CAIN-42 MCPGateThe niche: safety for vibe-coded software
Founders, small teams and agencies shipping AI-written Python quickly, and the people who fund or buy from them.
Why this niche exists now
- Vibe coding is mainstream.
- Invented-package attacks ("slopsquatting") target AI-suggested names.
- Small teams have no security reviewer.
What people use today, and where it falls short
| What teams do today | Where it falls short |
|---|---|
| Ship and hope | Problems found by customers. |
| Generic linters | Do not know AI-specific patterns. |
| Ask the AI to review itself | It approves its own work. |
What makes VibeGuard different
- Rules for AI-specific patterns.
- Repairs signed only if they add no capability.
- Every function kept.
How big is the opportunity?
Do not quote market-size statistics on a call. Most published figures are surveys or vendor estimates, and a smart buyer will ask for the source. Size the opportunity per prospect instead, with these questions:
- How much of your code was written by AI?
- Is it Python?
- Who reviews it before launch?
If the honest answers are "no" or "not yet", they are not a buyer today. Note it and move on; that is good selling, not failure.
Explain the niche in 30 seconds
Founders, small teams and agencies shipping AI-written Python quickly, and the people who fund or buy from them.
VibeGuard reviews Python that an AI assistant just wrote, catches invented packages, swallowed errors and fake scores, and only signs an AI repair that is clean and changed nothing else.
Practise saying this out loud until you can do it without reading. Then say it in your own words.
Words your buyers use
These are the phrases people in this niche type into search engines and use in posts and job ads. Use them to find prospects (page 3) and to talk their language:
vibe coding security slopsquatting AI hallucinated packages AI-generated code security
Sell it together with
Buyers rarely have just one problem. When this product fits, these often fit too:
| Product | Why it goes together |
|---|---|
| FALSEWORK | fake-but-finished code |
| KEYSTONE CI | gate the pull request |
| KEYSTONE | Fix + Prove |
Rule: open with one product. Mention a second only after the first is agreed.
Next: who buys and where to find them →
FIRME AI CORPORATION · CAIN-42 is a Byzantine trust fabric. Numbers marked "our own check" were run by us, not by an independent party. Nothing on these pages is a certification.