self-evolve-agentAgent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B...
Install via ClawdBot CLI:
clawdbot install mikonos/self-evolve-agentGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
当AI客服系统在处理复杂客户问题时准确率下降，self-evolve可自动识别瓶颈，设计不同回复策略的A/B测试，通过实验数据选择最优方案，持续提升客户满意度。
内容创作AI在生成营销文案时风格一致性不足，该技能可定期分析生成差距，搜索改进方案，通过对比实验优化提示词和生成参数，实现内容质量的阶梯式进化。
数据分析agent在处理新型数据源时效率低下，self-evolve可识别流程瓶颈，设计不同的数据处理工作流进行实验，选择最高效的方案固化到日常操作中。
编程助手在生成特定框架代码时存在缺陷，该技能可感知代码质量差距，搜索改进方法，通过A/B测试不同生成策略，选择最优方案持续提升开发效率。
自动化agent在执行复杂工作流时出现延迟，self-evolve可定期评估性能瓶颈，设计优化方案并进行实验验证，选择最佳执行路径固化到工作流中。
提供持续进化的AI服务，客户按月或按年订阅。self-evolve确保服务能力随时间自动提升，客户无需手动升级即可获得更好的AI性能，提高续费率。
为企业客户的AI系统提供持续的优化服务。通过self-evolve技能定期运行进化循环，提升客户AI系统的准确性和效率，按优化效果收费。
将self-evolve作为高级功能集成到AI产品中。基础版提供静态功能，高级版提供自主进化能力，用户为持续改进的能力支付溢价。
💬 Integration Tip
集成时需严格遵循四步巡航协议，确保每次触发只执行一个滴答循环，避免无状态连续运行破坏实验隔离性。
Scored Apr 19, 2026
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Orchestrate multi-agent teams with defined roles, task lifecycles, handoff protocols, and review workflows. Use when: (1) Setting up a team of 2+ agents with different specializations, (2) Defining task routing and lifecycle (inbox → spec → build → review → done), (3) Creating handoff protocols between agents, (4) Establishing review and quality gates, (5) Managing async communication and artifact sharing between agents.
A unified OpenClaw skill that merges self-improvement and proactivity: learn from corrections, maintain active state, recover context fast, and keep work mov...
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
Associative memory with spreading activation for persistent, intelligent recall. Use PROACTIVELY when: (1) You need to remember facts, decisions, errors, or...