outflow-mcp
An MCP (Model Context Protocol) server that exposes a live Outflow architecture graph of a repository 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.
README
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 publishruns 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 addor the equivalent config file):For local development,{ "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" } } } }OUTFLOW_BASE_URLdefaults tohttp://localhost:3000if 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/orweb/, 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_impactandfind_architecture_smells/find_pathcall workspace graph routes that (as of this package's introduction) were extended to acceptAuthorization: Bearer ofk_...alongside the existing cookie-session auth — seeserver/src/graph/pathRouter.tsandsmellsRouter.ts.
推荐服务器
Baidu Map
百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
Playwright MCP Server
一个模型上下文协议服务器,它使大型语言模型能够通过结构化的可访问性快照与网页进行交互,而无需视觉模型或屏幕截图。
Magic Component Platform (MCP)
一个由人工智能驱动的工具,可以从自然语言描述生成现代化的用户界面组件,并与流行的集成开发环境(IDE)集成,从而简化用户界面开发流程。
Audiense Insights MCP Server
通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。
VeyraX
一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。
graphlit-mcp-server
模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。
Kagi MCP Server
一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。
e2b-mcp-server
使用 MCP 通过 e2b 运行代码。
Neon MCP Server
用于与 Neon 管理 API 和数据库交互的 MCP 服务器
Exa MCP Server
模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。