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ai-development-guide

Identify anti-patterns in codebases and enforce quality-check workflows.

Updated Jun 8, 2026
Search Tags:#debugging#anti-patterns#refactoring#quality-check#code-review#decision-making#qa-workflow
One-click install
npx skills add https://github.com/darsoohoo/intake-bot --skill ai-development-guide-darsoohoo
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-development-guide
Source: https://github.com/darsoohoo/intake-bot/tree/main/.agents/skills/ai-development-guide
Command: npx skills add https://github.com/darsoohoo/intake-bot --skill ai-development-guide-darsoohoo

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Anti-pattern detection, debugging techniques, quality check workflow, and implementation completeness assurance to improve software reliability.

Core Features & Use Cases

  • Anti-pattern detection across codebases
  • Debugging best practices and fault isolation
  • Quality workflow guidance and enforcement
  • Implementation completeness checks for refactors and decisions

Quick Start

Run an AI-assisted review to identify anti-patterns and enforce a quality-check workflow.

Frequently Asked Questions about ai-development-guide

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

FAQPage Schema
How do I detect anti-patterns in my codebase during a refactor?▼

Detect anti-patterns by running an AI-assisted review that scans your codebase to identify problematic structures and enforces a quality-check discipline. This process improves software reliability during refactoring and bug fixes.

What is the best way to enforce a structured QA workflow for code reviews?▼

Enforce a structured QA workflow by applying quality-check discipline during code reviews to identify anti-patterns and verify implementation completeness. This approach ensures technical decisions are documented and software reliability is maintained across diverse tech stacks.

How does fault isolation work when debugging anti-patterns across diverse stacks?▼

Fault isolation works by applying debugging best practices to identify anti-patterns across diverse stacks during bug fixes. This process isolates the root cause while enforcing quality-check workflows to document decision criteria and ensure reliable fixes.

Can I use this quality-check workflow for technical decision-making and documenting decision criteria?▼

Yes, you can use the quality-check workflow for technical decision-making to document decision criteria and ensure implementation completeness. It identifies anti-patterns and enforces structured QA workflows to validate choices across diverse technology stacks.

Does anti-pattern detection work without specific framework dependencies?▼

Anti-pattern detection works across diverse stacks without requiring specific framework dependencies. It analyzes codebases and enforces quality-check discipline universally, ensuring implementation completeness during refactoring and code reviews regardless of the underlying technology.

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