Best AI Skills for Debugging and Troubleshooting

Top AI skills for debugging and troubleshooting code. Error analysis, stack trace reading, performance profiling, and bug fixing.

Last updated: 2026-08-02

📋 Selection Criteria

We evaluate and rank skills using the following criteria to ensure you get the most reliable, useful, and safe agent capabilities.

🎯

Usefulness for Real Tasks

Skills that solve practical, everyday problems in the code domain.

🔧

Tool Compatibility

Skills compatible with multiple AI assistants including Claude, ChatGPT, and Cursor.

📖

Source Transparency

Open-source skills with clear GitHub repositories, documentation, and active maintenance.

Community Trust

Skills with strong GitHub stars, community adoption, and positive signal from the developer community.

📋

Clarity of Instructions

Well-structured SKILL.md files with clear prompts, examples, and usage guidelines.

🔒

Install Readiness & Safety

Skills that are easy to install and have been reviewed for security risk level.

📊 Quick Comparison

FeatureAIHowToSkills
Skill Count30
Search✅ Full-text search on AIHowToSkills
Install Support✅ macOS/Linux + Windows commands
Source Transparency✅ GitHub repos with stars & author info
Data Access✅ /skills.json API + /llms.txt
Best Forcode professionals
Pricing✅ Free & Open Source

🏆 Top 30 Best AI Debugging Skills

#1
Accessibility Runtime Tester
ClaudeGitHub Copilot code

Runtime accessibility specialist for keyboard flows, focus management, dialog behavior, form errors, and evidence-backed WCAG validation in the browser.

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#2
Adobe-Illustrator-Scripting
ClaudeGitHub Copilot code

Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Use when creating or modifying scripts that manipulate documents, layers, paths, text frames, color

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#3
Ai-Team-Dev
ClaudeGitHub Copilot code

AI development team agent (Nova, Sage, Milo). Use when: building features, writing application code, fixing bugs, implementing UI components, creating APIs, styling with CSS, writing database queries,

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#4
Ai-Team-Producer
ClaudeGitHub Copilot code

AI team producer agent (Remy). Use when: planning sprints, creating PROJECT_BRIEF.md, triaging bugs, merging PRs, coordinating between dev and QA teams, filing GitHub Issues, writing sprint plans, run

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#5

Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use when analyzing protected binaries, bypassing anti-debugging for authorized analysis, or u...

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#6

Enforces a "Plan-Act-Verify" loop. Agents must write a plan and tests before coding. Reducing bugs in complex feature builds.

⭐ 7 stars 🔒 Low risk mayurrathi/awesome-agent-skills
#7

This skill should be used when the user asks to \"test API security\", \"fuzz APIs\", \"find IDOR vulnerabilities\", \"test REST API\", \"test GraphQL\", \"API penetration testing\", \"bug b...

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#8
api-analyzer
Claude code

Validates whether an API request is correct based on provided inputs (method, URL, headers, body, auth, query params). Use this skill whenever a user wants to check, validate, debug, or verify an API

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#9

Builds production-ready REST API endpoints with validation, error handling, authentication, and documentation. Follows best practices for security and scalability.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#10
Arize-Trace
ClaudeGitHub Copilot code

Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues. Covers exporting traces by ID, spans by ID, sessions by ID, and root-ca

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#11

Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#12
Batch-Files
ClaudeGitHub Copilot code

Expert-level Windows batch file (.bat/.cmd) skill for writing, debugging, and maintaining CMD scripts. Use when asked to "create a batch file", "write a .bat script", "automate a Windows task", "CMD s

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#13
Blueprint Mode
ClaudeGitHub Copilot code

Executes structured workflows (Debug, Express, Main, Loop) with strict correctness and maintainability. Enforces an improved tool usage policy, never assumes facts, prioritizes reproducible solutions,

⭐ 34.1k stars 🔒 Medium risk github/awesome-copilot
#14
bug-hunt-swarm
Claude code

Parallel read-only multi-agent root-cause investigation for bugs, regressions, crashes, flaky behavior, or unexplained failures. Use when the user asks to investigate a bug, find the root cause, trace

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#15
bug-hunter
Claude code

Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#16
Bug-Reproduction-Brief
GitHub CopilotClaude code

Turn a vague, intermittent, or environment-specific bug report into a minimal evidence-backed reproduction before proposing a fix.

