How much overhead does this skill add?

This skill typically adds 2-3 hours of overhead per experiment but is designed to save dozens of hours in the long run through optimized workflow performance.

What is the difference between Universal and Domain agents?

Universal agents (like coders) are 100% transferable across any project, while Domain agents (like coverage-analyzers) are 60-80% transferable within specific fields like testing or security.

What are Meta-Agent (M0) capabilities?

M0 capabilities are the core orchestration functions including observation, planning, execution, reflection, and evolution that manage the specialized agent set.

When should I create a specialized agent?

According to the skill's decision tree, you should specialize when a generic agent shows a performance gap of at least 5x and the task is recurring enough to justify the creation cost.

Agent Prompt Evolution

Name: Agent Prompt Evolution
Author: yaleh

byyaleh

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Productivity & Workflow

Tracks and optimizes the emergence of specialized AI agents to improve workflow performance and prompt reusability.

Agent Prompt Evolution is a meta-cognition framework for Claude Code designed to systematically monitor how generic agents evolve into specialized experts during methodology development. It helps developers identify performance gaps—often exceeding 5x speedups—to justify the creation of specialized sub-agents. By tracking agent set evolution, calculating ROI on specialization decisions, and categorizing prompts by their transferability, this skill enables the creation of a stable, high-performance AI architecture that matures across multiple experiments.

Key Features

01Agent Set Evolution (An) tracking to monitor specialization iterations

02Specialization Decision Tree for calculating performance ROI

03Reusability assessment for Universal, Domain, and Task-specific agents

04Meta-Agent (Mn) capability tracking and optimization

05Cross-experiment analysis to build a reusable agent library

0615 GitHub stars

Use Cases

01Scaling generic AI agents into high-performance specialized workflows

02Building a library of reusable agent prompts for cross-domain projects

03Systematically improving the base meta-capabilities of AI orchestrators

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yaleh/meta-cc agent-prompt-evolution

For use in Claude.ai and ChatGPT

Download Skill