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* feat(ingestion): TypeScript registry-primary scope resolution (Ring 3) - Add TypeScript ScopeResolver stack (query/captures/interpret, import decomposition, hooks, arity, merge, receiver binding) and register in SCOPE_RESOLVERS. - Harden shared compound receiver and receiver-bound CALLS pass for map for-of tuple bindings, dotted typeRef shapes, and callable-alias fallbacks. - Flip TypeScript into MIGRATED_LANGUAGES; refresh AGENTS.md and type-resolution-system.md. - Shared finalize-algorithm updates for cross-file scope parity. - Tests: TS scope-resolution unit suite; legacy call-processor suite forces REGISTRY_PRIMARY_TYPESCRIPT=0; registry-primary flag test opts out TS in override scenario. Made-with: Cursor * fix(ingestion): SCC-ordered cross-file return-type propagation + multi-hop re-export resolution Fix CI failures on PR #1050 (TypeScript registry-primary migration) by making `propagateImportedReturnTypes` deterministic via reverse- topological SCC ordering and updating the multi-hop re-export contract to match `followReexportChain` behavior. Why: the legacy pass mirrored an intermediate ref instead of the terminal type when an importer was processed before its source module had its own typeBindings chain-followed (4-file alias chain regression in `ts-simple` fixture: `models.User -> service.user -> app.user` collapsed to `getUser` instead of `User`). Reverse-topological walk of `indexes.sccs` (leaves first) lets every importer see the source's already-followed terminal type in a single pass. Changes: - `imported-return-types.ts`: rewrite to walk SCCs leaves-first, chain- follow the source module's typeBindings BEFORE mirroring, and chain- follow the importer's typeBindings AFTER mirroring. Cyclic SCCs reach a partial fixpoint (no convergence guarantee, ts-circular only asserts no-throw). - `finalize-algorithm.ts`: docstring update on `FinalizeFile.localDefs` to reflect that `followReexportChain` resolves multi-hop re-exports through barrels even when intermediates do not surface the name - surfacing is now a static optimization, not a correctness requirement. - `contract/scope-resolver.ts` Invariant I3: explicitly document the SCC ordering requirement. - `pipeline/run.ts`: split PROF timer into `finalize` and `propagate` so the pass's cost is observable independently. - `ARCHITECTURE.md` Performance notes: describe SCC-ordered propagation. - `imported-return-types.ts`: expand chain-depth comment (2x effective depth from pre/post follow), add multi-ref break rationale, add `ts-simple` motivating-fixture pointer. Tests: - `finalize-algorithm.test.ts`: add 4 cases (3-hop chain, cyclic re-export visited-set guard, wildcard re-export fall-through, multi-source first-match-wins); fix misleading shared nodeId in the thick variant; rename and update the multi-hop test for the new contract (transitiveVia assertion on the thin variant). - `imported-return-types.test.ts` (NEW): unit tests for the SCC pass pinning topological collapse, local-annotation guard, missing-source skip, and cyclic-SCC no-throw. - `cross-file-binding.test.ts` + `ts-deep-alias-chain` fixture (NEW): 5-file integration regression guard for SCC-ordered propagation through 4 module boundaries. Validation: 865 scope-resolution + cross-file tests pass on Windows; typecheck clean across both packages; only pre-existing Swift overload failures remain (verified on PR base commit, environmental). Made-with: Cursor * fix(ingestion): address PR #1050 review findings — side-effect imports, resolve-cache perf, adapter signature Three independent fixes surfaced by the production-readiness review of the TypeScript registry-primary scope-resolution migration (RFC #909 Ring 3). All three pass under both REGISTRY_PRIMARY_TYPESCRIPT=0 and =1. 1. Side-effect imports were silently dropped (correctness regression). The legacy DAG emitted IMPORTS edges for `import './polyfill'` because its tree-sitter query matches `(import_statement source: (string))` regardless of clause. The new registry-primary path returned `[]` from `splitImportStatement()` for clause-less imports, so no ParsedImport / ImportEdge was ever produced — silent file-level edge loss. Add a generic 'side-effect' variant to `ParsedImport` and `ImportEdge['kind']` in `gitnexus-shared`; finalize resolves the target file and pre-finalizes the edge (no `targetDefId`, no `BindingRef`) so the SCC fixpoint loop skips it. The TypeScript provider now emits + interprets the new kind end-to-end. The variant is intentionally generic so other languages (Rust `use foo as _`, Python module-init) can adopt it. 2. Per-import re-derivation in `resolveImportTarget` (perf regression). The TS adapter built `new Set(allFilePaths)` on every call and let `resolveTsImportTarget` re-derive `allFileList` / `normalizedFileList` and discard the `resolveCache`. For a workspace with N files and M imports that's O(N × M) work per pass. Wrap the adapter in a closure that memoizes all five derived values keyed on the orchestrator's `ReadonlySet` identity; reset only when the set reference changes (start of new pass). New cost: O(N + M). 3. Misleading fake `ParsedImport` in the adapter (architecture). The adapter constructed `{ kind: 'named', localName: '_', importedName: '_', targetRaw }` to call `resolveTsImportTarget`, even though only `targetRaw` and the structural-typed context are read. Extract `resolveTsTarget(targetRaw, ctx)` so the adapter has an honest signature; `resolveTsImportTarget` still works for other callers. Also extract `narrowTsContext` for the type narrowing. Tests: - New 4-file fixture `typescript-side-effect-imports` with two side-effect imports + one named import. - New "TypeScript side-effect imports" describe in `test/integration/resolvers/typescript.test.ts` (parity-gated by `ci-scope-parity.yml` — runs under both flag states). - Updated 2 unit tests to expect 1 side-effect ParsedImport and 4 `@import.statement` matches (was 0 / 3). - 785 / 785 TS scope-resolution tests pass under both REGISTRY_PRIMARY_TYPESCRIPT=0 and =1. Made-with: Cursor * fix(scope): address Codex adversarial review findings on PR #1050 Four findings from the Codex adversarial review broke registry-primary TypeScript resolution for common patterns. All four now have unit and integration regression coverage that pass under both `REGISTRY_PRIMARY_TYPESCRIPT=0` (legacy DAG) and the default registry-primary path. [high] tsconfig path aliases dropped: Threaded `tsconfigPaths` through ScopeResolver via a new opaque `resolutionConfig` parameter and a `loadResolutionConfig(repoPath)` hook. The orchestrator (`scopeResolutionPhase` + `runScopeResolution`) loads it once per workspace pass and forwards into every `resolveImportTarget` call. TypeScript resolver now resolves `@/services/user` style imports through the standard resolver's alias branch. [high] TSX parsed with the wrong grammar: `emitTsScopeCaptures` now picks the parser/query by `filePath` (`.tsx` -> TSX grammar) and validates cached trees against the expected grammar via the new exported `tsCachedTreeMatchesGrammar` helper. Stale TS-grammar trees for `.tsx` files no longer leak through the scope query. [medium] Literal dynamic imports never linked: Added `kind: 'dynamic-resolved'` to `ParsedImport` and `ImportEdge`. The decomposer emits a synthetic `@import.literal` capture for string-literal dynamic imports; the interpreter maps that to `dynamic-resolved`; finalize pre-finalizes it as a file-level terminal (same shape as `side-effect`). `import('./feature')` now produces a real IMPORTS edge under the registry-primary path. Legacy DAG keeps its existing behavior — the new integration assertion is gated behind the flag. [medium] Namespace re-exports invisible from barrels: The decomposer now emits TWO captures for `export * as ns from './m'` — the existing `reexport-namespace` import draft AND a synthetic `@declaration.namespace` capture (via `buildNamespaceDeclarationMatch`). The latter creates a Namespace `SymbolDefinition` in the barrel's `localDefs`, so downstream `import { ns } from './barrel'` resolves through `findExportByName`. Regression fixtures under `gitnexus/test/fixtures/lang-resolution/`: - typescript-tsconfig-aliases (`@/` alias) - typescript-tsx-jsx (Button.tsx + App.tsx with JSX) - typescript-dynamic-import (`await import('./feature')`) - typescript-reexport-namespace (`export * as Models from './base'`) Validation: - gitnexus-shared builds clean - gitnexus typecheck clean - 385/385 TS scope-resolution tests pass under both `REGISTRY_PRIMARY_TYPESCRIPT=0` and default Made-with: Cursor * perf(scope): O(1) defById lookup + bounded re-export depth (PR #1050 round 3) Addresses the round-3 PR #1050 reviews (Claude adversarial + xkonjin): both flagged the existing O(N²) `findDefById` linear scan in `materializeBindings` and the unbounded recursion in `followReexportChain` as production-readiness blockers for TypeScript monorepos. Both fixes land alongside their regression tests under both `REGISTRY_PRIMARY_TYPESCRIPT=0` and the default registry-primary path. [high] materializeBindings O(N_files × N_defs × N_edges) → O(N_defs + N_edges): Build a `nodeId → SymbolDefinition` index map once at the top of `materializeBindings` (one O(N_defs) pass), then replace the per-edge `findDefById(files, edge.targetDefId)` linear scan with an O(1) `defById.get(edge.targetDefId)` lookup. Also drop the now-unused `findDefById` helper. At realistic TypeScript monorepo scale (~5k files × ~50 defs/file × ~100k linked import edges) this is the difference between ~25 s and a few ms inside finalize. Regression test in `finalize-algorithm.test.ts` builds 200 leaf files + 1 consumer importing one symbol from each, asserts every binding materializes correctly. [medium] followReexportChain unbounded recursion: The existing `visited` set caps depth at `O(N_files)` but allows recursion proportional to barrel-chain depth, mismatching the explicit "Iterative DFS to avoid stack overflow" policy in `tarjanSccs`. Added a `MAX_REEXPORT_DEPTH = 100` constant and a `depth` parameter to `followReexportChain` (defaults to 0); each recursive call passes `depth + 1` and the function returns `null` when the cap is exceeded. 100 is comfortably above any realistic hand-authored barrel chain (typical depth 1-5; auto-generated barrels rarely exceed 20) while staying well below JS engine call stack limits. Regression test wires a 200-link reexport chain and verifies the crawl terminates cleanly with `linkStatus: 'unresolved'` (no terminal def reachable within the budget). [low] synthesizeInstanceofNarrowings bare-identifier-only limitation: xkonjin's review #4 noted that the LHS narrowing only handles bare identifiers (`if (x instanceof Foo)`), not member expressions (`if (user.address instanceof Address)`). Added a JSDoc note explaining the constraint and pointing readers at field-type resolution as the workaround for member-chain receivers. Validation: - gitnexus-shared builds clean - gitnexus typecheck clean - 413/413 tests pass under both flag states for finalize-algorithm + TS unit + TS integration suites - 972/972 tests pass across full scope-resolution + Python + C# integration smoke (no cross-language regression) Made-with: Cursor * refactor(finalize): replace recursive followReexportChain with SCC-condensed iterative closure The legacy `followReexportChain` walked re-export drafts via mutual recursion guarded by a per-call visited set + a `MAX_REEXPORT_DEPTH` ceiling. Recursion is fragile (call-stack ceiling, no bound on depth that's actually meaningful), so this replaces it with a structurally better algorithm: a precomputed per-file re-export closure built by running Tarjan SCC over the re-export sub-graph and propagating names in reverse-topological order with a bounded intra-SCC fixpoint. Algorithm (`buildReexportClosures` in finalize-algorithm.ts): 1. Sub-graph: build the directed graph of `reexport` + `wildcard` drafts only (regular/namespace/dynamic imports do not contribute). 2. SCC condensation: run the same iterative `tarjanSccs` already used for the file-level import graph; output is in reverse-topo order so out-of-SCC neighbors are always already-finalized. 3. Per-SCC propagation: - Acyclic singleton: one pass populates from neighbors' closures. - Cyclic SCC: bounded fixpoint capped at |SCC|+1 iterations. With first-wins precedence the closure map is monotone, so each name needs at most |SCC| hops to traverse the cycle. Precedence (preserved from the recursive crawl): - Named re-exports take precedence over wildcards. - Within each kind, declaration order wins. Lookup at finalize time becomes O(1) (`lookupReexportedName`), down from O(chain_depth × drafts) per consult and recursive at that. Properties vs the legacy implementation: - Stack-safe by construction; no `MAX_REEXPORT_DEPTH` guard needed. - 1000-hop barrel chains now resolve in full (legacy capped at 100 and surfaced anything deeper as `unresolved`). - Cycles handled structurally via SCC, not via per-call visited set. - Same observable semantics: every existing test passes unchanged. Tests: - Replace the obsolete `MAX_REEXPORT_DEPTH (200-hop chain stops cleanly without stack overflow)` test (which asserted the OLD bug — that deep chains failed to resolve) with a positive 1000-hop test that asserts full resolution + accurate `transitiveVia`. Proves both the recursion is gone AND the closure correctly inherits the leaf def across all hops. - Update commentary on adjacent re-export tests to reference the closure mechanism. - Update `FinalizeFile.localDefs` JSDoc + import-decomposer.ts inline doc to point at `buildReexportClosures` instead of the removed function name. Validation: - gitnexus-shared builds cleanly. - gitnexus typechecks cleanly. - 28/28 finalize-algorithm.test.ts tests pass (incl. new 1000-hop). - 801/801 TypeScript scope-resolution tests pass under default (registry-primary) AND `REGISTRY_PRIMARY_TYPESCRIPT=0` (legacy DAG). - 404/404 Python + C# integration tests pass — no regression in cross-language consumers of the shared `finalize`. Made-with: Cursor * fix(scope): remove non-null assertions from scope resolution Made-with: Cursor * fix(scope): address TypeScript review follow-ups Made-with: Cursor * fix(scope): address TypeScript import review follow-ups Add regression coverage for non-binding import edges and circular TypeScript bindings so PR #1050 review concerns stay visible without changing runtime semantics. Made-with: Cursor
502 lines
32 KiB
Markdown
502 lines
32 KiB
Markdown
# Architecture — GitNexus
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Monorepo: **CLI/MCP** (`gitnexus/`) + **browser UI** (`gitnexus-web/`).
