Why should I use this if my task seems simple?

Simple tasks often hide complexity; this skill prevents the AI from rationalizing away the use of disciplined patterns like TDD or specific debugging workflows.

What is the primary purpose of the Ito Skill Orchestrator?

It ensures that specialized domain skills are discovered and loaded before the AI responds to any task, preventing skipped steps in complex engineering workflows.

Which tools does this skill support?

It identifies and works with Claude Code (mcp_skill), OpenCode (skill load), and the Codex harness (direct file reading), using the appropriate commands for each.

How does it handle multiple applicable skills?

It follows a strict priority system: process-oriented skills (like brainstorming or debugging) are processed first, followed by implementation-focused skills.

Ito Skill Orchestrator

Name: Ito Skill Orchestrator
Author: withakay

bywithakay

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Productivity & Workflow

Ensures consistent discovery, loading, and invocation of specialized skills across multiple AI engineering harnesses.

The Ito Skill Orchestrator acts as a meta-layer for the Ito ecosystem, forcing the AI to proactively identify and load relevant domain-specific skills before attempting to solve a task. By standardizing access patterns across Claude Code, OpenCode, and Codex, it eliminates the risk of the AI bypassing specialized workflows or best practices. This skill is essential for maintaining high-discipline engineering environments where process-driven skills—such as TDD, debugging patterns, and architectural guidelines—must be applied consistently regardless of task perceived complexity.

Key Features

01Automated discovery of local and global skill definitions

02Intelligent prioritization of process skills over implementation skills

031 GitHub stars

04Cross-platform support for Claude Code, OpenCode, and Codex

05Pre-response invocation enforcement to prevent skipped steps

06Anti-rationalization logic to ensure discipline for simple tasks

Use Cases

01Automating the lookup and loading of project-specific skill definitions

02Enforcing specialized engineering workflows like TDD and structured debugging

03Standardizing AI behavior across diverse developer environments and toolsets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add withakay/ito ito-using-ito-skills

For use in Claude.ai and ChatGPT

Download Skill