Use this skill when the user explicitly asks to map, document, or onboard into an existing codebase. Trigger for prompts like \"map this codebase\", \"document this architecture\", \"onboard me to this repo\", or \"create codebase docs\". Do not trigger for routine feature implementation, bug fixes, or narrow code edits unless the user asks for repository-level discovery.
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Use this skill when building AI agents that call external tools, implementing policy-based access controls, adding semantic intent classification, creating trust scoring systems, building audit trails, or enforcing rate limits and content filters on agents.
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Use when designing or implementing an evaluation loop for AI agent outputs — reflection loops, evaluator-optimizer pipelines, LLM-as-judge scoring, or rubric-based iteration. Not when running an existing test suite or reviewing a completed artifact without iterating.
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Use when creating or updating agent instruction files (AGENTS.md for Pi, copilot-instructions.md for Copilot, per-path guides, or AGENTS.md router) — especially when instruction files are too long, generic, or stale, or when agents repeatedly make the same avoidable mistakes.
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Use this skill when generating SHA-256 integrity manifests for agent plugins, verifying that installed plugins match their manifests, detecting tampered files, auditing dependency pinning, or building provenance chains for plugin promotion.
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Use when API endpoints need quick, repeatable smoke validation with hurl after changes, especially for auth, status codes, and response-shape regressions before broader testing.
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