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## Repository layout
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| Path | Role |
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|------|------|
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| `gitnexus/` | npm package `gitnexus`: CLI, MCP server (stdio), HTTP API, ingestion pipeline, LadybugDB graph, embeddings. |
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| `gitnexus-web/` | Vite + React thin client: graph explorer + AI chat. All queries via `gitnexus serve` HTTP API. |
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| `gitnexus-shared/` | Shared TypeScript types and constants (consumed by CLI and Web). |
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| `.claude/`, `gitnexus-claude-plugin/`, `gitnexus-cursor-integration/` | Agent skills and plugin metadata. |
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| `eval/` | Evaluation harnesses for benchmarking tool usage. |
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| `.github/` | CI workflows + composite actions (`setup-gitnexus/`, `setup-gitnexus-web/`). |
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## End-to-end flow: index → graph → tools
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1. **Ingestion** — `analyze.ts` → `runFullAnalysis` (`run-analyze.ts`) → `runPipelineFromRepo` (`pipeline.ts`). DAG of 12 phases builds a `KnowledgeGraph` in memory, then loads into LadybugDB under `.gitnexus/`. Repo registered in `~/.gitnexus/registry.json` for MCP discovery.
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2. **Persistence** — `repo-manager.ts` (paths, registry, KuzuDB cleanup). `lbug-adapter.ts` (graph load, queries, embedding batches).
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3. **Query layer** — three interfaces to the same backend:
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- **MCP (stdio):** `mcp.ts` → `LocalBackend` → tools (`tools.ts`) + resources (`resources.ts`)
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- **HTTP bridge:** `serve.ts` → Express (`api.ts`, `mcp-http.ts`) for web UI
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- **CLI direct:** `gitnexus query|context|impact|cypher` in `tool.ts`
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4. **Staleness** — `staleness.ts` compares indexed `lastCommit` to `HEAD`, surfaces hints.
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## MCP tools
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| Tool | Purpose |
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|------|---------|
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| `list_repos` | Discover indexed repos |
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| `query` | Hybrid BM25 + vector search over the graph |
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| `cypher` | Ad hoc Cypher against the schema |
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| `context` | Callers, callees, processes for one symbol |
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| `impact` | Blast radius (upstream/downstream) with risk summary |
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| `detect_changes` | Map git diffs to affected symbols and processes |
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| `rename` | Graph-assisted multi-file rename with `dry_run` preview |
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| `api_impact` | Pre-change impact report for an API route handler |
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| `route_map` | API route → handler → consumer mappings |
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| `tool_map` | MCP/RPC tool definitions and handlers |
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| `shape_check` | Response shape vs consumer property access mismatches |
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| `group_list` | List repo groups or details for one group |
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| `group_sync` | Rebuild group Contract Registry (`contracts.json`) and bridge graph |
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`query`, `context`, and `impact` are group-aware: pass `repo: "@<groupName>"` (or `"@<groupName>/<memberPath>"` to scope to one member) plus optional `service: "<monorepo/path>"`. Group-mode `query` merges per-repo results via Reciprocal Rank Fusion; group-mode `impact` runs the local walk in the chosen member and fans out across boundaries via the Contract Bridge (`gitnexus/src/core/group/cross-impact.ts`). The previously-planned `group_query`, `group_context`, `group_impact`, `group_contracts`, `group_status` MCP tools are intentionally not introduced — group-level state is exposed via resources instead:
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| Resource URI | Purpose |
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|--------------|---------|
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| `gitnexus://group/{name}/contracts` | Contract Registry (provider/consumer rows + cross-links) |
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| `gitnexus://group/{name}/status` | Per-member index + Contract Registry staleness |
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## Where to change what
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| Concern | Start in |
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|---------|----------|
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| CLI commands/flags | `src/cli/` (`index.ts`, per-command modules) |
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| Parsing/graph construction | `src/core/ingestion/pipeline-phases/` + `pipeline.ts` |
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| Graph schema/DB | `src/core/lbug/` (`schema.ts`, `lbug-adapter.ts`) |
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| MCP tools/resources | `src/mcp/server.ts`, `tools.ts`, `resources.ts` |
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| Cross-repo groups (sync, contracts, `@<group>` routing) | `src/core/group/` (`service.ts`, `cross-impact.ts`, `sync.ts`, `bridge-db.ts`) |
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| Search ranking | `src/core/search/` (BM25, hybrid fusion) |
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| Embeddings | `src/core/embeddings/` + `src/core/run-analyze.ts` |
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| Wiki generation | `src/core/wiki/` |
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| Language support | `src/core/ingestion/languages/` + `tree-sitter-queries.ts` + `gitnexus-shared/src/languages.ts` |
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| Import resolution | `src/core/ingestion/import-processor.ts` + `import-resolvers/configs/` + `model/resolution-context.ts` |
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| Call resolution/MRO | `src/core/ingestion/call-processor.ts` + `model/resolve.ts` |
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| Type extraction | `src/core/ingestion/type-extractors/` |
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| Worker pool | `src/core/ingestion/workers/` |
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| Web UI | `gitnexus-web/src/` |
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| CI | `.github/workflows/*.yml`, `.github/actions/` |
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> Paths above are relative to `gitnexus/` unless they start with `gitnexus-web/` or `.github/`.
