Repo Compliance Audit
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Write comprehensive PRDs for AI Agent productsâcovering agent identity, capability architecture (skills, tools, memory, RAG, workflows), behavior specifications, safety guardrails, and evaluation frameworks. Use when: designing conversational agents, autonomous agents, copilots, multi-agent systems, or any LLM-powered agentic application. Triggers: 'AI agent PRD', 'agent product requirements', 'design AI agent', 'agent capability spec', 'LLM agent requirements', 'æºè½ä½PRD', 'æºè½ä½éæ±ææ¡£', '对è¯æºå¨äººPRD', 'å¤æºè½ä½ç³»ç»éæ±'. Anti-triggers: 'ä¼ ç»PRDï¼éæºè½ä½ï¼', 'åªæ¶¦è²æ示è¯/åªåPrompt', 'åªåç¨æ·æ äº/éªæ¶æ åä½ä¸æ¶åå·¥å ·è°ç¨ãè®°å¿æRAG'.
Extract complete, replicable engineering specifications from existing codebases. Produces documentation detailed enough to fully replicate a project without seeing the original source codeâeven using a different tech stack. Use when: analyzing existing projects, documenting legacy systems, creating technical specs from code, preparing for system migration, or onboarding new teams. Triggers: 'extract spec from code', 'document codebase', 'analyze project architecture', 'create spec from existing system'.
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Build a new skill using a repeatable, high-signal workflow that separates **methodology discovery** from **pack**aging**âwithout requiring any other skills to be installed or invoked.
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Use when a user asks to review, interpret, or audit an AI agent skill (SKILL.md plus bundled scripts/references/assets) for capabilities, triggering behavior, tool/command usage, safety & privacy risk, supply-chain provenance, quality gaps, and improvement recommendations; also use when validating a skill before installing or deploying it.
A portable, reproducible UI/UX spec standard: scan a frontend repo for UI sources and scaffold a ui-ux-spec documentation bundle (tokens, global styles, components, patterns, pages, a11y). Also supports plan-driven UI-only refactors based on an existing ui-ux-spec. Excludes business logic and domain workflows.
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