Can I use this for existing projects?

Yes, the skill is designed to research your current codebase to create refined, context-aware implementation plans.

What is the Multi-AI Pipeline Orchestrator?

It is a specialized Claude Code skill that manages a multi-step development process including planning, refinement, implementation, and two separate rounds of AI reviews.

How does the review process work?

The pipeline uses sequential reviews from Sonnet and Codex agents. If any reviewer identifies issues, the process loops back for fixes until approval is granted.

Where does the skill store its data?

The skill creates and maintains a local .task directory containing user requests, JSON-formatted plans, review results, and state information.

Multi-AI Workflow Orchestrator

Name: Multi-AI Workflow Orchestrator
Author: majiayu000

bymajiayu000

•

Productivity & Workflow

Orchestrates a robust multi-stage development pipeline using sequential AI reviews to ensure high-quality code implementation.

The Multi-AI Pipeline Orchestrator automates a sophisticated software development lifecycle within Claude Code by guiding the AI through a structured plan-review-implement-review workflow. It manages state using a dedicated .task directory and enforces rigorous quality standards by requiring multiple review passes from specialized AI perspectives before and after code changes. This ensures that technical approaches are vetted for architectural soundness before implementation and that the final output adheres to defined coding standards, making it ideal for complex feature development.

Key Features

01Integrated codebase research and technical plan refinement

02Multi-agent validation using Sonnet and Codex review cycles

03Structured plan-review-implement-review lifecycle

0464 GitHub stars

05Automated cleanup and comprehensive implementation reporting

06Automatic state persistence and tracking in a local .task directory

Use Cases

01Executing complex feature requests that require deep architectural planning

02Managing large-scale refactors with clear state tracking and rollback points

03Enforcing strict coding standards through automated multi-pass AI reviews

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add majiayu000/claude-skill-registry multi-ai

For use in Claude.ai and ChatGPT

Download Skill