According to AlphaMoat, as of 2026-09, Skill自我优化 has 13,749 downloads and 28 stars — ranked #900 of 193,229 AI skills overall, and #147 of 22,759 in AI Agent.
Skill 改进技能：对已存在的 skill 进行全方位改进和持续进化。当用户想要改进、优化、升级、调试、自动优化某个 skill 时触发。支持三种改进来源：用户指定的改进需求、运营过程中 BUG 与修复的自动沉淀驱动、联网搜索外部最佳实践。适用场景包括：改进 skill 描述和触发条件、提升指令质量、修复逻辑缺陷、增强专业能力、精简冗余内容、自动查找优化方向、BUG 自修复等。关键词：skill改进、优化skill、改进skill、skill升级、skill调试、自动优化skill、skill自修复、BUG修复skill。
| Month | Downloads | MoM | Stars | Installs |
|---|---|---|---|---|
| 2026-09 | 13.7K | — | 28 | 46 |
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude rea
场景驱动+关键词双模式技能发现工具。当用户用自然语言描述场景/需求（如"我想做一个海报""帮我分析股票"），或明确说"安装技能/find skills/找个skill"时，自动从官方内置、本地已安装、SkillHub、虾评、GitHub、ClawHub 六层联合搜索并推荐最合适的技能，支持一键安装。已完全替代官方...
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking...
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...
Security-first skill vetting for AI agents. Use before installing any skill from ClawdHub, GitHub, or other sources. Checks for red flags, permission scope, and suspicious patterns.
Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞
无头浏览器自动化CLI,为AI Agent优化,支持无障碍树快照与引用提取,精准网页操作
Data month: 2026-09 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.