memo-bank

memo-bank

Your specs are contracts. This makes an agent read them before it edits your code — and tells you when they rot.

memo-bank is a read-only MCP server over agit-native markdown corpus, plus two maintenance loops that keep that corpushonest. Point it at a repo and an agent can answer "what rules govern thisfile?" in about two reads, instead of re-deriving the answer from forty filesevery time.

MIT licensed · Python ≥3.11 · three dependencies (mcp, python-frontmatter, PyYAML).

Why

Documentation rots in two distinct ways, and most tooling addresses neither:

• Missing — code exists that no doc governs. → the coverage loop surfacesuncovered code that is actually being edited as a ranked "spec-wanted" backlog.
• Stale — a doc exists but the code moved on. → the drift check flags anygoverning doc whose governed files changed after its last_reviewed.

Both run non-blocking on pre-commit. Neither invents content: they tell you whatto write and when to revisit, and the corpus stays plain markdown in git.

Install

pip install -e '.[dev]'      # from a clone; PyPI publishing not set up yet
memobank --help

Use

Adopting the memo-bank in a new project? See SCAFFOLDING.md.

memobank init --target ../my-project --island my-project --slice umbrella=.
memobank validate ../my-project --index docs/index.json
memobank serve    --federation ../my-project/.island-slices.json   # the MCP server
memobank coverage --mode staged                                    # missing specs
memobank drift    --registry .island-slices.json                   # stale specs
memobank benchmark --federation .island-slices.json                # time-to-context

init writes only what the project owns — .island-slices.json, AGENTS.md,the corpus skeleton, and the authoring templates. No engine code is copied,so a project can never carry a forked engine that ages out of sync.

See it work

You're about to edit a file. Ask what governs it:

$ memobank serve … →  docs.resolve_path("src/services/api.ts")

  hmac-signing-client   (matched glob: src/services/api.ts)
  → docs.get("hmac-signing-client") → the contract you must satisfy:
      "NEVER log the server token, even partially."
      "NEVER sign a path that differs from what the server receives."

Two reads, and the rule that would have bitten you is in hand. Ask about a topicinstead, and expansion is what makes lexical search land:

docs.search_live("crawling reviews")                      →  top hit, score  3.0
docs.search_live("refresh fetch ingest cache stale quota") →  top hit, score 32.0

Same corpus, same intent — the second query uses the words the docs actually use.

Then the loops keep it honest:

$ memobank coverage --mode staged
⚠ 1 changed file(s) have no governing spec — added to the spec-wanted backlog:
  - src/services/audio.ts

$ memobank drift --registry .island-slices.json
⚠ 1 governing doc(s) may be stale — governed code changed since their last_reviewed:
  - review-ingestion-status (last_reviewed 2026-06-27) — 7 changed: …

The corpus model

Each slice (a repo, or a subproject within one) ownsdocs/{specs,state,archive}/:

Frontmatter is a validated schema; applies_to globs are the precedence surface(closest glob wins), and cross-references are stable kind:id handles ratherthan paths. Specs are written implementation-independent — five sections(Problem · Contract · Restrictions · Open threads · Code references), withconcrete file references confined to the last one, so the contract survivesrefactors.

The tools (MCP surface)

docs.list · docs.get · docs.get_section · docs.resolve_path ·docs.search_live · docs.search_archive · docs.resolve_term ·docs.compose_context

They form an incremental-load ladder: pointers → one section → one doc →ranked search → a budget-bounded bundle. Retrieval is lexical (bag-of-words, noembeddings, no vendor lock) — so expand a topic query with domain synonymsbefore searching; docs.search_live's own description says so, and it roughly10×'d top-hit scores in practice.

docs.resolve_term reads a term map from .haft/specs/term-map.md or thedocs-native docs/_terms/term-map.md; with neither it reports absent ratherthan failing. There is no dependency on any other tool.

Configuration

One file, .island-slices.json, is the whole adoption contract:

{
  "island": "my-project",
  "slices": [{ "name": "umbrella", "root": "." },
             { "name": "api", "root": "services/api" }],
  "source_globs": ["src/**"],
  "schema": "docs/specs/schema-frontmatter-v1.md"
}

Only slices is required; everything else defaults. The engine carries noproject literals.

Status

Working software, used on real projects — not a polished product. Known roughedges: the island/slices vocabulary is inherited from the first project thatused it; memobank init doesn't install the git hook (copy hooks/pre-commityourself); last_reviewed is date-granular, so same-day edits after a refreshre-flag; mcp is pinned <2 (2.x changes the Server API — untested).

Contributions welcome — see CONTRIBUTING.md.

License

MIT — see LICENSE.