FounderDeckPack
MCPSafe
85SIG
AI Security#B41567

A free security scanner providing pre-install audits for Model Context Protocol servers using multi-LLM consensus.

FounderDeck estimate
$750k
Valued 2026-06-05
Holo Breakout0

MCPSafe

A free security scanner providing pre-install audits for Model Context Protocol servers using multi-LLM consensus.

Holo BreakoutUnclaimed GemAI NativeDeveloper PickUseful Tool
FounderDeck estimate
$750k
Medium confidenceValued Jun 5, 2026
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What it does

MCPSafe offers a robust security scanning service for Model Context Protocol (MCP) servers, designed to audit them before installation. It leverages static analysis to detect common vulnerabilities like injection flaws and hardcoded secrets, alongside a unique five-LLM consensus system to uncover advanced threats such as tool poisoning and indirect prompt injection. Users can paste a GitHub URL, npm package, or PyPI package to receive an AIVSS 0-10 score, per-tool findings, and copy-safe configuration.

Who it helps

Developers vetting MCP servers before installation, and registry operators publishing secure catalogs. Teams shipping private MCP repositories are also a key target for advanced features.

Why it's interesting

MCPSafe tackles a critical and emerging pain point in the AI ecosystem: securing model context protocol servers. Its innovative use of multi-LLM consensus for threat detection, combined with traditional static analysis, provides a comprehensive audit. The freemium model for public packages creates a strong product-led growth opportunity within a rapidly expanding market.

Card stats

Signal Score85
Product Clarity95
Founder Energy88
Market Potential80
Website Polish92
Monetisation75
Shareability88
AI Hype90

AI-assisted scores estimated from public website information only.

FounderDeck estimate

Medium confidence
$750k

MCPSafe presents a highly polished product addressing a critical, emerging need in AI security with a clear freemium model for public packages and a paid tier for private repos. The sophisticated technical approach, including multi-LLM consensus, suggests strong execution. The estimate of $750,000 reflects its clear value proposition, professional presentation, and a plausible path to revenue in a high-growth market, while acknowledging that the specific 'Model Context Protocol' market size is not explicitly defined as massive.

Valuation date: 2026-06-05. Estimate generated from public signals.

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Estimates are AI-generated from public information and are not financial advice or verified company valuations.