04/Knowledge (RAG)
RAG Build & MCP Servers
Building knowledge and turning it into a deployable MCP server.
A RAG build embeds the project's documents/datasources into the vector database (Milvus). Then an MCP server (Docker image) is generated; the image bundles the search tools and the pinned chunks (pinned_chunks.json).
- Build
- Creates the vectors; progress is followed via live logs (SSE).
- MCP image
- The generated server is pushed to a registry; you connect it to your MCP client.
- API keys
- The MCP server is protected by a project API key.
- Registry
- Generated MCP images are managed from the Registry page.