agent-self-improvement

Installation
SKILL.md

Overview

A meta-skill that monitors the performance of all other skills in the portfolio, identifies bottlenecks and failure patterns, suggests improvements, and optionally applies optimizations. This is the flywheel that makes every other skill better over time. Track usage metrics, error rates, execution times, and user satisfaction to continuously improve the skill library.

Required Tools

  • Metrics Storage: SQLite (.omc/metrics.db) or JSON logs (.omc/logs/skill-metrics.jsonl)
  • Analysis: Python with pandas for data analysis
  • Git: For tracking skill changes and A/B testing variants
  • OMC State: .omc/state/ for skill execution tracking
  • Session Logs: .omc/sessions/ for historical performance data
  • Python 3.10+ with pandas, sqlite3

Capabilities

Installs
1
GitHub Stars
12
First Seen
Jun 20, 2026
agent-self-improvement — oyi77/1ai-skills