Master AI Agent Loop: Streamline Development with Claude Code

Master AI Agent Loop: Streamline Development with Claude Code

The Master AI Agent Loop skill orchestrates a continuous multi-agent loop specifically designed to streamline the development and publishing of AI agent skills. By coordinating four independent subagents—planning, development, review, and publisher—it facilitates the test-first implementation and publishing of features while ensuring high standards compliance.

What this skill does

• Begins by receiving a user request or specification.
• Engages the Planning Subagent to generate a detailed breakdown of tasks and plans stored in tasks/plan.md and tasks/todo.md.
• Awaits user approval of the plan before proceeding.
• Upon approval, the Development Subagent implements tasks using test-driven development and refactoring, ensuring adherence to quality gates.
• The Review Subagent conducts a thorough code review; any bugs or code smells redirect the flow back to development.
• Once tasks are completed and reviewed, the Publisher Subagent commits changes and creates a pull request for merging.

Who it is for

This skill is ideal for developers and development teams using AI coding agents such as Claude Code, Cursor, and Codex. It supports those who seek to enhance their development workflows through automated planning, task management, and code review processes.

Use cases

• Automating iterative development processes for AI skill features.
• Implementing a structured approach to feature development with high compliance to standards.
• Coordinating multi-agent workflows to simplify complex development projects.

Technical details

• Utilizes a system of subagents: planning, development, review, and publisher.
• Maintains a strict separation of orchestration and task execution, delegating exploration and implementation solely to subagents.
• Involves task documentation and tracking through structured markdown files and integrates seamlessly with GitHub for code commit and pull request processes.

Source & Licence

This package is built on open-source work published by larchanka (larchanka/skills) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.