debug-renfield

To troubleshoot incorrect intent recognition, validate ranked intent extraction and refresh Home Assistant keywords to improve accuracy. You can trigger an intent test and inspect backend logs to pinpoint specific classification failures.

WebSocket connection failures during satellite discovery often stem from backend configuration issues. Inspect Docker service logs, verify WebSocket and CORS configuration, and check zeroconf settings to diagnose and resolve broken satellite connections.

Diagnosing Renfield runtime failures in a Docker environment requires access to debug endpoints, Docker log inspection, Ollama CLI access, and permissions to trigger re-embedding and keyword refresh operations for accurate fault isolation.

Fix Home Assistant integration faults and voice issues by inspecting backend logs for TTS and STT errors. Verify Home Assistant keyword synchronization and check hardware configurations like ReSpeaker to resolve voice input failures.

The best way to resolve MCP server connection issues is to inspect Docker service logs and verify backend connectivity. Check Prometheus metrics and run configuration checks to isolate the failing server components.

You should re-embed vectors immediately after changing Ollama models to prevent intent recognition degradation. Use the Ollama CLI to verify the model switch, then trigger the re-embedding operation through the admin endpoints.