# Pipeline Copilot

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Shiva Chakali](https://cerebralvalley.ai/u/Captain_Ops)
- **GitHub:** https://github.com/ShivaKumarChakali/pipeline-copilot
- **Demo video:** https://drive.google.com/file/d/1kS67uVYyr1wHFvIZoMWRqMNwO1p5Vuls/view?usp=drive_link
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/522

Pipeline Copilot. When a data pipeline breaks at 2 AM, the on-call engineer gets a wall of logs, a failed SQL query, and very little else. Finding the root cause can take hours, and the business dashboards stay wrong until someone does. Pipeline Copilot takes a failed pipeline run, the error log, the SQL, the table schemas, and recent changes, and returns three things in under a minute: the most likely root cause in plain English, the evidence from the logs that supports it, and a draft fix (corrected SQL or config) the engineer can review and apply. It covers the failures data teams hit most: schema drift, bad upstream data, permission changes, and silent data quality explosions. The diagnosis engine is deterministic and runs locally with no API key; classification and evidence always come from the local engine, so it never invents a root cause. The Meta Model API layer (Muse Spark, verified live) rewrites the summary and reviews the draft fix when a key is set. Built solo in Python (standard library only) with six realistic sample failed runs from Snowflake and dbt-style pipelines. Run it with: python3 server.py, then open http://localhost:8000.

## More from Meta Global AI Developer Hackathon

- [NoKey — Business Protection](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/519)
- [Aries Nyne](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/520)
- [Rajat(Self)](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/521)
- [PixyPup](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/523)
- [MathMate AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/524)
- [Achmad Royan Qodri Ramadhani](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/525)

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