted in Phase 3). The fix is **synthesizer link-through-body**:
|
||||
parse the arrow's body and link `dispatcher → (calls inside the arrow)`. Highest
|
||||
remaining recall win; handles the most common modern callback shape.
|
||||
2. **Wire into `resolveAndPersist`** (incremental sync) — synthesis currently runs only
|
||||
in `resolveAndPersistBatched` (full index). Incremental re-index won't refresh
|
||||
synthesized edges.
|
||||
3. **Receiver-type matching** for EventEmitter precision (replace/augment the fan-out
|
||||
cap) — use `type_of` edges so `x.emit('change')` only links to `y.on('change', fn)`
|
||||
when `x`,`y` are the same type. Lets the fan-out cap relax.
|
||||
4. **Tree-sitter arg recovery** (replace the regex in field-channel Stage 4) — robust for
|
||||
arrows, multi-arg, line-wrapped calls.
|
||||
5. **Single-callback fields** (`this.onChange = cb; … this.onChange()`) — scalar-store
|
||||
variant of the field observer; not built.
|
||||
6. **Broad precision/recall audit** — run across the full corpus; tally synthesized edges
|
||||
per repo, spot-check, confirm no explosion on EventEmitter-heavy repos.
|
||||
7. **Tests + CHANGELOG** — the fixture is a ready vitest case for the synthesizer; add
|
||||
extractor tests for Phase 3 (named-nested-fn extraction; confirm other languages
|
||||
unaffected — the change is in the shared walker), resolver tests for the django side.
|
||||
|
||||
## Edge cases / model
|
||||
- **Over-approximation across instances** is accepted (reachability, not instance
|
||||
precision). `unregister`/`off` ignored.
|
||||
- Synthesized edges are **additive** — never replace static edges; tooling can filter on
|
||||
`provenance='heuristic'` + `metadata.synthesizedBy`.
|
||||
|
||||
## Related work (same coverage effort)
|
||||
This is one half of closing dynamic-dispatch coverage. The other artifacts on `main`:
|
||||
- **Named attribute/descriptor resolver**: `claimsReference` (`resolution/types.ts`,
|
||||
pre-filter in `resolution/index.ts`) + django ORM resolver (`frameworks/python.ts`,
|
||||
`_iterable_class` → `ModelIterable.__iter__`).
|
||||
- **Retrieval/UX changes** (separate from coverage): `explore` whole-small-file + glue
|
||||
fixes, `node`-with-trail, `codegraph_trace`, `context` call-paths — all in
|
||||
`src/mcp/tools.ts` / `src/context/index.ts`.
|
||||
- **Full investigation context + findings:** auto-memory
|
||||
`project_codegraph_read_displacement` (why coverage — not prompting/hooks/new-tools —
|
||||
is the lever for getting agents to use codegraph over Read).
|
||||
@@ -0,0 +1,548 @@
|
||||
# Dynamic-Dispatch Coverage Playbook
|
||||
|
||||
**Audience:** a Claude agent continuing this work.
|
||||
**Mission:** systematically close static-extraction coverage holes for **dynamic
|
||||
dispatch** across **every language and framework codegraph supports**, and validate
|
||||
each one the same way, so cross-symbol *flows* exist in the graph everywhere.
|
||||
|
||||
> This is the top-level playbook. The deep design for one mechanism (the callback
|
||||
> synthesizer) is in [`callback-edge-synthesis.md`](./callback-edge-synthesis.md).
|
||||
> Full investigation context + findings: auto-memory `project_codegraph_read_displacement`.
|
||||
|
||||
---
|
||||
|
||||
## 1. The goal (why this matters)
|
||||
|
||||
codegraph's value is being **the map** — answering structural/flow questions
|
||||
(`trace`, `impact`, callers, "how does X reach Y") that grep/Read cannot. Agents
|
||||
will use codegraph instead of Read **only when it is sufficient**. We proved
|
||||
empirically (see memory) that the lever for sufficiency is **coverage**, not
|
||||
prompting/hooks/new-tools: when a flow is missing from the graph, the agent reads
|
||||
the files to reconstruct it; when the flow *is* in the graph, the agent can answer
|
||||
completely without reading.
|
||||
|
||||
**Validated end-to-end on excalidraw:** after closing the update-flow hole, 2/3
|
||||
headless agent runs answered the "how does an update reach the screen" question with
|
||||
**Read 0 and a complete answer** — impossible before, because the key edge wasn't in
|
||||
the graph. (Caveat: coverage *enables* the no-read path; agent confirm-by-reading
|
||||
variance means it doesn't *force* it. Completeness improves unconditionally.)
|
||||
|
||||
The mission is to make that true for **all** languages/frameworks.
|
||||
|
||||
---
|
||||
|
||||
## 2. The problem class: dynamic dispatch
|
||||
|
||||
Static tree-sitter extraction captures explicit calls (`foo()`, `this.bar()`). It
|
||||
**misses** any call whose target is computed/indirect. Four recurring shapes, with a
|
||||
**difficulty gradient** (do the cheap ones first):
|
||||
|
||||
| # | Shape | Example | Fix mechanism | Cost |
|
||||
|---|---|---|---|---|
|
||||
| 1 | **Named attribute / descriptor** | django `self._iterable_class(self)` | framework resolver (`claimsReference` + `resolve()`) | **cheap** |
|
||||
| 2 | **Field-backed observer** | `onUpdate(cb)` + `for(cb of cbs)cb()` | callback synthesizer (whole-graph pass) | medium |
|
||||
| 3 | **String-keyed EventEmitter** | `on('e',fn)` / `emit('e')` | callback synthesizer (event-keyed) | medium |
|
||||
| 4 | **Inline callback handler** | `on('e', function h(){})` / `() => {}` | extraction (named) + synthesizer link-through-body (anon) | named: cheap · anon: hard |
|
||||
|
||||
Key distinction driving the mechanism choice:
|
||||
- **A named ref exists** to resolve (`_iterable_class` is an attribute name) → **resolver**.
|
||||
- **No ref exists** (`cb()` is anonymous; needs registrar↔dispatcher correlation) → **synthesizer**.
|
||||
|
||||
---
|
||||
|
||||
## 3. Worked examples (the two mechanisms, end to end)
|
||||
|
||||
### 3a. Django ORM descriptor — the **resolver** pattern (Python)
|
||||
- **Hole:** `QuerySet._fetch_all` calls `self._iterable_class(self)` (a runtime-chosen
|
||||
iterable, default `ModelIterable`), whose `__iter__` runs the SQL compiler. Static
|
||||
parsing can't resolve the attribute-as-callable → `_fetch_all`'s only callee was
|
||||
`_prefetch_related_objects`; `trace(_fetch_all, execute_sql)` returned no path.
|
||||
- **Fix:** `djangoResolver` claims the unresolved `_iterable_class` ref through the
|
||||
name-exists pre-filter, then resolves it to `ModelIterable.__iter__`.
|
||||
- **Files:** `src/resolution/types.ts` (`claimsReference?` on `FrameworkResolver`),
|
||||
`src/resolution/index.ts` (pre-filter in `resolveOne` consults `claimsReference`),
|
||||
`src/resolution/frameworks/python.ts` (`djangoResolver.resolve` + `claimsReference` +
|
||||
`resolveModelIterableIter`).
|
||||
- **Result:** `trace(_fetch_all, execute_sql)` → `_fetch_all → __iter__ → execute_sql` (3 hops).
|
||||
|
||||
### 3b. Excalidraw observer + EventEmitter — the **synthesizer** (TS)
|
||||
- **Hole:** `Scene.triggerUpdate` does `for (cb of this.callbacks) cb()`; `triggerRender`
|
||||
is registered via `scene.onUpdate(this.triggerRender)`. The `triggerUpdate →
|
||||
triggerRender` edge is dynamic → `trace` returned no path; the whole update flow broke.
|
||||
- **Fix:** a whole-graph pass that detects registrar/dispatcher channels, correlates
|
||||
registration sites, and synthesizes `dispatcher → callback` edges. Plus extraction of
|
||||
**named** inline callbacks so handlers like express's `function onmount(){}` are nodes.
|
||||
- **Files:** `src/resolution/callback-synthesizer.ts` (the pass — field observers +
|
||||
EventEmitter), `src/resolution/index.ts` (calls `synthesizeCallbackEdges()` at the end
|
||||
of `resolveAndPersistBatched`), `src/extraction/tree-sitter.ts` (`visitFunctionBody`
|
||||
extracts named nested functions).
