Why does this skill take longer than a normal Claude Code command?

It takes longer because it executes 3 to 10 independent agents, each performing their own codebase exploration and chain-of-thought reasoning to find the most reliable answer.

When should I use the Debug Council skill?

It is best used for critical bugs, complex logic errors, or 'impossible' problems where standard AI prompts haven't provided a working solution.

What is the benefit of the majority voting system?

Majority voting identifies the solution that independent agents converged on most frequently, which research shows significantly improves the accuracy of LLM reasoning for problems with a single correct answer.

How does Debug Council differ from standard AI debugging?

Standard debugging usually relies on a single chain of thought. Debug Council spawns multiple independent agents that work in total isolation with no shared context, preventing bias and ensuring diverse problem-solving perspectives.

Debug Council

Name: Debug Council
Author: michaelboeding

bymichaelboeding

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开发者工具

Employs a research-aligned self-consistency mechanism to solve complex bugs by spawning multiple independent agents and using majority voting.

Debug Council is a high-reliability debugging framework for Claude Code based on the 'Self-Consistency Improves Chain of Thought Reasoning' research (Wang et al., 2022). It tackles critical bugs and complex algorithmic challenges by spawning between 3 and 10 independent solver agents that explore the codebase and reason through the problem in total isolation. By avoiding orchestrator bias and shared context, the skill uses a majority voting system to identify the most consistent and accurate solution, providing developers with a high-confidence implementation for their most difficult technical hurdles.

主要功能

01Pure self-consistency implementation based on published AI research

02Independent multi-agent exploration and root cause identification

03Comprehensive results reporting with reasoning highlights and confidence scores

04Majority voting system to eliminate outliers and orchestrator bias

059 GitHub stars

06Configurable council size (3-10 agents) to balance speed and confidence

使用场景

01Resolving high-stakes production bugs that require absolute accuracy

02Debugging complex algorithms where multiple logical paths must be explored

03Breaking through persistent issues where standard AI debugging has failed

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add michaelboeding/skills debug-council

For use in Claude.ai and ChatGPT

Download Skill