AI Skill Security Scanner (MCP/Agent Tool Auditor)

A security scanning service or SaaS that audits AI agent skills, MCP servers, and GitHub-sourced plugins for prompt injection, data exfiltration, and malicious patterns before enterprise or team installation.

▶ WATCH THE SOURCE SEGMENT — 5 GitHub Repos: Kill AI Slop, Go Viral, Make Money

01 THE IDEA

As AI agent workflows grow more modular — with teams assembling coding agents, research skills, browser tools, and custom plugins into personal AI operating systems — the attack surface expands dramatically. Most users install GitHub repos without any security review. Nvidia's Skill Specter repo provides the open-source foundation for scanning these skills for prompt injection, hidden instructions, supply chain risks, and MCP-related vulnerabilities.

The business opportunity is to productize this into a trusted scanning SaaS or marketplace gate — think 'Snyk for AI skills.' Target customers are enterprise IT teams rolling out agentic workflows, developer tools companies building MCP marketplaces, and individual builders who want peace of mind. Revenue models include per-scan API pricing, team subscription tiers, and potential B2B enterprise contracts as security compliance requirements around AI tooling tighten.

02 THE NUMBERS

EXPECTED ARR

$100K – $2M

INITIAL INVESTMENT

$20K + 250h

MONTHLY BURN

$4K + 80h

AUTOMATION

8/10

COMPETITORS

4 · NEW →

SKILLS

cybersecurity, AI/LLM knowledge, developer tooling, enterprise SaaS sales

03 THE VERDICT

This is a genuine emerging category with very few competitors and strong tailwinds from enterprise AI adoption. The Nvidia repo provides technical credibility and a starting point. The risk is timing — enterprise security budgets take time to allocate to new categories. The right move is to build a freemium developer tool first to establish brand, then upsell enterprise compliance tiers. High ceiling if the market matures as expected.

Verdict: BUILD. Don't have the ~250 hours it takes? Get matched with a vetted builder who does — we review every brief by hand and intro you to up to 3 builders.

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INTROS ONLY — NO FEES, NO ESCROW. THE PROJECT IS YOURS.

ALREADY BUILT — BY THE COMMUNITY

I BUILT THIS →

Nobody has claimed this one yet. Shipped it? Tell the story — every submission is hand-reviewed, and approved builds get listed right here with a link to your product.

04 THE FIELD

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