|
||||
- **Result:** `trace(mutateElement, triggerRender)` → 3 hops; express `use → onmount`.
|
||||
|
||||
---
|
||||
|
||||
## 4. The repeatable methodology (run this per language/framework)
|
||||
|
||||
### Step 1 — Pick the framework's canonical *flow* question
|
||||
Every framework has a signature data/control flow. Pick the "how does X reach/become Y"
|
||||
question and a real repo (add to `.claude/skills/agent-eval/corpus.json`). Examples:
|
||||
- React state→DOM, Vue reactive→render, Svelte store→update
|
||||
- Rails request→controller→view, Spring request→`@Controller`→service
|
||||
- Express/Koa request→middleware→handler, FastAPI request→route→dependency
|
||||
- Redux action→reducer→store, RxJS subscribe→operator→observer
|
||||
- Any ORM: query builder → SQL execution (django pattern)
|
||||
|
||||
### Step 2 — Measure the hole (deterministic, no agent)
|
||||
```bash
|
||||
rm -rf <repo>/.codegraph && ( cd <repo> && codegraph init -i )
|
||||
node scripts/agent-eval/probe-trace.mjs <repo> <from-symbol> <to-symbol> # does the flow break? where?
|
||||
node scripts/agent-eval/probe-node.mjs <repo> <break-symbol> # trail: is the next hop missing?
|
||||
```
|
||||
A "No direct call path … breaks at dynamic dispatch" + a sparse trail at the break
|
||||
point **locates the hole** (this is exactly how `_iterable_class` and `triggerUpdate`
|
||||
were found). Confirm it's dynamic by reading the break symbol's body.
|
||||
|
||||
### Step 3 — Classify → choose the mechanism (use the §2 table)
|
||||
- `self.<attr>(...)` / descriptor / metaclass → **resolver** (§3a).
|
||||
- `for(cb of store)cb()` / `store.forEach(cb=>cb())` → **field-observer synthesizer** (§3b).
|
||||
- `on('e',fn)` + `emit('e')` → **EventEmitter synthesizer** (§3b).
|
||||
- Inline handler not a node → **named:** extraction (already done generically in
|
||||
`tree-sitter.ts`); **anonymous:** synthesizer link-through-body (not yet built).
|
||||
|
||||
### Step 4 — Implement
|
||||
- **Resolver:** add to `src/resolution/frameworks/<lang>.ts` — a `resolve()` branch +
|
||||
`claimsReference(name)` if the ref name isn't a declared symbol. Copy `djangoResolver`.
|
||||
- **Synthesizer channel:** extend `src/resolution/callback-synthesizer.ts` — add the
|
||||
framework's registrar/dispatcher **name patterns** and **body patterns** (e.g. signals
|
||||
use `.connect()`/`.emit()`; Rx uses `.subscribe()`/`.next()`).
|
||||
- Reindex (Step 2 command) and re-run `probe-trace` — the flow should now connect.
|
||||
|
||||
### Step 5 — Validate (the same way every time)
|
||||
1. **Deterministic:** `probe-trace(from,to)` finds the path; `probe-node` shows the
|
||||
bridged hop. The previously-broken hop is closed.
|
||||
2. **Precision:** count + spot-check synthesized/resolved edges — no explosion, correct targets:
|
||||
```bash
|
||||
sqlite3 <repo>/.codegraph/codegraph.db \
|
||||
"select s.name||' → '||t.name||' '||coalesce(e.metadata,'') from edges e \
|
||||
join nodes s on e.source=s.id join nodes t on e.target=t.id where e.provenance='heuristic';"
|
||||
```
|
||||
(Resolver edges aren't `heuristic`; verify via the trace + callees instead.)
|
||||
3. **Regression:** node count stable (`select count(*) from nodes;` before/after — a big
|
||||
jump means an extraction change over-fired); existing traces on a control repo intact.
|
||||
4. **End-to-end agent eval:** run the flow question with codegraph and measure
|
||||
**reads / answer-completeness / cost** vs a pre-fix baseline:
|
||||
```bash
|
||||
# headless (exact cost + clean tool sequence)
|
||||
bash scripts/agent-eval/run-agent.sh <repo> with "<flow question>"
|
||||
# or the full A/B + interactive Explore-subagent path:
|
||||
scripts/agent-eval/audit.sh local <name> <url> "<flow question>" all
|
||||
```
|
||||
Then parse: `Read` count, codegraph-tool count, cost, and whether the answer now
|
||||
contains the glue symbols (the ones that previously required a read).
|
||||
|
||||
### Success criteria (per language/framework)
|
||||
- `trace` finds the canonical flow end-to-end (no dynamic-dispatch break).
|
||||
- Agent can answer the flow question with **Read 0** (achievable in ≥ some runs) and the
|
||||
glue symbols appear in the answer.
|
||||
- **No node explosion** and no regression on a control repo.
|
||||
- Synthesized edges are precise on a spot-check (no generic-name over-linking).
|
||||
|
||||
---
|
||||
|
||||
## 5. Validation toolkit (reference)
|
||||
|
||||
| Tool | Purpose |
|
||||
|---|---|
|
||||
| `scripts/agent-eval/probe-trace.mjs <repo> <from> <to>` | call-path between two symbols (the hole detector) |
|
||||
| `scripts/agent-eval/probe-node.mjs <repo> <sym> [code]` | symbol + trail (callers/callees); `code` adds the body |
|
||||
| `scripts/agent-eval/probe-context.mjs <repo> "<task>"` | context output incl. call-paths |
|
||||
| `scripts/agent-eval/probe-explore.mjs <repo> "<query>"` | explore output |
|
||||
| `scripts/agent-eval/{audit,run-agent,itrun}.sh` | agent A/B (headless + interactive); also the `/agent-eval` skill |
|
||||
| `sqlite3 <repo>/.codegraph/codegraph.db` | direct edge/node inspection (provenance, metadata, counts) |
|
||||
|
||||
Probe scripts use the built `dist/` — run `npm run build` first. Reindex after any
|
||||
extraction or resolution change (`rm -rf <repo>/.codegraph && codegraph init -i`) — the
|
||||
synthesizer/resolvers run at index time. Test fixtures: keep a tiny per-pattern fixture
|
||||
(see `/tmp/cb-fixture/bus.js`; **move into `__tests__/`** when shipping).
|
||||
|
||||
---
|
||||
|
||||
## 6. Coverage matrix (fill in as you go)
|
||||
|
||||
Status legend: ✅ done+validated · 🔬 hole identified · ⬜ not started.
|
||||
`Mechanism`: R = resolver, S = synthesizer channel, X = extraction.
