Knowledge Systems Python Packages

cervel-public

Public developer layer for CERVEL: experimental knowledge contracts, Python SDK, local validation, and a bounded localhost sandbox.

longtrainer

Production-ready RAG framework for Python — multi-tenant chatbots with streaming, tool calling, agent mode (LangGraph), vector search (FAISS), and persistent MongoDB memory. Built on LangChain.