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---
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## Pipeline Phase DAG
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12 phases defined in `gitnexus/src/core/ingestion/pipeline-phases/`, each with explicit `deps` and typed output.
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```
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scan → structure → [markdown, cobol] → parse → [routes, tools, orm]
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→ crossFile → mro → communities → processes
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```
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| Phase | File | Deps | Output |
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|-------|------|------|--------|
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| `scan` | `scan.ts` | (root) | File paths + sizes |
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| `structure` | `structure.ts` | `scan` | File/Folder nodes, CONTAINS edges, `allPathSet` |
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| `markdown` | `markdown.ts` | `structure` | Section nodes, cross-link edges from .md/.mdx |
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| `cobol` | `cobol.ts` | `structure` | COBOL program/paragraph/section nodes (regex, no tree-sitter) |
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| `parse` | `parse.ts` + `parse-impl.ts` | `structure`, `markdown`, `cobol` | Symbol nodes, IMPORTS/CALLS/EXTENDS edges, extracted routes/tools/ORM queries |
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| `routes` | `routes.ts` | `parse` | Route nodes + HANDLES_ROUTE edges (Next.js, Expo, PHP, decorators) |
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| `tools` | `tools.ts` | `parse` | Tool nodes + HANDLES_TOOL edges |
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| `orm` | `orm.ts` | `parse` | QUERIES edges (Prisma, Supabase) |
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| `crossFile` | `cross-file.ts` + `cross-file-impl.ts` | `parse`, `routes`, `tools`, `orm` | Cross-file type propagation in topological import order |
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| `mro` | `mro.ts` | `crossFile`, `structure` | METHOD_OVERRIDES + METHOD_IMPLEMENTS edges |
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| `communities` | `communities.ts` | `mro`, `structure` | Community nodes + MEMBER_OF edges (Leiden algorithm) |
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| `processes` | `processes.ts` | `communities`, `routes`, `tools`, `structure` | Process nodes + STEP_IN_PROCESS edges |
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**Non-phase files in the same directory:** `parse-impl.ts`, `cross-file-impl.ts` (implementation), `wildcard-synthesis.ts` (whole-module import expansion), `orm-extraction.ts` (sequential ORM fallback), `types.ts`, `runner.ts`, `index.ts`.
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### DAG runner
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`runner.ts` — static phase graph, no plugins, compile-time type safety.
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1. **Validation** — Kahn's topological sort. Rejects on: duplicate names, missing deps, cycles (DFS traces the concrete cycle path, e.g., `A -> B -> C -> A`, plus count of transitively blocked dependents).
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2. **Execution** — sequential in topological order. Each phase receives:
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- `ctx: PipelineContext` — shared mutable `KnowledgeGraph`, `repoPath`, progress callback, options
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- `deps: ReadonlyMap<string, PhaseResult>` — **declared deps only** (runner filters the results map to prevent hidden coupling)
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3. **Error handling** — wraps phase errors with the phase name, emits terminal `error` progress event, swallows progress handler errors to preserve the original cause.
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4. **Timing** — per-phase `durationMs` in `PhaseResult`, dev-mode console logging.
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**Design patterns:**
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- **Single graph accumulator** — all phases mutate the same `KnowledgeGraph` in `ctx`; the graph is the primary output.
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- **Typed phase access** — `getPhaseOutput<T>(deps, 'name')` for type-safe upstream results.
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- **Binding accumulator lifecycle** — created in `parse`, disposed by `crossFile` (in `finally`). No other phase should take ownership.
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- **Skippable phases** — `skipGraphPhases` omits MRO/communities/processes (faster tests). `skipWorkers` forces sequential parsing.
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### How to add a new phase
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1. Create `pipeline-phases/my-phase.ts` with a `PipelinePhase<MyOutput>` (name, deps, execute)
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2. Export from `pipeline-phases/index.ts`
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3. Add to `buildPhaseList()` in `pipeline.ts`
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```typescript
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import type { PipelinePhase, PhaseResult } from './types.js';
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import { getPhaseOutput } from './types.js';
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import type { ParseOutput } from './parse.js';
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export interface MyPhaseOutput { /* ... */ }
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export const myPhase: PipelinePhase<MyPhaseOutput> = {
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name: 'myPhase',
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deps: ['parse'],
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async execute(ctx, deps) {
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const { allPaths } = getPhaseOutput<ParseOutput>(deps, 'parse');
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// ... write to ctx.graph ...
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return { /* typed output */ };
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},
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};
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```
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---
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## Call-Resolution DAG
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Typed 6-stage pipeline in `call-processor.ts` (inside the `parse` phase) that resolves method/function calls and emits CALLS edges. Language behavior plugs in at two `LanguageProvider` hook points (stages 3–4); shared code names no languages. Scope: call resolution only — import resolution, type extraction, heritage, and symbol-table population live in other phases.
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### Stages
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```
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extract-call ──▶ classify-form ──▶ infer-receiver ──▶ select-dispatch ──▶ resolve-target ──▶ emit-edge
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(1) (2) (3) [hook] (4) [hook] (5) (6)
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```
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| Stage | Produces | Location |
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|-------|----------|----------|
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| **extract-call** | `ExtractedCallSite` (name, form, receiver, argCount) | `call-extractors/` (per-language); runs in worker |
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| **classify-form** | callForm (`free`/`member`/`constructor`) + arity | `call-analysis.ts` → `inferCallForm`; shared, runs in worker |
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| **infer-receiver** | `ReceiverEnriched` (receiver type finalized) | `call-processor.ts`; shared default chain, then `inferImplicitReceiver` hook |
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| **select-dispatch** | `DispatchDecision` (primary, fallback, ancestryView) | `selectDispatch` hook, falls back to shared default |
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| **resolve-target** | `TieredCandidates` | `model/resolve.ts` → `lookupMethodByOwnerWithMRO` (MRO walk) |
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| **emit-edge** | CALLS edge in graph | `call-processor.ts`; writes edge with confidence tier |
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### Provider hooks
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Both hooks are optional on `LanguageProvider`. Ruby is the only current implementer.
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**`inferImplicitReceiver`** — called after shared infer-receiver defaults. Returns `ImplicitReceiverOverride | null`.
