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How to expose CI data to AI agents
Agents debugging CI failures only have log text to work with.
4 min read
Agents debugging CI failures only have log text to work with.
Why it happens
Without structured access, an agent cannot pivot on durations, history or cost.
How to fix it
- Run an MCP server exposing builds, failures, durations and costs as tools
- Scope its token to read-only
- Give the agent history, not just the failing run — regressions need a baseline
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