Designing log-navigation tools in the Buildkite MCP server
How we turned raw, messy CI logs into a structured format and a small set of navigation tools so AI agents can debug build failures the way a human would.
Mark Wolfe
Mark Wolfe is a Principal Engineer working on MCP and the interfaces AI agents use to drive CI/CD.
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