outflow-mcp

An MCP (Model Context Protocol) server that exposes a live Outflow architecture graph as context for AI coding agents — Claude Code, Claude Desktop, or any other MCP-compatible client. Lets an agent ask "what does this file depend on", "what breaks if I change this", or "did my last batch of edits introduce a circular dependency" against your workspace's real, currently-live graph.

It's a thin client over Outflow's existing /api/v1 REST API and the workspace graph routes — no graph logic is duplicated here.

This package is developed inside the main Outflow monorepo but published from a standalone public mirror: https://github.com/laurells/outflow-mcp — that's the repo MCP registries/crawlers point at, and where npm publish runs from. Changes here get synced there before each release.

Setup

Create an API key for the workspace you want to expose. In Outflow, go to workspace settings → API Keys → create one. The raw key (ofk_...) is shown once — copy it.
Find your workspace ID — it's in the workspace URL (.../workspace/<id>/...) or workspace settings.

Build the server:

cd packages/mcp-server
npm install
npm run build

Add it to your MCP client config. For Claude Code, add to your MCP settings (claude mcp add or the equivalent config file):

{
  "mcpServers": {
    "outflow": {
      "command": "node",
      "args": ["/absolute/path/to/outflow/packages/mcp-server/dist/index.js"],
      "env": {
        "OUTFLOW_BASE_URL": "https://your-outflow-domain.com",
        "OUTFLOW_API_KEY": "ofk_...",
        "OUTFLOW_WORKSPACE_ID": "your-workspace-id"
      }
    }
  }
}

For local development, OUTFLOW_BASE_URL defaults to http://localhost:3000 if omitted.

Tools

Tool	Use it to ask
`find_node`	Is this file tracked? What's its ID?
`list_nodes`	What's deprecated / low health / a given type?
`get_dependencies`	What does this file rely on?
`get_impact`	What breaks if I change this file? (blast radius)
`find_path`	How are these two files connected?
`get_architecture_health`	What's the overall health grade and at-risk nodes?
`find_architecture_smells`	Any circular deps, god nodes, or dead code right now?
`get_architecture_graph`	Give me the whole graph at a zoom level.
`get_last_session_recap`	What happened in my last coding session?

All tools that take a path accept a partial match (e.g. "ApiClient" will match src/ApiClient.ts) — you never need to know Outflow's internal file::/method:: ID format. An ambiguous partial match returns an error listing the candidates instead of guessing.

Notes

This package is standalone — it is never bundled into server/ or web/, and has no build-time dependency on them. It only talks to a running Outflow instance over HTTP using an API key, so it works equally well pointed at localhost or a deployed instance.
get_dependencies/get_impact and find_architecture_smells/find_path call workspace graph routes that (as of this package's introduction) were extended to accept Authorization: Bearer ofk_... alongside the existing cookie-session auth — see server/src/graph/pathRouter.ts and smellsRouter.ts.

outflow mcp

outflow-mcp

Setup

Tools

Notes