catalyst 是做什么的？
为 Claude Code 提供工程化能力 — 将模型转变为长期运行、可靠的系统。
为 Claude Code 提供工程化能力 — 将模型转变为长期运行、可靠的系统。
adrijshikhar/catalyst 是一项专为 Claude Code 设计的技能，其主要目标是将 Claude Code 从一次性对话工具转变为可长期运行、稳定可靠的编程助手。通过引入“驾驭工程”（Harness engineering）的理念，该技能提供了一系列工具和模式，帮助开发者管理复杂的、多步骤的软件工程任务，避免模型因超出上下文窗口或状态丢失而中断。它适用于需要持续集成、测试运行、代码审查或大型项目维护的场景，支持与 Claude Code 的现有工作流程无缝集成。其工作原理基于结构化的提示、状态检查点以及错误恢复机制，确保模型能够保持任务上下文，并在出错时从可恢复的状态继续工作。总之，catalyst 显著提升了 Claude Code 在长期、复杂工程任务中的可靠性和实用性。
npx skills add adrijshikhar/catalystInstalled? Explore more 研究与数据分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →
为 Claude Code 提供工程化能力 — 将模型转变为长期运行、可靠的系统。
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.