autoresearch 是做什麼的？
自主迭代循環：針對任何指標進行修改、驗證、保留/捨棄
自主迭代循環：針對任何指標進行修改、驗證、保留/捨棄
這項技能提供一個自主化的迭代循環，讓 AI 代理能夠自動修改程式碼、執行驗證，並根據任何可定義的指標決定保留或捨棄變更。它特別適合需要反覆實驗與優化的開發場景，例如效能調校、測試覆蓋率提升或回應時間最佳化。支援 CLI、Cursor 與 Codex 等主流開發平台。其運作方式為：代理先執行一次修改，接著透過使用者定義的指令驗證結果，最後根據預設指標（如測試通過率、執行時間或自訂分數）決定是否保留該次變更。此技能可大幅減少手動反覆嘗試的成本，並確保每次迭代都有明確的評估標準。
npx skills add https://github.com/uditgoenka/autoresearch/tree/main/skills/autoresearchInstalled? 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 →
自主迭代循環：針對任何指標進行修改、驗證、保留/捨棄
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.