Ai-agents

Five deterministic checks over a live short-term rental, ranked by severity and delivered to Telegram every morning. What it took to make the alert worth reading, including two bugs it shipped while every test stayed green.

I connected the Hospitable MCP server to Claude and pointed it at my real Airbnb. Two weeks of letting an agent actually look turned up stale door codes, missed conversions, a closing review window, and a year of complaints it clustered into three themes in seconds.