Commit 65a7687
feat(graph): PageRank centrality + per-file churn metrics
Adds two graph-derived signals — structural importance and change
frequency — and combines them into a codegraph_hotspots MCP tool that
ranks files by risk = centrality × churn. Empirically validated on
codegraph's own history before implementation: top-5 by centrality is
the structural backbone; top hotspot is src/extraction/tree-sitter.ts
(47 commits × 2347 LOC), the file PR #77 split for exactly this reason.
## What's added
**Centrality** (src/centrality/index.ts)
- PageRank over calls + references edges. contains is excluded so
lexical containment doesnt dominate the rank.
- Pure compute, Float64Array, dangling-mass redistribution. Sub-100 ms
on this repo (1,688 nodes / 4,319 edges).
- Persisted to a new nodes.centrality REAL column.
**Churn** (src/churn/index.ts)
- git log --no-merges --name-only -z --pretty=tformat:CGCMT-%H|%ct
parsed into per-file deltas (commit_count, first_seen_ts,
last_touched_ts). Skips commits touching > 50 files (merges /
mass refactors). Incremental via last_mined_churn_head in
project_metadata, with force-push recovery via needsFullRescan.
- LOC counted directly from disk per indexed file.
- Persisted to four new columns on files.
**Schema migration v4** with PRAGMA-table_info guards so the migration
coexists cleanly with the cochange branch (which also targets v4 with
its own commit_count column add).
**MCP surface**
- New codegraph_hotspots tool: ranked file list with sortBy =
risk | centrality | churn, plus minCommits / minCentrality filters.
- codegraph_node annotated with centrality + 1-based rank.
**Wiring** (runDerivedSignals in CodeGraph)
- Both passes run after indexAll (full rescan) and sync (incremental).
Failures are logged + swallowed — derived signals are advisory.
- enableCentrality / enableChurn config flags (default true) opt out
for shallow clones / non-git checkouts.
## Bench
On this repo (107 files, 1,688 nodes, 4,319 edges):
- Centrality recompute: ~50 ms
- Full churn mine (98 commits): ~200 ms
- Total derived-signals pass: < 300 ms
## Tests
408 tests pass (28 new):
- centrality.test.ts (10) — empty / isolated / sinks / star / cycle /
conservation / disconnected / unknown-node refs / damping sentinel
- churn.test.ts (13) — non-git / commit counts / timestamps /
MAX_FILES_PER_COMMIT / incremental / unreachable sha / no-op /
unicode+spaces / LOC newline edge cases
- derived-signals.test.ts (5) — full pipeline hub/leaf / no-git /
enableCentrality:false / sync incremental / force-push recovery
## Reviewer pass
Independent reviewer agent ran once. Two REQUEST_CHANGES + three INFO
items addressed:
- Added minCentrality to codegraph_hotspots MCP schema (was a
capability gap vs getHotspots).
- Added integration test for needsFullRescan recovery path (was the
only branch left untested).
- Documented why upsertFile excludes churn columns from
ON CONFLICT DO UPDATE.
- Annotated the ?? '' belt-and-braces guard at the recovery path.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>1 parent 2dc4bc3 commit 65a7687
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