How does it ensure code quality during autonomous runs?

It integrates an automated code review loop after every task implementation to identify and resolve critical, important, or minor issues before moving to the next task.

Does this skill follow Test-Driven Development (TDD)?

Yes, the skill mandates a TDD approach, requiring subagents to write failing tests first and provide compliance certifications for all implemented functions.

What is the Implement skill for Claude Code?

The Implement skill is an autonomous workflow that executes development tasks from plans, specifications, or issues using specialized AI subagents.

Can it handle multiple issues or tasks at once?

Yes, it supports issue ranges and can parse complex specification or plan files to execute multiple related tasks in sequence while respecting dependencies.

Is it compatible with git worktrees?

Yes, it includes a mandatory location verification protocol to ensure work is performed in the correct directory and branch, preventing accidental changes in the wrong context.

Autonomous Implementation

Name: Autonomous Implementation
Author: samjhecht

bysamjhecht

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Productivity & Workflow

Executes development tasks from specifications or issues autonomously using subagents and test-driven development.

The Implement skill provides a robust framework for autonomous software development within Claude Code. It parses specifications, plans, and issues into a structured task graph, then dispatches specialized subagents to implement features following strict Test-Driven Development (TDD) protocols. With built-in dependency management, location verification for git worktrees, and automated code review loops, it handles complex implementation cycles with minimal human intervention, ensuring high code quality through standardized quality gates and compliance certification.

Key Features

01Automated code review cycles with multi-level issue categorization

02Advanced dependency resolution for complex multi-task development workflows

031 GitHub stars

04Intelligent scope parsing from specifications, plans, and GitHub issues

05Enforced Test-Driven Development (TDD) with mandatory compliance certification

06Autonomous subagent dispatching for sequential task execution

Use Cases

01Converting a project specification document into a fully implemented feature set

02Executing structured refactoring plans while maintaining high code quality through automated gates

03Batch processing a range of related GitHub issues with automated testing and commits

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add samjhecht/wrangler implement

For use in Claude.ai and ChatGPT

Download Skill