Is it safe to let an AI rewrite its own instructions?

Yes. Meta-Iterate includes a mandatory 'Human Review Gate' at the Apply phase. No changes are ever written to your local configuration or prompt files without your explicit confirmation.

When should I use the /meta-iterate command?

It is recommended to run the full workflow every 10 sessions, after noticing a pattern of errors, or when you want to formalize a frequent manual process into a permanent Claude Skill.

How does Meta-Iterate improve Claude's behavior?

Meta-Iterate analyzes your previous session logs to identify recurring errors or inefficiencies. It then generates optimized prompts, rules, or new skills to prevent those issues in future interactions.

Does this skill require third-party tools like Braintrust?

Meta-Iterate works best with Braintrust for advanced analytics, but it also features a robust Local Mode that can parse session data directly from local JSONL files.

Meta-Iterate Workflow Optimizer

Name: Meta-Iterate Workflow Optimizer
Author: lazyman-ian

bylazyman-ian

•

생산성 및 워크플로

Optimizes Claude Code performance by analyzing session history, refining prompts, and automating the development of new skills and rules.

Meta-Iterate is a sophisticated self-improvement framework designed to evolve your Claude Code environment over time. By analyzing interaction logs and performance data, the skill identifies friction points, diagnoses prompt inefficiencies, and proposes structured improvements for agents, skills, and local rules. It allows developers to compound temporary session insights into permanent productivity gains through a controlled, multi-phase workflow that includes evaluation, discovery, and a human-in-the-loop approval gate for all configuration changes.

주요 기능

01Standardized skill development toolkit for creating, auditing, and improving plugins.

02Multi-phase optimization workflow: Evaluate, Diagnose, Propose, Apply, and Verify.

032 GitHub stars

04Human review gate ensuring no prompt or rule changes are applied without explicit approval.

05Automated session evaluation and performance diagnostics using Braintrust or local logs.

06Compound Learnings system to transform repeated manual tasks into permanent skills.

사용 사례

01Automatically discovering and building new domain-specific skills based on recent project patterns.

02Refining custom agent prompts after observing repeated failures or sub-optimal outputs.

03Conducting periodic audits of your AI development workflow to maintain high coding standards.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lazyman-ian/dev-flow meta-iterate

For use in Claude.ai and ChatGPT

Download Skill