catalyst 是做什麼的？
為 Claude Code 設計的工程技能，將模型轉變為一個穩定、可長期運行的系統。
為 Claude Code 設計的工程技能，將模型轉變為一個穩定、可長期運行的系統。
adrijshikhar/catalyst 是一個專為 Claude Code 設計的技能集，旨在將 Claude 模型打造成一個可長時間穩定運行的可靠系統。此技能的核心目標是「工程 harness」，透過一系列最佳實踐和工具，提升 Claude Code 在持續執行任務時的穩定性與效率。它支援 Claude Code 平台，並主要透過 SKILL.md 文檔定義其行為與操作指南，讓開發者能夠有效管理長時間運行的 AI 代理工作流程。此技能特別適合需要讓 AI 代理在背景持續執行複雜任務、處理長時間會話或維護系統狀態的場景，確保模型不會因會話超時或錯誤中斷而失效，從而實現真正的長期自動化。
npx skills add adrijshikhar/catalystInstalled? 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 →
為 Claude Code 設計的工程技能，將模型轉變為一個穩定、可長期運行的系統。
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.