For shrimp ponds the risky pattern is a few cloudy days followed by a still, warm night, since that's when dissolved oxygen crashes before dawn. I'd have the Weather Risk Agent watch hourly cloud cover, wind and night temperature instead of a daily summary. Open-Meteo is free for a student project, or if you want ready-made agent tools, the APIFreaks MCP server has forecast, marine and flood data (I work on it).
Furqan Ashraf
We are small team, who loves to code.
For shrimp ponds the risky pattern is a few cloudy days followed by a still, warm night, since that's when dissolved oxygen crashes before dawn. I'd have the Weather Risk Agent watch hourly cloud cover, wind and night temperature instead of a daily summary. Open-Meteo is free for a student project, or if you want ready-made agent tools, the APIFreaks MCP server has forecast, marine and flood data (I work on it).