Commit Graph
825 Commits
Author SHA1 Message Date
Colby McHenryandClaude Opus 5 d6d17288be docs(benchmarks): re-derive the token figures the result.usage bug touched
Swept every benchmark doc for figures produced off `result.usage` and fixed
the ones that had raw logs to re-derive from.

residual-context-occupancy.md — the sonnet 3-turn throughput table. Re-derived
from the preserved logs: tokens saved 23% -> 56%, and vscode's "98% MORE tokens
with codegraph" was never real, it is 41% fewer. Cost, time and tool calls were
never affected by this field and are unchanged. The occupancy table itself is
measured off the timeline, so every number in it stands -- including the 82%
higher residual, which is the finding the document exists for.

call-sequence-analysis.md — this doc DIAGNOSED the bug and its reproduce block
claimed the aggregator summed per-turn tokens. It did not, until 04c0f8e. Noted,
with the three wrong results the gap produced: the excalidraw cut recorded here,
the sonnet campaign, and the Opus re-measure that invented a token regression.

answer-directly-vs-explore-agent.md — build 0.9.4, 2026-05-24, raw logs gone.
Cannot be re-derived, so flagged rather than silently left or invented: its
token figure is indicative, its turn/read/context findings do not depend on the
broken field and stand.

The remaining benchmark docs (allocation-ab-1500, dedup-cg20, allocation-
efficiency, feedback-metrics) carry no throughput tables — checked, clean.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 21:36:10 -05:00
Colby McHenryandClaude Opus 5 da1f6121fd docs(readme): benchmark table from the corrected 2026-08-05 re-measure
Re-measured on the CLI-blocked harness at the README's own stated methodology
(claude-opus-4-8, single question, median of 4, same 7 repos), with tokens
summed per turn per 04c0f8e.

What moved, and what did not:

  tool calls  89% -> 88% fewer   holds
  file reads  0 on all seven     holds
  tokens      69% -> 62% fewer   holds
  time        20% -> 53% faster  was badly understated
  cost        60% -> 44% cheaper genuinely lower

Time was the most wrong figure in the old table, in our favour: every repo is
faster with the graph, including the two that previously carried a footnote
excusing them for being slower. That footnote is gone. Cost is the one real
downgrade, and it varies with how much discovery a question demands rather
than with repo size -- 57-78% where the file-reading arm needed 28-43 tool
calls, near-even on Gin at 7. Said plainly instead of averaged away.

Methodology now records that the CLI is blocked in BOTH arms and why: on an
unblocked harness the control reached codegraph through Bash in 26 of 28 runs,
so it was not a control. All 28 attempted it here; all 28 were blocked.

The context-footprint note from a7db24d is unaffected -- occupancy is measured
off the timeline, not the token field that was wrong.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 21:28:25 -05:00
Colby McHenryandClaude Opus 5 04c0f8eab5 test(agent-eval): sum tokens per turn — result.usage stopped being cumulative
"Tokens processed" was read off result.usage. That was correct when the README
figures were measured; in current Claude Code the field reports the LAST turn
only. Nothing here changed — the host did, silently — and the harness kept
reporting the smaller number.

The error is one-sided, which makes it worse than noise: it under-counts
whichever arm takes more turns, and that is always the WITHOUT arm. On the
2026-08-05 campaign it turned a real 62% token saving into 19% and invented a
token REGRESSION on tokio (-41%) and alamofire (-25%) that does not exist. Those
numbers were one push away from the README.

Now summed per assistant request and deduped by message.id, the same rule the
occupancy timeline already used — Claude Code emits one event per content block
carrying identical usage, so summing per event double-counts (~1.7x measured).

CLAUDE.md already warned about this field. The code did not follow; it does now.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 21:27:02 -05:00
Colby McHenryandClaude Opus 5 a7db24d0c0 docs(readme): disclose the context-footprint side of the benchmark
The benchmark table measures throughput -- tokens processed, tools called,
cost to reach one answer. It has never measured what is still resident in the
window afterward, and on that axis codegraph costs more: ~80% more retrieval
context left behind than a file-reading agent, on all seven repos.

That is the axis issue #1500 reported, and it is structural rather than a
defect -- one dense payload that answers the question and stays, versus
grep-and-read churn that evicts. Worth stating plainly next to the cost note
rather than leaving a user to discover it in a long session.

The Opus 4.8 single-question figures in the table are deliberately untouched:
the occupancy campaign ran sonnet / 3-turn, a different regime, and nothing
measured there licenses restating them.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 14:30:34 -05:00
Colby McHenryandClaude Opus 5 48cbc21a17 merge: cross-call explore session dedup (CG-2, #1500)
Never re-serve source this session already sent: session-scoped state (CG-17)
plus a precise back-reference in place of the bytes (CG-18). Duplicated source
drops 6.4% -> 0.74% of the response, at flat cost per call, with more unique
source in its place.

Bar 4 of CG-20 -- "residual occupancy must drop" -- is NOT met, and the gate
records why: CG-18's accepted rule spends reclaimed bytes on files not yet
shown rather than banking them, so a design that re-spends every byte cannot
lower the byte count. The two requirements were mutually unsatisfiable as
written. Bars 1-3 (no extra Reads, no abandonment, no bucket shift) pass across
24 runs on both arms.

Kept on that basis, and cheap to reverse: CODEGRAPH_EXPLORE_DEDUP=0 disables it
at runtime. Full gate: docs/benchmarks/explore-dedup-ab-cg20.md

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 14:29:20 -05:00
Colby McHenryandClaude Opus 5 2cfd321b23 docs: CG-20 — the dedup gate, three bars pass and the fourth cannot (CG-2)
Read is 0 in all 24 runs of both arms across client-go and excalidraw, no
isError, codegraph is the last tool in every run, and both "Read a file we
returned" / "did not return" buckets are empty — with back-references
demonstrably reaching the agent in 8 of the 9 multi-call runs.

Residual occupancy is flat, and the measurement shows it could not have been
anything else: CG-18 was accepted on the rule that reclaimed bytes get spent on
unseen files rather than banked, so the byte count cannot fall. What moves is
the duplicate fraction of that residual — 87% less across the agent runs, 86%
and 94% on two matched deterministic replays.

Also recorded: dedup.savedChars is a pre-clip figure (11,450 reported against
1,042 chars actually re-served), so tuning off it inflates the win ~7x.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 14:11:33 -05:00
Colby McHenry 7a7ea30cbd docs: cross-call dedup — its gates, where the bytes go, and the all-pointer guard (CG-18)
Extends the session-state design doc with the layer built on it: what gates a
withheld span (session, content fingerprint, two size floors, kill switch),
why the fingerprint and not #1474's drift flag, the two channels the
reclaimed bytes leave by, and why "no duplicate ranges across calls" holds
for every call that had something new to say rather than universally.
2026-08-05 13:47:29 -05:00
Colby McHenry ab38d1f090 feat(explore): point at source this session already sent, don't send it twice (CG-18)
A later explore call re-served whatever it re-ranked, so on the #1500 report
the 4th call spent its envelope on the spine the 1st call had already
delivered. CG-17 recorded what was served; this acts on it.

What a withheld span becomes is the whole design: a POINTER, never a silence.
An insufficient-feeling response is what sends an agent to Read, and one or
two of those early in a session teach it to abandon codegraph — so the
replacement names the file, the symbols and the line spans, and says both
that the source came from THIS conversation and that the file has not changed
since.

- Content fingerprint, not the drift flag, gates it. They answer different
  questions: two calls inside one drift window served the same current bytes,
  while a file edited AND re-synced between calls is never "stale" and yet
  the agent's copy is now wrong. An edited file re-emits in full.
- Only a covered run of >= 8 lines is replaced, and a remainder under 160
  chars folds into the pointer. Below those the pointer costs more than the
  source and the block reads as shredded — a fence holding `228\t` is a
  broken-looking response, which is the expensive failure.
- The reclaimed bytes go to files the agent has NOT seen, two ways: a smaller
  `sourceSpent` hands slack down CG-21's carry-forward pool, and a fully
  back-referenced file gives up its maxFiles slot the way a cliffed one does.
  Within a file, the cluster shrink now reads the DEDUPED length, so it never
  drops new symbols to make room for source it isn't sending.
- If dedup suppresses everything and nothing new takes its place, the top
  suppressed file is spliced back in whole. An all-pointer response is the
  shape that reads as "codegraph found nothing"; one re-served file is the
  cheaper mistake.

