Average Ratings 0 Ratings
Average Ratings 0 Ratings
Description
The MCP Census serves as a web-based platform for validating evidence for developers and teams leveraging Model Context Protocol (MCP) servers. It assesses server listings by cross-referencing them with various public indicators, including repository identification, package availability, endpoint health, registry information, and vulnerability announcements. Users have the option to either search for a specific server or submit an MCP configuration, receiving results categorized as PASS, REVIEW, BLOCK, or UNKNOWN, along with justifications and supporting evidence based on a versioned policy. This service is readily available through a dedicated website, REST API, and remote MCP server, making it suitable for integration into agent workflows and continuous integration processes for monitoring configuration changes. Comprehensive setup guides facilitate its connection to development tools and coding agents. Importantly, the MCP Census functions as a preliminary public-evidence filter rather than a malware detection system, penetration testing solution, or a definitive assurance of a server's safety for use. As such, it is crucial for developers to understand its intended purpose and limitations.
Description
friendly4AI serves as a GEO Scanner, functioning as a SaaS platform dedicated to evaluating how prepared and visible a website is for AI interactions. It assesses any given URL by using over 40 GEO/AEO criteria that include aspects like crawlability, structured data, content accessibility, and AI discoverability through LLMs txt and AI manifests, as well as technical signals and API integration. From a single scan, it generates two key metrics: the AI-Readiness Score, indicating if AI systems can effectively crawl, parse, and comprehend the site (this score is available in a free scan without the need for an account), and the AI Visibility Score, which measures if platforms like ChatGPT, Gemini, Claude, and Perplexity acknowledge and recommend the site through real-time LLM queries. Each result is supported by verifiable evidence, and recommendations are categorized by their potential impact, ranging from Critical to Low. Additional offerings include a public leaderboard highlighting the top-performing sites on Friendly4AI and a native MCP server designed for AI agents. The pricing structure includes a complimentary scan, followed by Starter at $9 per month, Pro at $39 per month, and Teams at $199 per month, all accompanied by a free trial option for users to explore. This comprehensive analysis not only aids website owners in enhancing their AI compatibility but also fosters a competitive environment among users.
API Access
Has API
Yes
API Access
Has API
Yes
Screenshots View All
No images available
Integrations
GitHub Actions
No
Model Context Protocol (MCP)
No
Pricing Details
$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 Trial
No
Free Version
Yes
Pricing Details
$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.
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 Trial
Yes
Free Version
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
MCP Census
Country
Australia
Website
mcpcensus.com
Vendor Details
Company Name
friendly4AI
Founded
2026
Country
United States
Website
friendly4.ai