Stealthy-McStealth/self-evolve

4 stars · Last commit 2026-06-02

Make your Claude Code agent work like a real harness (Hermes). Self-evolving skills + drift prevention. Research-backed.

README preview

# self-evolve

**Make your Claude Code agent work like a real harness — the one Hermes uses.**

> an agent that can't learn from its mistakes isn't an agent. it's a very expensive grep.

A Claude Code plugin that gives your agent self-evolving harness capabilities: it learns
from mistakes, encodes durable skills, and actually follows them across long trajectories.
The same architecture that makes Hermes effective — applied to your local Claude Code setup.

Backed by peer-reviewed research. Not vibes.

[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)

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## why this exists

Hermes-style agents don't just run tools. They build up a persistent skill library from
execution traces and stay on-task across long trajectories. That's what makes them

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