Kill switch: CODEGRAPH_EXPLORE_DEDUP=0.
2026-08-05 13:47:24 -05:00
Colby McHenry 4e94860f8f docs: the session-state layer — its four constraints and which way to be wrong (CG-17) 2026-08-05 13:24:06 -05:00
Colby McHenry fc31b1e2bf feat(mcp): remember what explore already served this session (CG-17)
Explore answers every call as if it were the first: no record of the files
and line ranges it already sent, so a 4th call re-serves the 1st call's
spine and the tier call budget can only be asked for, never enforced.

Track it per MCP session, per resolved project root — files, coalesced line
ranges, bytes, and the call's index in the session. Nothing reads it yet:
the response is byte-identical, which the suite pins against an untracked
call of the same query.

The daemon shares ONE ToolHandler and a pool of worker threads across every
connected client, so the state can live neither on the handler nor in a
worker. It lives on MCPSession and is handed to execute() per call; the
session's view rides DOWN on the args and the call's emission rides BACK on
the ToolResult, both as plain properties so they survive the structured
clone to and from a worker. execute() records the emission on the main
thread and deletes it unconditionally — including for callers that track
nothing, like the CLI — so it can never reach the wire. A view a client
spells itself is discarded rather than trusted.

Ranges are reported by the render loop itself (buildSection now returns the
spans it slices alongside the text), and only files that survive the final
hard-ceiling truncation are recorded. Where a bound forces a choice the
record keeps FEWER ranges than were emitted: under-reporting re-serves
something the agent has, over-reporting withholds source it never saw and
costs a Read.

Every bound caps detail only — callCount keeps counting past eviction, so
CG-19's decay can't reset itself every 8 calls.
2026-08-05 13:24:06 -05:00
Colby McHenryandClaude Opus 5 5dd4db68cd docs: the occupancy baseline says our residual is higher — write that down (CG-13)
Fills the empty RESULTS placeholder with the 2026-08-05 campaign
(bgjob-6d357cd2: 7 repos x 2 arms x 4 runs x 3 turns, 137 min).

The finding is not the flattering one. Retrieval residual is 82% HIGHER
with codegraph and share-of-context 27% higher, on all seven repos —
vscode 67k resident against 18k. At the same time six of seven
without-arms *process* more total tokens (gin 660k vs 290k) while
leaving less behind. Both are true: one dense verbatim payload stays
resident where many small Read/Grep results evict. This corroborates
issue #1500 on our own harness; the aggregator used to print it as
"-82% lower with codegraph" until the sign bug at 520ed9d.

Also:

- States the regime everywhere. This ran claude-sonnet-5 / 3-turn; the
  README's table is Opus 4.8 / single-question. Measured 24/23/20/84
  against the published 60/69/20/89 — model and turn count, not
  contamination. Records the two inversions honestly (vscode processes
  98% more tokens, django costs 17% more) and that 4 of 28 with-arm
  sessions still touched Read.
- Corrects the "Settled" section, which claimed a 7-repo baseline
  existed before one did, and adds the unclaimed Opus rerun.
- Records the contamination gate: 0 CLI calls returned output in 56
  sessions, but 29 attempts were blocked — 26 of 28 without-arm
  sessions tried. no-cli-shim.sh is load-bearing, not precautionary.
- Records the secondary readings as absolute, not before/after: 86.7%
  allocation efficiency pooled over 110 calls, read-of-a-file-we-
  returned 2%, explore-again 73% and ambiguous by construction.

README.md is deliberately untouched — restating its numbers from sonnet
3-turn data would be wrong. A proposed README paragraph is drafted at
the end of the benchmark doc for the maintainer to accept or reject.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 13:06:51 -05:00
Colby McHenryandClaude Opus 5 520ed9d933 test(agent-eval): report residual direction by sign, not by hope (CG-13)
The occupancy summary hardcoded "% lower with codegraph". pct(w, wo) is the
reduction going with->without, so a negative value means the with-arm's
residual is LARGER -- and the line printed "-82% lower with codegraph" for the
case where codegraph in fact occupies 82% MORE. A double negative that reads as
a win and inverts the headline of the whole metric.

Direction now follows the sign in words, and the negative case says what the
shape actually is: codegraph front-loads one large verbatim payload that stays
resident, where Read/Grep churn many small results that evict. Fewer total
tokens processed and a larger persistent footprint are both true at once --
that pair is the axis issue #1500 reported.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 13:03:08 -05:00
Colby McHenry 382791f11e docs: one entry point for the three feedback metrics, and how to run them (CG-11)
Three per-metric docs told a maintainer what each number means; none said
which one answers which question, which harness produces it, or how to read
the arm table. agent-eval-feedback-metrics.md is that page — the metric →
question map, when to reach for ab-new-vs-baseline.sh (isolates a change,
both arms codegraph-on) versus run-all.sh (with vs without, a different
question) versus bench-readme.sh, the worked CG-22 express table where all
three read together, and the bucket → fix mapping. Not a fourth restatement:
the derivations stay where they are and each doc now points here.

The caveats that change how the summary table is read are carried over rather
than dropped — allocation efficiency is relative (attribution is by citation,
so same-question builds only, and never "codegraph wastes N%"), occupancy
shares are Claude Code / 200k and do not transfer between hosts while the arm
ratio does, sufficient is not correct, small-n throughout. Plus the
contamination row, which means different things in the two harnesses and is
the first thing to look at in both.

Also records that the CG-8 7-repo bucket block no longer re-derives:
bench-readme.sh overwrites /tmp/ab-readme, so the swept logs are gone. The
current logs give a different distribution over the same 62 calls, and the
CG-8-era and current classifiers agree exactly on them — so nothing moved
under the metric, the corpus did. CG-13 re-establishes the baseline.
2026-08-05 00:59:58 -05:00
Colby McHenry 3e8922dfad test(agent-eval): report all three feedback metrics per arm, side by side (CG-11)
The three metrics existed but only run-all.sh printed them, one block per
run. ab-new-vs-baseline.sh — the harness that actually isolates a retrieval
change, both arms codegraph-on — grepped its parse output down to `by type`
and `Result`, so occupancy, sufficiency and allocation never reached the
maintainer running the A/B they were built for.

Both harnesses now print the three blocks under every run and end with one
compare-arms.mjs table: median [min–max] per arm across RUNS, sufficiency
pooled (it is per-CALL, so median-of-run-percentages would weight a 1-call
run like a 5-call one), allocation pooled by bytes and per run. The table is
"did it move?"; the per-run blocks stay the "why?" — only they name the query
that fell short and the file nothing cited. It reproduces the recorded CG-22
express result off logs already on disk: baseline 3/6 calls in the
`Read a file we returned` bucket at 82.0%, new 0/5 at 96.9%.

parse-bench-readme.mjs gets the same two metrics as a with-arm table, so the
CG-13 campaign aggregates all three rather than occupancy alone.

Also folds the CLI-block shim into no-cli-shim.sh and gives it to
ab-new-vs-baseline.sh. There it is not a with/without leak but an attribution
one, and it breaks all three metrics at once: output arriving through Bash is
charged to Bash in the occupancy table, and an explore issued through the CLI
is not a tool call at all, so it never reaches the sufficiency classifier or
the allocation parse. The run silently drops calls from every number.

The daemon pre-warm and the model policy are untouched.

Validated on one live gin arm (2 explores, 0 Read, all three blocks + table)
and against the cg22/cg15 and ab-readme logs. Selftest 68/68.
2026-08-05 00:58:54 -05:00
Colby McHenry fa15d1046a docs: allocation efficiency — the metric, its guards, and the 103-run baseline (CG-9)
Records the sweep over every A/B log on this machine (103 sessions, 297
explore calls, 0 crashes) and, more usefully, the new-vs-baseline arm
table the metric exists for: express 82% → 100%, cg21/client-go 67% →
95%, two pairs going the other way.

