I tested several local models for tool calling performance. Until now, it’s the qwen2.5:3b leading the “board”. To do this, I built a small tool selection(e.g. get_weather, etc.), quite a lot of typing work. But then, I found the agent-friend toolkit in this blogpost(https://dev.to/0coceo/ollama-tool-calling-in-5-lines-of-python-3h5f) and it’s just amazing! I can now get straight into the tool development without hundreds of lines in JSON.