MCP Leaderboard
SMB Compare leads our MCP board with 100 of 100; we check 8,211 servers every day
- #1 by our score, 100 of 100
- SMB Compare
- MCP servers checked daily
- 8,211
- open to any client, no sign-in
- 54%
MCP Leaderboard
In the week of October 19 – 25, 2026, the Atlas checked 8,211 MCP servers every day and 8,169 answered. Of those, 54% are open to any client; the rest want a sign-in. Of the 10 most used servers in the Atlas that answered, 10 answered every daily check. The median open server lists 7 tools. Top of the board: SMB Compare, score 100 of 100, answered 7 of 7 daily checks. 444 servers have a full record: a week of checks, tools read, use cases judged. 27 score a perfect 100. This is the first week of daily checks, so nothing is compared with a week before yet.
Top by our score
| Server | # | Score | Answered this week | Tools | Sign-in | Advice |
|---|---|---|---|---|---|---|
| SMB Compare | 1 | 100 | 7 of 7 | 2 | open | connect |
| CheckMyVIN | 2 | 100 | 7 of 7 | 2 | open | connect |
| Cocktail Glass | 3 | 100 | 7 of 7 | 7 | open | connect |
| mailX by mailwarm | 4 | 100 | 7 of 7 | 17 | open | connect |
| Fromerica | 5 | 100 | 7 of 7 | 8 | open | connect |
| Epoch Calculator | 6 | 100 | 7 of 7 | 8 | open | connect |
| Hesper Atlas | 7 | 100 | 7 of 7 | 15 | open | connect |
| Cron Translator | 8 | 100 | 6 of 6 | 3 | open | connect |
| Can I enter? | 9 | 100 | 6 of 6 | 3 | open | connect |
| Harcourt Valuations | 10 | 100 | 5 of 5 | 2 | open | connect |
| Erik Bethke | 11 | 100 | 6 of 6 | 10 | open | connect |
| Marketcaper | 12 | 100 | 5 of 5 | 4 | open | connect |
| SteamGPT | 13 | 100 | 7 of 7 | 9 | open | connect |
| AviationHS | 14 | 100 | 5 of 5 | 5 | open | connect |
| Remove AI Meta | 15 | 100 | 5 of 5 | 2 | open | connect |
| Sky Valley | 16 | 100 | 5 of 5 | 5 | open | connect |
| We Ultrarich | 17 | 100 | 5 of 5 | 5 | open | connect |
| Energy Podcast Digest | 18 | 100 | 5 of 5 | 5 | open | connect |
| Semscraper | 19 | 100 | 5 of 5 | 8 | open | connect |
| Eagle Virtual | 20 | 100 | 5 of 5 | 6 | open | connect |
Most used
| Server | # | Score | Answered this week | Tools | Sign-in |
|---|---|---|---|---|---|
| NVIDIA | 1 | 100 | 7 of 7 | – | OAuth |
| Figma | 2 | 96 | 7 of 7 | – | OAuth |
| Wolfram | 3 | 86 | 7 of 7 | 3 | open |
| PayPal | 4 | 100 | 7 of 7 | – | OAuth |
| ZoomInfo | 5 | 100 | 7 of 7 | – | OAuth |
| Zapier | 6 | 93 | 7 of 7 | – | OAuth |
| Cloudflare | 7 | 73 | 7 of 7 | 2 | open |
| CoinMarketCap | 8 | 100 | 7 of 7 | – | OAuth |
| RocketReach | 9 | 78 | 7 of 7 | – | OAuth |
| Atly | 10 | 85 | 7 of 7 | 7 | open |
Who moved
None this week.
Did not answer our checks
| Server | Answered this week | Uptime the week before |
|---|---|---|
| Papaya | 3 of 7 | – |
| Ascent Partners | 3 of 7 | – |
| Daisycon, part of Linehub | 3 of 7 | – |
| RaiseKit | 3 of 7 | – |
| Talarion | 3 of 7 | – |
| ResumeAI | 2 of 7 | – |
| PROME | 1 of 7 | – |
| Bavlio | 2 of 6 | – |
| Address to ZIP | 2 of 6 | – |
| YantraKit | 2 of 6 | – |
Method
The INITE Atlas asks every vendor's own MCP server once a day whether it answers, openly or asking for a sign-in, and how fast; an open server's tools are read and graded. The score is the Atlas's own, out of 100: reliability over 30 days, the share of the product's use cases the tools do, how well the tools are defined, what they cost an agent's context, public adoption and how readily a client gets in.
The first board is the servers people know: the Atlas's most used vendors whose server answered at least once this week, in order of use, with their score where they have one. Most of them sit behind a sign-in, so they have no full record and are not on the score board.
The board ranks only servers with a full record: at least a week of checks, tools read, use cases judged. A server behind a sign-in shows nobody its tools, so it is counted in the week's numbers but not ranked. Ties are broken by the week's checks, then by how much the vendor is used in the Atlas.
A mover's score is compared with the score frozen the week before, and a change under 10 points is left out; its uptime is compared with the week before's checks, and a change under 30 points is left out. A server is listed as not answering our checks when fewer than half of at least four checks got an answer after it had been up. That is what our checker saw, not a verdict on the vendor: a firewall, a regional block or a rate limit on our side looks the same. Nothing here is written by a model: the sentences are filled in from the numbers in the tables.
How the score is counted, with its weights
Free to cite with a link to this page (CC BY 4.0).
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