States the caveat in the places it can be misread: the corpus median sits
in the eighties because these are flow questions whose answers name most
of the chain, the metric is byte-weighted, and an agent can use a file
without citing it. It compares two builds on one question; it is not an
absolute waste figure.
2026-08-05 00:44:30 -05:00
Colby McHenry db3b8d2a1e test(agent-eval): report what share of explore's bytes the answer used (CG-9)
The envelope view needed a human to say which files answer the question
(`--answer <glob>`). This reads it off the agent's own final answer and
reports one number per run and per call: bytes returned for files the
answer cited, over all bytes returned. That is the #1500 defect as a
number instead of a hunch.

Attribution has two channels, ranked so the weaker one stays separable:
the answer naming the file (reported alone as the conservative floor),
and the answer citing, in a code span, a symbol only that file DEFINES.
Three guards keep the error from leaning optimistic — the direction a
tuning metric must not lean:

  * Only symbols the file defines. Section headers render `name(kind)`
    for call sites too, and crediting those marked excalidraw's
    dragElements.ts used because the answer named `mutateElement`.
  * A definition beats an import alias of the same name (`variable`),
    or `lib/application.js` gets credit for `require('./utils')`.
  * A name on 3+ returned files identifies none of them.

Bare basenames count as citations (agents write `utils.js:225` in prose)
but only for extensions the envelope shipped, so `res.send` and
`mime.contentType` — the same token shape — do not read as files.

Both the envelope view and this share one parse of the rendered markdown
(parseExploreCall), still not the CG-4 sidecar: the sidecar exists only
on a post-CG-4 build and so cannot measure a baseline arm.
2026-08-05 00:42:59 -05:00
Colby McHenryandClaude Opus 5 254e573f11 docs: the 7-repo bucket baseline, and the recall case by hand (CG-8)
The 14 multi-turn with-arm sessions of the README corpus exercise every bucket
(62 calls), so the sweep is no longer one repo family: 47% explored again, 11%
Read a file we returned, 2% Read a file we did not, 23% Grep/Glob, 18% moved on.
Flagged as a baseline rather than a verdict -- three-turn sessions on hard flow
questions, and "explored again" includes the legitimate second call on a repo
whose budget is 2-3.

The recall bucket's one real instance is worth reading: explore returned
InteractiveCanvas.tsx and named StaticCanvas.tsx without shipping it, and the
agent went and read exactly that.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 00:30:58 -05:00
Colby McHenryandClaude Opus 5 945e52f4ee docs: explore sufficiency -- the metric, its rules, what it caught (CG-8)
Records what each bucket means and which fix it points at, the four rules that
keep the classification honest (same-message calls, bookkeeping tools, subagent
threads, earlier-explore files), and the three real transcripts it was
hand-checked against -- including the excalidraw canvasNonce run, where it
independently found the data-flow frontier CLAUDE.md already documents: 0%
sufficient, without being told what to look for.

Also states what it does NOT say: sufficient is not correct, one Read is a vote
rather than a proof, and bucket 1 is ambiguous by construction.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 00:29:57 -05:00
Colby McHenryandClaude Opus 5 a2a916e1a5 test(agent-eval): bucket every explore by what the agent did next (CG-8)
The agent's next action after a codegraph_explore is free ground truth about
whether the response was enough, and the harness was discarding it. Every run
now bucketed: explored again (insufficient), Read a file we returned
(allocation -- right file, wrong bytes), Read a file we did not return (recall),
Grep/Glob (recall, weak), or moved on (sufficient). The buckets are chosen so
each one names a distinct fix.

The classifier lives in parse-run.mjs next to the occupancy math and takes raw
events, so parse-session.mjs reuses it for interactive runs -- no new
scripts/agent-eval/*.mjs, which would score into the self-query eval fixture's
corpus.

Four rules, three of them found by validating against real transcripts rather
than reasoned up front:

  * A call in the SAME assistant message as the explore predates its response,
    so it is not a verdict on it. Stepped over, counted as `concurrent`.
  * ToolSearch/TodoWrite carry no signal; the call behind them is the verdict.
  * SUBAGENTS ARE A SEPARATE THREAD. Claude Code interleaves a subagent's calls
    into the same stream under parent_tool_use_id -- verified on a live
    excalidraw run where a delegated search's greps landed between the parent's
    own calls. Matching reactions across threads scored the subagent's grep as
    the parent's verdict on an explore it never saw. A delegation is judged by
    what the subagent did FIRST: before that, the same run reported 33%
    sufficient while the subagent was off grepping for the file, which is the
    one direction of error a tuning metric must not have. In interactive
    sessions the subagent is a separate FILE instead, so parse-session.mjs
    stitches the threads back with the toolUseId in agent-*.meta.json.
  * A re-read of a file an EARLIER explore shipped is still allocation, not
    recall -- filing it as recall aims the fix at the wrong end of the pipeline.

Shell file access counts too (`sed -n 100,200p f` reads, `grep`/`find` search),
since both arms have Bash and counting only the Read tool would score those
explores as sufficient. A heredoc or redirect is writing, not reading.

Validated by hand on cg22/ab-express/run-baseline-1 (explore, explore, Read of
lib/response.js which explore #2 returned -- the #1500 allocation bug as a
bucket instead of a hunch; the new-build arm is 100% sufficient) and on
cg15/ab-express/run-new-2 (four explores, the last returning lib/utils.js which
the agent then read at offset 195). Swept over all 76 A/B logs on this machine:
0 crashes, 176 calls bucketed. --selftest covers every bucket, both thread
rules, delegation, shell reads/searches and errored calls: 46/46.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 00:29:50 -05:00
Colby McHenryandClaude Opus 5 52b194a6be merge main into CG-3: keep the envelope view alongside occupancy
CG-3 branched from main before CG-1 landed and rewrote parse-run.mjs wholesale
into an exported parseSession(), which dropped CG-1's --envelope/--answer
reporting entirely. That view is the instrument the CG-1/CG-22 allocation gate
measures bar 2 with, and it is in that benchmark's documented reproduce steps,
so it cannot be lost to the merge.

Resolution takes CG-3's rewrite as the structure and ports the envelope feature
into it: parseSession now collects codegraph_explore response text in call
order, formatEnvelope renders the per-file share, and the CLI parses
--envelope/--answer ahead of the positional filter so a glob is never mistaken
for a log path.

The glob sentinel stays written as a \u0000 escape, never a literal NUL byte --
a raw one makes git treat the whole script as binary, exactly as the comment
there warns.

Verified: --selftest 18/18, and a synthetic explore transcript reports the
expected per-file shares and answer-set total.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-05 00:08:57 -05:00
Colby McHenry 1d333017a8 test(agent-eval): count blocked CLI attempts apart from real contamination (CG-7)
The hook denies the invocation, so a denied attempt puts no codegraph output in
the window and must not disqualify the run -- only a call that actually returned
content does. Attempts are still reported, since an agent hunting for the CLI is
worth seeing.
2026-08-04 16:46:30 -05:00
Colby McHenry e35d4861e0 test(agent-eval): block the codegraph CLI outright — hiding it from PATH was not enough (CG-7)
An agent denied `codegraph` on PATH ran `find / -maxdepth 4 -iname "*codegraph*"`,
found the binary, and invoked it by ABSOLUTE PATH — 12 times in one without-arm
run. So block the invocation itself with a PreToolUse hook on Bash, written into
the run's output dir as an artifact alongside the MCP configs rather than as a
repo file.

The pattern matches command positions only, so looking is still allowed and only
using is denied: `grep codegraph src/`, `ls .codegraph` and `which codegraph`
pass through, while `codegraph explore`, `/abs/path/codegraph …`, `cd x &&
codegraph …` and `VAR=1 codegraph …` are refused. run-all.sh proves both
directions at startup and refuses to run if either fails. parse-run.mjs's
detector uses the same rule, so prevention and detection cannot drift — and it no
longer false-positives on the corpus path, which contains the word codegraph.

