The MCP Census

The MCP Census

MCP Census
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About

The MCP Census is a web-based evidence-checking service for developers and teams that use Model Context Protocol (MCP) servers. It compares server listings with public signals such as repository identity and status, package availability, hosted endpoint health, registry records, and vulnerability advisories. Users can look up a server or submit an MCP configuration and receive PASS, REVIEW, BLOCK, or UNKNOWN results under a versioned policy, with reasons and supporting evidence. The service is accessible through a website, REST API, and remote MCP server, and can be used in agent workflows and CI checks for configuration changes. Setup guides connect it to coding agents and developer tools. MCP Census is an initial public-evidence gate, not a malware scanner, penetration test, or guarantee that a server is safe to run.

About

friendly4AI is a GEO Scanner — a SaaS platform that measures how AI-ready and AI-visible a website is. It analyzes any URL against 40+ GEO/AEO parameters covering crawlability, structured data, content accessibility, AI discoverability (llms txt, AI manifests), technical signals, and API integration, then produces two scores from a single scan: an AI-Readiness Score (whether AI systems can crawl, parse, and understand the site — available in a free scan, no account required) and an AI Visibility Score (whether ChatGPT, Gemini, Claude, and Perplexity actually know and recommend the site, via live LLM queries). Every finding is backed by verifiable evidence with recommendations prioritized by impact (Critical/High/Medium/Low). Additional features include a public leaderboard (Top Friendly4AI) and a native MCP server for AI agents. Pricing: free scan, then Starter $9/mo, Pro $39/mo, Teams $199/mo, with a free trial.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and teams whose AI agents install or connect to MCP servers

Audience

SEO specialists, digital marketing agencies, content teams, and website owners who need to measure and improve how AI assistants discover and recommend their sites.

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

No images available

Screenshots and Videos

Pricing

$0
The no-account tier allows 10 lookups per day. A free account includes 1,000 credits per month. Builder costs $19/month, and Team costs $49/month. One-time credit packs cost $9 for 1,000 credits.
Free Version Supported
Free Trial Not Supported

Pricing

$9/month
Free scan — no account required (AI-Readiness Score). All paid plans include a 14-day free trial; AI Visibility Score (ChatGPT, Gemini, Claude, Perplexity) included on every paid plan.

Starter — $9/mo ($90/yr): 1 site, 10 scans/mo, AI-Readiness + AI Visibility, PDF export, 30-day history.
Pro — $39/mo ($390/yr): 5 sites, 50 scans/mo, scheduled scans, CSV/JSON export, 90-day history, limited API, 48h email support.
Teams — $199/mo ($1,990/yr): 20 sites, 200 scans/mo, scheduled scans, 365-day history, full API, 24h email support.

No hidden fees. Annual billing saves ~2 months.
Free Version Not Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

MCP Census
Australia
mcpcensus.com

Company Information

friendly4AI
Founded: 2026
United States
friendly4.ai

Alternatives

Alternatives

Flint AI

Flint AI

SandboxAQ
Enkrypt AI

Enkrypt AI

Anaconda

Categories

AI Agent Security Supported

Categories

Integrations

GitHub Actions Supported
Model Context Protocol (MCP) Supported

Integrations

GitHub Actions Not Supported
Model Context Protocol (MCP) Not Supported
Claim The MCP Census and update features and information
Claim The MCP Census and update features and information
Claim friendly4AI and update features and information
Claim friendly4AI and update features and information