Technical documentation control plane with Federated RAG engine and industrial dashboard
Python
2
27 commits
updated Sep 17, 2026
README
Documentation MCP
Documentation server with semantic search, RAG, fleet registry, and a React dashboard.
Indexes mcp-central-docs and extra paths for cross-fleet document retrieval.
Quick Start
uv sync
cd web_sota && npm install && cd ..
./start.ps1
Opens at http://localhost:11032 (frontend) with backend on port 11033.
Features
- Semantic search over indexed docs via LanceDB + FastEmbed (CPU/GPU)
- RAG chat with Ollama or OpenAI-compatible LLMs (auto-discovery)
- Fleet registry — discoverable apps catalog from
mcp-central-docs - Persistence — store/recall structured data across sessions (SQLite + LanceDB)
- Tauri/NSIS desktop app — embedded PyInstaller backend, single installer
- MCPB bundle — ready for Claude Desktop distribution
- Zustand state management, Playwright E2E tests, pre-commit hooks
Ports
| Service | Port |
|---|---|
| Frontend (Vite) | 11032 |
| Backend (FastAPI + MCP) | 11033 |
Stack
| Layer | Tech |
|---|---|
| Backend | FastMCP 3.4.2, FastAPI, uvicorn, Starlette |
| Frontend | React 18, Vite 5, Tailwind 3, Radix, Zustand, Framer Motion |
| Vector DB | LanceDB + FastEmbed (CPU/GPU) |
| LLM | Ollama / OpenAI-compatible (auto-discovery) |
| Desktop | Tauri 2.0, NSIS installer, PyInstaller backend |
| CI | Ruff, Biome, tsc, pytest (GitHub Actions) |
Session Context
The repo ships .cursorrules and .claude-plugin/ for automatic tool-awareness prompt injection at session start — agents know about search_docs, server_status, and reindex_docs without being told.
Repo Structure
src/docs_mcp/ Python backend (FastMCP server, RAG, API)
web_sota/ React frontend (Vite, Tailwind, Zustand)
native/ Tauri 2.0 desktop wrapper + NSIS build pipeline
mcpb/ MCPB bundle for Claude Desktop
scripts/ Fleet launcher, CUA-NSIS smoke test, MCPB pack
docs/ Documentation library (fleet standards)
Contributors
24 commits
3 commits
Similar repos
Languages
Python
41.2%
PowerShell
29.0%
TypeScript
26.9%
Technical documentation control plane with Federated RAG engine and industrial dashboard
Python
2
27 commits
updated Sep 17, 2026
README
Documentation MCP
Documentation server with semantic search, RAG, fleet registry, and a React dashboard.
Indexes mcp-central-docs and extra paths for cross-fleet document retrieval.
Quick Start
uv sync
cd web_sota && npm install && cd ..
./start.ps1
Opens at http://localhost:11032 (frontend) with backend on port 11033.
Features
- Semantic search over indexed docs via LanceDB + FastEmbed (CPU/GPU)
- RAG chat with Ollama or OpenAI-compatible LLMs (auto-discovery)
- Fleet registry — discoverable apps catalog from
mcp-central-docs - Persistence — store/recall structured data across sessions (SQLite + LanceDB)
- Tauri/NSIS desktop app — embedded PyInstaller backend, single installer
- MCPB bundle — ready for Claude Desktop distribution
- Zustand state management, Playwright E2E tests, pre-commit hooks
Ports
| Service | Port |
|---|---|
| Frontend (Vite) | 11032 |
| Backend (FastAPI + MCP) | 11033 |
Stack
| Layer | Tech |
|---|---|
| Backend | FastMCP 3.4.2, FastAPI, uvicorn, Starlette |
| Frontend | React 18, Vite 5, Tailwind 3, Radix, Zustand, Framer Motion |
| Vector DB | LanceDB + FastEmbed (CPU/GPU) |
| LLM | Ollama / OpenAI-compatible (auto-discovery) |
| Desktop | Tauri 2.0, NSIS installer, PyInstaller backend |
| CI | Ruff, Biome, tsc, pytest (GitHub Actions) |
Session Context
The repo ships .cursorrules and .claude-plugin/ for automatic tool-awareness prompt injection at session start — agents know about search_docs, server_status, and reindex_docs without being told.
Repo Structure
src/docs_mcp/ Python backend (FastMCP server, RAG, API)
web_sota/ React frontend (Vite, Tailwind, Zustand)
native/ Tauri 2.0 desktop wrapper + NSIS build pipeline
mcpb/ MCPB bundle for Claude Desktop
scripts/ Fleet launcher, CUA-NSIS smoke test, MCPB pack
docs/ Documentation library (fleet standards)
Similar repos
Contributors
24 commits
3 commits
Languages
Python
41.2%
PowerShell
29.0%
TypeScript
26.9%