Verified end-to-end: the without-arm now probes with `ls .codegraph; which
codegraph`, finds nothing usable, and falls back to Read/Bash.
2026-08-04 16:10:32 -05:00
Colby McHenry d3c01ce8ed test(agent-eval): stop the arms reaching codegraph through the shell (CG-7)
The without-arm had no MCP server but still had Bash, and the target repo carries
the .codegraph/ index the with-arm needs. Agents found it: 14 of 15 without-arm
runs in a 7-repo pass ran `codegraph explore` through Bash, one of them via
`ls .codegraph && codegraph explore ...`. That arm was measuring
codegraph-over-CLI, not codegraph-absent, so every without-arm number it produced
was wrong. It bit the with-arm too -- output arriving through Bash is attributed
to Bash, understating what codegraph itself occupies (1 of 15 runs).

Both arms now run on a PATH where the CLI is hidden, so the MCP server is the
only way to reach codegraph and stays the single variable. The binary shares a
directory with tools the run needs -- claude itself sits next to it -- so the
directory is substituted in place by one of symlinks to every entry except
codegraph, preserving PATH order and precedence. The run aborts if claude or node
did not survive the substitution.

Prevention alone would fail silently the next time the CLI lands somewhere new,
so parse-run.mjs flags any Bash command naming codegraph and parse-bench-readme
drops contaminated without-arm runs from the aggregate (CG_INCLUDE_CONTAMINATED=1
keeps them). CG_ARMS re-runs one arm without redoing the other.
2026-08-04 15:30:28 -05:00
Colby McHenry 257a7b7327 test(agent-eval): RUN_FROM, to extend a pass without redoing finished runs (CG-7) 2026-08-04 15:25:43 -05:00
Colby McHenry af3ce390da test(agent-eval): drop the duplicated fixed-overhead line (CG-7) 2026-08-04 14:52:31 -05:00
Colby McHenry 77845c747d test(agent-eval): show every run's residual and tool mix, not just the median (CG-7)
A median over 2-3 runs hides swings big enough to flip a repo's sign. On vscode
the without-arm ranged 40k to 67k and the with-arm 59k to 65k across two runs;
the deciding variable is the tool mix, since a with-arm run that reads files ON
TOP of calling explore pays for both.
2026-08-04 14:52:07 -05:00
Colby McHenry b93c8d2b6c test(agent-eval): self-test the occupancy math, and fix ratio calibration under shedding (CG-7)
parse-run.mjs --selftest runs the math over synthetic transcripts with known
answers: attribution, message.id dedupe, compact_boundary, FIFO micro-compaction,
and multi-turn stitching. It found a real bug. A gap where the window also SHED
content has a delta far below what was added, which reads as absurdly dense text
and dragged the whole run's ratio with it -- a shed gap in the fixture pushed
2.5 chars/tok to 4.4 and left the wrong result resident. Shedding can only push a
gap's ratio up, so the calibration now takes the lower median as its centre,
drops gaps well above it, and pools the rest. Runs that never shed are unaffected
(gin and vscode re-measure identically).

Also drafts docs/benchmarks/residual-context-occupancy.md -- method, error bar,
and the limitations this metric does not settle. Baseline numbers to follow.
2026-08-04 14:41:13 -05:00
Colby McHenry 4d5f8d371a test(agent-eval): report the occupancy metric's own error bar (CG-7)
On a gap that is >=95% one tool result, the measured context delta IS that
result's token count, so the spread between it and the run-level ratio is the
attribution error. Median over such gaps: +/-1-2% on real runs.
2026-08-04 14:38:38 -05:00
Colby McHenry 9b4df2133b test(agent-eval): price codegraph's fixed context cost alongside its residual (CG-7)
The first request's prompt is system + tool schemas + the question, before any
tool has answered, so differencing the arms' ctxBase prices what codegraph
occupies whether or not the agent ever calls it. Measured on gin: +775 tokens,
small because the tool is deferred -- only its name is in the initial listing.
2026-08-04 14:37:31 -05:00
Colby McHenry 4080b7501e test(agent-eval): measure residual context occupancy, over multi-turn sessions (CG-7)
The A/B arms reported cost, tokens, time and tool counts for one headless
question. They could not report what issue #1500 actually measured: how much of
the context window a tool's responses still occupy once the question is
answered, which every later turn is then charged for.

parse-run.mjs now measures that. Tokens are measured, not estimated: for each
assistant request, input + cache_read + cache_creation is the exact token count
of its whole prompt, so consecutive requests differ by exactly what was appended
between them. That delta is priced against the characters in the gap, calibrated
on gaps that are >=80% tool result. Explore output lands near 2.3 chars/token, so
the usual bytes/4 estimate would have under-counted it by ~40%.

Content also leaves the window, so residual is tracked apart from contributed:
a compact_boundary clears the resident set, and a mid-run context drop is
micro-compaction, which sheds the oldest tool results first and is applied FIFO.

run-all.sh takes "Q1||Q2||Q3" and runs them as one resumed session, one segment
file per turn; parse-run.mjs stitches the segments back together. bench-readme.sh
now runs each README repo as a three-turn session (CG_TURNS=1 restores the
single-question form). parse-bench-readme.mjs reports the arms' retrieval
residual side by side -- codegraph's responses against the without-arm's
Read/Grep/Bash -- in absolute tokens, share of context, and share of window, and
says so explicitly when the rows it aggregated were single-turn.

Two transcript traps are handled and documented at the call site: Claude Code
emits one assistant event per content block, all carrying the same usage (summing
per event double-counts every turn with both thinking and a tool_use), and the
streamed output_tokens is a partial snapshot.

Occupancy lives in parse-run.mjs and is imported by the aggregator rather than
extracted to a module -- a new scripts/agent-eval/*.mjs scores into the
self-query fixture's own corpus and moves its numbers.
2026-08-04 14:35:56 -05:00
Colby McHenryandClaude Opus 5 c65d56ceba docs: CG-22 — the epic's gate, re-run at CG-15's exact setup (#1500)
CG-21 fixed the unspent-reservation defect and re-ran the A/B itself. CG-22 is
the gate proper: CG-15's setup, unchanged, measured independently of the task
that wrote the fix. RUNS=3, both arms codegraph-on, sonnet/high,
CODEGRAPH_NO_PROMPT_HOOK=1 on both, baseline pinned to 49c11fc by SHA, fresh
clones of the same three repos and the same three questions.

All four bars pass. Read = 0 in all 12 new-arm runs (express 3, excalidraw 3,
client-go 6) while the baseline reads in 3 of 3 express runs and 1 of 6
client-go runs; the express run that failed CG-15 with 4 Reads of lib/utils.js
now reads nothing and receives the file whole. Answer share >= 66.6% in every
new run. Medians: express 26s -> 24s, excalidraw 26s -> 26s, client-go
35s -> 36.5s at n=6 with fully overlapping ranges.

Deterministic core re-measured on BOTH builds in one session rather than
quoted: lib/utils.js renders whole at 6,380 B on baseline and on HEAD (583 B
stub under CG-12), and the source envelope goes 13,849 -> 14,913 against an
unchanged 13,000 budget, so the reservation is spent and the envelope stops
shrinking. client-go's +1.5s median is attributed away from the build: explore
latency 669 vs 668 ms (n=5) and the new build's deterministic response is both
smaller (15.8K vs 18.9K) and more concentrated (top file 50.2% vs 35.7%).

Two counter-points recorded as measured, not smoothed: excalidraw's new arm
runs below its baseline on answer share (66.6-81.9 vs 75.5-92.7, all well over
the bar), and this session's client-go baseline sampled well (85.6-100%), so
the #1500 gap is smaller here than in CG-21's session.

CHANGELOG: the two #1500 bullets were multi-sentence paragraphs carrying
implementation detail. Rewritten to house style as four bullets that lead with
the symptom, with the mechanism, the banner catalogue and the old-behaviour
contrast dropped; the @LeDuyViet credit and the re-index note stay.

Suite green on the measured build: 171 files, 2,868 passed, 6 skipped.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 12:58:26 -05:00
Colby McHenry abee46c5e4 docs: CG-21 A/B — the gate passes, all four bars (#1500)
Re-runs CG-15's agent A/B on the fixed build: same harness, same three
prompts, same baseline ref, n=6 per arm on express and excalidraw.

