TingjiaInFuture/allbemcp

Automatically introspects Python libraries and local scripts to extract APIs and generate MCP server code without manual schema definition, while providing stateful object management that allows LLMs to instantiate and chain methods on persistent in-memory objects. Built on FastMCP with pluggable transports (stdio, StreamableHTTP) for Claude Desktop and LangChain integration, plus a smart serialization engine that converts dataframes, images, and iterators into LLM-digestible formats.

Available on PyPI.