evolution-loop

Community

Self-improvement by pattern detection and updates.

Authorbordenet
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Self-improvement cycle: scans session logs, failure autopsies, and decision logs for recurring patterns. Auto-generates skill updates or new skills. Tracks improvement metrics over time.

Core Features & Use Cases

  • Detect recurring failure patterns across sessions and generate targeted skill updates.
  • Auto-create new skills from discovered patterns and track their adoption.
  • Measure improvement metrics over time to validate effectiveness and guardrails.

Quick Start

Run evolution-loop after a major session to identify recurring patterns and queue skill updates.

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: evolution-loop
Download link: https://github.com/bordenet/superpowers-plus/archive/main.zip#evolution-loop

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

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.