Read = 0 in all 15 new-arm runs. The express regression that routed the
defect to CG-21 does not reproduce in 6 attempts, and the baseline now
reads in 4 of 6 while the new arm reads in none (median 24.5s -> 21.5s),
so the control beats the arm it previously lost to. client-go holds
92.7-96.2% answer share against a baseline run at 53.8%.

Excalidraw's new arm is ~8s slower at the median and that is recorded as
NOT attributable to the build rather than waved through: explore's own
latency is 374ms vs 372ms on the same query and index, the deterministic
responses differ by +2% with one byte-identical, and the unchanged main
build's own median moved 34s -> 26.5s between the two sessions — the same
magnitude as the gap.

Bars were not re-baselined; they are CG-15's four, applied to a larger
sample. The CG-15 section is kept intact and marked superseded, because
its root-cause analysis is the record of why the fix looks like it does.
2026-08-04 02:40:10 -05:00
Colby McHenry fca7d87047 fix(explore): a funded whole-file buy must also fit the render ceiling (CG-21)
Found reviewing the CG-21 fix rather than by a failing test, and it is the
same defect inverted. A whole render that overruns `renderCeiling` is
skipped ENTIRELY (the branch refuses to slice a file mid-method), so a buy
that is approved by the funding pool but refused by the ceiling trades a
clustered section for NO section.

Only reachable on the 24K tiers. The funding line is
`reservedTotal + 0.15 * envelope` — ~27.2K when a medium repo saturates —
while `renderCeiling` is `min(1.5 * envelope, 25000) - 600` = 24.4K, so
funding can approve ~2.8K the ceiling then refuses. At 13K the line is
~14.4K against an 18.9K ceiling and the two cannot cross, which is why the
small-tier fixtures cannot see it.

Failing the test in `buysWhole` drops through to the cluster path, which is
bounded by `headroom` and always renders something. The GRACE arm is left
alone deliberately: a file within a sliver of its reservation that still
does not fit is genuinely at the end of a full response, and that predates
this epic.

Verified inert on the three A/B repos, so the agent A/B measured the same
behaviour: excalidraw byte-identical on 3 queries, client-go byte-identical
on 3 queries, express reproducer unchanged at 15,984. Full suite green
(2,867 passed; one unrelated fs.watch timing flake that passes 30/30 in
isolation).
2026-08-04 02:38:40 -05:00
Colby McHenry 51cd053d85 docs: CG-21 — spending the reservation (design record + CHANGELOG precision)
Records both levers, the funding-pool design (and the per-file version that
dropped payslip_builder.go), the resolved memory-budget.ts exception, and the
two hermetic fixtures with their mutation matrix.

The CHANGELOG clause 'no longer trimmed while a smaller, weakly-related one is
included whole' was imprecise after CG-21: the smaller file often IS still
included whole now, when its share nearly covers it. Reworded to say what the
fix actually guarantees.
2026-08-04 02:17:28 -05:00
Colby McHenry fa7fb8d127 fix(explore): spend the reservation instead of dropping it (CG-21, #1500)
A file whose proportional reservation lands below its own size stopped
rendering whole, and the fallback cluster render could leave most of that
reservation unspent — the bytes were neither delivered nor redistributed.

Found by CG-15's agent A/B on the express control: `lib/utils.js`, the
top-ranked file, was reserved 3,870 chars and spent 583. The whole-file
grace bound (reservation + a sliver) sat just under the file's 5,293
bytes, so the whole render was declined and three matched symbols became a
stub. The source envelope fell 13,849 -> 9,241 against an UNCHANGED
budget, and the agent Read the file back four times in 1 run of 3.

Two levers, per the task's candidate fixes:

- WHOLE_FILE_BUY_FRACTION: a reservation that already covers 60% of a
  file buys the whole file. Funded from ONE shared overshoot pool sized
  at 15% of the envelope, spent in rank order. Per-file funding is the
  version that fails, and it fails the same way the bug does — the merit
  test is a ratio, so several files qualify at once and N independent
  overshoots push the last section past the render ceiling. Measured on
  the payroll fixture: three files bought whole and `payslip_builder.go`
  was dropped entirely. A dropped section is strictly worse than a
  clustered one.

- Reservation carry-forward: what a file cannot spend goes to the next
  file down, bounded by MAX_SHARE. Tracked as two running totals rather
  than a `spent` variable threaded through the render loop's dozen exit
  paths, so no path can forget to account, and symmetric — a buy that
  overshoots suppresses slack until a later under-spend covers it.

Express reproducer: `lib/utils.js` 583 -> 6,268 whole, envelope 9,241 ->
14,505 on the same 13,000 budget. The `memory-budget.ts` exception CG-14
documented is RESOLVED rather than re-justified: it ships whole again at
5,672 (27.3%) while `src/mcp/tools.ts` rises to 52.6% — so the answer
file wins the envelope AND no previously-unclipped file is clipped, which
is CG-12's own acceptance criterion finally holding.

Two hermetic fixtures added, one per lever, because nothing in the suite
had this shape — which is how it shipped. Both mutation-tested: removing
the buy arm reddens 3, removing the carry-forward reddens 2, and removing
the funding guard reddens 4 (including payroll's dropped
`payslip_builder.go`). Their `fixture shape` blocks are load-bearing: the
gates pass vacuously if a target ever drifts inside the grace bound, so
the window is asserted directly.

Full suite green (2,868 passed); both #1500 regression fixtures pass.
2026-08-04 02:13:46 -05:00
Colby McHenryandClaude Opus 5 8077b83eb3 docs: consolidate the #1500 CHANGELOG entries into user-facing shape (CG-16)
Three separate engineer-shaped entries (CG-5 generated detection, CG-10
scoring, CG-12 allocation) become two user-facing bullets under Fixes, in
the shape #1500 actually reported: explore concentrates on the code that
answers the question, and a generated CRUD/protobuf layer no longer crowds
out the hand-written code beside it.

Per the CHANGELOG rules: strips the benchmark counts and percentages (the
client-go 2,001-file count, the quarter-to-four-fifths envelope shift) and
the internal symbol names, keeps the re-index note, and credits the
reporter.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 01:34:43 -05:00
Colby McHenryandClaude Opus 5 c7103c7f2f docs: CG-15 agent A/B of the #1500 allocation change — gate fails on the control
Three repos, both arms codegraph-on, sonnet/high, 3 runs per arm.

PASS on the two medium repos: client-go (the reporter's Go shape, 2,001 of
2,454 files generated) and excalidraw hold Read 0 in every run of both arms,
excalidraw goes 34s -> 24s at the median with one fewer explore call, and the
generated clientsets/informers that took 10.5%% of a baseline envelope appear
in no new run.

FAIL on express, the small control, in 1 run of 3: 4 Reads and 52s against a
baseline that read once. Not agent variance — replaying that run's query
deterministically, lib/utils.js goes from 6,380 bytes whole to a 583-byte
cluster stub and the envelope shrinks 13.8K -> 9.2K against an unchanged
13,000 budget. The diagnostic shows the allocator was right and the render
loop was not: utils.js is the top-ranked file, was reserved 3,870 chars, and
spent 583. The whole-file bound (allowance + grace = 4,450) lands just under
the file's 5,293 bytes, so the whole-file render is declined and the unspent
reservation is dropped rather than redistributed.

Bar 1 is the hard gate, so per CG-15's acceptance rule the design goes back to
CG-12 — the budget is not to be widened to compensate. Two candidate fixes are
written up in the design doc.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 01:26:47 -05:00
Colby McHenryandClaude Opus 5 edce18f586 test(agent-eval): restore the engine on INT/TERM too (CG-15)
Killing ab-new-vs-baseline.sh mid-baseline-arm left the engine checked out at
the baseline ref with the post-baseline files deleted, so every later build in
the working tree was silently the OLD code.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 01:08:36 -05:00
Colby McHenryandClaude Opus 5 48a2309b92 test(agent-eval): RUNS knob + explore envelope-share view for new-vs-baseline A/B (CG-15)
ab-new-vs-baseline.sh now builds and indexes once per arm and runs the task
RUNS times (default 1), so the >=2-runs-per-arm rule costs one build instead
of N. Both arms run with CODEGRAPH_NO_PROMPT_HOOK=1 — the machine's ambient
front-load hook resolves to whatever is in dist/, a second uncontrolled
channel that confounds the tool-call counts — and point explore's CG-4
diagnostic at a per-arm sidecar.

parse-run.mjs gains --envelope/--answer: the per-file share of the explore
source envelope, parsed from the rendered markdown so it works on ANY build.
The CG-4 sidecar only exists post-CG-4, so it cannot measure the baseline arm;
this is the only view that measures both arms the same way. Folded into
parse-run.mjs rather than added as a new script on purpose: a new file named
after explore's budget scores into the self-query fixture's own corpus and
moved its answer share 59.9%% -> 47.9%%.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 01:05:30 -05:00
Colby McHenryandClaude Opus 5 1d9206d2d0 test(explore): lock down proportional byte allocation (CG-14, #1500)
Coverage for the CG-12 allocator, built around "would this go red if the
lever were removed" rather than line coverage — every way this regresses
is silent, ending in an agent falling back to Read.

