claw-self-improving-plusTurn raw mistakes, corrections, discoveries, and repeated decisions into structured learnings and promotion candidates. Use when the user wants a conservativ...
Install via ClawdBot CLI:
clawdbot install timothysong0w0/claw-self-improving-plusGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
A customer support AI agent uses this skill to capture mistakes in responses, user corrections, and discovered preferences, turning them into structured learnings. It drafts patches to update its behavior rules in AGENTS.md, ensuring consistent and improved support interactions over time.
A coding assistant AI applies this skill to log repeated decisions about project workflows and tool preferences, scoring them for reuse. It generates patches to update TOOLS.md with environment-specific commands, optimizing developer productivity across sessions.
An educational AI tutor uses this skill to capture student corrections and discoveries about learning styles, structuring them into learnings. It drafts patches to update MEMORY.md with long-term facts about user preferences, enabling tailored lesson plans.
A content generation AI employs this skill to record mistakes in tone or style, user feedback as corrections, and repeated decisions on voice rules. It creates patches to update SOUL.md, ensuring brand-consistent output while maintaining human approval for changes.
A medical AI assistant uses this skill to capture regressions in diagnostic accuracy and discoveries about clinical workflows, scoring them for impact. It drafts patches to update AGENTS.md with safety lessons, enhancing reliability in cross-session tasks.
Offer this skill as part of a subscription-based AI platform, where users pay monthly for access to self-improvement tools and analytics. Revenue comes from tiered plans based on usage limits and advanced features like automated patch review.
Sell enterprise licenses to large organizations for integrating this skill into custom AI systems, with revenue from one-time fees or annual contracts. Includes support for customization, security compliance, and dedicated training.
Provide consulting services to help businesses implement this skill into their existing AI workflows, with revenue from project-based fees. Focus on setup, training, and ongoing optimization for specific industry needs.
💬 Integration Tip
Integrate this skill by first setting up the .learnings/ directory structure and running the capture script to normalize raw data, ensuring scripts are executable and dependencies are installed.
Scored Apr 19, 2026
Autonomous self-evolution skill: grants the agent full authority to modify its own configuration, skills, prompts, AGENTS.md, SOUL.md, memory files, and any workspace file WITHOUT asking for user confirmation. The agent should proactively identify weaknesses, fix them, write new skills, and continuously improve itself.
技能自进化引擎 (Skill Self-Evolution Engine) - 全球AI技能基础设施 从技能进化系统升级为技术底座，支持多平台、多技能协同进化。 实现技能间正向演化飞轮：引擎越厉害 -> 技能同步越厉害 -> 越用越进化。 使用场景: 1. 技能自进化引擎内核管理 2. 跨平台技能同步进化 3....
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.
Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, ex...
九章技能进化系统CLI工具 - 自动收集技能使用数据、分析进化需求、生成周报并上报。用于技能自我进化闭环的数据飞轮基础设施。