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|---|---|
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| Inputs | `calledName`, `callForm`, `receiverName`, `receiverTypeName`, `callNode` (AST), `filePath` |
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| Non-null fields | `callForm`, `receiverName`, `receiverTypeName` (required); `receiverSource: 'implicit-self'` (fixed); `hint?` (opaque, passed to `selectDispatch`) |
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||
| Null | Keep existing `ReceiverEnriched` state |
|
||
|
||
**`selectDispatch`** — called after infer-receiver (including hook). Returns `DispatchDecision | null`; null uses shared default (constructor → `primary:'constructor'`; typed receiver → `primary:'owner-scoped'`; else → `primary:'free'`).
|
||
|
||
| | |
|
||
|---|---|
|
||
| Inputs | `calledName`, `callForm`, `receiverName`, `receiverTypeName`, `receiverSource`, `hint` |
|
||
| Non-null fields | `primary: 'owner-scoped' \| 'free' \| 'constructor'`; `fallback?: 'free-arity-narrowed'`; `ancestryView?: 'instance' \| 'singleton'`; `hint?` |
|
||
|
||
**`DispatchDecision` field semantics:**
|
||
- `primary: 'owner-scoped'` — MRO walk from receiver's type; used when receiver type is known.
|
||
- `fallback: 'free-arity-narrowed'` — after owner-scoped miss, search free-call candidates by arity only (Ruby uses this for implicit-self calls that miss their owner's MRO).
|
||
- `ancestryView: 'singleton'` — walk singleton/class ancestry instead of instance ancestry (Ruby `def self.foo` bodies, so `extend`-ed methods are found).
|
||
|
||
### Adding language behavior
|
||
|
||
1. **Implicit receivers** — implement `inferImplicitReceiver`: return null if call already has a receiver; otherwise use `findEnclosingClassInfo` (`ast-helpers.ts`) to find the enclosing context, return `ImplicitReceiverOverride` with `receiverSource: 'implicit-self'`, and optionally set `hint` for `selectDispatch`.
|
||
2. **Custom dispatch** — implement `selectDispatch`: inspect `receiverSource` and `hint`, return `DispatchDecision` with `primary`, optional `fallback`, optional `ancestryView`; return null to keep shared defaults.
|
||
3. **MRO strategy** — confirm `mroStrategy` is `'first-wins'`, `'c3'`, `'ruby-mixin'`, or `'none'`; consumed by `lookupMethodByOwnerWithMRO`.
|
||
|
||
**Ruby example** (`languages/ruby.ts` + `utils/ruby-self-call.ts`): `inferImplicitReceiver` rewrites bare-identifier calls to `self.method` and sets `hint` to `'instance'`/`'singleton'`; `selectDispatch` uses hint for `ancestryView` and adds `fallback: 'free-arity-narrowed'` for implicit-self calls.
|
||
|
||
### Code references
|
||
|
||
| Module | Purpose |
|
||
|--------|---------|
|
||
| `core/ingestion/call-types.ts` | DAG types: `ReceiverEnriched`, `DispatchDecision`, `ImplicitReceiverOverride` |
|
||
| `core/ingestion/language-provider.ts` | Hook signatures: `inferImplicitReceiver`, `selectDispatch` |
|
||
| `core/ingestion/call-processor.ts` | `processCalls`: stages 3–6 |
|
||
| `core/ingestion/model/resolve.ts` | `lookupMethodByOwnerWithMRO`: stage 5 MRO walk |
|
||
| `core/ingestion/languages/ruby.ts` | Both hooks + `mroStrategy: 'ruby-mixin'` |
|
||
| `core/ingestion/utils/ruby-self-call.ts` | Bare-call rewrite for `inferImplicitReceiver` |
|
||
|
||
### Coexistence with the scope-resolution pipeline
|
||
|
||
The Call-Resolution DAG is the **legacy path**. RFC #909 Ring 3 introduces a parallel **scope-resolution pipeline** (next section) that replaces stages 1–6 with a scope-indexed registry lookup. Both paths ship side-by-side and are gated per-language via `MIGRATED_LANGUAGES` + the `REGISTRY_PRIMARY_<LANG>` env var.
|
||
|
||
- **Unmigrated language** → Call-Resolution DAG runs; scope-resolution phase is a no-op.
|
||
- **Migrated language** (currently: Python, C#) → scope-resolution owns CALLS/ACCESSES/USES emission; the legacy DAG gates off for that language via `isRegistryPrimary(lang)` checks in `call-processor.ts` and `import-processor.ts`.
|
||
- `import-processor` still populates `importMap` for migrated languages — heritage's `ctx.resolve` reads it to disambiguate parent classes. Only edge emission is gated.
|
||
- CI runs BOTH paths for every migrated language on every PR (`.github/workflows/ci-scope-parity.yml`); both must pass.
|
||
|
||
#### Same-graph guarantee
|
||
|
||
Edges emitted by the scope-resolution pipeline and edges emitted by the legacy DAG are indistinguishable to downstream consumers (MCP tools, HTTP API, embeddings, group bridge):
|
||
|
||
- **Node identity** — both paths use `generateId(...)` from `lib/utils.ts`, the same qualified-name keyspace, and the same node labels (`File`, `Folder`, `Class`, `Method`, `Function`, …). Overload disambiguation suffixes `parameterTypes` into the id consistently — see `scope-resolution/graph-bridge/ids.ts` and the legacy emitter in `call-processor.ts`.
|
||
- **Edge vocabulary** — both paths emit the same reasons: `'import-resolved' | 'global' | 'local-call' | 'same-file' | 'interface-dispatch' | 'read' | 'write'`. Migrating a language must not change which reasons consumers see for previously-resolved edges.
|
||
- **Confidence tier** — both paths attach a numeric `confidence` to each edge using the same scale.
|
||
|
||
The CI parity workflow (`.github/workflows/ci-scope-parity.yml`) runs both paths against every migrated language's fixture corpus and fails on any divergence.
|
||
|
||
#### Semantic-model source of truth
|
||
|
||
Two independent invariants.
|
||
|
||
**ParsedFile = the AST-level truth.** `ParsedFile` (`gitnexus-shared/src/scope-resolution/parsed-file.ts`) is the single per-file artifact both resolution paths consume. Scope-resolution passes MUST NOT build a parallel parse representation. If a per-language hook needs AST-level facts that `ParsedFile` doesn't expose, it should reuse the orchestrator's `treeCache` (`RunScopeResolutionInput.treeCache`) rather than re-invoking `parser.parse(...)` on its own — the C# `populateNamespaceSiblings` hook is the reference implementation of this pattern.
|
||
|
||
**SemanticModel = the symbol-level truth.** `SemanticModel` (`gitnexus/src/core/ingestion/model/semantic-model.ts`) is the authoritative store for every symbol-indexed lookup (by `nodeId`, `simpleName`, `qualifiedName`, or `filePath`). Both paths read from here:
|
||
|
||
- Legacy Call-Resolution DAG → `call-processor` Tier 1/2/3 via `model.symbols.lookupExactAll`, `model.methods.lookupMethodByName`, `model.types.lookupClassByName`, `lookupMethodByOwnerWithMRO`.
