SkillClaw: Let Skills Evolve Collectively with Agentic Evolver

by AMAP-ML · Codex Skill · ★ 2.7k

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install SkillClaw

git clone https://github.com/AMAP-ML/SkillClaw.git && cd SkillClaw
git clone https://github.com/AMAP-ML/SkillClaw.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagentic-aiai-agentcollective-intelligencecontinual-learninghermesllmllmsopenclawself-evolving

Quick Facts

Stars2,719
Forks277
LanguagePython
CategoryCodex Skill
LicenseMIT
Quality Score64/100
Open Issues29
Last Updated2026-10-21
Created2026-04-10
Platformspython
Est. Tokens~18k

About SkillClaw

✨ SkillClaw: Let Skills Evolve Collectively with Agentic Evolver ✨ AI agent skills that evolve from every real interaction — just talk.Across sessions, agents, devices, and users. Experience compounds. Skills keep growing. [![Paper](https://img.shields.io/badge/Paper-P

Compatible Skills

These tools work well together with SkillClaw for enhanced workflows:

  • AutoSkill — semantic(0.44)+complementary+rare_topics+same_lang+similar_pop+shared_platform (69%)
  • bernstein — semantic(0.24)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • GenericAgent — semantic(0.24)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • PPTAgent — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (57%)
  • awesome-lifelong-llm-agent — semantic(0.20)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)

SkillClaw alternative? Top 6 similar tools

Looking for a SkillClaw alternative? If you're comparing SkillClaw with other codex skill tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • MemOS by MemTensor · ⭐ 12.3k

    Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill r

  • MetaClaw by aiming-lab · ⭐ 3.5k

    🦞 Just talk to your agent — it learns and EVOLVES 🧬.

  • cursor-talk-to-figma-mcp by grab · ⭐ 7.1k

    TalkToFigma: MCP integration between AI Agent (Cursor, Claude Code, Codex) and Figma, allowing Agentic AI to c

  • AI-Infra-Guard by Tencent · ⭐ 6.4k

    A full-stack AI Red Teaming platform securing AI ecosystems via OpenClaw Security Scan, Agent Scan, Skills Sca

  • PPTAgent by icip-cas · ⭐ 5.2k

    An Agentic Framework for Reflective PowerPoint Generation

  • awesome-openclaw-usecases-zh by AlexAnys · ⭐ 4.4k

    🇨🇳 OpenClaw中文用例大全 | 50个真实场景 | 国内特色 + 海外案例的国内适配 | 自动化办公·内容创作·运维·AI助理·知识管理 | 新手友好

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Codex Skill tools