# AI Debugging Tools

> Create debugging tools for AI behavior visualization and analysis

- Skill: `lgrappag/ai-debugging-tools` (Agent Skill)
- Install (CLI): `npx skillmds@latest add lgrappag/ai-debugging-tools`
- Raw SKILL.md: https://api.skillmd.com/api/skills/lgrappag/ai-debugging-tools/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: LgrappaG (https://skillmd.com/u/lgrappag)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/lgrappag/ai-debugging-tools

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# Ai Debugging Tools

Create debugging tools for AI behavior visualization and analysis

## Risk Level
**LOW**

## Core Rules
- Optimize debug rendering
- validate visualizations
- Test thoroughly before deploying

## Response Pattern

### When Using This Skill
1. Implement debug tools
2. Validate the implementation
3. Test edge cases and error conditions
4. Ensure performance meets requirements

## Usage Contexts
- AI debugging
- behavior analysis

## What NOT to Do
- Performance impact
- incorrect visualizations
- Deploy without testing

## Key Requirements
- Understand the use cases before application
- Follow the documented response pattern
- Validate results in the target environment
- Monitor for performance impact

## Further Learning
Review related skills and documentation for deeper understanding of related systems and best practices.