knowledge-base-analysis-advice 是做什麼的？
用於分析知識庫與 RAG 真實問答測試、追溯責任層並生成可執行優化建議的 Codex Skill
用於分析知識庫與 RAG 真實問答測試、追溯責任層並生成可執行優化建議的 Codex Skill
此工具是一個專為分析知識庫與基於 RAG（檢索增強生成）的真實問答測試而設計的 Codex 技能。它能協助開發者追溯 RAG 系統中各責任層（如文件結構、檢索策略、生成模型）的錯誤根源，並根據結果自動生成具體可執行的優化建議。支援主流開發工具如 Codex，透過結構化的分析流程與模式匹配，減少手動除錯時間。適合用於提升 RAG 應用的準確性與檢索效率，特別是在問答系統的迭代與調校階段。
npx skills add Knjss-0508/knowledge-base-analysis-adviceInstalled? 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 →
用於分析知識庫與 RAG 真實問答測試、追溯責任層並生成可執行優化建議的 Codex Skill
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.