|
||||
|
||||
| Language | Framework(s) | Canonical flow to test | Mechanism | Status |
|
||||
|---|---|---|---|---|
|
||||
| TypeScript/JS | React / observer / EventEmitter / React Router | state→render; dispatch→callback; route→component | S + X | ✅ rendering+dispatch (excalidraw); **React Router JSX routing** `<Route path component={C}/>` (v5) + `element={<C/>}` (v6) → component (react-realworld **0→10, 10/10**). + **object data-router** `createBrowserRouter([{path, element/Component}])` (literal form); Next.js config/`nextjs-pages` false-positives FIXED. 🔬 lazy data-router (`path: paths.x.path, lazy: () => import()` — variable paths + lazy modules) |
|
||||
| TypeScript/JS | Vue / Nuxt | template events (@click→handler); component composition; reactive→render | S + X | ✅ events + composition (vitepress S / vben M / element-plus L); 🔬 reactive→render (vue-core Proxy runtime — frontier, deferred) |
|
||||
| TypeScript/JS | Svelte / SvelteKit | template calls/composition; SvelteKit action→api; store→DOM | X | ✅ already strong (realworld S / skeleton M / shadcn L): template `{fn()}` calls, `<Pascal/>` composition, `import * as api` namespace, `load`→api all work out of the box. + exported-const object-of-functions extraction (SvelteKit `actions`). 🔬 `$lib`-namespace-from-action + store/reactive frontier |
|
||||
| TypeScript/JS | Express / Koa | request → route → handler → service | R + X | ✅ named handlers + middleware + controller/service (resolver) + **inline arrow handlers → service body calls** (realworld S 19 / parse M / ghost L 65 edges). 🔬 custom routers (payload had 0 routes — not `app.get`-style) |
|
||||
| TypeScript/JS | NestJS | request → @Controller → DI service → repo | R | ✅ already well-covered (realworld S / immich M-L / amplication L): @decorator routes (HTTP/GraphQL/microservice/WS) via resolver + DI `this.svc.method()` controller→service resolves correctly at scale (name + co-location). No dynamic-dispatch hole. 🔬 committed `dist/` build output gets indexed (realworld) — general build-dir-ignore follow-up |
|
||||
| TypeScript/JS | RxJS / signals | subscribe → operator → observer | S | ⬜ |
|
||||
| Python | Django ORM | QuerySet → SQL compiler | R | ✅ |
|
||||
| Python | Django / DRF (views) | url → view → model | R + X | ✅ url→view (`path`/`url`/`as_view`) + **DRF `router.register`→ViewSet** (realworld S / wagtail M / saleor L); ORM QuerySet→SQL (prior work). 🔬 signals (`post_save`→receiver), DRF viewset CRUD actions (inherited), saleor GraphQL resolvers |
|
||||
| Python | Flask / FastAPI | request → route → handler → dependency | R + X | ✅ **Flask: handler resolved across intervening decorators (`@login_required`) + stacked `@x.route` lines** (microblog S 6→27, redash L decorator routes 6/6); **FastAPI: empty-path router-root routes `@router.get("")` incl. multi-line** (realworld S 12→20 / Netflix dispatch L **290/290 100%**) + **bare-name builtin guard** — a handler named after a Python builtin method (`index`/`get`/`update`/`count`…) was filtered as a builtin and lost its route→handler edge. + **Flask-RESTful `add_resource(Resource,'/x')` → Resource class** (redash 6→**77**) + **tuple `methods=('GET',)`** (was mislabeled GET) + **broadened detection** (requirements/Pipfile/setup + subdir app-factory entrypoints — flask-realworld 0→**19**). 🔬 FastAPI `Depends()` dependency edges (light validation) |
|
||||
| Go | Gin / chi / gorilla/mux / net-http | request → route → handler → service | X | ✅ **routes on ANY group var** (`v1.GET`, `PublicGroup.GET`) not just `r/router` (gin-vue-admin S→M 4→259 / realworld S / gitness L) — was missing all group-routed apps; named handlers resolve precisely. **gorilla/mux confirmed covered** by the any-receiver `HandleFunc`/`Handle` handling (subrouter-var `s.HandleFunc(...)` + namespaced handlers; `.Methods()` chain ignored). 🔬 inline `func(c){}` handlers (anonymous, body lost); subrouter/`PathPrefix` path-prefix not prepended (label only); gitness chi custom (26/321) |
|
||||
| Rust | Axum / actix / Rocket | request → route → handler | R + X | ✅ **Axum chained methods + namespaced handlers** — `.route("/x", get(h1).post(h2))` emitted only the first method+handler, and `get(mod::handler)` captured the module not the fn (realworld-axum S **12→19, 19/19**); balanced-paren scan + per-method nodes + last-`::`-segment handler. **Rocket attribute macros 550/556 (99%)** (Rocket repo L) — already strong. crates.io named axum routes resolve (6/8; rest are closures/var handlers; its API is mostly the utoipa `routes!` macro = frontier). Cargo-workspace module resolution (prior work). **actix builder API** `web::resource("/x").route(web::get().to(h))` / `.to(h)` / App `.route("/x", web::get().to(h))` (actix-examples **51→128 routes, 35→112 resolved**) — was the dominant actix style and fully missed (the handler is in `.to(h)`, not `get(h)`). 🔬 actix `web::scope("/api")` prefix (not prepended to nested resource paths) + anonymous `.to` closure handlers |
|
||||
| Java | Spring | request → @RestController → @Autowired service → repo | R + X | ✅ **bare `@GetMapping`/`@PostMapping` + class `@RequestMapping` prefix join → route→method** (realworld S / mall M / halo L) — was missing all path-less method mappings; DI controller→service resolves (name + dir) + **interface→impl dispatch synthesizer** (`interfaceOverrideEdges`: a class's `implements`/`extends` → link each interface/base method → its same-name override; JVM-gated, capped, **overload-aware**; mall **310** / halo **734** synth edges, node count unchanged) so trace follows controller→service-**interface**→**impl** instead of dead-ending at the abstract method — `trace("PmsProductController.getList","PmsProductServiceImpl.list")` connects in **3 hops** (probe-validated). ⚠️ **agent A/B null** (n=2: the agent went context→explore→Read and never invoked `trace`, so the synth edges weren't exercised — adoption-gated, the recurring wall; see `docs/benchmarks/call-sequence-analysis.md`). The fix is correct + improves trace/callees/impact/context connectivity regardless; agent-visible read reduction needs trace adoption. 🔬 Spring Data JPA derived queries (`findByEmail`) — metaprogramming frontier |
|
||||
| Kotlin | Spring Boot / Jetpack Compose | request → @RestController → service; @Composable → child | R + X | ✅ **Spring Boot Kotlin** — the Spring resolver was `['java']`-only with a Java-syntax method regex (`public X name()`); extended to `.kt` + Kotlin `fun name(` handler matching (petclinic-kotlin **0→18, 18/18**; class-prefix joins; DI controller→repo resolves — `showOwner ← GET /owners/{ownerId}` → `OwnerRepository.findById`). **Compose composition already static** (@Composable→child are plain function calls — Jetcaster `PodcastInformation→HtmlTextContainer`). Java Spring unchanged (realworld 19/19). 🔬 Ktor `routing { get("/x"){…} }` lambda handlers (anonymous) + Compose recomposition (implicit `mutableStateOf`, no setState gate) + coroutines/Flow |
|
||||
| Swift | Vapor | request → route → controller | R + X | ✅ **was 0 routes on every real app** — the extractor required an `app/router/routes` receiver + a `"path"` literal, but real Vapor routes on grouped builders (`let todos = routes.grouped("todos"); todos.get(use: index)`) with NO path arg. Rewrote: any receiver, optional/non-string path segments, `.grouped`/`.group{}` prefix tracking, `use:` discriminator. vapor-template S **0→3 (3/3**, nested `/todos/:todoID`), SteamPress M **0→27 (27/27)**, SwiftPackageIndex-Server L **0→14 (14/14** handler resolution). 🔬 typed-route enums (SPI `SiteURL.x.pathComponents` — path label only, handler still resolves) + closure handlers `app.get("x"){ }` (anonymous) |
|
||||
| C# | ASP.NET Core | request → [Http*] action → DI service → EF | X | ✅ **feature-folder detection** (realworld 0→19 — was undetected) + **bare `[HttpGet]` + class `[Route]` prefix** (eShopOnWeb 9→33 / jellyfin L) — co-located so no claimsReference needed. 🔬 EF Core LINQ/DbSet (metaprogramming frontier) |
|
||||
| Ruby | Rails / Sinatra | request → routes.rb → Controller#action → model | R | ✅ **RESTful `resources`/`resource` routing → controller#action** (realworld S 16 / spree M / forem L), pluralization + only/except + claimsReference; explicit routes fixed to precise `controller#action` too. 🔬 ActiveRecord dynamic finders (`Article.find_by_slug`) — metaprogramming frontier |
|
||||
| PHP | Laravel | request → route → controller → Eloquent | R | ✅ **precise `Route::get([Ctrl::class,'m'])` / `'Ctrl@m'` → Ctrl@method** (realworld S / firefly M / bookstack L) — was resolving the bare method name to the WRONG controller (every `index`→ArticleController); Route::resource→controller. 🔬 Eloquent dynamic finders/relationships (metaprogramming frontier) |
|
||||
