Skill Iter Tune

by catlog22

Skill Iter Tune is an AI Engineering skill for Claude Code, published by catlog22 in maestro-flow.

530 stars65 forkson catlog22/maestro-flowAdded 2026/08/26+1% in starsRepository updated 2026/08/24

View source on GitHub Download repo ZIP

ai-agentsclaude-codeclicodexgeminiknowledge-graphmcpmulti-agenttypescriptworkflow-orchestration

Install in seconds

Install Skill Iter Tune

Copy Skill Iter Tune into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/catlog22/maestro-flow/tree/master/.claude/skills/skill-iter-tune ~/.claude/skills/skill-iter-tune

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/catlog22/maestro-flow.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: .claude/skills/skill-iter-tune/SKILL.md in catlog22/maestro-flow
Installs to: ~/.claude/skills/skill-iter-tune
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Skill Iter Tune does

Skill Iter Tune runs a skill through execute-evaluate-improve loops, using Claude to execute, Agy to evaluate, and Agent to apply changes. Use it when you want to refine a skill until it reaches a quality threshold or hits a max iteration limit.

Skill Iter Tune is cataloged under AI Engineering on DirSkills. Skill Iter Tune comes from a repository tagged ai-agents, claude-code, cli, codex and gemini.

Documentation

README

Excerpt

<required_reading> @~/.maestro/workflows/run-mode.md </required_reading>

Skill Iter Tune

Iterative skill refinement through execute-evaluate-improve feedback loops. Each iteration runs the skill via Claude, evaluates output via Agy, and applies improvements via Agent.

Architecture Overview

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Skill Iter Tune

What else does catlog22 publish alongside Skill Iter Tune?
Skill Iter Tune is one of 25 skills that DirSkills catalogs from catlog22/maestro-flow, the repository it ships in. Its siblings there include Maestro Companion, Maestro Fork and Maestro Guard. Each one is a separate skill with its own page in this directory, installs the same way Skill Iter Tune does, and is maintained by catlog22 in that same repository. The rest of the collection is listed on the catlog22/maestro-flow page.
How does Skill Iter Tune compare to other AI Engineering skills?
Skill Iter Tune ranks #2092 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Skill Iter Tune against them. Open each page to compare what they document and how they install.