Public MCP Score

Outside-in rankings for public MCP servers.

Residential nodes negotiate MCP dual-era (stateless 2026-07-28 first, legacy initialize/session fallback), discover tools, call safe read tools (and schema workflows), then score reach, latency, invoke, functional quality, and protocol shape — not a datacenter ping. See methodology for weights, and why Displayed Score can differ from Rank Score.

Updated Aug 16, 2026·0 runs·0 servers·~every 6 hours

What each probe does

01

Negotiate

Modern 2026-07-28 path first (server/discover + per-request meta); legacy initialize/session if required.

02

Discover

tools/list (+ resources & prompts when the server exposes them).

03

Call

Safe tools/call — up to 20 read-only tools, plus schema-linked workflows.

04

Score

Invoke (accepted & well-formed) vs functional (response quality).

05

Composite

30d reach · P95 · tool blend · spec → Score. Same suite for every server.

Default index path exercises safe reads with synthesized args — not your full docs/contract suite. Deeper contract probes are available on opted-in agents.

Protocol path filters by which MCP dialect succeeded on the latest residential probe — not by health color. Status shows two chips: colored health (Operational / Impaired / Down / Auth) and a neutral protocol chip (Modern, Legacy, Dual, Modern only, …).

Overall Score

Five signals from residential MCP sessions — not uptime alone. The Score column is Rank Score (confidence-adjusted for low sample). Click a row for Displayed Score, anatomy, and per-tool evidence.

#ServerScoreReachP95InvokeFunctionalSpecRunsStatus

Public MCP Score

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Public MCP servers are indexed and monitored for free. Submit yours — we create a pilot dashboard and email you access.