dev-debug
AI DevKit · Guide structured debugging before code changes by clarifying expected behavior, reproducing issues, identifying likely root causes, and agreeing on a fix plan with validation steps
Install / Use
npx skills add codeaholicguy/ai-devkit --skill dev-debugInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Tags
Our assessment of dev-debug
dev-debug scores 80/100 on our quality scale, 2561st of 2,916 Automation skills we index.
Its SKILL.md is 2.8 KB long, split into 7 sections and no code examples: a solid amount of guidance for an agent.
With 1,652 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated today, so dev-debug is actively maintained.
- It is released under the Apache-2.0 license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
dev-debug compared with similar skills
All 4 of these similar skills score higher than dev-debug; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| dev-debug (this skill)by codeaholicguy | 80 | 1.7k | today | SKILL.md |
| Agent-Reachby Panniantong | 100 | 101.9k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 89.6k | 2d ago | MCP Server |
| rufloby ruvnet | 100 | 79.1k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 32d ago | SKILL.md |
Frequently asked questions
- How do I install dev-debug?
- Run
npx skills add codeaholicguy/ai-devkit --skill dev-debug. The install tabs above show the steps for each supported agent. - Which AI agents does dev-debug work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is dev-debug safe to use?
- It is Apache-2.0-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is dev-debug still maintained?
- The repository was last updated today, so dev-debug is actively maintained.
Skill content
View source on GitHubname: dev-debug description: AI DevKit · Guide structured debugging before code changes by clarifying expected behavior, reproducing issues, identifying likely root causes, and agreeing on a fix plan with validation steps. Use when users ask to debug bugs, investigate regressions, triage incidents, diagnose failing behavior, handle failing tests, analyze production incidents, investigate error spikes, or run root cause analysis (RCA).
Local Debugging Assistant
Debug with an evidence-first workflow before changing code.
Hard Rule
- Do not modify code until the user approves a selected fix plan.
Workflow
- Clarify
- Restate observed vs expected behavior in one concise diff.
- Confirm scope and measurable success criteria.
- Before investigating, search for similar past incidents:
npx ai-devkit@latest memory search --query "<observed behavior>" --tags "debug,root-cause"
- Reproduce
- Capture minimal reproduction steps. For user-flow bugs, make the repro a
dev-smokecheck that fails before the fix and passes after. - Capture environment fingerprint: runtime, versions, config flags, data sample, and platform.
- Hypothesize and Test For each hypothesis, include:
- Predicted evidence if true.
- Disconfirming evidence if false.
- Exact test command or check.
- Prefer one-variable-at-a-time tests.
- Plan
- Present fix options with risks and verification steps.
- Recommend one option and request approval.
Validation
- Confirm a pre-fix failing signal exists.
- Confirm post-fix success using the
verifyskill — including regression verification for bug fixes. - Summarize remaining risks and follow-ups.
- Offer
dev-retroto prevent recurrence; run only if the user agrees. - Store root cause and fix for future sessions:
npx ai-devkit@latest memory store --title "<root cause>" --content "<diagnosis and fix>" --tags "debug,root-cause"
Task Tracing
If task tracing is usable, choose a short kebab-case debug task name when no
task name exists, then use task optionally: record repro/final results as
evidence, the current hypothesis as next, and blockers only when they
materially affect progress. Never block debugging because task tracing is
unavailable.
Red Flags and Rationalizations
| Rationalization | Why It's Wrong | Do Instead | |---|---|---| | "I already know the cause" | Assumptions skip evidence | Reproduce and prove it first | | "This is urgent, just fix it" | A wrong fix wastes more time | 10 minutes of diagnosis saves hours | | "The fix is obvious from the stack trace" | Stack traces show symptoms, not causes | Trace backward to the root cause |
Output Template
Use this response structure:
- Observed vs Expected
- Repro and Environment
- Hypotheses and Tests
- Options and Recommendation
- Validation Plan and Results
- Open Questions
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