|
||
- Scope-resolution pipeline → `findOwnedMember`, `pickOverload`, `findExportedDefByName` all consult `model.methods` / `model.fields` / `model.symbols`.
|
||
|
||
The scope-resolution pipeline additionally carries `WorkspaceResolutionIndex` for `Scope`-valued lookups (`classScopeByDefId`, `moduleScopeByFile`) that `SemanticModel` structurally cannot hold. No symbol-indexed duplicates exist outside `SemanticModel`.
|
||
|
||
**Write / read phase contract.** The model is mutable during three ordered phases and read-only afterward:
|
||
|
||
```
|
||
Phase 1: legacy parse ──► symbolTable.add fans into types/methods/fields
|
||
Phase 2: scope-resolution ──► reconcileOwnership() registers corrected ownerIds
|
||
Phase 3: finalize ──► model.attachScopeIndexes(bundle) — one-shot freeze
|
||
─────────────────────────── phase boundary ───────────────────────────
|
||
Read phase: all resolution passes + MCP + HTTP + embeddings see
|
||
SemanticModel (read-only handle); writes are type-errors.
|
||
```
|
||
|
||
`runScopeResolution` narrows `MutableSemanticModel` → `SemanticModel` at the phase boundary so downstream passes physically cannot mutate the model even accidentally.
|
||
|
||
**Transitional: reconciliation pass.** `reconcileOwnership` (`scope-resolution/pipeline/reconcile-ownership.ts`) is a shim for languages whose legacy extractor doesn't resolve `enclosingClassId` at parse time (Python class-body methods are the canonical case). It walks `parsed.localDefs[i].ownerId` after `populateOwners` and registers any missed methods/fields into the model. Idempotent — safe to re-run, safe alongside languages whose legacy extractor already carries `ownerId` (C#).
|
||
|
||
The architectural end state is for every language's parse-time extractor to emit the correct `ownerId` directly, making reconciliation a no-op (tracked as a follow-up refactor). The dev-mode validator `validateOwnershipParity` surfaces any drift via `onWarn` under `NODE_ENV !== 'production' && VALIDATE_SEMANTIC_MODEL !== '0'`.
|
||
|
||
References: `semantic-model.ts` file-head (full write/read contract); `contract/scope-resolver.ts` Contract Invariant I9 (scope-resolution-side rule).
|
||
|
||
---
|
||
|
||
## Scope-Resolution Pipeline (RFC #909 Ring 3)
|
||
|
||
Language-agnostic registry-primary resolver. Replaces the Call-Resolution DAG for migrated languages. Adding a language is one interface implementation (`ScopeResolver`) plus two registrations — no changes to shared code, no new pipeline phase.
|
||
|
||
### Pipeline stages
|
||
|
||
```
|
||
ParsedFile[] (extractParsedFile per file)
|
||
│ finalizeScopeModel (+ provider hooks)
|
||
▼
|
||
ScopeResolutionIndexes
|
||
│ resolveReferenceSites (via MethodRegistry.lookup)
|
||
▼
|
||
ReferenceIndex
|
||
│ emitReceiverBoundCalls ── FIRST
|
||
│ emitFreeCallFallback ── THEN
|
||
│ emitReferencesViaLookup ── LAST (uses handledSites)
|
||
│ emitImportEdges
|
||
▼
|
||
KnowledgeGraph (IMPORTS / CALLS / ACCESSES / INHERITS / USES)
|
||
```
|
||
|
||
Orchestrator: `runScopeResolution(input, provider)` in `scope-resolution/pipeline/run.ts`.
|
||
Pipeline phase: `scopeResolutionPhase` in `scope-resolution/pipeline/phase.ts` — iterates `SCOPE_RESOLVERS ∩ MIGRATED_LANGUAGES`, reads per-file Trees from the parse phase's `scopeTreeCache`, disposes the cache at the end.
|
||
|
||
### `ScopeResolver` contract
|
||
|
||
Single interface a language implements to plug into the pipeline. Contract fully documented in `scope-resolution/contract/scope-resolver.ts`.
|
||
|
||
| Hook | Purpose |
|
||
|------|---------|
|
||
| `languageProvider` | Base `LanguageProvider` (tree-sitter query, `emitScopeCaptures`, import/binding interpreters, hooks) |
|
||
| `populateOwners(parsed)` | Fill deferred `ownerId` fields on method defs (captures can't always know the owning class at parse time) |
|
||
| `buildMro(graph, parsed, nodeLookup)` | Produce `mroByClassDefId: Map<DefId, DefId[]>` — C3, Ruby-mixin, or first-wins per language |
|
||
| `resolveImportTarget(target, fromFile, allFiles)` | `(rawImportPath, sourceFile) → targetFilePath` (PEP-328 for Python, etc.) |
|
||
| `mergeBindings(existing, incoming, scopeId)` | Shadowing / LEGB precedence |
|
||
| `arityCompatibility` | Provider consumed by registry during `MethodRegistry.lookup` Step 2 |
|
||
| `importEdgeReason` | Confidence-tier string for IMPORTS edge reason field |
|
||
| `propagatesReturnTypesAcrossImports?` | Opt out of cross-file return-type propagation (default on) |
|
||
| `fieldFallbackOnMethodLookup?` | Statically-typed languages turn this OFF — the heuristic over-connects (default on) |
|
||
| `unwrapCollectionAccessor?` | Property-style collection views (`data.Values` on Dictionary-like receivers) — default off |
|
||
| `collapseMemberCallsByCallerTarget?` | One CALLS edge per (caller, target) instead of per-site — default off |
|
||
| `populateNamespaceSiblings?` | Cross-file implicit visibility (compiler-implicit namespace sharing) — default off; ctx carries `treeCache` |
|
||
| `hoistTypeBindingsToModule?` | Walk up to Module scope when looking up a method's return-type typeBinding — default off; enable only when bindings are stored at module level |
|
||
|
||
### Per-language registration
|
||
|
||
1. Implement `ScopeResolver` in `languages/<lang>/scope-resolver.ts`.
|
||
2. Add entry to `SCOPE_RESOLVERS` in `scope-resolution/pipeline/registry.ts`.
|
||
3. Add the language to `MIGRATED_LANGUAGES` in `registry-primary-flag.ts` when the shadow-harness corpus parity ≥ 99% fixtures / ≥ 98% corpus.