| PHP | Drupal | request → *.routing.yml → _controller/_form | R | ✅ **`claimsReference` for FQCN handlers** (`\Drupal\…\Class::method` passed the pre-filter only because the `::method` name was known; bare `_form` FQCNs `\…\FormClass` and single-colon `Class:method` controller-services were dropped before resolve()) + **single-colon controller match** + **detect via composer `type:drupal-*` / `name:drupal/*` + `*.info.yml` fallback** (a contrib module with empty `require` was undetected → 0 routes). admin_toolbar S **0→14 (14/14)** / webform M 208 (**144**) / core L 836 (536→**731, 87%**). Remainder is the **entity-annotation handler frontier** (`_entity_form: type.op` resolves via the entity's PHP `#[ContentEntityType]` handlers, not a direct class). 🔬 **OOP `#[Hook]` attributes** — Drupal 11 moved ~all procedural hooks to attribute methods (core: 418 `#[Hook]` files vs 3 procedural), so the resolver's docblock/`module_hook` detection is obsolete for modern core (0 hook edges) |
|
||||
| C/C++ | C++ vtables / inheritance | virtual call → override; general direct dispatch | S + X | ✅ **general dispatch strong** (redis C **29k** cross-file calls / leveldb C++ **1.4k**) + **C++ inheritance extraction fix** (`base_class_clause` was unhandled, so C++ extends edges were missing — leveldb **219→298**) + **cpp-override synthesizer** (base virtual method → subclass override, gated to C++, capped — leveldb 12 precise: `Iterator::Next→MergingIterator`). 🔬 C callback structs (`s->fn()` → 422-way fan-out, too noisy to synthesize) + C++ pure-virtual base methods (`virtual void f()=0;` declarations aren't extracted as nodes, so those overrides can't bridge) |
|
||||
| Dart | Flutter | setState → build; build → child widgets | S + X | ✅ **setState→build synthesizer** (Dart analog of react-render: a State method whose body calls `setState(` → `build`) gated to `.dart` + **foundational Dart method-range fix** — Dart models a method body as a *sibling* of the signature, so method nodes were signature-only (`end==start`); now `endLine` spans the body (required for ALL body analysis: callees, context slices, the synthesizer's body scan). counter `initState→build`, books `build→BookDetail/BookForm`; widget composition already static (compass_app `build→ErrorIndicator/HomeButton`). Controls unchanged (excalidraw 9,290 / django 302 — the range fix only extends sibling-body grammars). 🔬 MVVM Command/ChangeNotifier dispatch (compass_app — no setState) + `Navigator.push(MaterialPageRoute(builder:))` nav routes |
|
||||
| Lua / Luau | Neovim / Roblox | module dispatch (require→mod, mod.fn); event/callback | — | ✅ **already covered for the dominant flow (measure-first, no code change)** — Neovim is module-heavy (`require('x')` + `x.fn()`), and the general import + name resolution already handles it: telescope.nvim **220 imports + 335 cross-file `mod.fn` calls**, traces end-to-end (`map_entries ← init.lua → get_current_picker (state.lua)`). Luau instance-path `require(game:GetService(...))` handled by the extractor. 🔬 event-callback registration (`vim.keymap.set(…, fn)`, autocmd `callback=`, Roblox `signal:Connect(fn)`) is predominantly INLINE anonymous closures (corpus ~12 inline vs ~2 named) — the anonymous-handler frontier; named handlers too rare to justify a synthesizer |
|
||||
| Scala | Play / Akka | request → conf/routes → controller action | R + X | ✅ **Play `conf/routes` → controller** — the extensionless `conf/routes` wasn't indexed; added narrow file-walk opt-in (`isPlayRoutesFile`) + a Play resolver parsing `METHOD /path Controller.action(args)` → the action method (computer-database **0→8, 7/8**; starter 0→4, 3/4 — the unresolved are Play's framework `Assets` controller, external). Scala general controller→DAO dispatch already resolves. No-regression: the file-walk change only ADDS Play routes files (excalidraw 9,290 / suite 800 unchanged). 🔬 SIRD programmatic router (`-> /v1 Router` include + `case GET(p"/x")` in code) + Akka actor `receive`/`Behaviors.receiveMessage` message→handler |
|
||||
|
||||
(Verify the exact supported set against `src/extraction/languages/` and
|
||||
`src/resolution/frameworks/` before starting — this table is a starting point.)
|
||||
|
||||
---
|
||||
|
||||
## 7. Known limits & gotchas (from the excalidraw/django work)
|
||||
|
||||
- **Coverage enables, doesn't force, the no-read path.** Agents still read to *confirm
|
||||
source* sometimes; cost stays ~flat (codegraph calls trade for reads). The reliable
|
||||
win is **completeness** + making Read-0 *possible*. Don't expect a guaranteed cost drop.
|
||||
- **Vue (validated 2026-05-23, vitepress S / vben M / element-plus L).** SFC `<template>`
|
||||
is unparsed by the extractor, so template usage needs synthesis (`vueTemplateEdges`):
|
||||
`@click="fn"` → handler, kebab `<el-button>` → `ElButton`. PascalCase `<Child/>` is
|
||||
already covered by the JSX channel (the SFC component node spans the template). Result:
|
||||
agent reads drop in every size (vben login 1–3 vs 4–11), **strongest where handlers are
|
||||
local functions** (vben `handleLogin`/`handleSubmit`).
|
||||
**Composable-destructure handlers RESOLVED:** `@click="closeSidebar"` where
|
||||
`const { close: closeSidebar } = useSidebarControl()` now follows alias → composable →
|
||||
the returned `close` fn (when it's defined in the composable's file). vitepress sidebar
|
||||
flow dropped **6 → 0 reads** (best case). Precise-only — no fallback to the composable
|
||||
itself (the static `useX()` call edge already covers that), so it adds nothing where the
|
||||
returned fn can't be located (e.g. re-exported / external composable). Remaining limits:
|
||||
**prefix-convention kebab** — element-plus `el-button` → `button.vue` (component named
|
||||
`button`, not `ElButton`), so kebab stays unresolved there; and **reactive→render**
|
||||
(vue-core Proxy runtime) — the deep framework-internal frontier, deferred.
|
||||
- **Svelte / SvelteKit (validated 2026-05-23, realworld S / skeleton M / shadcn L) — already well-covered.**
|
||||
Unlike Vue, the `.svelte` extractor already parses the template: `extractTemplateCalls` (`{fn()}`),
|
||||
`extractTemplateComponents` (`<Pascal/>` composition — skeleton 956 / shadcn 1610 reference edges),
|
||||
plus `import * as api` namespace + `load`→api resolution all work. Agent A/B (realworld login): with
|
||||
codegraph **1 read** vs without **4** — codegraph already wins out of the box. The one extraction gap
|
||||
was **object-of-functions** (`export const actions = { default: async () => {} }`; the walker
|
||||
deliberately skips object-literal functions to avoid inline-object noise). Fixed for EXPORTED consts
|
||||
(general — Redux/Express handler maps too); `extractFunction` `nameOverride` keeps inline-object arrows
|
||||
skipped. **Residual:** a `$lib`-alias namespace call (`api.post`) from an extracted action node doesn't
|
||||
resolve even though the same alias resolves for `load` — a deeper resolver interaction, deferred
|
||||
(local/relative calls from actions connect). **Lesson: measure before assuming a hole** — modern Svelte
|
||||
barely uses `on:click={fn}` (form actions / callback props instead), so the assumed event-handler hole
|
||||
wasn't the real one; Svelte needed far less than Vue.
|
||||
- **Express / Koa (validated 2026-05-23, realworld S / parse M / ghost L) — high-value inline-handler fix.**
|
||||
The resolver already handled named handlers, middleware, and `XController.method`/`XService.method`.
|
||||
The real hole was **inline arrow route handlers** (`router.post('/x', async (req,res) => {...})` — the
|
||||
dominant modern pattern): the handler regex `[^)]+` broke on the arrow's `)`, so the route connected to
|
||||
NOTHING and the anonymous handler's body (the request→service flow) was lost. The entire inline-handler
|
||||
API was unreachable (realworld `POST /users/login` → 0 edges). Fixed (`frameworks/express.ts`): span the
|
||||
call with a string-aware balanced scan; for inline arrows, extract the body's calls (RESERVED-filtered to
|
||||
drop res/req/builtins) and attribute them to the route node → realworld **19** / ghost **65** precise
|
||||
route→service edges (POST /users/login→login, POST /articles→createArticle, …), no node explosion,
|
||||
framework-scoped (zero blast radius off Express). **Deterministic win is clear; the agent A/B is muddied
|
||||
by repo characteristics** — realworld (39 files) is below the size where codegraph beats reading, and
|
||||
Ghost's layered custom-API architecture makes both arms thrash. Residual: **custom routers** — payload's
|
||||
6.4k-file codebase had 0 routes (its router abstraction isn't `app.get`-style, so undetected). Lesson
|
||||
inverse of Svelte: Express's dominant pattern WAS the uncovered one, so it needed real work like Vue.
