io.github.dockndevai/ossian-mcp

ossian-mcp

MCP server for Ossian — ask your organisation's own documents and get the passages the answer came from, plus a memory for your agent that outlives the conversation.

Ossian is the server; this is the adapter that puts it in front of an agent. You need a running Ossian to point it at — see its README for a docker compose up.

What it gives an agent

Tools are gated by access mode (see Safe by default) — the server starts read-only, exposing only the four read tools until you raise the mode.

Tool	For	Needs mode
ask_documents	answer from the corpus, with citations — and say so when it cannot	read-only
list_namespaces	which slices exist, and how much is in each	read-only
list_documents	what is available to answer from, and what is still ingesting	read-only
recall	retrieve what is relevant now, ranked by relevance, importance and recency	read-only
add_document_from_url	pull a public page into the corpus	read-write
remember	record a preference, fact or decision worth keeping	read-write
forget_session	erase one conversation's memory (irreversible)	admin + OSSIAN_ALLOW_FORGET

Install

npm install -g ossian-mcp

You need a running Ossian and an API key. Issue one from the console (Console → API keys) or:

curl -X POST "$OSSIAN_URL/api/admin/api-keys" \
  -H "Authorization: Bearer $TOKEN" -H 'Content-Type: application/json' \
  -d '{"name":"mcp","roles":["ossian-user"],"namespace":"handbooks"}'

Give the key the narrowest scope that works. namespace confines it to one slice, so a key that leaks reads only what that agent was for.

Configure

{
  "mcpServers": {
    "ossian": {
      "command": "ossian-mcp",
      "env": {
        "OSSIAN_URL": "http://localhost:8081",
        "OSSIAN_API_KEY": "osk_...",
        "OSSIAN_AGENT_ID": "support-bot",
        "OSSIAN_MODE": "read-only"
      }
    }
  }
}

OSSIAN_AGENT_ID separates one agent's memories from another's; two agents sharing an id share their recollections, which is occasionally what you want and usually not.

See docs/CLIENTS.md for Claude Code / Cursor / Codex / VS Code / Windsurf snippets, and .env.example for every supported variable.

Safe by default

The server enforces an access model on top of the Ossian API key — defence in depth over the key's own roles and namespace confinement. It reads its policy from the environment (.env.example) and enforces it in src/security.ts:

• OSSIAN_MODE — read-only (default) → read-write → admin. A tool is registered only if the mode allows its capability. Read-only exposes four tools; ingest and remember need read-write; forget needs admin.
• OSSIAN_ALLOW_FORGET — forget_session erases memory irreversibly, so on top of admin mode it also requires this flag.
• OSSIAN_NAMESPACE_ALLOWLIST / OSSIAN_PROTECTED_NAMESPACES — confine which slices can be touched, and mark slices that may be read but never ingested into.
• OSSIAN_DRY_RUN — validate and log writes (ingest / remember / forget) without executing.
• OSSIAN_AUDIT_LOG — a JSON audit line per guarded operation, on stderr (default on).
• Interactive confirmation — when the client supports MCP elicitation, forget_session prompts the human to approve before erasing a session's memory; clients that can't elicit fall back to the OSSIAN_ALLOW_FORGET gate.

The primary control remains the API key: issue the narrowest one that works. See SECURITY.md.

Two things worth knowing

A "not found" is an answer. ask_documents returns a refusal when nothing in the corpus supports a response, and the tool description tells the model to report that rather than falling back on general knowledge. An invented answer presented as company policy is the failure this whole system exists to prevent — do not paper over it in your own prompt.

Memory is not the corpus. recall searches what the agent was told; ask_documents searches what the organisation wrote down. They are separate stores on purpose: memories surfacing as citations in a policy answer would be indistinguishable from the policy itself.

Developing

npm install
npm run build
OSSIAN_URL=http://localhost:8081 OSSIAN_API_KEY=osk_… node dist/index.js

It speaks JSON-RPC over stdio, so it will sit there waiting for a frame. To drive it by hand:

echo '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}' | node dist/index.js

Diagnostics go to stderr on purpose — anything written to stdout that is not a protocol frame corrupts the stream, and the failure looks like a client that cannot parse rather than a server that printed a log line.

Licence

Apache-2.0