Stigmergy

A team's knowledge, captured where the work happens, filed by an agent, and answered with citations you can check.

Notes, meeting transcripts and documents arrive from Slack or a CLI. An agent turns each one into a page in a plain git repository — but code, not the model, decides what is allowed to land. Reads go through a single MCP server that answers questions with sources, and refuses when it cannot support an answer. Everything it stores is a markdown file in a repo you own.

One person's wiki, and a team's

The starting shape is Andrej Karpathy's LLM wiki: instead of re-deriving an answer from raw sources on every question, let a model keep a markdown wiki current — reading each new source, folding it into the pages it touches, and maintaining the cross-references. It works for a reason worth stating plainly: a model does not get bored doing the bookkeeping, and that bookkeeping is precisely the chore that makes people abandon wikis. Knowledge then compounds in one place rather than being recomputed per query. (Original write-up: karpathy/442a6bf5… — the idea is restated here in full, because nothing this repository explains should depend on a link.)

That model assumes one person, curating their own vault. Point it at a team and three things stop being optional:

A mistake is now somebody else's problem. In a personal vault a bad edit costs you one undo. In a shared one it quietly becomes what the company believes, and the person it misleads is not the person who made it. That asymmetry is why nothing here is left to the model's judgement — the next section is the whole answer.

The vocabulary has to be agreed, not coined. A solo wiki can let the model invent a page for every name it meets. With several writers that yields three pages for one customer under three spellings, and every link pointing at the wrong one. Here an entity is born through a human: the agent proposes, a steward approves in Slack, and only then does a governed writer mint the page and the registry entry. A capture naming something unknown parks and asks — once — rather than guessing.

Not everyone may read everything. A team wiki holds salaries, board material and a customer's confidential figures. Visibility is enforced at one point (acl.visible()), on every read surface, by an architecture test that refuses to let a new reader skip it — and an unknown page and a forbidden page return the same string, because which one it was is itself a leak.

Related MCP server: Engram

Why it is built this way

Three commitments, and most of the design falls out of them:

Knowledge lives in git, as markdown, in a repository you control. This platform stores no pages. It reads and writes a separate repository — the knowledge repo — so the substrate outlives the software. Delete this platform and you still have your knowledge, in files, with history.

A model writes; code decides. An agent drafts the page, but eight deterministic gates run over the resulting diff — zone, binary-page, body-rewrite, secrets, PII, frontmatter, contract, anchoring — and the diff those gates approved is provably the diff that lands. A model can be argued with. A gate cannot.

An honest refusal beats a confident guess. Answers are verified against what the tools actually returned this run: any figure that cannot be traced back is withheld and the answer becomes a refusal that says so. A system that never refuses is the failure, not the success.

There is a fourth, quieter one: untrusted content is never read as instructions. Page bodies reach a model inside one hardened fence, built in one place, with in-band neutralization — so captured material carrying the closing delimiter cannot end the fence early and have the rest read as commands. Fields that travel as structure rather than as content are neutralized at the service boundary instead; SECURITY.md states exactly which, and where that is not yet true.

Architecture

Three pictures, under one convention that is the argument of the system rather than decoration: colour is who decides. Purple is a model — it drafts, gathers and proposes, and is never the last word on anything. Grey is code, which decides. Amber is a human, for the cases code should not decide alone. Green is git, the one thing here that is not rebuildable. Each diagram carries that key.

The shape

Read that diagram by asking what survives deleting this software. The knowledge repo does: it is markdown in git, with history, and it is yours. Postgres is a cache — stigmergy-index --rebuild reconstructs every row of it from the repo, which is why the local one can be wiped between test runs without anybody flinching. The object store keeps the raw bytes a page was derived from, so a claim can always be walked back to what actually arrived.

Two narrow seams do all the work: one writer into git, and one API out of it.

The dashed box on the right is the part people are usually surprised by: there is a web console, at /admin, for the operations you would otherwise do from a terminal — draining a parked capture, running or disabling the three crons, reading the gardener's findings, previewing the digest, watching the worker. It rides the same process group as MCP but is an ASGI branch in front of the bearer middleware, so it never borrows MCP's auth: it has its own token, it is a 404 until that token's hash is configured, and an architecture test keeps it from ever becoming a reader of pages. Full tour: docs/reference/admin-console.md.

The write path

The purple box is the only place a model decides anything, and everything downstream of it is a gate it cannot argue with. The loop back through orange is the point of the whole design: when the agent meets a name the registry does not know, it does not invent a page — it asks once, parks, and waits for a person. A queue whose parked count is permanently zero would mean nobody is capturing anything.

brain_submit queues a capture, archives its raw material content-addressed (MinIO locally, any S3-compatible store in production) and attributes it to the identity the server resolved — never to anything the client sent. The librarian then claims one item at a time and runs the agent inside a throwaway git worktree, with its operating procedure versioned as a skill in the knowledge repo.

Then code decides what leaves: eight gates over the resulting diff — zone · binary-page · body-rewrite · secrets · pii · frontmatter · contract · anchoring — and the diff the gates approved is provably the diff that lands (gitcmd.commit(gated_entries=…)).

