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debug-specialist

Reproduce runtime bugs by collecting logs, traces, and environment context.

Updated Jan 7, 2026
Search Tags:#debugging#documentation#troubleshooting#root-cause-analysis#log-analysis#regression-testing#runtime-bugs
One-click install
npx skills add https://github.com/aimskr/aims-claude-toolkit --skill debug-specialist
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: debug-specialist
Source: https://github.com/aimskr/aims-claude-toolkit/tree/main/skills/debug-specialist
Command: npx skills add https://github.com/aimskr/aims-claude-toolkit --skill debug-specialist

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Debugging runtime issues can be time-consuming and opaque; this skill provides a structured approach to reproduce failures, analyze traces, and implement robust fixes that address root causes rather than symptoms.

Core Features & Use Cases

  • Reproduce and isolate runtime bugs using error logs, stack traces, and environment details.
  • Perform root-cause analysis, propose robust fixes with explanations, and enable regression testing.
  • Trigger auto-documentation after a fix to update project docs and ADRs.

Quick Start

Provide a bug report with logs and steps, then instruct the AI to reproduce the issue and generate a robust fix with tests.

Frequently Asked Questions about debug-specialist

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

FAQPage Schema
How do I perform root-cause analysis for a runtime bug using stack traces?▼

To troubleshoot a runtime crash, you collect logs, stack traces, and environment details to reproduce and isolate the failure mode. This structured approach identifies the root cause to implement a robust, deterministic fix.

What is the best way to fix performance regressions across software stacks and deployments?▼

Fixing performance regressions involves reproducing the unexpected behavior by analyzing environment context and traces. This isolates the failure mode across software stacks, enabling a deterministic fix and subsequent regression testing to validate the performance restoration.

How do I reproduce an unexpected runtime behavior when I only have error logs?▼

Reproducing unexpected runtime behavior from error logs requires combining those logs with stack traces and environment context. This comprehensive collection isolates the exact failure mode, allowing you to recreate the issue and implement a robust fix.

Does this debugging approach work for analyzing runtime bugs across different software stacks?▼

Yes, this debugging approach applies to runtime crashes, performance regressions, and unexpected behavior across diverse software stacks and deployments. It uses collected logs and environment context to isolate failure modes universally.

How do I generate post-fix documentation after resolving a runtime bug?▼

Post-fix documentation is generated automatically after implementing a robust fix for a runtime bug. This auto-documentation updates project docs and ADRs to record the root-cause analysis, ensuring the deterministic fix and regression testing are clearly documented.

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