Unit (`explore-proportional-allocation.test.ts`, 18 -> 38): calibration
pins, envelope safety across every tier and 30 candidate shapes, the
cliff boundary, spine weighting/trim survival, the diffuse control, and
the degenerate inputs — identical scores, a lone file, a runaway top
scorer, zero results, maxFiles 0, a non-finite score.

End-to-end (`explore-allocation-e2e.test.ts`, new): CG-6's second
regression fixture as a deterministic synthetic mirror — a large relevant
file, a small helper that used to win by shipping whole, and an
incidental `explore`/`BUDGET` collision — asserting per-file budget
share, not file presence. Plus degenerate result sets and a survey-style
diffuse control through the real render loop. The live self-query arm
stays in probe-allocation.mjs, where drift is a number to re-baseline
rather than a red suite.

Reverting the render loop to the pre-CG-12 rules reproduces #1500 on the
mirror exactly and takes 5 e2e + 2 payroll gates red:

  file                     score  pre-CG-12       CG-12
  src/mcp/allocator.ts      77.5  4,843 (39.7%)   9,335 (80.1%)
  src/util/budget-math.ts   36.0  6,079 (49.8%)   1,037 ( 8.9%)

Two defects the invariants surfaced, both fixed in tools.ts:
- rounded shares could sum past `pool`, so "reservations fit the
  envelope" was approximate rather than exact; both terms now floor
- a non-finite score made every share Infinity/Infinity, handing the
  render loop a NaN allowance; `weightOf` now fails safe to 0

Also adds a hard-ceiling gate to the payroll fixture — at 19.3K against
a 19.5K ceiling it is the only fixture that stresses the ~25K inline cap
— and exports EXPLORE_ALLOCATION so invariant tests read the constants
while one test pins the literals.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:56:50 -05:00
Colby McHenryandClaude Opus 5 5f7f5f59df feat(mcp): score-proportional byte allocation for explore, with a relative cliff (CG-12, #1500)
The explore envelope used to follow FILE SIZE, not relevance. Every admitted
file was capped at the same flat `maxCharsPerFile`, while the whole-file rule
handed anything under `maxCharsPerFile * 3` its entire contents — a 3x swing
decided by how big a file happened to be:

  - self-query: `memory-budget.ts` (score 18) shipped whole and took 51.2% of
    the response; `src/mcp/tools.ts` (score 41, 4x the graph mass, 3x the term
    hits — it holds the allocator itself) was clipped at 3,800 and got 32.9%.
  - #1500 Go fixture: two generated CRUD files shipped whole at ~4.5K each AND
    consumed two of the tier's four file slots, so `BuildPayslip` — the
    hand-written "calculate" half of the question — ranked #6 and never
    rendered at all.

`allocateExploreBudget` now reserves each ranked file a share of the envelope
before anything renders, so the render loop spends a reservation instead of
racing for whatever the files above it left:

  - weight = score x worth x (spine ? 2 : 1), where `worth` is `rankPenalty`
    applied a SECOND time — ranking answers "is this file about the query",
    allocation answers "will these bytes teach the agent anything", and
    generated CRUD can legitimately rank while its bytes stay boilerplate;
  - a relative cliff at 15% of the top weight (capped at SCORE_FLOOR_MAX, so a
    god-file can't silence peers the score floor just admitted) gives a file
    ZERO source — path, symbols and line numbers only — and crucially frees its
    `maxFiles` slot for a file that earns its bytes;
  - every admitted file gets MIN_CHARS, then the remainder splits by weight:
    the floor keeps a diffuse survey question returning a spread, the remainder
    concentrates a precise one;
  - the flat per-file cap is retired as the primary guard, leaving a 70%-of-
    envelope safety valve.

Two changes were needed to make the reservation bite: an oversize cluster now
shrinks by whole MEMBER symbol ranges (a single-cluster god-file previously
took ~40% more than allotted, and the file below it was dropped for lack of
room), and the arrival-order budget stops are gone — they cut files by the
order they were reached rather than by merit.

Measured: payroll-go answer group 25.6% -> 78.7%, generated 57.4% -> 0%, and
`func (s *Service) BuildPayslip` now delivered; self-query `tools.ts` 18.5% ->
60.6%, past the epic's >50% bar. Controls hold: cobra/gin diffuse survey
queries keep their file spread (3->3, 3->4), express's middleware query is
byte-identical, and gin's flow query moves its top file from the thin `ginS`
singleton wrapper to `routergroup.go`.

One documented exception to "no previously-unclipped file becomes clipped":
`memory-budget.ts` was unclipped-whole at 5,672 and now clusters within its
3.1K reservation. That is the epic's own diagnosis of the bug — it scored 18
against 58 and was taking the larger slice purely for being small.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:37:17 -05:00
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
Colby McHenryandClaude Opus 5 16e17495f4 feat(extraction): content-based generated-file detection (CG-5, #1500)
`isGeneratedFile` was path-only, but Go's own convention is a CONTENT
marker (`// Code generated by <tool>. DO NOT EDIT.`), not a filename one.
A Go monorepo with generated CRUD in ordinarily-named files sitting beside
hand-written use-cases was therefore invisible to every generated-file
down-rank in the codebase — that is #1500.

Measured on kubernetes/client-go (2,453 Go files): the canonical banner
appears in 2,001 of them, the path check flags 0, the new content check
flags exactly those 2,001 — no false positives, no misses.

Design: decide at INDEX time (content is already in memory for parsing),
persist on `files.generated`, read from the DB. Explore never reads file
headers per request.

- `hasGeneratedHeader(content)` recognizes the standard banners — Go's,
  protoc's, `@generated`, `<auto-generated>`, Thrift, OpenAPI Generator,
  FlatBuffers, bindgen, ANTLR. Precision-first and fenced three ways: an
  8KB/60-line header window, a comment-line requirement (leader or open
  block comment), and markers tight enough that prose can't trip them. A
  generator's own source, holding the banner as a string constant in its
  body, is not flagged; neither is this module itself (pinned by test).
- `isGeneratedFile(path)` is unchanged — cheap, sync, still the fallback.
- Schema v9 adds `files.generated` + a PARTIAL index. DDL only, no
  backfill: the flag derives from content the migration cannot see, so
  rows stay 0 until a re-index and every reader unions the flag with the
  path check — an un-migrated index keeps pre-#1500 behavior rather than
  regressing. Re-index required; noted in the CHANGELOG.
- `generatedPredicateFor(paths)` gives ranking a bounded probe + O(1)
  lookups. Bounded, not cached: no invalidation, so a ranking call can
  never serve a verdict the last sync already replaced. Wired into explore
  ranking, findSymbolMatches, findAllSymbols, search (MCP + CLI), the
  context formatter, and the dominant-file/route-file hygiene filters.

Cost (acceptance bar was no measurable index-time regression): a single
unanchored `/generat/i` test over the header rejects ~every hand-written
file before any line splitting. 4.6 µs/file on client-go (worst case —
82% generated). End-to-end `codegraph init` on client-go, n=3 alternating
arms: 5.73s median with detection vs 5.76s path-only baseline; the arms
cross over between runs, so the difference is inside run-to-run noise.

Scope note: generated status remains a stable TIEBREAK at equal score,
exactly where it was. Making it a strong negative signal is CG-10, which
this unblocks by making the signal correct and available.

