Efficient AI Coding: Implement-Loop Skill for Code Review
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Efficient AI Coding: Implement-Loop Skill for Code Review
The Implement-Loop Skill facilitates an iterative development process by coordinating the efforts of three subagents: the implementer, code-reviewer, and QA-reviewer, ensuring a task is implemented, code reviewed, and quality assured across up to three cycles. Once both reviewers approve, the skill automatically opens a pull request.
What this skill does
Initiates a loop where the implementer edits files according to the specified task.
Engages the code-reviewer subagent to perform a read-only review of the proposed changes.
Employs the QA-reviewer subagent to run necessary commands and ensure quality checks are passed.
Opens a pull request on GitHub once both the code-reviewer and QA-reviewer approve the modifications.
Requires a non-default branch for operations and verifies necessary system conditions such as Java 27 and authenticated GitHub CLI.
Who it is for
Developers who utilize AI coding agents like Claude Code, Cursor, and Codex for automated assistance.
Development teams aiming to streamline their code implementation and review cycles efficiently.
Use cases
Implementing and reviewing code changes collaboratively in a structured manner using AI subagents.
Conducting quality assurance checks as part of the development workflow, leading to more consistent outcomes.
Managing pull requests to maintain organized project repositories and effective collaboration.
Technical details
Utilizes the agent-runtime and aiapplication tools to coordinate subagent tasks.
Works seamlessly with GitHub for version control and pull request management.
Requires compatibility checks with Java version 27 and a functioning GitHub CLI.
Ensures operations commence only on non-default branches to maintain integrity of the main branch.
Source & Licence
This package is built on open-source work published by cagridursun (cagridursun/agentic-developer-handbook) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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.
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.