coding

Automate review, handoff, and documentation of AI coding workflows.

Updated Jun 3, 2026

Search Tags:#code review #version control #handoff #document management #AI coding

Ready to run

npx skills add https://github.com/askferret/automatic-waffle --skill coding-askferret

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: coding
Source: https://github.com/askferret/automatic-waffle/tree/main/skills/coding
Command: npx skills add https://github.com/askferret/automatic-waffle --skill coding-askferret

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires github, git, python, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill streamlines the AI coding workflow by automating review and handoff processes, ensuring consistency and reducing errors during implementation.

Core Features & Use Cases

Review & Handoff: Automatically loads design artifacts and performs critical reviews, ensuring context is up-to-date and correct.
Continuous Writeback: Ensures design artifacts are updated in real-time, keeping documentation in sync with the codebase.
Bug Capture: Handles bug reporting outside of active implementation runs, capturing fixes without interrupting workflow.
Use Case: Ideal for teams using Claude Code or similar AI coding assistants to maintain high-quality code while leveraging automation.

Quick Start

Use the coding skill to initiate a code review and handoff process for a new feature implementation.

Frequently Asked Questions about coding

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate code review and handoff for AI coding workflows?▼

You can automate AI coding workflow review and handoff by loading design artifacts, performing critical reviews, and continuously writing back updates to keep documentation synchronized with your codebase.

Does this AI coding review tool support V-Model based project phases?▼

Yes, the automated AI coding review applies to V-Model based projects involving Business Analysis, Requirements Engineering, Architecture, Coding, Testing, and Security Audit phases.

How do I keep design documentation in sync with code during AI assisted development?▼

Continuous writeback ensures design artifacts are updated in real-time during AI assisted development, keeping your documentation continuously synchronized with the active codebase.

Do I need Python and GitHub to run automated AI code reviews?▼

Yes, you need Python for execution and GitHub integration for issue tracking and code versioning to run automated AI coding workflow reviews and handoff processes.

Can I capture bug reports without interrupting active AI coding implementation runs?▼

Yes, bug capture handles bug reporting outside of active implementation runs, capturing fixes without interrupting your AI coding workflow.

What is the best way to maintain code quality when using Claude Code or similar AI assistants?▼

Automating critical reviews and continuous documentation writeback maintains high quality code when using Claude Code or similar AI coding assistants in V-Model projects.