According to AlphaMoat, as of 2026-08, 自我迭代 has 5,030 downloads and 10 stars — ranked #1,960 of 140,949 Claude skills overall, and #332 of 19,744 in AI Agent.
四大核心功能，覆盖迭代全流程：规则自动迭代（贴合对话场景，强制生效）、代码自动修改（AI生成优化片段，自动替换，无需人工干预）、闭环自动迭代（每20轮对话自动复盘优化，解放双手）、迭代评分系统（1-10分量化质量，低评分自动二次优化，保障进化效果）。 高稳定性+高适配性：内置代码备份、容错机制，优化失败自动恢复，避免Skill崩溃； 操作简单，可灵活干预：7条核心指令一键触发（自我迭代、持续迭代、停止迭代、查看迭代规则等），兼顾全自动化与手动控制，新手也能快速上手；迭代历史、评分记录可追溯，进化效果清晰可见。
| Month | Downloads | MoM | Stars | Installs |
|---|---|---|---|---|
| 2026-08 | 5.0K | +49.8% | 10 | 185 |
| 2026-07 | 3.4K | +122.1% | 8 | 185 |
| 2026-06 | 1.5K | +118.5% | 3 | 185 |
| 2026-05 | 692 | +231.1% | - | 185 |
| 2026-03 | 209 | — | - | 76 |
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 🦞
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Data month: 2026-08 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.