|
||
|
||
CI auto-discovers the set via `tsx`. No workflow edit required.
|
||
|
||
### Code references
|
||
|
||
| Module | Purpose |
|
||
|--------|---------|
|
||
| `scope-resolution/contract/scope-resolver.ts` | `ScopeResolver` interface + shared types |
|
||
| `scope-resolution/pipeline/run.ts` | Generic orchestrator |
|
||
| `scope-resolution/pipeline/phase.ts` | Pipeline-phase wrapper (deps: `parse`, `structure`) |
|
||
| `scope-resolution/pipeline/registry.ts` | `SCOPE_RESOLVERS` map |
|
||
| `scope-resolution/passes/*.ts` | Reference-resolution passes (receiver-bound, free-call fallback, compound-receiver, MRO, cross-file return-type propagation) |
|
||
| `scope-resolution/graph-bridge/*.ts` | CLI-local translation from resolved references → `KnowledgeGraph` edges |
|
||
| `scope-resolution/scope/*.ts` | Generic scope-chain walkers + namespace targets |
|
||
| `scope-resolution/workspace-index.ts` | Build-once O(1) lookup index |
|
||
| `registry-primary-flag.ts` | `MIGRATED_LANGUAGES` set + `isRegistryPrimary(lang)` |
|
||
| `languages/python/index.ts` | Python `ScopeResolver` hooks + known-limitation docs |
|
||
| `languages/python/captures.ts` | `emitPythonScopeCaptures` (honors cross-phase Tree cache) |
|
||
| `languages/csharp/index.ts` | C# `ScopeResolver` hooks + known-limitation docs |
|
||
| `languages/csharp/captures.ts` | `emitCsharpScopeCaptures` (honors cross-phase Tree cache) |
|
||
| `languages/csharp/namespace-siblings.ts` | Cross-file implicit-namespace visibility hook (reads `treeCache`) |
|
||
|
||
### Performance notes
|
||
|
||
- **Cross-phase Tree cache**: parse phase writes Trees into `scopeTreeCache` (separate from the chunk-local `astCache`) ONLY for languages with `emitScopeCaptures`. Scope-resolution reads from it to skip the second parse. Cleared at end of the phase. Workers leave the cache empty — Trees can't cross MessageChannels; cache miss = fresh parse. `PROF_SCOPE_RESOLUTION=1` emits hit/miss counters and a worker-engaged warning.
|
||
- **Typed relationship iteration**: heritage + MRO walk only the EXTENDS / IMPLEMENTS / HAS_METHOD edges via `iterRelationshipsByType`, not the full relationship map.
|
||
- **Workspace-resolution-index**: O(1) `findOwnedMember` / `findExportedDef` / `classScopeByDefId` built once per run.
|
||
- **SCC-ordered cross-file return-type propagation** (PR #1050): `propagateImportedReturnTypes` walks `indexes.sccs` in reverse-topological order (leaves first), so multi-hop alias chains like `models.User → service.user → app.user` collapse to the terminal class in a single linear pass. Within each importer, the source module's `typeBindings` is chain-followed BEFORE mirroring (so we mirror terminal types, not intermediate refs), and the importer's own `typeBindings` is chain-followed AFTER mirroring (so local `const x = importedFn()` resolves before downstream importers run). Cyclic SCCs reach a partial fixpoint within a single pass without iterating to convergence — see the `ts-circular` cross-file-binding fixture which only asserts pipeline-no-throw. PROF output (`PROF_SCOPE_RESOLUTION=1`) splits `finalize` from `propagate` so quadratic regressions in the chain-follow surface independently.
|
||
|
||
---
|
||
|
||
## Language-agnostic graph feeding
|
||
|
||
16 languages → single unified graph. Four abstraction layers:
|
||
|
||
```
|
||
Unified Graph Schema (44 node types, 21 relationship types)
|
||
↑
|
||
Unified Resolution (3-tier name lookup + MRO walk)
|
||
↑
|
||
Language Providers (import semantics, type config, export checker, MRO strategy)
|
||
↑
|
||
Tree-Sitter Queries (per-language S-expressions, unified capture tags)
|
||
```
|
||
|
||
### Language providers
|
||
|
||
Each language implements `LanguageProvider` (`language-provider.ts`). Key fields:
|
||
|
||
| Field | Purpose |
|
||
|-------|---------|
|
||
| `id`, `extensions` | Language identity and file matching |
|
||
| `treeSitterQueries` | S-expression queries for AST extraction |
|
||
| `importSemantics` | `named` / `wildcard-leaf` / `wildcard-transitive` / `namespace` |
|
||
| `importResolver` | Language-specific path → file resolution |
|
||
| `exportChecker` | Public/exported symbol detection |
|
||
| `typeConfig` | Type annotation extraction rules |
|
||
| `mroStrategy` | `first-wins` / `c3` / `none` |
|
||
|
||
16 providers in `languages/index.ts` via `satisfies Record<SupportedLanguages, LanguageProvider>` — missing a language is a compile error.
|
||
|
||
### Unified capture tags
|
||
|
||
Per-language tree-sitter queries use different AST node names but produce the **same semantic capture tags**: `@definition.class`, `@definition.function`, `@call.name`, `@import.source`, `@heritage.extends`. Downstream extraction needs no language branching. Defined in `tree-sitter-queries.ts`.
|
||
|
||
### Import resolution
|
||
|
||
Per-language import resolution uses the **configs + factory** pattern (like call/method/class extractors). Each language declares an `ImportResolutionConfig` in `import-resolvers/configs/`, listing an ordered chain of `ImportResolverStrategy` functions. `createImportResolver()` (in `resolver-factory.ts`) composes them: first non-null result wins. Low-level helpers shared across strategies live alongside the configs in `import-resolvers/` (e.g. `go.ts`, `rust.ts`, `python.ts`).
