Is it suitable for simple syntax errors?

No, it is designed for complex investigations. Simple bugs, syntax errors, or compilation failures should be handled with direct debugging to save resources.

Can it handle parallel investigations?

Yes, it can launch multiple specialized agents concurrently to investigate independent parts of a system, significantly reducing the time to resolution.

Which specialized agents can Debug Orchestrator manage?

It coordinates various experts including web-debuggers, network-inspectors, Django or FastAPI specialists, and system architects to provide domain-specific insights.

Does it provide actionable code fixes?

Yes, the final output includes a comprehensive root cause analysis, specific code recommendations, verification steps, and preventative measures.

When should I use Debug Orchestrator instead of standard debugging?

Use it for complex, multi-layered issues involving different domains like frontend, backend, and database simultaneously, where the root cause is not immediately obvious.

Debug Orchestrator

Name: Debug Orchestrator
Author: jpoutrin

byjpoutrin

•

分析与监控

Coordinates complex, cross-domain debugging investigations by spawning specialized expert agents to identify root causes across full-stack architectures.

Debug Orchestrator is a high-level management skill designed to tackle intricate technical issues that span multiple layers of an application, such as UI, API, database, and network. By analyzing symptoms and context, it automatically spawns and directs domain-specific experts—including web, network, and backend specialists—to conduct parallel or sequential investigations. This skill automates the systematic process of gathering evidence, testing hypotheses, and synthesizing diverse findings into a single, actionable resolution plan, making it an essential tool for troubleshooting distributed systems and intermittent full-stack failures.

主要功能

01Parallel & Sequential Execution: Supports concurrent investigations for speed or step-by-step deep dives for dependent issues.

02Standardized Reporting: Generates detailed debugging results including root causes, code fixes, and prevention strategies.

038 GitHub stars

04Systematic Issue Analysis: Automatically categorizes symptoms, context, and scope to build a targeted investigation plan.

05Evidence Synthesis: Correlates findings from multiple agents to identify complex, hidden root causes.

06Multi-Agent Coordination: Spawns specialized experts for frontend, backend, database, and network analysis.

使用场景

01Diagnosing performance bottlenecks in distributed systems by coordinating database and backend experts.

02Investigating complex authentication or security issues that involve browser state, network protocols, and server-side logic.

03Resolving intermittent full-stack failures where the root cause is hidden between API responses and UI state.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jpoutrin/product-forge debug-orchestrator

For use in Claude.ai and ChatGPT

Download Skill