auto

Automates software builds and tests with quality gates and verification.

3|Updated Jun 10, 2026

Search Tags:#code review #software development #quality gates #build automation #autonomous build

Ready to run

npx skills add https://github.com/cwijayasundara/claude_harness_eng_v5 --skill auto-cwijayasundara

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: auto
Source: https://github.com/cwijayasundara/claude_harness_eng_v5/tree/main/.claude/skills/auto
Command: npx skills add https://github.com/cwijayasundara/claude_harness_eng_v5 --skill auto-cwijayasundara

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pytest, ruff, mypy, tsc, coverage, docker, playwright, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the software development lifecycle, reducing manual intervention and ensuring quality control throughout the process.

Core Features & Use Cases

Autonomous Build Loop: Automates the build process with Karpathy ratcheting, GAN evaluator, and session chaining.
Quality Gates: Enforces quality checks including unit tests, linting, coverage, architecture, and code reviews.
Use Case: Automatically build and test software, ensuring quality before deployment and reducing human error.

Quick Start

Run the /auto skill with the 'full' mode and specify the group ID to automate the build loop.

Frequently Asked Questions about auto

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

FAQPage Schema

How do I automate the software development lifecycle with autonomous build loops?▼

You can automate the software build process by running the full mode with a specified group ID. This orchestrates autonomous build loops with Karpathy ratcheting, GAN evaluation, and session chaining to handle code generation, testing, and verification automatically.

What quality gates are enforced during autonomous code generation and testing?▼

Quality gates enforced during autonomous builds include unit tests, linting, coverage analysis, architecture checks, and code reviews. These checks ensure software quality control before deployment and reduce human error throughout the development lifecycle.

Do I need pytest and docker to run autonomous build automation?▼

Yes, autonomous build automation requires a comprehensive setup with dependencies including pytest, ruff, mypy, tsc, coverage, docker, and playwright. These tools facilitate code evaluation, testing, and verification throughout the automated build process.

Can I execute parallel builds and concurrent software testing with this automation approach?▼

Parallel execution and pod mode are supported for concurrent builds and testing. This allows multiple build processes to run simultaneously, orchestrating software generation and verification tasks across parallel sessions for faster throughput.

What setup is required before starting autonomous build automation for software development?▼

Before starting autonomous build automation, you must configure a comprehensive setup including a dependency graph and sprint contracts. This foundational structure enables the system to orchestrate code generation, quality gates, and verification tasks effectively.