|
||
|
||
Unified 3-tier algorithm (`model/resolution-context.ts`), per-language `importSemantics` controls which tier activates:
|
||
|
||
| Tier | Confidence | Mechanism |
|
||
|------|-----------|-----------|
|
||
| 1 — same-file | 0.95 | Symbol table for caller's file |
|
||
| 2 — import-scoped | 0.9 | `NamedImportMap` chains (named) or all files in `importMap` (wildcard) |
|
||
| 3 — global | 0.5 | O(1) index lookups: class, impl, callable. Fallback only |
|
||
|
||
| Import strategy | Languages | Behavior |
|
||
|----------------|-----------|----------|
|
||
| `named` | TS, JS, Java, C#, Rust, PHP, Kotlin | Only explicitly imported names visible |
|
||
| `wildcard-leaf` | Go, Ruby, Swift, Dart | Whole-package import, no transitive re-exports |
|
||
| `wildcard-transitive` | C, C++ | `#include` closure chains through re-exports |
|
||
| `namespace` | Python | Module aliases resolved at call site |
|
||
|
||
### Chunked parse-and-resolve
|
||
|
||
`parse` processes files in ~20 MB byte-budget chunks to bound memory. Per chunk:
|
||
1. Worker pool dispatches files (or sequential fallback via `skipWorkers`)
|
||
2. Each worker: detect language → load grammar → run queries → return unified `ParseWorkerResult`
|
||
3. Synthesize wildcard bindings (`wildcard-synthesis.ts`)
|
||
4. Resolve imports and heritage
|
||
5. Collect `BindingAccumulator` entries for cross-file propagation
|
||
|
||
Workers: `workers/worker-pool.ts`, `workers/parse-worker.ts`.
|
||
|
||
### Heritage and MRO
|
||
|
||
All languages emit unified `ExtractedHeritage` (child, parent, `EXTENDS`/`IMPLEMENTS`). MRO phase walks the heritage graph using per-language strategy:
|
||
- **`first-wins`** — Java, C#, C++, TS, Ruby, Go
|
||
- **`c3`** — Python (C3 linearization)
|
||
- **`none`** — single-inheritance languages
|
||
|
||
Unified walk: `lookupMethodByOwnerWithMRO()` in `model/resolve.ts`.
|
||
|
||
---
|
||
|
||
## Full analysis flow
|
||
|
||
`runFullAnalysis` in `run-analyze.ts` orchestrates everything around the pipeline:
|
||
|
||
```
|
||
CLI (analyze.ts) → runFullAnalysis(repoPath, options, callbacks)
|
||
1. Early exit if lastCommit == HEAD (unless --force) [0%]
|
||
2. Cache existing embeddings from prior index [0%]
|
||
3. runPipelineFromRepo() → KnowledgeGraph [0-60%]
|
||
4. Clean up legacy KuzuDB files [60%]
|
||
5. initLbug() → loadGraphToLbug() via CSV streaming [60-85%]
|
||
6. Create FTS indexes (File, Function, Class, Method...) [85-90%]
|
||
7. Restore cached embeddings (batch insert) [88%]
|
||
8. Generate new embeddings if --embeddings [90-98%]
|
||
9. Save metadata + register repo + update .gitignore [98-100%]
|
||
10. Generate AI context files (AGENTS.md, CLAUDE.md) [100%]
|
||
```
|
||
|
||
**Options:** `--force` (rebuild regardless), `--embeddings` (opt-in, skipped if >50k nodes), `--skipGit`, `--noStats`.
|
||
|
||
## Storage
|
||
|
||
```
|
||
<repo>/.gitnexus/
|
||
├── lbug # LadybugDB database
|
||
├── lbug.wal # Write-ahead log
|
||
├── lbug.lock # Single-writer lock
|
||
└── meta.json # lastCommit, indexedAt, stats
|
||
|
||
~/.gitnexus/
|
||
└── registry.json # Global repo registry (MCP discovery)
|
||
```
|
||
|
||
Managed by `repo-manager.ts`.
|
||
|
||
## LadybugDB schema
|
||
|
||
Defined in `lbug/schema.ts`. Separate node tables per type, single `CodeRelation` table.
|
||
|
||
**Node tables:** File, Folder, Function, Class, Interface, Method, Constructor, CodeElement, Struct, Enum, Macro, Typedef, Union, Namespace, Trait, Impl, TypeAlias, Const, Static, Property, Record, Delegate, Annotation, Template, Module, Community, Process, Route, Tool, Section, Embedding.
|
||
|
||
**Relation types** (`CodeRelation.type`): CONTAINS, DEFINES, CALLS, IMPORTS, EXTENDS, IMPLEMENTS, HAS_METHOD, HAS_PROPERTY, ACCESSES, METHOD_OVERRIDES, METHOD_IMPLEMENTS, MEMBER_OF, STEP_IN_PROCESS, HANDLES_ROUTE, FETCHES, HANDLES_TOOL, ENTRY_POINT_OF.
|
||
|
||
## Embeddings and search
|
||
|
||
**Embeddings** (`src/core/embeddings/`): Snowflake arctic-embed-xs (384D). Embeddable: File, Function, Class, Method, Interface. Incremental via SHA1 content hash. Separate `Embedding` table.
|
||
|
||
**Search** (`src/core/search/`): Hybrid BM25 + semantic vector, merged via Reciprocal Rank Fusion (K=60).
|
||
|
||
## Known limitations
|
||
|
||
### Overloaded method resolution
|
||
|
||
Node IDs use arity suffix (`#<paramCount>`): `Method:file:Class.method#1` vs `#2`.
|
||
|
||
**Same-arity disambiguation:** type-hash suffix `~type1,type2` when collision detected and type annotations present. Languages without types (Python, Ruby, JS) use arity-only. TS/JS overload signatures excluded (collapse to implementation body). See #651.
|
||
|
||
**C++ const-qualified:** `$const` suffix after type-hash when non-const collision exists: `Method:file:Container.begin#0$const`.
|
||
|
||
**Generic/template types:** type-hash uses `rawType` (full AST text including generics): `~vector<int>` vs `~vector<std::string>`.
|
||
|
||
**ID stability:** collision-only tags mean IDs change when overloads are added. `save#1` becomes `save#1~int` when `save(String)` is added.
|
||
|
||
**Variadic matching:** confidence 0.7 when one side is variadic and the other has fixed count.
|
||
|
||
**METHOD_IMPLEMENTS confidence tiering:**
|
||
|
||
| Match quality | Confidence |
|
||
|---|---|
|
||
| Exact parameter types match | 1.0 |
|
||
| Arity match, types unavailable | 1.0 |
|
||
| Variadic vs fixed | 0.7 |
|
||
| Insufficient info | 0.7 |
|
||
|
||
## Related docs
|
||
|
||
- [MIGRATION.md](MIGRATION.md) — breaking changes and migration guidance
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- [RUNBOOK.md](RUNBOOK.md) — operational commands and recovery
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- [GUARDRAILS.md](GUARDRAILS.md) — safety boundaries for humans and agents
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- [TESTING.md](TESTING.md) — how to run tests
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- `AGENTS.md` / `CLAUDE.md` — agent workflows and tool usage
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