How does Autopilot utilize different AI models?

It routes tasks to specific models via MCP tools: Codex typically handles backend analysis and planning, while Gemini manages frontend design and UI validation.

How does the skill handle context window limits?

It monitors context usage after every phase and will prompt you to use /clear when it exceeds 80% capacity, while keeping the state saved in background files.

Can I cancel the automation once it starts?

Yes, you can use the /oh-my-ccg:cancel command at any point to stop the Autopilot process and regain manual control.

Does it support parallel task execution?

Yes, it uses MCP tools to launch multi-model exploration and validation in parallel to speed up the research and planning phases.

What is the RPI cycle in this skill?

RPI stands for Research, Plan, Implement, and Review. This skill automates each phase to move from a basic idea to verified, running code without manual steps.

Autopilot Workflow Orchestrator

Name: Autopilot Workflow Orchestrator
Author: 1molchuan

by1molchuan

0•

生産性とワークフロー

Automates the complete software development lifecycle from initial research and planning to implementation and final review.

The Autopilot skill transforms Claude Code into a fully autonomous development agent by orchestrating a structured RPI (Research, Plan, Implement, Review) cycle. It leverages multi-model intelligence via MCP tools, routing backend tasks to Codex and frontend tasks to Gemini, while managing state persistence and context usage. This skill is ideal for developers who want to transition from high-level requirements to verified, production-ready code with minimal manual intervention, ensuring high-quality output through automated cross-validation and parallel exploration.

主な機能

01Multi-model parallel orchestration using specialized Codex and Gemini agents

02Smart context management with proactive monitoring and /clear recommendations

03Full RPI cycle automation including Research, Plan, Implement, and Review phases

040 GitHub stars

05Zero-decision task list generation with dual-model cross-validation

06Automated state tracking and persistence via dedicated MCP tools across sessions

ユースケース

01Building complex software features from a single high-level requirement prompt

02Executing automated code migrations or refactoring involving both frontend and backend logic

03Performing independent cross-model reviews and automated bug fixing

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add 1molchuan/oh-my-ccg autopilot

For use in Claude.ai and ChatGPT