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meta-evolve

Official

Evolve AI agent prompts for peak performance.

Software Engineering#automation#workflow#evaluation#telemetry#evolve#agent-prompt#genetic-algorithms
Authorpsd401
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill automates the systematic evolution of AI agent prompts using evolutionary strategies and telemetry data, reducing manual tuning time and improving agent performance over generations.

Core Features & Use Cases

  • Evolutionary search: generate multiple prompt variants, evaluate them on historical issue data, and identify top performers.
  • Telemetry-driven evaluation: leverage past issues, performance metrics, and reviewer feedback to drive continual improvements.
  • Safe promotion workflow: maintain version backups, execute crossover and mutation steps, and promote winning variants to production with traceable records.
  • Use Case: a software team wants to optimize a workflow agent by testing 5 variants per generation across 50 historical issues, selecting the best variant for deployment.

Quick Start

Run the evolution workflow to optimize agent prompts and produce a report:

  • /meta-evolve --agents all --generations 10 --output meta/evolution-report.md
  • You can also target a specific agent, e.g. /meta-evolve --agents general-purpose --generations 15

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: meta-evolve
Download link: https://github.com/psd401/psd-claude-coding-system/archive/main.zip#meta-evolve

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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