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. Full investigation context + findings: auto-memoryproject_codegraph_read_displacement.
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.
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:
_iterable_class is an attribute name) → resolver.cb() is anonymous; needs registrar↔dispatcher correlation) → synthesizer.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.djangoResolver claims the unresolved _iterable_class ref through the
name-exists pre-filter, then resolves it to ModelIterable.__iter__.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).trace(_fetch_all, execute_sql) → _fetch_all → __iter__ → execute_sql (3 hops).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.dispatcher → callback edges. Plus extraction of
named inline callbacks so handlers like express's function onmount(){} are nodes.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).trace(mutateElement, triggerRender) → 3 hops; express use → onmount.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:
@Controller→servicerm -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.
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).tree-sitter.ts); anonymous: synthesizer link-through-body (not yet built).src/resolution/frameworks/<lang>.ts — a resolve() branch +
claimsReference(name) if the ref name isn't a declared symbol. Copy djangoResolver.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()).probe-trace — the flow should now connect.probe-trace(from,to) finds the path; probe-node shows the
bridged hop. The previously-broken hop is closed.Precision: count + spot-check synthesized/resolved edges — no explosion, correct targets:
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.)
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.
End-to-end agent eval: run the flow question with codegraph and measure reads / answer-completeness / cost vs a pre-fix baseline:
# 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).
trace finds the canonical flow end-to-end (no dynamic-dispatch break).| 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).
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 | state→render; dispatch→callback | S + X | ✅ (excalidraw) |
| 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 class-based add_resource(Resource, '/x') (redash — separate mechanism, not the README decorator/blueprint shape); FastAPI Depends() dependency edges (resolver exists, light validation) |
| Go | Gin / chi / 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. 🔬 inline func(c){} handlers (anonymous, body lost), 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 runtime routing web::get().to(handler) / web::resource().route() (67 calls in actix-examples — the dominant actix style, unextracted; attribute macros 35/51) |
| 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). 🔬 Spring Data JPA derived queries (findByEmail) — metaprogramming frontier |
| Kotlin | (coroutines / DI) | flow/callback dispatch | ? | ⬜ |
| Swift | Vapor | request → route → controller | ? | ⬜ |
| 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++ | (callback structs / vtables) | function-pointer dispatch | ? | ⬜ |
| Dart | Flutter | setState → build | S | ⬜ |
| Lua / Luau | (Neovim / Roblox) | event/callback dispatch | S | ⬜ |
| Scala | (Akka / Play) | actor message → handler | ? | ⬜ |
(Verify the exact supported set against src/extraction/languages/ and
src/resolution/frameworks/ before starting — this table is a starting point.)
<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 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.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 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 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).@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)._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.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).(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).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).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.*.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
*.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.#[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). Residual (frontier): actix runtime routing — web::get().to(handler) /
web::resource("/x").route(...) is the dominant actix style (actix-examples: 67 runtime calls vs 51
attribute) and is unextracted; only the attribute macros are covered (35/51). 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 fix is Axum-scoped (the attribute/actix/Rocket path is untouched).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).error/change). Receiver-type
matching (via type_of edges) is the planned precision upgrade — deferred.provenance:'heuristic' +
metadata.synthesizedBy (the enum has no 'callback-synthesis'). See the design doc.resolveAndPersistBatched (full index) — wire into
resolveAndPersist for incremental sync before shipping.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.For each language × framework: the canonical flow traces 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.