|
||||
- **NestJS (validated 2026-05-23, realworld S / immich M-L / amplication L) — already well-covered.** The
|
||||
`nestjs` resolver handles @decorator routes (HTTP/GraphQL/microservice/WS). DI controller→service
|
||||
(`this.svc.method()`) resolves correctly **even at scale** — every immich controller→service edge hit the
|
||||
right same-module service (`addUsersToAlbum→addUsers`, `getMyApiKey→getMine`, `copyAsset→copy`) via
|
||||
name + co-location, no type_of edge needed. Agent A/B (immich album flow): codegraph **eliminated Grep
|
||||
(0 vs 3)** tracing route→controller→service. No dynamic-dispatch hole. One GENERAL hygiene gap surfaced
|
||||
(not NestJS-specific): the realworld example **commits its `dist/`** build output, which codegraph indexes
|
||||
(246 dup nodes) because the file walk only respects `.gitignore` with no default build-dir ignore. Real
|
||||
apps (immich/amplication) gitignore `dist/` (0 dup nodes), so it's narrow — a default ignore for
|
||||
`dist/build/out/.next/coverage` is a clean follow-up, deferred (core-indexer change, the user's call).
|
||||
- **Rails (validated 2026-05-23, realworld S / spree M / forem L) — high-value RESTful-routing fix.** The
|
||||
`rails` resolver only saw explicit `get '/x' => 'c#a'` routes, so resource-routed apps (the dominant
|
||||
pattern) had ZERO route nodes (realworld + spree). Fixed (`frameworks/ruby.ts`): expand `resources :x` /
|
||||
`resource :x` into their RESTful actions (only/except filters + pluralization for the singular `resource`),
|
||||
reference a precise `controller#action`, and resolve that to the action method in `<ctrl>_controller.rb`
|
||||
(explicit routes fixed too — they referenced a bare ambiguous `action`). realworld **0→16**, forem
|
||||
**0→635** precise route→action edges. Agent A/B (forem comment-creation, large): codegraph **1–4 reads /
|
||||
0 grep / 47–53s** vs without **4–5 reads / 2–3 grep / 66–85s** — fewer reads, no grep, faster. **The
|
||||
`claimsReference` pre-filter was the gotcha:** `articles#index` names no declared symbol, so `resolveOne`
|
||||
dropped it before `resolve()` ran — needed the same claim hook as the django ORM work. Residuals: **Rails
|
||||
Engine routing** (spree still 0 — it mounts an engine, not `config/routes.rb` resources); ActiveRecord
|
||||
dynamic finders (`Article.find_by_slug` — metaprogramming frontier).
|
||||
- **Spring (validated 2026-05-23, realworld S / mall M / halo L) — bare-mapping + class-prefix routing fix.**
|
||||
The resolver required a string path in the mapping regex, so BARE method mappings (`@PostMapping` with the
|
||||
path on the class `@RequestMapping`) — the dominant multi-method-controller pattern — were missed (halo
|
||||
had 28 routes for 2444 files; realworld's 2-action favorite controller linked only one). Fix
|
||||
(`frameworks/java.ts`): treat class `@RequestMapping` as a PREFIX (joined, not a bogus route); match
|
||||
verb-specific mappings BARE-or-with-path; also handle method-level `@RequestMapping(method=...)` (older
|
||||
style). realworld 13→19, mall →246 precise route→method (class prefix joined); DI controller→service
|
||||
resolves (`article→findBySlug`). Agent A/B (mall cart flow): with codegraph 0 reads/0 grep vs without 2/2.
|
||||
**A first cut regressed mall 292→1** by dropping `@RequestMapping`-on-method — *caught by the cross-repo
|
||||
route-count check*; the playbook's regression guard earns its keep. Residuals: halo's custom patterns
|
||||
(9/29 resolve); Spring Data JPA derived queries (metaprogramming frontier).
|
||||
- **Django / DRF (validated 2026-05-23, realworld S / wagtail M / saleor L) — mostly covered + a DRF-router
|
||||
fix.** The ORM (`_iterable_class`→ModelIterable, the original investigation) and URL routing
|
||||
(`path`/`url`/`as_view`→view) were already done. The one hole: **DRF `router.register(r'articles',
|
||||
ArticleViewSet)`** (the core CRUD endpoints) wasn't extracted — only `path()`/`url()` were. Fix
|
||||
(`frameworks/python.ts`): match `router.register` (the STRING first arg separates it from
|
||||
`admin.register(Model, Admin)`, whose first arg is a model class) → route→ViewSet class. Narrow in this
|
||||
corpus (realworld has 1 router; wagtail uses `path()`, saleor is GraphQL) but real for DRF-router APIs.
|
||||
Agent A/B (wagtail Page flow, medium): codegraph **4–7 reads / 1–4 grep / 58–81s** vs without **7–9 reads
|
||||
/ 6 grep / 82–86s** — fewer reads, fewer greps, faster. No regression (wagtail/saleor route counts
|
||||
unchanged — purely additive). Residuals: signals (`post_save`→receiver), DRF viewset CRUD actions
|
||||
(inherited from the base class, not in the user's ViewSet), saleor's GraphQL resolvers.
|
||||
- **Laravel (validated 2026-05-23, realworld S / firefly M / bookstack L) — route precision fix.** The
|
||||
resolver discarded the controller from the handler: `Route::get([UserController::class,'index'])` /
|
||||
`'UserController@index'` emitted a BARE `index` ref, which name-matching mis-resolved to the WRONG
|
||||
controller (every `index`/`show` → whichever it found first; realworld GET user → ArticleController.index,
|
||||
should be UserController). Fix (`frameworks/laravel.ts`): emit precise `Controller@method` (array + string
|
||||
syntax, namespace-stripped) + `claimsReference` it past the pre-filter → existing Pattern-4
|
||||
`resolveControllerMethod`. realworld all routes correct; bookstack 267/332 precise (GET pages →
|
||||
PageApiController.list). Agent A/B (bookstack page-view, large): codegraph **2–3 reads / 1–2 grep /
|
||||
51–60s** vs without **4–6 / 3–5 / 60–74s**. No node explosion. Residuals: firefly resolves only 3/568
|
||||
(its fluent `->uses()` / `['uses'=>...]` handler format isn't parsed); Eloquent dynamic finders
|
||||
(metaprogramming frontier).
|
||||
- **Gin / chi (validated 2026-05-23, realworld S / gin-vue-admin M / gitness L) — group-var routing fix.**
|
||||
The route regex matched only `(router|r|mux|app|e).METHOD(...)`, but real apps route on GROUP vars
|
||||
(`v1.GET`, `PublicGroup.GET`, `userRouter.POST`), so group-routed apps connected almost nothing
|
||||
(gin-vue-admin: **4 routes for 625 files**). Fix (`frameworks/go.ts`): broaden the receiver to ANY
|
||||
identifier — the verb + string-path + handler-arg gates keep it route-specific (`http.Get(url)` has no
|
||||
handler arg → excluded). gin-vue-admin **4→259** routes (257 resolve precisely: `POST createInfo →
|
||||
CreateInfo`); realworld stable (no regression); no garbage. **Agent A/B (create-user flow): codegraph
|
||||
0 reads / 0 grep / 26–30s vs without 3 / 3 / 52–53s — cleanest backend win yet (0/0, 2× faster).**
|
||||
Residuals: inline `func(c *gin.Context){}` handlers (anonymous, body lost — like Express before its fix);
|
||||
gitness's chi custom handlers (26/321).
|
||||
- **ASP.NET Core (validated 2026-05-23, realworld S / eShopOnWeb M / jellyfin L) — detection + bare-attribute
|
||||
fix.** Two holes: (1) `detect()` only fired on a `/Controllers/` dir or root `Program.cs`/`.csproj` (which
|
||||
often isn't in the indexed source set), so feature-folder apps (realworld: `Features/*/FooController.cs`,
|
||||
subdir `Program.cs`) were NEVER detected → 0 routes despite a full controller set. Broaden: scan
|
||||
Controller/Program/Startup `.cs` for ASP.NET signatures. (2) the attribute regex required a string path →
|
||||
bare `[HttpGet]` (route on the class `[Route("[controller]")]`) missed (eShopOnWeb was 24 bare / 2
|
||||
string). Match bare-or-path + join the class `[Route]` prefix (like Spring). **No `claimsReference`
|
||||
needed** — ASP.NET attribute routes are co-located IN the controller with the action, so the bare method
|
||||
ref resolves same-file (unlike Rails/Laravel, whose routes live in a separate file). realworld 0→19,
|
||||
eShopOnWeb 9→33, jellyfin 362→399, all precise (`GET /articles → Get`, class prefix joined), no explosion.
