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SkillClaw

Open source

SkillClaw evolves AI agent skills collectively from real interactions, auto-deduplicating and improving them across sess

2.4kMIT

Let Skills Evolve Collectively with Agentic Evolver

Pros

  • +Automatic skill evolution and deduplication from real session data
  • +Broad compatibility with multiple AI agents (Hermes, OpenClaw, Codex, Claude Code, etc.)
  • +Supports team-wide shared skill libraries across multiple users and devices
  • +Simple client proxy setup with optional evolve server for background evolution

Cons

  • −Requires setup of client proxy and optional evolve server
  • −May have learning curve for configuring shared storage (OSS/S3/local)
  • −Dependent on specific agent integrations for full functionality

Target audience: Developers and teams using AI agents who want to automatically improve and share reusable skills across sessions and users.

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