The MCP CensusMCP Census
|
||||||
Related Products
|
||||||
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 VideosNo 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/
|
Reviews/
|
|||||
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 InformationMCP Census
Australia
mcpcensus.com
|
Company Informationfriendly4AI
Founded: 2026
United States
friendly4.ai
|
|||||
Alternatives |
Alternatives |
|||||
|
|
||||||
|
|
|
|||||
|
|
||||||
Categories |
Categories |
|||||
Integrations
GitHub Actions
Supported
Model Context Protocol (MCP)
Supported
|
Integrations
GitHub Actions
Not Supported
Model Context Protocol (MCP)
Not Supported
|
|||||
|
|
|