evolver

Analyze runtime logs and generate auditable evolution assets for AI agents.

2|Updated Mar 31, 2026
One-click install
npx skills add https://github.com/Wike-CHI/acquisition-agent --skill evolver
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: evolver
Source: https://github.com/Wike-CHI/acquisition-agent/tree/main/skills/evolver
Command: npx skills add https://github.com/Wike-CHI/acquisition-agent --skill evolver

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires dotenv, and includes scripts (resource) and assets (resource) components.

What problem does it solve?

Capability Evolver automates self-improvement of OpenClaw agents by analyzing runtime logs and producing auditable evolution assets that gate future changes.

Core Features & Use Cases

  • Auto-Log Analysis: scans memory/logs for errors and patterns to guide evolution.
  • GEP Protocol: codifies evolution into Genes, Capsules, and EvolutionEvents for reusable assets.
  • Safe, Auditable Patches: enforces strict validation and versioning with safety constraints.

Quick Start

Run node index.js to start the evolution loop.

Frequently Asked Questions about evolver

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate self-evolution for AI agents?

Automating AI agent self-evolution involves scanning runtime logs to guide evolution and codifying changes into reusable assets using the GEP protocol. This ensures safe, auditable patches with strict validation and versioning.

What is the GEP protocol for AI agent evolution?

The GEP protocol codifies AI agent evolution into Genes, Capsules, and EvolutionEvents to create reusable evolution assets. It enforces strict validation and versioning with safety constraints to gate future changes.

How do I make AI agent prompt changes auditable?

Making AI agent prompt changes auditable requires enforcing strict validation and versioning with safety constraints during self-evolution. The system generates EvolutionEvents and stores assets under workspace/assets/gep.

Do I need Node.js 18+ to run automated AI agent evolution?

Yes, you need Node.js 18+ and Git to run automated AI agent evolution. You also need to configure environment variables such as A2A_NODE_ID, A2A_HUB_URL, and EVOLVE_STRATEGY.

How do I start an AI agent evolution loop?

To start an AI agent evolution loop, run node index.js after configuring the required environment variables. The system will analyze memory and logs for errors to guide the evolution process.

What limitations exist when applying constrained mutations to AI agents?

Constrained mutations are limited by strict validation and versioning safety constraints applied within the discovery, intelligence, outreach, and pipeline layers. Runtime memory must be stored under workspace/memory.