hard-fix

Orchestrate parallel AI agent investigations to identify root causes of complex software defects.

1|Updated Jan 18, 2026

Search Tags:#debugging #troubleshooting #root cause analysis #bug fixing #escalation #parallel investigation

Ready to run

npx skills add https://github.com/nielsmadan/agentic-coding --skill hard-fix

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: hard-fix
Source: https://github.com/nielsmadan/agentic-coding/tree/main/claude/skills/hard-fix
Command: npx skills add https://github.com/nielsmadan/agentic-coding --skill hard-fix

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a systematic, multi-agent approach to diagnose and resolve complex bugs that resist standard debugging methods.

Core Features & Use Cases

Parallel Investigation: Simultaneously uses research, debugging, history, and library source analysis agents.
Root Cause Analysis: Focuses on identifying the underlying mechanism of a bug, not just symptoms.
Use Case: When a critical feature repeatedly fails after multiple attempted fixes, this skill initiates a deep dive to uncover the true root cause, preventing further time wasted on superficial solutions.

Quick Start

Use the hard-fix skill to investigate why the login functionality is failing after recent authentication changes.

Frequently Asked Questions about hard-fix

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

FAQPage Schema

How do I find the root cause of a persistent bug that keeps failing after multiple fixes?▼

Root cause analysis for persistent bugs involves systematically gathering context and performing deep dives into code and history to identify the underlying mechanism, rather than just treating the symptoms of the defect.

What is the best way to debug stubborn software defects that resist standard troubleshooting?▼

Debugging stubborn software defects is best handled by escalating the issue with parallel investigation, simultaneously deploying research, debugging, and library source analysis agents to synthesize findings for a comprehensive resolution.

Can I use parallel investigation to troubleshoot complex software bugs?▼

Yes, you can use parallel investigation to troubleshoot complex software bugs by simultaneously utilizing research, debugging, history, and library source analysis agents to gather comprehensive context and perform deep dives.

When should I escalate bug fixing to a multi-agent deep dive approach?▼

You should escalate bug fixing to a multi-agent deep dive when a critical feature repeatedly fails after multiple attempted fixes, indicating that superficial solutions are insufficient and true root cause identification is required.

Does this root cause analysis method require specific debugging tools or dependencies?▼

Yes, effective root cause analysis using this method requires integration with research, debugging, code history, and library analysis tools to properly orchestrate parallel investigations and synthesize the findings.