organic-reflection

What problem does it solve?

This Skill addresses the challenge of incrementally improving AI agent prompts, skills, and processes based on real-world usage signals, avoiding the pitfalls of bulk migration and unnecessary complexity.

Core Features & Use Cases

• Analyze Recent Work: Reviews git history, issue context, and friction points to identify repeated tasks and bottlenecks.
• Propose Improvements: Suggests codifying patterns into new skills, config updates, or external tool adoption.
• Evaluate Candidates: Uses a rubric to score potential improvements based on impact, effort, and risk.
• Memory Strategy Analysis: Assesses and recommends optimal ways to store and retrieve information.
• Use Case: After a series of coding sprints, use this Skill to analyze common errors or manual steps, then propose a new, small skill or a prompt tweak to prevent those issues in the future.

Quick Start

Use the organic-reflection skill to analyze recent work and propose process improvements.