Two pre-existing tests hard-coded schema version 8; both now track
CURRENT_SCHEMA_VERSION (or the migration table) so future migrations
don't require editing them.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-03 23:13:59 -05:00
Colby McHenryandClaude Opus 5 b37f191f5a feat(mcp): per-file allocation diagnostic for explore (CG-4)
How codegraph_explore divides its byte envelope among files was
unobservable — you could read a response and guess, but not say "this
file took 16% and that one took 20%." Nothing else in the budget-
allocation epic is measurable without that.

CODEGRAPH_EXPLORE_DEBUG now emits one report per explore call (stderr
table, stderr JSON, or a JSONL sidecar path). Per file: relevance score,
graph mass, term hits, ranking flags, render mode, bytes allocated vs
delivered, both shares, and whether it was clipped — plus why a ranked
candidate never rendered. Totals cover envelope vs maxOutputChars vs the
hard ceiling, the source/meta split, the selection funnel, and the score
floor and relevance-gate thresholds applied.

Allocated and delivered are reported separately on purpose: they diverge
exactly when the 25K ceiling truncates, and conflating them is how a
dropped trailing file goes unnoticed.

Off by default and byte-identical when off — it ships in the product
binary, and a diagnostic that perturbs the response by one byte would
invalidate every A/B taken with it on. ExploreDiagnostics.start() returns
null unless the env var is set, so every call site is a `diag?.` no-op.

Baseline recorded in docs/design/explore-budget-allocation.md: on this
repo, src/mcp/tools.ts gets 15.8% of the envelope while three weakly-
relevant agent-eval scripts take 61% between them — despite tools.ts
carrying 5.4x the score and 2.6x the graph mass of any of them. Small
files ship whole; the large answer file is clipped at maxCharsPerFile.
Rank ordering is correct and buys nothing. The loop also allocated 23,193
chars against an 18,000 budget.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-03 22:51:18 -05:00
49c11fc2e0 Self-hosted telemetry on Cloudflare D1 + password-gated admin dashboard (CG-7) (#1497)
* feat(telemetry): D1 schema + migrations for raw events and daily rollups

First step of replacing PostHog with self-hosted telemetry on Cloudflare D1.
Creates the codegraph-telemetry database binding and the initial migration; no
worker code paths change yet (the ingest write path and the nightly rollup cron
land next).

Schema is raw events plus daily rollups: `events` holds one row per sanitized
event with the envelope broken out into columns and event-specific props as
JSON; `daily_machines`, `daily_event_counts` and `daily_dim_counts` are the
nightly rollups the dashboard reads; `machine_first_seen` and `machine_days`
carry the retention cohorts and are never purged. One generic dimension table
covers every bar and pie, so a new breakdown is a cron change rather than a
migration.

The migration is commented as an audit surface, like the rest of this worker —
every column, and which dashboard chart each rollup table serves.

Three judgment calls worth flagging, all documented in the file:

- `events` gets `(day, event)` instead of the separate `(day)` and `(event, day)`
  indexes. D1 bills a row write per index touched, so a third index on the hot
  table costs ~97k writes/day, and `(day, event)` is a covering index for plain
  day-range scans anyway (verified with EXPLAIN QUERY PLAN).
- `daily_event_counts` and `daily_dim_counts` carry a `machines` column, and
  `machine_days` a `prod` flag. The "users by ..." panels and the production-user
  count are distinct-machine numbers, not event counts, and they are
  unrecoverable once raw events are purged.
- No CHECK constraint on `event`: the worker's allowlist is the source of truth
  and the write path is fail-silent, so a rejected INSERT would lose data
  quietly instead of erroring loudly.

Volume note in the migration footer: ~30M row writes/month against the 50M
included on Workers Paid. Storage is the tighter constraint — raw events grow
~74 MB/day, so retention should start at 90 days (~6.7 GB) rather than 180,
which would exceed D1's 10 GB per-database cap.

* feat(telemetry): admin dashboard worker — scaffold + shared-password auth

New Cloudflare Worker at telemetry-dashboard/, sibling of telemetry-worker/ and
bound read-only to the same D1 database. Serves a static frontend plus a JSON
API behind a shared password, on stats.getcodegraph.com.

Auth is the simplest thing that is actually safe for exactly two users: one
password in a secret, compared in constant time over SHA-256 digests, and an
HMAC-signed cookie (HttpOnly; Secure; SameSite=Lax; Path=/) with a one-year
expiry so you sign in once per browser. The cookie is a signed assertion, not a
lookup key — no session store. Its payload carries a fingerprint of the password
it was minted against, so rotating ADMIN_PASSWORD signs everyone out. Login
attempts are capped at 5/min per IP via a ratelimit binding.

Everything is deny-by-default: assets.run_worker_first routes every request
through the worker before the static-asset server sees it, so the dashboard
HTML, its JS, its CSS and the chart library are all behind the session check.
The login page is rendered inline by the worker rather than served from public/,
which leaves no "is this file public?" judgement calls in the asset directory.
Unauthenticated pages 302 to /login, unauthenticated /api/* gets 401. A missing
secret fails closed rather than opening the dashboard.

scripts/smoke-auth.sh is the regression net — 54 assertions against a throwaway
`wrangler dev` covering the gate, cookie flags and persistence, forged/flipped/
truncated cookies, open-redirect refusal, brute-force capping, and password
rotation invalidating live sessions.

Refs CG-11.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* chore(telemetry-dashboard): simplify the chart-library probe in the shell

Refs CG-11.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat(telemetry): nightly rollup cron + raw-event retention purge (CG-10)

Adds a scheduled() handler to the ingest worker that recomputes
daily_event_counts / daily_dim_counts / daily_machines for the just-completed
UTC day plus a 2-day overlap (late-arriving offline buffers), then purges raw
events past the retention window. Rollup writes are idempotent upserts, so a
re-run never double-counts. Also adds an ADMIN_TOKEN-guarded
POST /admin/rollup?day=YYYY-MM-DD for backfill/repair, and drops the PostHog
forwarding path.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat(telemetry): dashboard charts — SQL API over D1 + the Chart.js views (CG-12, CG-13)

Replaces the scaffold page with the dashboard proper: 19 panels covering every
view of the PostHog dashboard this retires, driven by one filter row.

src/api.ts is the read API CG-12 specified: /api/{meta,summary,timeseries,
breakdown,activation,retention}, all range-scoped, all parameterized against a
closed set of dims and metrics, all shaped labels[] + datasets[] so the frontend
does no arithmetic. Rollups answer everything except the activation funnel,
which needs raw events and says where they start.

The frontend splits into a DOM-free panel registry (public/panels.js) and the
page that mounts it (public/app.js), so the render check can drive the same
registry the browser rendered from. Panels fail alone, refetch dims rather than
flashing, and every chart carries a table twin.

Two numbers are labelled rather than rounded off: range-wide "users" per
dimension is machine-days (the rollups cannot give distinct machines, and
per-day counts are taken as the largest single-event count so one machine's
install + index + usage is not counted three times), and recent activation and
retention cohorts are marked as still-converting instead of drawn as a cliff.

Both colour scales were run through the data-viz validator against the panel
surface, not picked by eye; the results are recorded in public/theme.js.

Verification, all against the committed fixture (12 machines over 10 days, every
expected number worked out by hand from the events, not recorded from a run):
  scripts/smoke-api.sh      98 assertions
  scripts/render-check.mjs  79 assertions — real Chromium over CDP, no new deps
  scripts/smoke-auth.sh     54 assertions (unchanged, still green)

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat(telemetry): cutover runbook + the end-to-end gate that de-risks it (CG-14)

The account-level steps of the PostHog cutover are the maintainer's to run, so
this lands the runbook they follow and the check that has to pass first.

The runbook (telemetry-worker/README.md) walks the six steps in the order that
keeps them reversible: Workers Paid → migrate → deploy → watch 24h → verify the
first rollup and the dashboard → only then delete POSTHOG_KEY and cancel the
subscription. Step 3 records the outgoing version id because `wrangler rollback`
is the escape hatch for the whole verification window, and that window is
precisely why the PostHog key is deleted last rather than first.

