PyCallingAgent: Finally, AI function calling that doesn’t suck

**PyCallingAgent: Finally, AI function calling that doesn’t suck**

I got tired of JSON schemas breaking every time I needed dynamic workflows, so I built PyCallingAgent. Instead of forcing LLMs to generate rigid JSON, it lets them write actual Python code and execute it.

**The difference:**

– Traditional: „Call function A, wait for response, call function B based on result, repeat 5 times“

– PyCallingAgent: „Here’s my goal“ → AI writes and executes a complete workflow in one go

**Key features:**

– Persistent state across conversations

– Works with any LLM provider

– Real-time streaming of code execution

– Secure AST validation (no eval() dangers)

Perfect for data analysis, API workflows, multi-step automations.

GitHub: [github.com/acodercat/py-calling-agent]