familiar-ai

Scaffold a new sensor/actuator tool for familiar-ai. Generates the tool file and registers it in all required places in agent.py.

Validate the .env configuration for familiar-ai. Detects common misconfigurations like wrong ports, missing MODEL, or TOOLS_MODE issues that cause silent failures or timeouts.

Debug a stuck or misbehaving familiar-ai ReAct loop. Diagnoses tool-call failures, model output issues, prompt-mode parsing errors, and silent tool skips.