Does it update my skill files automatically?

The skill identifies potential improvements and presents them for your review. It only modifies your SKILL.md and CHANGELOG.md files after you provide explicit approval.

How does it ensure the quality of new instructions?

It evaluates every proposed update against four specific criteria: instructions must be Complete, Precise, Atomic (one requirement per check), and Stable (referencing specific versions or standards).

What does the Skill Optimizer actually do?

It monitors your interactions with other Claude skills and suggests permanent improvements to their instructions based on your feedback, corrections, and successful results during a session.

Can I revert changes if an optimization doesn't work?

Yes, the skill includes a 'history' command that allows you to view the modification history from the CHANGELOG.md and roll back to previous versions of a skill.

Skill Optimizer (Malik Taiar)

Name: Skill Optimizer (Malik Taiar)
Author: lawvable

bylawvable

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Productivity & Workflow

Analyzes Claude's performance during work sessions to automatically refine and update skill instructions based on user feedback and session outcomes.

The Skill Optimizer is a meta-utility designed to create a continuous improvement loop for your Claude Code environment. It monitors active work sessions to identify feedback signals—such as corrections, successful completions, and edge cases—and converts them into structured, high-quality skill instructions. By enforcing rigorous criteria (Complete, Precise, Atomic, and Stable), the skill ensures that updates are actionable and unambiguous. It automates the maintenance of your skill library by generating proposed modifications to SKILL.md files and maintaining a natural-language CHANGELOG.md, allowing your AI agents to evolve and become more specialized with every interaction.

Key Features

01Rigorous 4-point quality evaluation for proposed instruction updates

0238 GitHub stars

03Automated maintenance of SKILL.md and CHANGELOG.md files

04Clarification workflow to turn vague feedback into precise instructions

05Automatic session analysis to detect user corrections and successful patterns

06Historical version tracking with rollback capabilities

Use Cases

01Refining specialized legal or technical skills based on specific partner feedback

02Eliminating recurring AI errors by converting manual corrections into permanent instructions

03Capturing edge-case workarounds to prevent future session failures

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lawvable/awesome-legal-skills skill-optimizer-malik-taiar

For use in Claude.ai and ChatGPT

Download Skill