Ask your own documents with citations, plus durable memory for agents. Safe by default.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
MCP server for Ossian β 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 β see its README for a
docker compose up.
Tools are gated by access mode (see Safe by default) β 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 β 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 |
You need a running Ossian and an API key. Issue one from the console (Console β API keys) or:
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.
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.
The server enforces an access model on top of the Ossian API key β 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 β read-only (default) β read-write β 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 β forget_session erases memory irreversibly, so on top of admin
mode it also requires this flag.OSSIAN_NAMESPACE_ALLOWLIST / OSSIAN_PROTECTED_NAMESPACES β confine which slices can be
touched, and mark slices that may be read but never ingested into.OSSIAN_DRY_RUN β validate and log writes (ingest / remember / forget) without executing.OSSIAN_AUDIT_LOG β a JSON audit line per guarded operation, on stderr (default on).The primary control remains the API key: issue the narrowest one that works. See SECURITY.md.
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 β 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.
It speaks JSON-RPC over stdio, so it will sit there waiting for a frame. To drive it by hand:
Diagnostics go to stderr on purpose β 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.
Apache-2.0
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