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MCP QUEEN

The Graded Registry

Every remote server in the official MCP registry, probed live and graded with receipts — the only MCP index where every grade shows its evidence.

16245servers indexed
7735remote endpoints
622graded (rolling)
160grade A
64%reachable
361msmedian latency
SortBestWorstJust probedMost toolsFastest
GradeAllA (160)B (2)C (156)D (81)F (223)Provisional
CategoryAll categoriesOther (181)Web & Search (114)AI & Agents (109)Cloud & Infra (55)Dev & Code (29)Productivity (26)Finance & Crypto (23)Data & Databases (21)Commerce (15)Media & Design (15)Communication (14)Science & Health (12)Security (8)

12 matches. Categories are keyword-derived from registry metadata — imperfect by design, deterministic by principle.

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.aviado/health
Science & Health
A 100
257ms 8 open 07-12 14:18
2 ai.dynamicfeed/dynamic-feed
Science & Health
A 97
148ms 91 open 07-12 14:20
3 ai.teenpsychiatry/library
Science & Health
A 97
287ms 6 open 07-12 17:47
4 ai.readypermit/geo
Buildability™ — Property Zoning & Buildability™ Intelligence
Science & Health
A 93
445ms 8 open 07-12 15:31
5 ai.cookiy/cookiy
Cookiy
Science & Health
C prov. 66
134ms auth-wellbehaved 07-12 14:19
6 ai.smithery/smithery-ai-national-weather-service
Science & Health
C prov. 66
260ms auth-wellbehaved 07-12 17:32
7 ai.outset/mcp
Outset
Science & Health
C prov. 62
928ms auth-wellbehaved 07-12 15:16
8 ai.trendsmcp/market-research
Market Research Trends MCP
Science & Health
C 62
382ms open 07-12 18:02
9 ai.visuary/actuarial-value-calculator
Visuary Actuarial Value Calculator
Science & Health
C prov. 62
276ms auth-wellbehaved 07-12 18:16
10 ai.openhelm/deep-research
Science & Health
D prov. 52
1645ms auth-wellbehaved 07-12 15:16
11 ai.smithery/jenniferjiang0511-mit-ai-studio-hw3
Science & Health
F 15
232ms unreachable 07-12 17:03
12 ai.smithery/mfukushim-map-traveler-mcp
Science & Health
F 15
226ms unreachable 07-12 17:16

Methodology

Each server is probed live over streamable HTTP: reachability (25) — does initialize succeed; auth-gated servers earn partial credit only if they advertise WWW-Authenticate so clients can discover OAuth. protocol (15) — valid JSON-RPC handshake; deprecated SSE transport is penalized. tooling (35) — tools/list works, share of tools with descriptions and fully-typed input schemas, median description depth. latency (10) — initialize round-trip. provenance (15) — registry metadata completeness and whether the reverse-DNS namespace actually matches the serving domain. Scores scale to what is verifiable; unverifiable dimensions mark the grade provisional rather than guessing. Every point carries the verbatim observation that earned it. No stars, no votes, no pay-to-rank — probes only.