|
||||
Agent A/B (eShop catalog listing): codegraph **1–2 reads / 0 grep / 63–75s** vs without **6–7 / 1–6 /
|
||||
77–79s**. Residual: EF Core LINQ/DbSet (metaprogramming frontier).
|
||||
- **Flask / FastAPI (validated 2026-05-23, fastapi-realworld S / flask-microblog S / Netflix dispatch L /
|
||||
redash L) — decorator-extraction + builtin-name fixes.** Routes were extracted but the request→route→handler
|
||||
flow broke at two regex assumptions and one resolver filter. (1) **Flask required `def` immediately after
|
||||
`@x.route(...)`**, so any intervening decorator (`@login_required`, `@cache.cached`) or **stacked `@x.route`
|
||||
lines** (one view bound to several URLs) dropped the route — microblog extracted **6 of 27** real routes.
|
||||
Switched Flask to FastAPI's `findHandler` scan (match the decorator, then find the next `def`), skipping
|
||||
intervening decorators: **6→27**, all resolved. (2) **FastAPI's path regex `[^'"]+` rejected the empty path**
|
||||
`@router.get("")` (router/prefix-root routes, frequently multi-line) → realworld lost 8 endpoints (list/create
|
||||
article, comments, login/register). `[^'"]+`→`[^'"]*` + empty-path name guard: realworld **12→20**, Netflix
|
||||
dispatch **290/290 (100%)**. (3) **Bare-name builtin guard** (`src/resolution/index.ts`): a handler named
|
||||
after a Python builtin *method* (`index`, `get`, `update`, `count`…) was filtered by `isBuiltInOrExternal`
|
||||
and lost its route→handler edge — microblog's `index` view (its `/` + `/index` stacked routes) resolved to
|
||||
nothing. The dotted-method branch already had a `knownNames` guard; mirrored it onto the bare branch (a name
|
||||
a declared symbol owns is not a builtin call). +2 legit edges on realworld, **0 change on the django control**
|
||||
(302/373 identical — precision held). Flows trace end-to-end (`login → get_user_by_email` 2 hops;
|
||||
`create_user → from_dict`). Agent A/B (realworld login-auth flow, n=2/arm): codegraph **0–1 read / 0 grep /
|
||||
3–4 codegraph / 30–39s** (context→[search]→trace→node) vs without **3 read / 2 grep / 33–36s** — eliminates
|
||||
grep, cuts reads to 0–1 (small repo, so wall-clock ties; the tool-count drop is the win). Residuals: **Flask-RESTful** class-based
|
||||
`api.add_resource(Resource,'/x')` (redash's actual API shape — a separate class-method-as-verb mechanism, NOT
|
||||
the README's documented decorator/blueprint Flask) and a pre-existing **JS file-route false-positive** in
|
||||
redash's React frontend (32 bogus `.js` "routes" from a JS resolver — unrelated to Python). **Lesson: the
|
||||
builtin-name filter is a silent precision tax across Python** — any view/function named `get`/`index`/`update`
|
||||
loses edges; the fix is general (helps Django/DRF handlers too), not Flask-specific.
|
||||
- **Drupal (validated 2026-05-23, admin_toolbar S / webform M / drupal-core L) — pre-filter + detection fixes.**
|
||||
The `*.routing.yml` extractor and the `_controller`/`_form` resolver already existed but two gaps kept most
|
||||
routes unlinked. (1) **The `claimsReference` pre-filter gotcha (again):** Drupal handler refs are FQCNs
|
||||
(`\Drupal\…\Class::method`), bare form classes (`\…\SettingsForm`), or single-colon controller-services
|
||||
(`\…\Controller:method`). Only the `::method` shape survived `resolveOne`'s pre-filter (its `member` is a
|
||||
known method name); the bare-FQCN forms and single-colon controllers named no declared symbol and were
|
||||
dropped before `resolve()` ran. Added `claimsReference` (FQCN / `Class:method` / `hook_*`) + a single-colon
|
||||
branch in the controller regex → core **536→731 of 836 routes (87%)**; all three previously-broken shapes now
|
||||
resolve (`/admin/content/comment`→CommentAdminOverview form, `/big_pipe/no-js`→setNoJsCookie controller).
|
||||
(2) **Detection missed standalone contrib modules:** `detect()` only checked composer `require` for a
|
||||
`drupal/*` dep, but a contrib module often has an EMPTY `require` and is identified only by
|
||||
`"name":"drupal/<m>"` + `"type":"drupal-module"` (admin_toolbar → 0 routes). Broadened to composer name/type
|
||||
+ a `*.info.yml` fallback → admin_toolbar **0→14 (14/14)**. Canonical flow traverses (`getAnnouncements` ←
|
||||
`/admin/announcements_feed`); node count unchanged (resolution-only). Agent A/B (dblog route→controller,
|
||||
n=2/arm): codegraph **0 read / 1 grep / 20–22s** vs without **1 read / 2 grep + glob / 28–32s** — fewer
|
||||
tools and faster on the ~10k-file core. **Residuals (frontier):**
|
||||
entity-annotation handlers (`_entity_form: comment.default` → handler classes declared in the entity's
|
||||
`#[ContentEntityType]` annotation, not a direct ref — ~78 of core's ~105 remaining unresolved) and **OOP
|
||||
`#[Hook]` attributes** — Drupal 11 converted nearly all procedural hooks to `#[Hook('event')]` methods (core:
|
||||
418 attribute files vs 3 procedural `*.module` hooks), so the resolver's procedural-hook detection (docblock
|
||||
`@Implements` / `module_hook` naming) finds essentially nothing in modern core (0 hook edges). Both are real
|
||||
follow-ups, not regressions.
|
||||
- **Rust / Axum + Rocket + actix (validated 2026-05-23, realworld-axum S / actix-examples + Rocket M / crates.io L) — Axum chained-method + namespaced-handler fix.**
|
||||
The attribute-macro path (`#[get("/x")] fn h`, actix/Rocket) and single Axum `.route("/x", get(h))` already
|
||||
worked, but the Axum extractor used a flat regex that captured only the FIRST `method(handler)` of a route
|
||||
and only a bare `\w+` handler. Two dominant Axum idioms broke it: (1) **method chains**
|
||||
`.route("/user", get(get_current_user).put(update_user))` — the `.put` arm produced NO route node, so half
|
||||
the API was missing (realworld-axum had only the GET of each chain); (2) **namespaced handlers**
|
||||
`get(listing::feed_articles)` — `\w+` captured `listing` (the module), so the route resolved to nothing.
|
||||
Rewrote with a balanced-paren scan of each `.route(...)` call, a per-method node, and last-`::`-segment
|
||||
handler names → realworld-axum **12→19 routes, 19/19 resolved** (every chained PUT/DELETE/POST now present;
|
||||
`feed_articles` resolves). **Rocket needed nothing** (550/556, 99% — attribute macros). crates.io confirms
|
||||
namespaced axum handlers resolve (router.rs 6/6) but defines most of its API via the `utoipa_axum` `routes!`
|
||||
macro (frontier) and has a SvelteKit frontend (42 of its 50 "routes" are `+page.svelte`, correctly
|
||||
attributed to SvelteKit). Agent A/B (update-user flow,
|
||||
n=2/arm): codegraph **0–2 read / 0 grep / 32–40s** vs without **3 read / 0–1 grep + glob / 33–41s** — modest
|
||||
(realworld-axum is in the small-repo tie zone) but consistent, with one fully-clean 0-read/0-grep run. Node
|
||||
count stable; the Axum fix is Axum-scoped (the attribute/actix/Rocket path is untouched).
|
||||
- **Actix runtime routing (validated 2026-05-23, actix-examples) — the builder API was the dominant style and fully missed.**
|
||||
Actix's attribute macros (`#[get("/x")] fn h`) were covered, but real actix apps route via the builder API:
|
||||
`web::resource("/path").route(web::get().to(handler))`, `web::resource("/").to(handler)` (all methods), and
|
||||
App-level `.route("/path", web::get().to(handler))`. The handler lives in `.to(handler)`, not `get(handler)`,
|
||||
so the Axum `.route` scan extracted nothing for them — actix-examples had **80 `web::resource` calls** all
|
||||
unlinked. Added an actix block: scan each `web::resource("/path")` (bounding its method chain at the next
|
||||
resource to avoid bleed) for `web::METHOD().to(h)` pairs, fall back to a direct `.to(h)` (method `ANY`), plus
|
||||
the App-level `.route("/x", web::METHOD().to(h))` form. actix-examples **51→128 routes, 35→112 resolved
|
||||
(87.5%)** (`GET /user/{name}`→with_param, `POST /user`→add_user). No regression on Axum (realworld-axum still
|
||||
19/19) — the actix patterns (`web::resource`/`web::method().to()`) don't appear in Axum code. **Residuals
|
||||
(frontier):** `web::scope("/api")` prefixes aren't prepended to nested resource paths, and anonymous `.to(|req|
|
||||
…)` closure handlers have no named target (the ~16 still-unresolved).
