Hi Product Hunt! 👋 I’m TingjiaInFuture, the maker of AllBeAPI. Like many of you, I've been heavily using Claude Desktop and Cursor recently. I wanted to give my LLM access to my local Python tools—data analysis scripts, database wrappers, and internal utilities. But the process was frustrating. For every single function I wanted to expose, I had to: 1. Manually define a verbose JSON/YAML schema. 2. Write a server wrapper. 3. Serialize complex return types (like DataFrames) manually. I thought: "Python already has type hints and docstrings. Why can't we just use those?" So I built AllBeAPI. It uses static analysis and runtime introspection to instantly turn any Python library (like `pandas`, `numpy`) or your own custom scripts into a fully compliant Model Context Protocol (MCP) server. The "Magic" Part: My favorite feature is State Management. Most tool bridges are stateless (Function A doesn't know about Function B). AllBeAPI allows the LLM to instantiate a Python class, keep it in memory, and call methods on it later. It feels like the LLM is actually "coding" in your environment. It’s open-source (AGPL v3), and I’d love to hear your feedback. Try exposing your own `utils.py` today and let me know how it goes! 🚀 Happy coding!

AllBeAPI

Turn your Python Code into MCP Tools Instantly

Turn your Python Code into MCP Tools Instantly