Ramsbaby

Openclaw Self Evolving — Data skill for Claude Code

Data community intermediate

2+ Weekly self-improvement pipeline — scans Claude Code logs, proposes CLAUDE.md/AGENTS.md rule changes, zero API cost.

How to install Openclaw Self Evolving

This entry records only its repository, not the path inside it, so there is no exact command to give. Open Ramsbaby/openclaw-self-evolving and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Openclaw Self Evolving does

**Stop making the same mistakes. Let your agent learn from them.**

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README

🧠 Self-Evolving Agent

Your AI agent reviews its own logs and proposes behavior improvements — weekly, automatically.

**Stop making the same mistakes. Let your agent learn from them.**

[](https://github.com/Ramsbaby/openclaw-self-evolving/stargazers) [](https://github.com/Ramsbaby/openclaw-self-evolving/actions/workflows/ci.yml) [](LICENSE) [](#) [](#) [](#) [](#)

If this improved your agent's behavior, a ⭐ helps others find it.

[⚡ Quick Start](#-quick-start) · [🔍 What It Detects](#-what-it-detects-6-pattern-types) · [📋 Real Results](#-real-results) · [🤖 Claude Code](#-claude-code--agentsmd)

Quick Install

curl -fsSL https://raw.githubusercontent.com/Ramsbaby/openclaw-self-evolving/main/install.sh | bash

Then point it at your logs:

# edit config.yaml — set agents_md and logs_dir
nano ~/.local/share/openclaw-self-evolving/config.yaml

What Is This?

**Self-Evolving is a weekly agent improvement pipeline** — no LLM, no API calls, no cloud.

It reads your agent's session logs, finds patterns of bad behavior (retry loops, broken rules, user frustration), and surfaces exact `AGENTS.md` or `CLAUDE.md` rule changes you can approve or reject in under a minute.

**The agent doesn't change itself.** You approve every change. That's the point.

The Problem

AI agents make the same mistakes repeatedly. Nobody has time to manually review thousands of conversation logs. The mistakes keep accumulating, silently.

Week 1: Agent calls git directly — you correct it
Week 2: Same mistake again
Week 3: Same mistake
Week 4: Still happening — 3 weeks wasted

**Self-Evolving automates the review** — and brings you a short list of what to fix, every week.

Week 1: Agent calls git directly 4 times despite CLAUDE.md rule
Week 2: Same mistake, 3 more times
Week 3: Self-Evolving flags it → you approve the stronger rule → never happens again