A workshop for building with AI
Last updated October 6, 2026
Vibebrator is a free, independent vibe-coding resource. Describe an outcome, let an AI generate code, run it, then give feedback. Our job is to make the next step clear and the result easier to check.
Choose your starting point
- First app, no code: plain-English lessons and small observable goals.
- Existing repo, new agent: context, scope and review.
- An app you need to check: questions, blockers and evidence.
What you will find
- The Toolbox — 99 tools in seven categories, each explained by what it does.
- The Prompt Deck: full prompts, when to use them and dated test notes.
- The Lexicon: plain-English definitions.
- Errors, explained: causes, fix prompts and official sources.
- The Titan Audit — a scorecard using 28 giants: 27 companies, from NVIDIA and Apple to Ferrari, plus NASA, as metaphors for qualities to check. See the full rubric.
What “tested” means
18 of the 20 prompts were run in a chat window on September 27, 2026 and graded against pass standards written before the runs: ChatGPT on all 18 and Claude.ai on 7. The other two say Not tested yet. A logged result applies to that run and its setup. A pass is not a guarantee for your project; a prompt with no run says so. Read the notes, run the result and keep evidence of your own check.
The logged chat runs were carried out by an AI agent in fresh private ChatGPT and Claude conversations with memory off. A chat response is evidence of what the model returned; it does not by itself prove that code was executed.
The Vibe Check is a self-assessment, not a security certification. Work involving money, identity or other people's data needs appropriate engineering review.
Who maintains it
Vibebrator's operator maintains the resource descriptions and published test notes. Corrections should identify the page, what changed and the evidence. We do not sell places in the toolbox.
About the name
Vibebrator is a vibe-coding resource. Not a toy. The waveform stands for the loop: generate, run, evaluate and refine.
Get in touch
A prompt failed, a link changed or the next step was unclear? Write to hello@vibebrator.com. Please include the page, tool, expected result and what actually happened.
Follow @thevibebrator on Instagram for vibe coding prompts, resource spotlights and practical checks. Start with the first-hour guide when you are ready to try them.