plan-auditor 是做什麼的？
嚴格的計畫 + 獨立稽核員代理技能 — 用真實命令證據驗證 AI 代理的工作，絕不輕信代理的報告。
嚴格的計畫 + 獨立稽核員代理技能 — 用真實命令證據驗證 AI 代理的工作，絕不輕信代理的報告。
Furox-Art/plan-auditor 是一個專為 AI 代理設計的嚴謹審計技能，旨在解決代理自我報告時可能出現的不可靠問題。它強制要求代理在執行任何任務前先制定詳細計畫，然後由一個獨立的稽核員角色來驗證該計畫的執行結果。稽核員不會直接信任代理的口頭報告，而是要求代理提供實際執行的命令輸出、檔案清單或系統狀態等客觀證據。此技能特別適合部署在需要高度問責和可追溯性的開發環境中，例如 CI/CD 管道、自動化部署或敏感資料處理。支援的代理平台包括 Claude Code、Cursor 和 Codex 等，通過強制執行「計畫-執行-驗證」的嚴格循環，顯著提升 AI 代理工作的可靠性和透明度。
npx skills add Furox-Art/plan-auditorInstalled? Explore more 研究與資料分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →
嚴格的計畫 + 獨立稽核員代理技能 — 用真實命令證據驗證 AI 代理的工作，絕不輕信代理的報告。
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Agent skill repository discovered by 10x-chat research.
Review backend code for quality, security, maintainability, and best practices based on established checklist rules. Use when the user requests a review, analysis, or improvement of backend files (e.g., `.py`) under the `api/` directory. Do NOT use for frontend files (e.g., `.tsx`, `.ts`, `.js`). Supports pending-change review, code snippets review, and file-focused review.