Knowledge Base + MCP
RAG knowledge base with MCP server built in
About
A full RAG knowledge base with a built-in Model Context Protocol (MCP) server. Connect directly from Claude Desktop, Cursor, or any MCP-compatible client to search and chat with your documents.
Ingest docs via REST, chat via REST or MCP, and search via semantic retrieval — all from one deployment. The MCP manifest at `/.well-known/mcp.json` makes discovery automatic.
API Endpoints
/ingest /chat /search /.well-known/mcp.json /mcp /health How It Works
Document Ingestion
POST /ingest — documents chunked, embedded, and indexed in the vector database.
MCP Discovery
GET /.well-known/mcp.json — clients auto-discover available tools and resources.
Tool Execution
MCP clients call tools (search, chat) via JSON-RPC at POST /mcp.
RAG Response
Semantic retrieval + LLM generation returns grounded answers with sources.
Use Cases
Claude Desktop Integration
Connect Claude Desktop to your private knowledge base via MCP for context-aware answers.
Cursor AI Context
Give Cursor access to your internal docs so code suggestions are grounded in your architecture.
API Documentation Hub
Ingest API docs and let any MCP client search and ask questions about your APIs.
Team Knowledge Portal
Centralize team knowledge and make it accessible from any MCP-compatible tool.
Opens Aerostack dashboard to deploy this template
What's Included
Pipeline
Billing Model
metered
Pay per token used. Free tier included.