SkillClaw: skill pack for Hermes Agent

SkillClaw

AMAP-ML/SkillClaw

Background service that evolves and deduplicates agent skills across sessions, devices and users

In short

SkillClaw is a skill-evolution tool that improves an agent's skills from real conversations, merges duplicates, and shares them across multiple agents, devices and users. Hermes Agent is the first agent listed among its integrations.

What SkillClaw does

SkillClaw watches how an agent is used in ordinary sessions and evolves its skills in the background, with no extra commands during chat. For a single Hermes Agent user, the README describes it as a way to clean up a skill library full of duplicates, outdated entries and half-finished skills. With several Hermes agents, it merges and deduplicates skills into one library and distributes the result back to each agent.

The same idea extends across machines, so skills learned on a home, school or work machine reach the others. When people join a shared group, each member's real-world experience feeds the same evolution loop. A bilingual dashboard, started with skillclaw dashboard sync and skillclaw dashboard serve, shows local and shared skills, validation progress, version history and session traces. Besides Hermes, it integrates with Codex, Claude Code, OpenClaw and any OpenAI-compatible API, and the README links an arXiv paper.

Key features

Skills evolve from real sessions in the background
Automatic deduplication and quality improvement of a skill library
Unifies skills across several agents and several devices
Shared groups let multiple users feed one evolution loop
Bilingual dashboard started with skillclaw dashboard sync and skillclaw dashboard serve
Integrations with Hermes, Codex, Claude Code, OpenClaw and any OpenAI-compatible API

When to use it

Clean up a Hermes Agent skill library full of duplicates
Keep skills in sync between a laptop and a server
Let a team share what each member's agent has learned

Who it is for: Hermes Agent and OpenClaw users with growing skill libraries, and teams that want agents to share learned skills.

How it fits with Hermes Agent

The README lists Hermes Agent first among its integrations and includes a section on what SkillClaw brings to a Hermes user.

FAQ

What is SkillClaw?

SkillClaw is a tool that lets agent skills evolve from real interactions across sessions, agents, devices and users. It merges duplicates and improves skill quality in the background.

Does SkillClaw work with Hermes Agent?

Yes. Hermes Agent is the first integration listed, and the README has a section on using SkillClaw with Hermes, including setups with multiple Hermes agents or devices.

Is SkillClaw free and open source?

Yes. The repository is released under the MIT license.