Nothing dead-ends. A librarian that cannot resolve an entity asks once (brain_reply), then parks the item; a steward drains it with stigmergy-queue requeue/resolve/reject or from the review inbox; and stigmergy.entities is the only writer of the entity registry, however the mint is driven. A meeting re-filed after a park reuses the parked distillation instead of re-reading the transcript — a park must not cost knowledge.

Two flows sit on top: the meeting distiller (a dropped transcript becomes a source page, a meeting page and one decision page per decision, each anchored) and views (per-entity rollups whose ACL is the intersection of their members').

The read path

Same shape, mirrored: a model gathers, and code decides what ships. Access is checked before retrieval rather than filtered out of the results afterwards, and the verifier runs after the model has written — so a figure the tools never returned cannot reach you, however confidently it was phrased.

stigmergy-index --rebuild --repo <checkout> builds the index; stigmergy-search "<question>" queries it (ES/EN, every hit showing its ranking factors). stigmergy-server --identity <name> serves MCP over stdio; --transport http --port <p> serves streamable HTTP with per-request bearer-token auth.

acl.visible() is the one enforcement point. Every read surface filters through it, and an architecture test holds the line: any module reading pages_index either names an ACL predicate or sits on a named exception list. Existence leaks count as leaks — an unknown page and a forbidden page return the same string, deliberately.

ask(question) is the answer path: an evidence-gathering agent calls three read tools (search, read_page, describe_entity) under the caller's identity and writes a cited answer; then a deterministic verifier traces every figure and citation back to what the tools returned this run, and a strict gate decides what ships. Any untraced figure is withheld and the answer becomes an honest refusal.

The read path also walks the house: pages_index carries a resolved, GIN-indexed links column; read_page returns type/status/supersedes/superseded_by plus links/backlinks (ACL-scoped, capped with the truncation stated); list_entities/describe_entity serve the entity vocabulary and a layered "everything anchored to X" view. Entity-first resolution lives at the service layer, so every client gets it, not only ask. Full narrative: docs/reference/navigation.md.

Ten MCP tools, and the list is pinned by a test: read — search_brain, read_page, list_entities, describe_entity, ask; write — brain_submit, brain_submissions, brain_reply; review — review_queue, review_decide.

The layering, and why it is a test

tests/test_architecture.py parses every module's imports and fails with the offending file and line number if a seam is crossed. A layering that lives only in a README is decoration; this one is a test.

The load-bearing rule is the simplest one: stigmergy.kernel imports nothing from this project, exactly like stigmergy.text. That is what makes them safe for every package to depend on — nobody reaching for the ACL resolver inherits the librarian's git stack. The rest of the file is per-package boundaries of the same shape: what each subsystem may import, every exception declared by name with its reason, and pruning tests that fail when a declared exception stops being used.

Requirements

• Python 3.12+

• Docker (the local stack: Postgres + pgvector, MinIO, a bare git remote)

• A git repository for your knowledge — see the knowledge-repo contract for its layout. An empty repo is a valid starting point.

• API keys only when you want real models. The test suite is keyless by construction.

Quick start

git clone <this repo> && cd stigmergy
make venv        # bootstrap the virtualenv
make db-up       # postgres+pgvector + minio + a bare git remote, all on loopback
make test        # the whole suite (coverage gate 75%)
make lint        # ruff over src/ tests/ evals/ scripts/

Then point it at a knowledge repo and ask it something:

cp .env.example .env                       # set STIGMERGY_REPO and, for real answers, OPENAI_API_KEY
.venv/bin/stigmergy-index --rebuild --repo "$STIGMERGY_REPO"
.venv/bin/stigmergy-search "what did we decide about pricing?"
.venv/bin/stigmergy-server --identity you@example.com --repo "$STIGMERGY_REPO"   # MCP over stdio

make help lists every target. Four end-to-end proofs run the real thing in Docker — each wipes the local queue and says so:

make e2e                       # index idempotency: build -> golden -> wipe -> rebuild -> identical hits
make e2e-write                 # submit -> archive -> claim -> kill a worker -> reclaim -> purge
make e2e-librarian             # N captures -> gates -> commits on a real bare git remote
make e2e-librarian-container   # the DEPLOYED image, same proof, SIGTERM/SIGKILL + redelivery

All of these run offline against deterministic fake model backends — the container proof included, because the librarian's agent step runs against its offline double there. A target that silently needed an API key would be a target CI cannot trust, so none of them do. Targets that use real models or real cloud resources are opt-in, need the env file, and are documented in the operator runbook.

What is here

One package, its tests beside it. Every row has a code map (index.md) beside it in the source.

src/stigmergy/

Around it

What is deliberately not here

Scope discipline, not a roadmap. These are ruled out rather than pending:

• A separate read site. Navigation is served through read_page; there is no second surface to keep in sync and no second place for an ACL to be wrong.

• A second knowledge repository. One repo, permanently. Enclaves multiply the places a permission can be misconfigured.

• PR ceremony over knowledge. status is a maturity axis, not a court. If an organization ever needs signed company truth, that is a field over the substrate, not a lane through it.

• Ingest-time figure verification. Figures are verified at answer time, against what the tools returned, which is the only moment the claim is actually being made.

• SQL over certified datasets. This is a knowledge system, not a data warehouse.

Documentation

License

Apache-2.0. Dependency licenses, and the one obligation that is not automatic, are in THIRD-PARTY-LICENSES.md.