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Diagnose why a GitHub Actions run failed and find its root cause; decide whether to retry that failed Action once; check or rank GitHub bounties; audit AGENTS.md readiness; detect MCP schema drift.
Audit public GitHub repositories with HarnessVerdict before autonomous coding. Use when checking AGENTS.md, CLAUDE.md, GEMINI.md, Copilot or Cursor instructions, validating SKILL.md files, investigati...
Compare complete MCP 2025-11-25 tools/list snapshots before accepting a server upgrade or changed tool catalog. Use after notifications/tools/list_changed, at agent startup when a catalog hash differs...
Classify a completed public GitHub Actions failure with FlakeVerdict before spending a retry. Use when deciding whether a failed workflow run is a confirmed flake, likely flake, recurring failure sign...
Diagnose a public GitHub Actions workflow run with RunVerdict before changing code or rerunning CI. Use when a GitHub Actions run, job, matrix shard, test suite, build, lint, dependency install, timeo...
Audit public agent SKILL.md bundles with SkillVerdict before installation or execution. Use when evaluating a third-party Codex, Claude Code, Gemini, OpenClaw, or cross-agent skill; checking scripts,...