mcp server

documentation-mcp

Technical documentation control plane with Federated RAG engine and industrial dashboard

sandraschi/documentation-mcpcommunitylistedunreviewed

Use tool

Set up

Runs on your computer. Pick your agent and operating system.

Before you start

uv (`curl -LsSf https://astral.sh/uv/install.sh | sh`)

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "sandraschi-documentation-mcp": {
      "command": "uvx",
      "args": [
        "documentation-mcp"
      ]
    }
  }
}

same format Cursor, GitHub Copilot CLI, Junie, JetBrains AI Assistant, Augment (Auggie CLI), Factory Droid, Kiro, Devin CLI +12

Values in angle brackets are placeholders. Restart Claude Desktop after editing its config.Claude Desktop docs

README

synced Oct 26, 2026

Documentation MCP

Documentation server with semantic search, RAG, fleet registry, and a React dashboard. Indexes the full fleet corpus for cross-repo document retrieval and learning.

Ports: Frontend 11032 · Backend (FastAPI + MCP) 11033

Learning paths

New to MCP? Follow one of these paths from first page to last.

Path	Start	Goal
📖 MCP fundamentals	`docs/getting-started/` → `docs/protocol/` → `docs/fastmcp/`	Build your first server
⚙️ Fleet standards	`docs/core/` → `docs/standards/` → `docs/patterns/`	Ship production-grade servers
🛡️ Safety & hardening	`docs/safety/` → `docs/troubleshooting/` → `docs/deployment/`	Secure, reliable deployments
🔌 Integrations	`docs/ecosystem/` → `docs/integrations/` → `docs/monitoring/`	Connect IDEs, tools, observability
🏗️ Fleet tour	`docs/projects/` (pick a repo) → `docs/reference/` → `docs/operations/`	Understand the 136+ repo fleet

Not sure where to start? Read docs/getting-started/ first — it assumes nothing.

Quick start

uv sync
cd web_sota && npm install && cd ..
./start.ps1

Opens at http://localhost:11032.

Documentation library

Every major directory has a README.md acting as a chapter introduction:

Directory	What you'll learn
`docs/getting-started/`	MCP concepts, first server in 5 minutes
`docs/protocol/`	Transports, JSON-RPC, capability negotiation
`docs/fastmcp/`	FastMCP 3.x: tools, resources, prompts, skills
`docs/core/`	Fleet standards bar: repo layout, packaging, ports
`docs/standards/`	Detailed standards: tool design, webapps, CORS, security
`docs/patterns/`	Reusable architecture: portmanteau, orphan guard, CORS
`docs/safety/`	AI security: prompt injection, guardrails, CVEs
`docs/ecosystem/`	IDE integration: Cursor, Zed, Claude Desktop, Antigravity
`docs/integrations/`	External services: LLMs, media, home automation, robotics
`docs/projects/`	Fleet repo index: README, STATUS, PRD for every server
`docs/reference/`	Glossary, acronyms, dev notebook, tool reference
`docs/troubleshooting/`	Bug depot, debugging playbooks, common fixes
`docs/deployment/`	Production deployment, security hardening
`docs/monitoring/`	Observability stack: Grafana, Loki, Prometheus
`docs/operations/`	Port registry, control plane, fleet ops
`docs/skills/`	Agent skills: assess-and-fix, fleet-doctor, ship

Stack

Layer	Tech
Backend	FastMCP 3.4, FastAPI, uvicorn, SQLite, LanceDB
Frontend	React 18, Vite, Tailwind, Zustand, Framer Motion
LLM	Ollama / OpenAI-compatible (auto-discovery)
Desktop	Tauri 2.0, NSIS installer, PyInstaller backend
CI	Ruff, Biome, tsc, pytest (GitHub Actions)

Quick reference

Search the docs: http://localhost:11032 → Search page
RAG chat: Chat page with Ollama auto-discovery
Fleet apps: Dashboard → Apps Hub
Reindex: Settings → Reindex or call reindex_docs tool
MCP for IDEs: uv run documentation-mcp (stdio) or MCP_TRANSPORT=http (HTTP)