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Brein ships an MCP (Model Context Protocol) server that exposes your workspace context to AI clients. ChatGPT, Claude, Copilot, and any MCP-compatible client can read and write topics through it. The driftless_* tool names remain stable compatibility contracts.

How it works

The MCP adapter runs at apps/mcp and translates MCP tool calls to the existing Driftless REST API. It is a protocol adapter only: it never accesses Postgres, internal libraries, or workspace admin operations directly.

Start here: retrieve

When you have a task but no topic slug yet, the first call is driftless_context_retrieve: it returns the team’s most relevant recorded context for a task description, a set of files, or both, ranked drifted-first and bounded. It composes search + match-files + list filters so you don’t hand-chain them. Bodies come back brief by default (the durable why, not the full content); call driftless_context_get for the one topic whose full body you need, or pass view: "full". The same active-only, bounded, brief-by-default contract applies to the operational surface: driftless_collection list is active-only (opt into archived with include_archived:true), and get is brief unless you pass view:'full'. See Payload views below.

Tool families

The MCP surface is documented by family in the MCP reference. Use this page for setup and auth; open a family page for tool names, actions, parameters, permissions, and examples. The surface covers context (topics, governance, the graph), workspace organization (tags and areas), the operational substrate (collections, records, entities), and broker execution (operating connected providers). It never covers workspace admin, repo registration, key management, integration setup (connecting a provider), authoring/deploying integration scripts, or manual agent-run triggering. Topics live in the workspace and are visible to its members; another’s private drafts stay hidden. Operational writes require the work:write scope; merging into Knowledge needs owner/admin authority, and the MCP client runs it only when the authorizing owner/admin explicitly asks. Every result (search, list, get) carries a flat trust field (reviewed | proposed | draft), so an agent can key on trust === "reviewed" directly instead of inferring it from classification.status + governance.authoritative. reviewed is Knowledge, the team’s source of truth; proposed/draft are Notes (hints).

Payload views keep reads fast

Reads default to a light payload so a result never floods your context. The vocabulary is the same everywhere (summary / brief / full):
  • summary: an index row (id/slug, title, trust, badges, anchors). Lists and search return this, bounded (top 5 search, top 40 list).
  • brief (the default for driftless_context_retrieve and driftless_context_get_for_files) is the durable why: what / decisions / gotchas / invariants, without the full content. Roughly 76% lighter than a full body.
  • full: everything, including the heavy content body. Never a default elsewhere; you opt in with view: "full". driftless_context_get is the exception: it defaults to full because you named the one topic you want. The same view: "full" opt-in applies to driftless_collection action:'get' (brief by default, full on request).
The pattern: retrieve / get_for_files in brief to see which topic governs the work, then driftless_context_get (full) for the single body you actually need, instead of pulling every full body up front. Collections mirror this: driftless_collection action:'get' is brief, with view:'full' for the one Collection whose full config you need.

Broker (execution) vs integration setup

driftless_broker only operates a connection that already exists (operations / invoke / records / events / criterion). Connecting a provider is integration setup: a privileged human-led flow done in the dashboard (Settings → Connections) or via the CLI integration connect/confirm commands; it is not on the MCP surface. Authoring or deploying a Nango action is a third, human-only lane. If an agent needs a broker operation that operations does not list, it must report the missing capability. Never write or deploy a script to fill the gap.

Connector tools are synthesized per workspace

Beyond the static tools above, the MCP server can synthesize extra read-only tools per workspace from a provider’s ready capabilities: driftless_<provider>_records and driftless_<provider>_document_content (for example, driftless_notion_document_content). They appear only when broker tool synthesis is enabled and the provider exposes a ready, read-effect capability of a synthesizable kind, capped per workspace. Two rules follow: a listed tool is not a usable one (a synthesized or static broker tool still resolves through the broker API, where an external caller is gated by rollout and grants), and write capabilities are never synthesized. See Broker.

Typed relations from the MCP

create and update accept rels, typed graph edges, the same seven types as the CLI’s --rel:
Types: relates_to, depends_on, supersedes, blocks, implements, documents, risk_for. Each edge is created with per-relation tolerance: a bad edge reports {ok: false, error} in the tool result without losing the topic or the remaining edges. Both endpoints must exist and be visible to you.

Server-side anchor validation

Remote agents have no local checkout, so write responses carry anchor_validation, per-pattern match counts against the repo’s default branch: ok, overbroad (>100 files), or zero. Warnings never block the write (a glob anchoring unmerged branch code legitimately shows 0); read them in the tool result and tighten flagged globs. Where the deployment holds no file index for the linked repo, the field arrives as { skipped } with the reason instead of counts — an honest “not measured”, never a silent pass.
MCP clients (claude.ai, ChatGPT) cache tool schemas per connector session. After Driftless ships a schema change, reconnect the connector (or start a fresh session) to pick it up. Otherwise new parameters or tools won’t be available. Tools such as tags, areas, and driftless_collection are action-based: pass action to pick the operation; if your client still shows removed Project tools or old per-operation tool names, reconnect to refresh.

Governance from the MCP

A topic becomes Knowledge only once an owner/admin merges it in. An MCP client always puts a Note up for review (driftless_context_propose); it can also merge (driftless_context_approve), but only with owner/admin authority. The MCP token acts as the human who authorized it, so approve succeeds only when that human is an owner/admin, and the client should run it only when they explicitly ask (a member’s or faceless token is refused). The merge is stamped approved_via: agent. See Governance.

Authentication

All MCP requests require authentication. Unauthenticated requests receive HTTP 401 with a WWW-Authenticate header pointing to the OAuth discovery endpoints. There are two ways to authenticate:
  • API key: pass your Driftless API key in the X-API-Key header. Best for CLI, agents, and CI.
  • OAuth 2.0: for published AI clients (ChatGPT, Claude) that need per-user consent. The server supports dynamic client registration and PKCE.

Connecting with an API key

Add this to your claude_desktop_config.json or equivalent:
For local development, use http://localhost:3020/mcp and your local API key.

Connecting with OAuth (Claude.ai, ChatGPT)

The published ChatGPT app is named Brein. It connects to the same authenticated Driftless workspace and uses the same workspace permissions and MCP tool contracts; the name does not create a second account or data boundary. Published clients use OAuth 2.0 with PKCE. The flow is fully automatic:
  1. Install Brein in ChatGPT, or enter https://api.trybrein.com/mcp as the MCP endpoint in Claude.ai
  2. The client discovers the OAuth endpoints automatically via /.well-known/oauth-protected-resource and /.well-known/oauth-authorization-server
  3. You authorize in the Brein consent screen
  4. The client receives a bearer token and uses it for MCP tool calls within the authorized workspace
No manual OAuth configuration is needed. The client handles registration, PKCE, and token refresh.

OAuth 2.0 reference

Dynamic client registration

Any client can register without authentication:

OAuth scopes

The broker:* scopes are enforced only when the Broker is enabled, and they gate its lane on top of rollout and grants. Discovery metadata advertises a subset of scopes; the enforced set is the authority. market_data:read is the documented, canonical scope for market-data reads, but today’s default OAuth issuance does not yet grant it — context:read still satisfies those routes transitionally so no existing caller breaks.

Endpoints

Token security

  • Authorization codes, access tokens, and refresh tokens are stored as hashes only, never plaintext
  • Tokens are never logged or returned after initial issuance
  • The MCP server does not import @driftless/db, typeorm, or any internal library; it calls the REST API exclusively