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#17
bugs-are-annoying
Claude code

Adversarial code auditor that hunts down bugs, logic errors, and security flaws. Use for deep correctness passes, not style reviews.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#18
Claude Code Guide
Claude code

Master guide for using Claude Code effectively. Includes configuration templates, prompting strategies \\\"Thinking\\\" keywords, debugging techniques, and best practices for interacting wit...

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#19

Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining team morale. Use when reviewing pull requests, establishing...

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#20

Modern React UI patterns for loading states, error handling, and data fetching. Use when building UI components, handling async data, or managing UI states.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#21

Four-phase debugging methodology with root cause analysis. Use when investigating bugs, fixing test failures, or troubleshooting unexpected behavior. Emphasizes NO FIXES WITHOUT ROOT CAUSE FIRST.

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#22
Conventional-Branch
ClaudeGitHub Copilot code

Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/). Use when creating a new branch, naming a branch, or checking whether a branch name c

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#23

Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severit

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#24
Dataverse-Python-Advanced-Patterns
ClaudeGitHub Copilot code

Generate production code for Dataverse SDK using advanced patterns, error handling, and optimization techniques.

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#25
Dataverse-Python-Modules
ClaudeGitHub Copilot code

# Dataverse SDK for Python — Complete Module Reference ## Package Hierarchy ``` PowerPlatform.Dataverse ├── client │ └── DataverseClient ├── core │ ├── config (DataverseConfig) │ └── errors (D

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#26
Dataverse-Python-Production-Code
ClaudeGitHub Copilot code

Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#27
Dataverse-Python-Testing-Debugging
ClaudeGitHub Copilot code

# Dataverse SDK for Python — Testing & Debugging Strategies Based on official Azure Functions and pytest testing patterns. ## 1. Testing Overview ### Testing Pyramid for Dataverse SDK ```

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#28
Debug Mode Instructions
ClaudeGitHub Copilot code

Debug your application to find and fix a bug

⭐ 34.1k stars 🔒 Low risk github/awesome-copilot
#29
debug-buttercup
Claude code

All pods run in namespace crs. Use when pods in the crs namespace are in CrashLoopBackOff, OOMKilled, or restarting, multiple services restart simultaneously (cascade failure), or redis is unresponsiv

⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills
#30
Debugger
Claude code

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⭐ 44.3k stars 🔒 Low risk sickn33/antigravity-awesome-skills

💡 How to Choose the Right Skill

🎯 Match Your Task

Consider what specific problem you're solving — code review, writing, data analysis, or workflow automation. Different skills excel at different tasks.

🔧 Check Tool Compatibility

Verify the skill works with your preferred AI assistant. Some skills are optimized for Claude, others for ChatGPT, Cursor, or Gemini.

📖 Review Source Quality

Check GitHub stars, author reputation, and last update date. Well-maintained skills with active repos are more reliable.

🔒 Assess Risk Level

Skills marked "Low" risk are safe plain-text prompts. "Medium" skills may run shell commands — review before installing. "High" skills need special caution.

❓ Frequently Asked Questions

What makes a great Best AI Debugging Skills?

The best best ai debugging skills combine clear instructions, broad tool compatibility, active maintenance, and strong community trust. We evaluate each skill across usefulness, safety, and source transparency.

How do I install best ai debugging skills?

Each skill page includes an install command for macOS/Linux and Windows. Copy the command, run it in your terminal, and the SKILL.md file downloads to your local skills directory.

Are these skills free to use?

Yes — every skill listed on AIHowToSkills is completely free and open-source. Most are from GitHub repositories under permissive licenses.

Do these skills work with AI assistants?

Yes — the skills listed here are compatible with major AI assistants including Claude, ChatGPT, Cursor, and Gemini. Each skill page shows exactly which tools it supports.

How are these skills ranked?

Skills are ranked by a combination of: usefulness for real tasks, tool compatibility, source transparency, GitHub stars, instruction clarity, and install readiness. See the selection criteria above for details.