The new gate (scripts/smoke-cutover.sh, `npm run smoke:cutover`) covers the one
seam nothing else did. Both workers declare the same D1 database_id, so pointing
them at a single --persist-to directory runs the real chain: a client batch →
the ingest worker → D1 → the nightly rollup → the dashboard API reading the
numbers back. Every other suite stops at one link — smoke-ingest at the events
table, smoke-rollup at hand-checked SQL, smoke-api at a hand-written fixture
that the cron never touched. That left the dimension names the rollup WRITES
versus the ones the dashboard READS agreeing by convention across two branches,
where a mismatch is silent: no error, no failed request, just a panel reading
zero forever. 61 assertions, all 13 dimensions, and three deliberate traps — a
ci machine that is active but not a production user, usage_rollup counts that
must be summed rather than tallied, and an uninstall's `targets` that must not
leak into the install-scoped breakdown.

Writing it caught that the activation funnel's denominator is first-seen
machines, not install events (deliberate — a reinstall must not re-enter the
funnel), so the suite now pins that distinction rather than assuming it.

Also rewords the last PostHog reference in dashboard code: a comment justifying
the 14-day retention curve by pointing at a dashboard step 6 deletes. The
reasoning now stands on its own.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* docs(telemetry): tell the truth about where events are stored (CG-15)

The telemetry docs are a privacy contract, and they still described a
managed analytics store that no longer receives anything. Replace that
with what actually happens now — events land in our own D1 database on
Cloudflare, the endpoint makes no outbound requests, raw events are
purged after 90 days and only anonymous daily rollups outlive them.
This strengthens the guarantee rather than restating it: there is no
second party to share with.

- TELEMETRY.md: new "Where it is stored" section; the never-collected
  IP bullet no longer leans on a vendor-side setting to hold.
- docs/design/telemetry.md: ingest section rewritten around D1 + the
  nightly rollup/retention cron; volume math redone on Workers Paid and
  the D1 quota (storage, not writes, is what sets the 90-day window);
  new section documenting the dashboard worker and cross-linking it.
- Fixed three drifts from the worker allowlist the sweep surfaced:
  schema_version was still 1, client_name/client_version was still
  marked "plumbing to add" though session.ts passes it today, and the
  legacy sqlite_backend field the worker still accepts was undocumented.
- telemetry-worker/README.md: step 6 claimed a repo-wide grep came back
  clean, which this runbook itself falsifies. Added step 7 — deleting
  the runbook is what makes that grep true, and is the completion check.
- smoke-cutover.sh: the vendor guarantee is now asserted by class
  (no analytics-ingest endpoint referenced) rather than by one vendor's
  name, so it keeps working once the name is gone. Verified it still
  catches a planted forwarding URL. 61/61 pass.

Retention is documented as 90 days, not the 180 in the task notes: 180
days of raw events exceeds D1's 10 GB per-database cap, and the code
purges at 90.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* chore: untrack local Kommandr issue DB and ignore its sqlite artifacts

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-08-01 16:17:10 -05:00
f6ac7b36e6 fix(mcp): blast radius follows caller chains before claiming no test coverage (#1475) (#1494)
The "no covering tests found" flag only inspected a symbol's direct
callers, so helpers exercised transitively by tests (logDebug runs
1,471x under npm test) were reported untested — wrong for ~40% of
flagged symbols per the issue's measurement.

The check now BFSes up the caller graph (3 hops, 64-lookup budget per
entry) and reports indirect coverage as "tested via callers: <files>".
When nothing is found it claims only what was measured — "no tests
found within 3 caller hops", or the weaker "no test calls this
directly" if the budget ran out — and drops the warning glyph.

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-08-01 01:50:44 -05:00
38580e0b04 fix(python): bare class references produce references edges to classes (#1478) (#1493)
Python's class-as-value idioms (return SomeClass, x = SomeClass, registry
dicts, classes passed as arguments) produced no references edges, so
callers/impact on a Django/DRF serializer missed the views that consume it.
Three gates dropped them:

- return_statement was never dispatched by PYTHON_SPEC (kernel mirrored)
- the extraction gate (definedHere) collected function/method names only
- resolution accepted function/method targets only (matchFunctionRef +
  the function_ref import fast path)

Capture return_statement for Python (single expression; tuple returns not
descended), admit same-file CLASS names to the gate, and accept class
targets for Python bare identifiers — scoped to Python so the TS/JS KIND
FILTER contract is untouched. The docopt false-positive mechanism behind
the function-only rule (lowercase locals vs same-named methods) doesn't
transfer: methods stay excluded for bare ids, and the same-file/import
gate + unique-or-drop rules still apply.

Probed on django-rest-framework (~250 files): 559 new references→class
edges, 10/10 sampled genuine (serializer_class = AuthTokenSerializer, the
ModelSerializer field-mapping registry, aliases, ctor args, isinstance).
EXTRACTION_VERSION 24 → 25.

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-08-01 01:36:07 -05:00
f2a5df34de fix(mcp): never serve a mis-sliced symbol body from a file that drifted from its index (#1474) (#1492)
codegraph_node / codegraph_explore read CURRENT bytes but slice them at
INDEXED line ranges; after an un-synced edit that slice can be a DIFFERENT
symbol's code served under the requested name — isError: false, introduced
by the 'verbatim … do not Read' guarantee. The watcher-based pending (#403)
and degraded (#876) banners cannot cover a project reached via projectPath:
cross-project instances have no watcher, by construction.

Freshness is now verified at the point of emission from data the index
already stores: one stat per rendered file (size + floored mtime, the sync
fast path's own test), sha256 content-hash compare only on stat mismatch
(so a touch/identical rewrite never false-positives), memoized briefly per
handler. On drift:

- codegraph_node: small files ship WHOLE and CURRENT (Read-parity, still
  no Read needed); large ones omit the body with an explicit notice
  steering to the tool's file-read mode or Read. Location/signature stay,
  flagged as possibly shifted.
- codegraph_explore: the whole-file render (already correct by
  construction) is kept and flagged; adaptive/skeleton/cluster slicing is
  disabled for drifted files — a too-big drifted file is omitted with a
  notice instead. The verbatim/do-not-Read header gains a per-file
  exception, and a trailing note flags shifted line references (flow,
  blast radius, symbol lists).

The guarantee itself is preserved: everything actually rendered is still
byte-accurate — drifted files ship whole or not at all, never as a
possibly-wrong slice. A re-sync of the target project restores normal
output (covered by test).

Adds __setLoadCodeGraphForTests (same seam pattern as __setFsWatchForTests)
so in-process tests can exercise a genuine cross-project open, which
vitest's transform cannot service through the lazy require.

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-08-01 01:12:52 -05:00
02c0e2c935 fix(db): stop watchdog-killed sessions from leaking the SQLite WAL without bound (#1431) (#1490)
A SIGKILL'd process (the #850 liveness watchdog, OOM, a crash) leaves its WAL
on disk; the next session appends to the same file; and nothing ever truncated
it — PASSIVE checkpoints fold frames but keep the file at its high-water mark,
and the one shrinking path (a clean last-connection close) is exactly what a
killed-daemon world never takes. Observed at 25.6 GB on a 5.46 GB DB, growing
until the disk filled.

- journal_size_limit on every connection: resetting checkpoints now clip the
  WAL back to the cap instead of leaving it at its high-water mark.
- healOversizedWal() fired from every DatabaseConnection.open: off-thread
  PASSIVE fold + TRUNCATE when the leftover WAL exceeds the cap (64 MB,
  CODEGRAPH_WAL_HEAL_MB to override). Single-flight per connection with
  bounded retries — concurrent passes defeat each other (each checkpoint sees
  the other as a busy reader).
- Daemon/direct MCP watchdogs now pass progressPaths (DB + WAL), extending the
  #1231 slow-disk deferral to the long-lived server so a healthy daemon mid
  slow statement isn't SIGKILL'd — fewer kills, fewer leaked WALs.
- codegraph status shows WAL size (human + JSON) and warns when it dwarfs the
  DB; daemon.log lines and the watchdog kill notice now carry ISO timestamps
  so kills can be placed in time.

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-31 21:38:38 -05:00