Best AI Agent Skills for Debugging

Find AI-powered debugging tools that help identify, diagnose, and fix bugs in your code automatically.

Top 10 Debugging Tools

1 clerkie-cli by BerriAI
★ 97 Python Agent Tool

Clerkie-cli is a terminal tool that uses an LLM to help debug and troubleshoot coding errors in any programming language. It offers explanations, suggested fixes, guidance, alternative approaches, and code examples. It is useful for developers of all skill levels.

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2 openclaw-agent-doctor by AlekseiUL
★ 25 Shell Agent Tool

🏥 Self-diagnostic toolkit for OpenClaw AI agents. Find and fix problems before they find you.

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3 multiagent-debugger by VishApp
★ 35 Python Agent Tool

Multi-Agent Debugger: An AI-powered debugging system using CrewAI to orchestrate specialized agents that analyze logs, trace code, and uncover root causes across your stack — powered by LLM providers.

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4 paperdebugger by PaperDebugger
★ 1.4k TypeScript MCP Server

A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing

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5 Gearboy by drhelius
★ 1.1k C++ MCP Server

Game Boy / Gameboy Color emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

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6 golf by golf-mcp
★ 813 Python MCP Server

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

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7 Gearsystem by drhelius
★ 343 C++ MCP Server

Sega Master System / Game Gear / SG-1000 emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

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8 cheatengine-mcp-bridge by miscusi-peek
★ 351 Lua MCP Server

Connect Cursor, Copilot & Claude directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.

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9 DebugMCP by microsoft
★ 266 TypeScript MCP Server

Gift your VS Code agent a real debugger: breakpoints, stepping, inspection.

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10 opik-openclaw by comet-ml
★ 319 TypeScript Codex Skill

Official plugin for OpenClaw that exports agent traces to Opik. See and monitor agent behaviour, cost, tokens, errors and more.

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Comparison

Tool Stars Language License Score
clerkie-cli ★ 97 Python 23
openclaw-agent-doctor ★ 25 Shell MIT 47
multiagent-debugger ★ 35 Python MIT 29
paperdebugger ★ 1.4k TypeScript AGPL-3.0 41
Gearboy ★ 1.1k C++ GPL-3.0 46
golf ★ 813 Python Apache-2.0 42
Gearsystem ★ 343 C++ GPL-3.0 44
cheatengine-mcp-bridge ★ 351 Lua MIT 39
DebugMCP ★ 266 TypeScript MIT 49
opik-openclaw ★ 319 TypeScript Apache-2.0 40

Related Categories

Code Review Test Generation Monitoring & Observability

Frequently Asked Questions

What are the best AI tools for debugging?

The top debugging tools include clerkie-cli, openclaw-agent-doctor, multiagent-debugger. These are ranked by our composite score based on GitHub stars, community activity, and code quality.

Are these debugging tools free to use?

Most tools listed here are open-source. 9 out of 10 have explicit open-source licenses, making them free to use and modify.

How do I choose the right debugging tool?

Consider your tech stack (language compatibility), project scale (stars indicate community trust), and specific features you need. Use the comparison table above to evaluate side by side.

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