Openclaw Self Evolving

Status (2026-10-13): not actively maintained. Last updated 2026-07-25 and built against OpenClaw before 2.0 — not verified on OpenClaw 2.0 (2026.9+). Issues are read, but replies may be slow.

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

⚡ Quick Start · 🔍 What It Detects · 📋 Real Results · 🤖 Claude Code

Quick Install

Then point it at your logs:

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.

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

How It Works

One pipeline, three scripts, zero ongoing cost.

Before & After

Before Self-Evolving

After One Self-Evolving Cycle

Proposal generated automatically:

You react ✅ → rule applied → never happens again.

Real Example Output

Works With

OpenClaw is one supported platform — not a requirement. Claude Code works out of the box.

⚡ Quick Start

Prerequisites

- python3 (built-in on macOS/Linux)
- bash 3.2+
- Agent logs in JSONL format (Claude Code: ~/.claude/logs/, OpenClaw: ~/.openclaw/agents/)
- 5 minutes

Option A: One-line install (recommended)

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