|
||||
- **Swift / Vapor (validated 2026-05-23, vapor-template S / SteamPress M / SwiftPackageIndex-Server L) — the resolver was effectively dead on real apps.**
|
||||
The Vapor extractor only matched `(app|router|routes).METHOD("path", use: handler)`, but modern Vapor routes
|
||||
on a grouped builder inside `RouteCollection.boot(routes:)`: `let todos = routes.grouped("todos");
|
||||
todos.get(use: index)` — any var receiver, NO path arg (the path is the group prefix). Every real app tested
|
||||
extracted **0 routes** (template, penny-bot, Feather, SteamPress, SPI). Rewrote the extractor: (1) any
|
||||
receiver `\w+` (not just app/router/routes); (2) optional path segments that may be non-string
|
||||
(`User.parameter`, `:id`, a path constant) — the `use:` keyword is the discriminator separating a route from
|
||||
`Environment.get("X")` / `req.parameters.get("X")`; (3) a group-prefix map from `let X = Y.grouped("a")` and
|
||||
`Y.group("a") { X in }` so a route on a grouped/nested var gets the full path (`todo.delete(use: delete)` →
|
||||
`DELETE /todos/:todoID`). Result: vapor-template **0→3 (3/3**, nested path exact), SteamPress **0→27
|
||||
(27/27**, incl. `BlogPost.parameter` routes), SPI **0→14 (14/14** handler resolution). Canonical flow
|
||||
traverses (`createPostHandler` ← `GET /createPost`, → `createPostView`). **Residuals (frontier):**
|
||||
typed-route enums (SPI registers via `app.get(SiteURL.x.pathComponents, use:)` — handler resolves but the
|
||||
path label is `/`, no string literal) and closure handlers (`app.get("hello") { req in }` — anonymous, no
|
||||
named target). penny-bot (Discord bot) and Feather (custom module router) have no standard Vapor routing at
|
||||
all — the Vapor ecosystem's routing styles vary widely. Agent A/B (create-post flow, n=2/arm): codegraph
|
||||
**0 read / 0 grep / 4 codegraph / 26–30s** (both runs fully clean) vs without **1–4 read / 0–2 grep +
|
||||
glob/bash, one run spawned a sub-agent / 34–48s**. Node count stable; fix is Vapor-scoped (SwiftUI/UIKit
|
||||
untouched).
|
||||
- **React Router routing (validated 2026-05-23, react-realworld S) — the routing half of the React row.**
|
||||
React rendering (state→render, jsx-child) was already covered; route→component was NOT — `react.ts` extracted
|
||||
components/hooks and Next.js file routes but returned `references: []`, so `<Route>` declarations produced
|
||||
nothing. Added `<Route>` JSX extraction: scan a window after each `<Route\b` (so the nested `>` in
|
||||
`element={<Comp/>}` doesn't truncate it), pull `path="…"` + `component={C}` (v5) or `element={<C/>}` (v6) in
|
||||
any attribute order, emit a route node + component reference (resolves via the existing PascalCase
|
||||
`resolveComponent`). react-realworld **0→10, 10/10** (`/login`→Login, `/editor/:slug`→Editor,
|
||||
`/@:username`→Profile); `<Routes>` container excluded via the `\b` boundary. No regression on excalidraw
|
||||
(9,290 nodes, 46 react-render synth edges intact, 0 false routes). 🔬 the object **data-router** API
|
||||
`createBrowserRouter([{ path, element }])` (modern v6, used by bulletproof-react) is object-based not JSX — a
|
||||
separate frontier; plus a pre-existing Next.js false-positive (`*.config.mjs` in a `pages/` app dir treated
|
||||
as a route).
|
||||
- **Dart / Flutter (validated 2026-05-23, flutter/samples: counter S / books S / compass_app M) — synthesizer + a foundational extractor fix.**
|
||||
Flutter's reactive hop is `setState(() {…})` re-running `build(context)` — framework-internal, no static edge,
|
||||
so "tap → handler → setState → rebuilt UI" dead-ends at setState (the Dart analog of React's setState→render).
|
||||
Added a `flutter-build` synthesizer channel (Phase 4b): for each Dart class with a `build` method, link every
|
||||
sibling method whose body calls `setState(` → `build` (gated to `.dart`). **But it was blocked by a
|
||||
foundational gap:** Dart models a method body as a *sibling* of the `method_signature` node, so every Dart
|
||||
method node had `endLine == startLine` (signature only) — `sliceLines(start,end)` saw only `void f() {`, never
|
||||
the body. Fixed in the shared `createNode`: when a function/method's resolved body sits beyond the node,
|
||||
extend `endLine` to it (guarded — child-body grammars are a no-op; controls excalidraw 9,290 / django 302
|
||||
unchanged). This fix is foundational, not Flutter-specific — every Dart callee/context/body scan was
|
||||
previously truncated. Result: counter `initState→build`, books `initState→build` + `build→BookDetail/BookForm`.
|
||||
**Widget composition needs no synthesis** — unlike JSX, Dart widgets are explicit constructor calls
|
||||
(`BookDetail(...)`), already static (compass_app `build→ErrorIndicator/HomeButton/_Card`). **Residuals
|
||||
(frontier):** MVVM state management (compass_app uses Command/ChangeNotifier + ListenableBuilder, 0 setState —
|
||||
a different dispatch shape) and `Navigator.push(MaterialPageRoute(builder: (_) => DetailPage()))` navigation
|
||||
(route-as-widget, uncovered).
|
||||
- **Kotlin / Spring Boot + Jetpack Compose (validated 2026-05-23, spring-petclinic-kotlin S / compose-samples) — extend Spring to Kotlin; Compose is free.**
|
||||
Kotlin had ZERO framework coverage — no resolver listed `kotlin`, and the Spring resolver was `languages:
|
||||
['java']` with a `.java`-only extract gate and a Java-syntax handler regex (`public X name()`). So Spring Boot
|
||||
Kotlin apps (identical `@GetMapping`/`@RestController` annotations, `.kt` files) extracted 0 routes. Extended
|
||||
the Spring resolver: `['java','kotlin']`, accept `.kt`, and add a Kotlin `fun name(` alternative to the
|
||||
handler-method regex (Kotlin has no access modifier and the return type follows the name). petclinic-kotlin
|
||||
**0→18, 18/18**; class `@RequestMapping` prefixes join, stacked annotations (`@ResponseBody`) are skipped, DI
|
||||
controller→repo resolves (`showOwner ← GET /owners/{ownerId}` → `OwnerRepository.findById` /
|
||||
`VisitRepository.findByPetId`). Java Spring unchanged (realworld 19/19 — the Kotlin `fun` and Java `public X`
|
||||
alternatives are disjoint per language). **Jetpack Compose composition needs no work** — `@Composable`
|
||||
functions calling child `@Composable`s are plain Kotlin function calls, already static (Jetcaster
|
||||
`PodcastInformation→HtmlTextContainer`, `FollowedPodcastCarouselItem→PodcastImage`), like Dart widget
|
||||
constructors. Agent A/B (view-owner flow, n=2/arm): codegraph **0–1 read / 0 grep / 1 codegraph / 11–18s** (a
|
||||
single `context` call answers it) vs without **2 read / 0–1 grep + glob / 20–28s**. **Residuals (frontier):**
|
||||
Ktor `routing { get("/x") { … } }` inline-lambda handlers (anonymous,
|
||||
no named target), Compose recomposition (implicit — reading `mutableStateOf` triggers recompose, no
|
||||
`setState`-style gate to anchor a synthesizer), and coroutines/Flow dispatch.
