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6,026 sites implement Model Context Protocol

of 8,817 tested · measured 2026-08-23

8,817 hosts strict-re-graded, 23 Aug 2026, of 14,351 listed

Checks passed across the 6,026 probed hosts: Markdown negotiation 5,114 · Markdown twin at a predictable URL 4,500 · llms.txt 5,826 · API catalog 918 · MCP server card answers 6,026.

What these sites let an agent do

The tools most often registered, by how many of the 6,026 register each. Real verbs, read from the page at runtime — enumerated, never called.

submit_feedback5,058
search_courses328
search_posts314
get_course_details310
get_event_details310
get_lecturer_profile310
get_platform_info310
get_post_details310
search_documentation40
get_service39
query_docs_filesystem_documentation39
get_contact35

997 distinct tool names across 6,026 sites.

How much of this is one plugin

Two instruments read this set and they do not agree, which is the finding rather than a problem. The tool signature — the exact set of names a site registers, treated as a fingerprint — puts 17% of the 6,026 in a cluster with at least one other site, and the largest single cluster is 5.1%: one WordPress plugin, registering the same two tools on every site that installs it. The platform column — which fingerprints hosts — attributes just 89.1%, because it does not fingerprint plugins at all. Where the two disagree the signature is the better instrument, and the size of that gap is why we built it.

What the number separates

6,026 pass when we test the behaviour. 2,791 do not.

Any directory can list sites that claim a standard — the claim is in the source and costs nothing. Separating the two requires testing the behaviour, and dating the result. That is the only thing on this page you cannot get elsewhere.

What Model Context Protocol is

MCP is the protocol an agent uses to discover and call a server's tools. On the open web a site advertises one through a server card, and an agent connects to the endpoint the card names. Read the MCP specification — it is the authority on the design and we are not trying to be.

How we test it

We fetch the server card and then CONNECT to the endpoint it advertises, and count it only where the server answered tools/list — or challenged us for auth, which is an answer.

A server card is a file. It costs nothing to publish and proves nothing about whether anything is listening. The gap between cards published and servers that answer is the single largest gap we measure.

Sites that implement it

84% of these are on mintlify, 5.2% of these are on teachify. The platform supplies the machinery; the domain signals the commitment, and a report says which applies.

✓VibeMarketolog agi.vibemarketolog.ru
Russian AI marketing platform offering agents for advertising, analytics, and sales with 24/7 automation and strategy management.
✓BibiGPT aitodo.co
BibiGPT is an AI tool that summarizes and transcribes audiovisual content from multiple platforms with timestamps and structured outputs.
✓BibiGPT bibigpt.co +1 more host on this domain
BibiGPT is an AI tool that summarizes and transcribes audiovisual content from multiple platforms with timestamped structured outputs and API access.
✓Commodity Monitor commodity.worldmonitor.app +2 more hosts on this domain
Real-time commodity markets dashboard tracking mining sites, processing plants, commodity ports, supply chains, and global trade flows with live context.
✓JobsPipe jobspipe.dev
JobsPipe provides a unified API aggregating job postings from Workday, Indeed, Glassdoor, and 30+ ATS sources with normalized JSON and a free tier.
✓NVDC nvdc.ai
NVDC is a decentralized, OpenAI-compatible GPU inference network with NVTrust attestation and USD settlement via dual-signed receipts.
✓VertoDigital vertodigital.com
VertoDigital is a B2B digital marketing agency specializing in pipeline-driven marketing for technology CMOs with CRM integration.
✓a2b Logistics Company www.a2b.sa
a2b Logistics provides trucking, warehousing, customs clearance, and supply chain solutions across Saudi Arabia with 24/7 support and nationwide coverage.
✓Growth Academy Global www.growthacademy.global
Growth Academy Global teaches established service businesses AI-era client acquisition using LinkedIn, AI search visibility, live video, and Codex agent workflows.
✓Search1API www.search1api.com
Search1API provides real-time web search, crawling, and structured data extraction APIs for AI agents accessible via REST, MCP, CLI, and agent skills.
✓Xonark xonark.com +1 more host on this domain
Xonark provides a Leakage Prevention System for dental practices to identify and recover lost patients before and after they book.
✓Apparel Monster apparel.monster
Apparel Monster is an online retailer selling men's, women's, and sportswear clothing with 116 products across 30 categories priced in USD.

All 6,026 of these sites, through the API: every one, in a fixed order, 25 per call, with the total stated.

Own a site?

Model Context Protocol is one signal among several. The rubric says exactly what we look for and how each tier is reached, and a probe can be requested — the probe decides, never the request.

Method and date

Measured 2026-08-23. 8,817 hosts strict-re-graded, 23 Aug 2026, of 14,351 listed Every figure on this page carries the population it was measured against; a count without a denominator is not a measurement. How the index is built · All standards.