Fittest

by FastDrop

MCP MCP VERIFIED Verified 3 hours ago Registry import free

Three ML interatomic potentials check a molecule: trust (Beta-posterior score, 90% CI) or DFT.

Three ML interatomic potentials check a molecule: trust (Beta-posterior score, 90% CI) or DFT. Official MCP Registry: io.github.Pavel-Tk/fittest@0.1.1. Remote endpoint: https://fittest-mcp.westus2.cloudapp.azure.com/mcp

Problem it solves

Discoverable MCP server listed in the official MCP Registry.

How it's different

Remote MCP endpoint ingested from the official registry and probed by FastDrop.

Ingested from the official MCP Registry

FastDrop pulled this entry from the official MCP Registry as io.github.Pavel-Tk/fittest and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed and the description is not theirs.

If this is your server, claim the listing to edit it and take ownership. The registry index lists everything else still awaiting a probe.

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Tools this endpoint exposes

Read directly from the endpoint on 31 Oct 2026. Not supplied by the maker.

check_structures
Ask the Fittest swarm whether a machine-learned interatomic potential can be trusted on your molecular structures, or whether they need DFT. Three model agents (MACE-MPA-0, AIMNet2, Orb-v3) predict fo
explain
Explain why Fittest trusted or escalated ONE structure (XYZ text or {Z|symbols, R}): the verdict rule applied, sigma_F vs tau, the Calibrator bucket with its label count, the posterior P(correct) of e
swarm_status
Show the Fittest population: model agents (answerers) and the Skeptic (critic) with reputations from the ledger, the calibration domain, tau and the verdict rule, which models are live, and the evolut
usage_stats
Aggregate usage of this server: distinct users (anonymous clients that got at least one structure verdict; internal test clients excluded), total calls, calls per tool, first/last call time. No per-us