self-improvement
by community
Use this page as a decision snapshot for self-improvement: trust signal, install momentum, real user feedback, and high-intent related pages you can compare next.
Description
错误学习闭环：记录失败和纠正 → Pattern-Key 分类 → 定期复盘 → 整合长期记忆 → 防止再犯。 Use when: (1) 命令/操作意外失败且原因值得记录, (2) 用户纠正了错误（"不对"/"Actually..."/"你搞错了"）, (3) 用户要求的能力不存在（能力缺口信号）, (4) 外部 API/工具故障且需记录规避方案, (5) 发现更好的做法可以替代当前方式, (6) 开始重大任务前回顾历史教训。 NOT for: 一次性小错误（typo/手误/用户说"没关系"的）、 功能性 bug 修复（用 problem-solving）、 skill 创建/优化（用 skill-creator）、 日常操作日志（不是每个 tool call 都要记）。
Install self-improvement
Run this in your OpenClaw agent to add self-improvement from the ClawHub registry.
openclaw skills install self-improving-learnerRequires ClawHub registry access. Review the security analysis below before installing.
Security Analysis
Open Source
Code is publicly available for audit.
Community Verified
Reviewed by the ClawHub community.
Community Reviews
Real user ratings only — separate from the editorial assessment and ClawHub signal.
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Frequently asked questions
Is self-improvement safe to install?
self-improvement has a SkillsReview security score of 81/100. It is open source and community-verified on ClawHub. Check the full Security Analysis on this page before installing.
How much does self-improvement cost?
self-improvement is free to install for OpenClaw via ClawHub.
What are the best alternatives to self-improvement?
You can compare self-improvement side by side with similar OpenClaw skills on the SkillsReview comparison page to find the best fit for your workflow.
How do I install self-improvement?
Install self-improvement from ClawHub at clawhub.ai/skills/self-improving-learner, or use the install action on this page to copy the command for your OpenClaw agent.
Community Signal
Historical movement
Timeline plus trend snapshots for security, reviews, and reputation tilt.
Trend Charts
30 / 90 / 180 day snapshots for ranking movement and security-score movement.
Last updated unknown UTC
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