Fittest
Rank #11,983io.github.Pavel-Tk/fittest
Three ML interatomic potentials check a molecule: trust (with a calibrated score) or send to DFT.
What you can do with Fittest
Fittest is a Model Context Protocol (MCP) server published by Pavel-Tk. It ranks #11,983 of 176,402 active servers on MCP Toplist. Fittest is listed across 2 registries — Official MCP and Glama, with 2 tracked versions. It was first listed on Oct 31, 2026 and most recently updated on Oct 31, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Fittest can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Fittest
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
MCP Toplist probed the public endpoint on Nov 1, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Declared by Glama, last synced Nov 14, 2026. Not independently verified by MCP Toplist.
Hosted endpoint declared as public.
Connect Fittest and confirm it works
claude mcp add --transport http fittest https://fittest-mcp.westus2.cloudapp.azure.com/mcp[mcp_servers.fittest]
url = "https://fittest-mcp.westus2.cloudapp.azure.com/mcp"Add to ~/.codex/config.toml.
https://fittest-mcp.westus2.cloudapp.azure.com/mcpSettings → Connectors → “Add custom connector”, then paste this URL.
{
"mcpServers": {
"fittest": {
"url": "https://fittest-mcp.westus2.cloudapp.azure.com/mcp"
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).
{
"servers": {
"fittest": {
"type": "http",
"url": "https://fittest-mcp.westus2.cloudapp.azure.com/mcp"
}
}
}Save as .vscode/mcp.json in your workspace.
{
"mcpServers": {
"fittest": {
"serverUrl": "https://fittest-mcp.westus2.cloudapp.azure.com/mcp"
}
}
}Add to ~/.codeium/windsurf/mcp_config.json.
{
"mcpServers": {
"fittest": {
"url": "https://fittest-mcp.westus2.cloudapp.azure.com/mcp"
}
}
}After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for Fittestyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Oct 31, 2026
- Latest version published
- Oct 31, 2026
- Version history
- 2 versions tracked (below)
- Requirements evidence
- MCP Toplist probed the public endpoint on Nov 1, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Nov 14, 2026
- Official MCP ↗listed since Nov 1, 2026 · still listed
- Glama ↗listed since Nov 1, 2026 · still listed
Do you maintain Fittest? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.
Available versions (2)
| Version | Published |
|---|---|
| 0.1.1 | Oct 31, 2026 |
| 0.1.0 | Oct 31, 2026 |
Ranks ahead of 164,419 of 176,402 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/io.github.Pavel-Tk%2Ffittest)<a href="https://mcptoplist.com/server/io.github.Pavel-Tk%2Ffittest"><img src="https://mcptoplist.com/badge/io.github.Pavel-Tk%2Ffittest.svg" alt="MCP Toplist: Top 10% of 176,402" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Fittest?
- Fittest is maintained by Pavel-Tk, which publishes 2 MCP servers (2 total versions) tracked on MCP Toplist.
- Is Fittest listed on the Official MCP Registry?
- Yes — Fittest is listed on the Official MCP Registry, alongside Glama.
- How many versions does Fittest have?
- MCP Toplist tracks 2 versions of Fittest, most recently published on Oct 31, 2026.
- Where can I find the source code for Fittest?
- The source code for Fittest is hosted at github.com/Pavel-Tk/fittest.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.