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Author SHA1 Message Date
Colby McHenryandClaude Opus 5 a3898cdc70 feat(mcp): relevance scoring overhaul for explore — kill incidental name-collision matches (CG-10, #1500)
Explore's per-file relevance awarded +50/+10/+3/+1 by match class and admitted
anything scoring >= 3. Neither half held up: the tier said HOW a symbol reached
us, never whether the match was evidence, and an absolute floor admits noise on
any repo where the top file scores 50+. Three scripts/agent-eval/*.mjs harnesses
took 63% of this repo's own "how does explore allocate its output budget" answer
on nothing but an unused `const explore` and a `const BUDGET`.

Four levers:

- KIND WEIGHT (RELEVANCE_KIND_WEIGHT): callables and types 1.0, members ~0.5,
  variable/constant/parameter 0.15-0.35. A weak-kind symbol with no usage edge
  anywhere in the graph (`contains` excluded — nesting is not usage) drops to
  0.08. Only weak kinds in the top two tiers pay for the DB probe; the subgraph's
  own edges answer most cases free. No measurable latency change (210 vs 211
  ms/call, n=12 interleaved).

- PERIPHERAL CAP: nodes >=2 hops from any match accumulate into a bucket capped
  at 5. Uncapped they added a flat +1 each, so a file grew more relevant by being
  bigger — parse-session.mjs reached 22 off one constant plus twelve unrelated
  symbols.

- RANK PENALTY: generated files x0.3, low-value x0.5, applied to the score AND
  the graph mass. Score alone would not have fixed #1500 — the generated CRUD
  carries MORE graph mass than the hand-written use-case, and graph mass outranks
  score in the comparator. Self-normalizing, never a hard exclusion.

- RELATIVE FLOOR: clamp(topScore * 0.2, 1, 10). Capped at one full-strength
  direct match so concentration elsewhere can never exclude one (without it a
  named-seed-heavy file pushed the floor to 21 and dropped a file the agent had
  named by class name). Backfills to 3 candidates when it would leave fewer, and
  drops the evidence requirement rather than return nothing at all.

excludeLowValueFiles was dead config — declared per tier, read nowhere; the
test/spec exclusion has been unconditional for a while. Removed. The real gap was
the detector: `isLowValue` anchored on a leading `/`, so a repo-ROOT `test/` dir
(express, cobra, most of npm and Go) never matched — express's routing question
spent 59% of its envelope on three test files. Anchored at `^` too, and the
filter now runs before the floor and judges "are there other candidates?" on the
whole gather.

Measured before/after on the same indexes (baseline bd86ad2):
- payroll-go fixture: generated 57.4% -> 23.5%; answer 25.6% -> 61.5%; cycle.go
  delivered 0 -> 38.9%. Generated ranks #3/#4, was #1/#2.
- self-query fixture: eval scripts 72% -> 0%; tools.ts ranks #1.
- express "route a request": 59% to test/* -> lib/application.js + lib/response.js
- cobra x3, codegraph "indexing pipeline": byte-identical (control)

Diagnostic gains a per-file penalty multiplier and NodeKind mix, so "why did this
file score X" is legible. Selection stages reordered to match the pipeline.

CG-6's gates flip from it.fails to live regressions except the byte-split ones,
which stay open for CG-12 (allocation still follows file size within the ranked
set).

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:02:45 -05:00
Colby McHenryandClaude Opus 5 bd86ad2061 test(explore): #1500 regression fixtures for budget allocation (CG-6)
Two permanent fixtures pinning the failure mode from issue #1500 — explore
spending its byte envelope on files that merely name-collide with the query.
BOTH FAIL TODAY, by design: they document the bug and become the pass gate
for CG-10 (scoring) + CG-12 (proportional allocation).

__tests__/fixtures/payroll-go/ — a synthetic Go service mirroring the
reporter's shape: generated FKIT CRUD beside a hand-written payroll use-case,
entered from an HTTP route. Half the generated tree carries ORDINARY names
detectable only by their `// Code generated ... DO NOT EDIT.` header (the
#1500 case, and end-to-end cover for CG-5); `payrollpb/*.pb.go` covers the
path-detectable channel. BuildPayslip, Upsert and Store each exist twice,
generated and hand-written. cycle.go sits above the whole-file window so it
clips; the generated files sit below it so they ship whole.

Asking "how does payroll cycle create and calculate payslips?" — naming none
of the answering symbols — the generated CRUD delivers 57.4% of the envelope
against the hand-written layer's 25.6%, all of the latter domain types.
cycle.go is allocated the single largest slice (30.6%) and delivers ZERO: the
hard ceiling drops its whole section. runPayrollCycleAll, the hand-written
BuildPayslip and the real Upsert never reach the agent.

The second fixture is this repo, "how does explore allocate its output budget
across files", where scripts/agent-eval/*.mjs take 71.8% against tools.ts's
18.5% despite scoring 4.6x lower. It reads the live index, so its assertions
are relative rather than fixed percentages.

- scripts/agent-eval/probe-allocation.mjs — per-file budget-share probe,
  driving the CG-4 diagnostic through a JSONL sidecar so it measures the
  shipping allocator. Fixture entries are hermetic (copy + re-index per run,
  verified byte-identical across runs); exits 1 while any assertion fails.
- scripts/agent-eval/allocation-fixtures.json — both fixtures declared, with
  the 2026-08-03 baselines.
- __tests__/explore-allocation-1500.test.ts — fixture-shape assertions green
  today; the allocation assertions held as `it.fails` so the suite stays green
  while the bug is open and goes RED the moment it is fixed.

Also documented and deliberately left unfixed: runPayrollCycleAll's
`s.store.Upsert` edge resolves to the GENERATED Store.Upsert, not the
hand-written one — same-name method resolution across two packages picks the
wrong receiver. It is upstream of the allocation bug, so it belongs with
CG-10's scoring work.

Refs #1500

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-03 23:30:17 -05:00