Check the code your AI wrote against the code you run.

One pass over your codebases compiles a layer your agents retrieve from, and a contract they get checked against.

We asked several cross repository questions from a dataset of 33,016 files spread across 14 repositories.

Mean recall per question · cost per query · 11 questions below

83%
Opus 5 + ByteBell
$6.98 / query
62%
Opus 5
$9.35 / query
57%
Opus 5 + embeddings
$5.66 / query
56%
Opus 5 + graph tool
$10.84 / query

How does it benefit you?

MORE OF IT FOUND

+35%

of the files a change breaks, caught before review

CHEAPER PER ANSWER

+$5.58

saved per query

Pick a question

50+ questions asked · 11 published here · 14 repositories, each pinned at its own commit · 90 files across their answer keys

Read the full question the MCP client receives and what four retrievers did with it

Transient visual feedback in one of these libraries outlives the thing it belongs to: the fading trail left behind by a presentation pointer keeps animating and drawing after the user has switched to a different page of the same document, because the component that owns those in-flight trails is one long-lived manager that never recorded which page each trail was started on, and nothing tears them down when the active page changes. The same shape of bug is a standing contract across the folder: short-lived state - the transient status of an in-flight fetch, a pending selection, an interaction still in progress - is owned by something that outlives the scope the state actually belongs to, and has to be reset when that scope changes underneath it. Which files own scope-bound ephemeral state of this kind and would have to change?

tldraw #10509 · fix(editor): clear laser trails when the current page changes 9 files in the key

Repositories, each pinned at its own commit

tldraw 1 query 1 redux-toolkit 1 db 1 table 1 react 1 xyflow 1 jotai 1 zustand 1

Retriever

How it searched stakeout×14the_receipts×4roll_call×1collateral_damage×1shakedown×1case_file×1
67%
ByteBell found 6/9 files, 6/9 repos, in a list of 58. verifiable context layer
1/9 in its top 20 $2.71 first hit at #1
RepositoryFileVerdict
tldrawpackages/editor/src/lib/editor/managers/ScribbleManager/ScribbleManager.tsin the key
querypackages/query-core/src/queryObserver.tsin the key
xyflowpackages/react/src/store/index.tsin the key
tablepackages/table-core/src/features/RowPagination.tsin the key
dbpackages/react-db/src/useLiveQuery.tsin the key
jotaisrc/react/useAtomValue.tsin the key
redux-toolkitpackages/toolkit/src/query/react/buildHooks.tsnever returned
reactpackages/react-reconciler/src/ReactFiberHooks.jsnever returned
zustandsrc/middleware/persist.tsnever returned

Click a row for the spec ByteBell holds for that file.

The averages

Accuracy is derived from the 11 questions below; cost and wall clock come from the run logs, over the runs that recorded them.

retrieveraccuracy (mean recall)cost / querywall time / querytotal spend
Opus 5 + ByteBell0.832$6.9814m 06s$62.84
Opus 50.616$9.359m 11s$102.80
Opus 5 + embeddings0.571$5.666m 51s$45.30
Opus 5 + graph tool0.564$10.848m 07s$86.69

Free on anything open source.

Same index, same citations, same MCP connection on every plan. Priced per repository, not per seat.

Open source
Free always, for public repositories

1,000 files on a private repository too. No card either way.

Start indexing
On-premise
Dedicated hardware or your own

Up to 51 million files in one graph, inside your network.

Talk to us

What people ask before they connect anything.

How fresh is the index?

On every commit — an answer reflects the branch as it stands now.

Whose models does it use?

Yours. Anthropic, Codex, Gemini, DeepSeek, Qwen, Z.ai or anything on OpenRouter.

Does our source code leave our network?

Not on dedicated or on-premise. Access is read only in all three modes.

Can we reproduce the benchmark?

Yes. The questions, answer keys and every tool's ranked list are published.