|
||||
- **Lua / Luau (validated 2026-05-23, telescope.nvim / lualine.nvim / Knit — measure-first, already covered).**
|
||||
The matrix guessed "event/callback dispatch (synthesizer)", but measurement says otherwise: real Neovim
|
||||
plugins are MODULE-dispatch-heavy (`local m = require('telescope.actions'); m.fn()`), and codegraph's general
|
||||
`require`-import + cross-file name resolution already handles it — telescope.nvim has **220 resolved imports
|
||||
and 335 cross-file `module.fn` call edges**, and a flow traces end-to-end (`map_entries ← init.lua →
|
||||
get_current_picker` in actions/state.lua). The Luau extractor already handles Roblox instance-path requires
|
||||
(`require(game:GetService("ReplicatedStorage").Packages.Knit)`). **The assumed hole isn't real** — like
|
||||
Svelte/NestJS. The genuine frontier is event-callback registration (`vim.keymap.set(mode, lhs, fn)`, autocmd
|
||||
`{callback=fn}`, Roblox `signal:Connect(fn)`), but it's predominantly INLINE anonymous closures (corpus: ~12
|
||||
inline `:Connect(function…)` vs ~2 named), and telescope's keymaps are inline functions or vim-command
|
||||
STRINGS, not named refs. A named-only callback synthesizer would cover a tiny fraction, so per "measure before
|
||||
building / partial coverage is worse than none", none was built — no code change; recorded as validated.
|
||||
Agent A/B (actions.utils map flow, n=2/arm): codegraph **0 read / 0 grep / 18–24s** vs without **1 read
|
||||
(+glob) / 24–25s** — small flow so modest, but the 0-read confirms the module dispatch is navigable.
|
||||
- **Scala / Play (validated 2026-05-23, play-samples: computer-database / starter / rest-api) — Play conf/routes → controller.**
|
||||
Scala's general dispatch (controller→DAO) already resolves, but Play declares routes in an EXTENSIONLESS
|
||||
`conf/routes` file (`GET /computers controllers.Application.list(p: Int ?= 0)`) the file walk never indexed
|
||||
(`isSourceFile` requires an extension). Added a narrow opt-in (`isPlayRoutesFile`: `conf/routes` / `*.routes`)
|
||||
routed through the no-grammar (yaml-style) path, plus a Play resolver that parses each
|
||||
`METHOD /path Controller.action(args)` line (dropping package prefix + args) and resolves `Controller.action`
|
||||
to the action method in that controller class. computer-database **0→8 routes, 7/8** (the 1 unresolved is
|
||||
`controllers.Assets.versioned` — Play's framework Assets controller, external), starter 0→4 (3/4). The flow
|
||||
connects request→route→controller→DAO. A/B (list-computers, n=2/arm): codegraph **0 read / 0 grep / 3
|
||||
codegraph / 17–22s** vs without **2–3 read / 1–2 grep + glob / 16–17s**. **No-regression:** the file-walk
|
||||
change only ADDS Play routes files (narrow match) — excalidraw 9,290 and the full suite (800) unchanged.
|
||||
**Residuals (frontier):** Play SIRD programmatic routers (`-> /v1 v1.PostRouter` include + `case GET(p"/x")`
|
||||
in a Router class — rest-api-example) and Akka actor message→handler (`receive { case Msg => … }` /
|
||||
`Behaviors.receiveMessage` — untyped, a synthesizer shape).
|
||||
- **C / C++ (validated 2026-05-23, redis C / leveldb C++) — general dispatch works; a C++ inheritance fix + override bridge.**
|
||||
Measure-first: C/C++ DIRECT dispatch is excellent out of the box (redis **29,464 cross-file call edges**,
|
||||
leveldb **1,462**) — the bulk of the value. The dynamic-dispatch frontier is two shapes: (1) C callback
|
||||
structs (`struct {.proc=fn}` + `cmd->proc()`) — but in redis the `proc` field fans out to **422** command
|
||||
functions, far too noisy to synthesize precisely, so deliberately skipped (per "partial coverage worse than
|
||||
none"). (2) C++ vtables (`iter->Next()` → the subclass override). The override link was blocked upstream:
|
||||
`extractInheritance` handled `base_clause` (PHP) but not C++'s `base_class_clause`, so C++ `extends` edges
|
||||
were missing/partial (leveldb 219→**298** after the fix). Added a `cpp-override` synthesizer channel (the C++
|
||||
analog of react-render): for each `extends` edge, link each base method → the subclass method of the same
|
||||
name, so trace/callees from the interface method reach the implementation. leveldb **12 precise edges**
|
||||
(`Iterator::Next/Seek/Prev → MergingIterator`), 0 on C (redis) and TS (excalidraw — gated to C++); the C++
|
||||
override integration test passes. **Residual (frontier):** pure-virtual base methods (`virtual void Next() =
|
||||
0;`) are declarations the extractor doesn't emit as nodes, so overrides of a purely-abstract interface can't
|
||||
be bridged (only bases with a real method node — an inline default or non-pure virtual); plus the C
|
||||
callback-struct fan-out. Relied on deterministic validation (no A/B): the cross-file-call counts + precise
|
||||
override spot-check are conclusive.
|
||||
- **Frontier pass (2026-05-23) — tractable partials closed, noise/hard ones deliberately left.** After the main
|
||||
sweep, swept the documented frontiers and triaged by precision/value. **DONE:** React Router object
|
||||
data-router (literal `createBrowserRouter([{path, element}])`); Next.js route false-positives (config files +
|
||||
`nextjs-pages/` substring → require a real page ext + path-segment match; bulletproof 4→0); Flask-RESTful
|
||||
`add_resource`→Resource class (redash 6→**77**); Flask tuple `methods=(…)`; Flask detection broadened to
|
||||
subdir/app-factory entrypoints (flask-realworld 0→**19**); gorilla/mux confirmed already covered (any-receiver
|
||||
HandleFunc) + a test. **LEFT (with rationale, not punts):** C callback-struct dispatch (`cmd->proc()` →
|
||||
422-way field fan-out = noise); metaprogramming finders (ActiveRecord/Eloquent/Spring-Data-JPA/EF — dynamic
|
||||
naming, no static target); reactive runtimes (Vue Proxy / Compose recomposition — deep internals, no
|
||||
setState-style gate); Akka actor message dispatch (untyped); pure anonymous inline closures (the def-use
|
||||
frontier — no named target); React lazy data-router (variable paths + lazy imports); C++ pure-virtual base
|
||||
methods (extracting bodyless decls risks duplicate decl/def nodes for modest gain). Forcing these would add
|
||||
noise, violating "partial coverage worse than none."
|
||||
- **Difficulty gradient is real:** named-ref dispatch (resolver) is cheap; anonymous
|
||||
callback dispatch (synthesizer) is medium; **anonymous-arrow handlers are the hard
|
||||
remaining gap** (no identity → need synthesizer link-through-body, not yet built).
|
||||
- **Extraction changes are high blast radius.** The Phase-3 named-inline-callback
|
||||
extraction is in the *shared* `tree-sitter.ts` walker — re-check **node counts across
|
||||
several languages** after any extraction change (it held at +3 on excalidraw because
|
||||
anonymous arrows are skipped).
|
||||
- **Synthesizer precision guards:** registrar-name uniqueness, named-only handlers, and
|
||||
an event **fan-out cap** (skip generic events like `error`/`change`). Receiver-type
|
||||
matching (via `type_of` edges) is the planned precision upgrade — deferred.
|
||||
- **As-built shortcuts** (callback synthesizer): pairs registrar/dispatcher by *file*+field
|
||||
(class proxy), regex arg-recovery (named refs only), `provenance:'heuristic'` +
|
||||
`metadata.synthesizedBy` (the enum has no `'callback-synthesis'`). See the design doc.
|
||||
- **Synthesizer runs only in `resolveAndPersistBatched`** (full index) — wire into
|
||||
`resolveAndPersist` for incremental sync before shipping.
|
||||
- **Symbol ambiguity in `trace`:** common names (`render`, `execute_sql`) match many
|
||||
nodes; trace picks among them and may start from the wrong one. Trace from the specific
|
||||
method, not a class name.
|
||||
|
||||
---
|
||||
|
||||
## 8. Definition of done (the whole mission)
|
||||
|
||||
For each language × framework: the canonical flow `trace`s end-to-end, an agent can
|
||||
answer the flow question with Read 0 in at least some runs with the glue present, no node
|
||||
explosion, no regression — recorded in the matrix (§6) with the validating repo + numbers.
|
||||
Then ship-prep: tests per mechanism, CHANGELOG, wire incremental, commit.
|
||||
Reference in New Issue
Block a user