Debug faster with an AI assistant
Bots debug well when you give them evidence.
What to do
- Include the full error and stack trace, versions and the smallest code that reproduces it.
- Say what you expected and what actually happened.
- Ask for hypotheses ranked by likelihood and a quick test for each.
- Change one thing at a time.
Copy this prompt
Help me debug this.
Expected: [x]. Actual: [y].
Error + stack trace: [paste]
Versions: [language/runtime/libraries].
Minimal code: [paste]
Already tried: [list]
Give 3-5 hypotheses ranked by likelihood, each with a quick check. Don't rewrite everything.Check the bot's work
Confirm the fix with a test that failed before.
Questions
Can I trust the bot on debugging with a bot?
Use it to plan and explain, then verify. Confirm the fix with a test that failed before.
Which bot works best?
Grok Bot, ChatGPT, Claude and Gemini all handle this prompt. Paste the same prompt into two and compare; disagreements show where to check a source.
Where these facts come from
- OWASP Top 10
- CISA: Secure by Design
- GitHub Docs: Secret scanning
- W3C: WCAG overview
- Open Source Initiative: Licenses
- NIST SP 800-218: Secure Software Development Framework
Tools, features and prices change often. We don't list prices; check each vendor's official pricing page. Never paste secrets into a prompt. Checked Oct 30, 2026.
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