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MCP QUEEN

The Graded Registry

Every remote server in the official MCP registry, probed live and graded with receipts β€” 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)

21 matches. Categories are keyword-derived from registry metadata β€” imperfect by design, deterministic by principle.

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.mcpanalytics/analytics
Data & Databases
A 97
709ms 13 open 07-12 15:01
2 ai.myriade/myriade
Data & Databases
A 94
1033ms 11 open 07-12 15:01
3 ai.rootdata/public-directory
Root Data Public Directory
Data & Databases
A 94
961ms 8 open 07-12 15:46
4 ai.vibe-bi/mcp-server
Vibe BI MCP
Data & Databases
C prov. 66
288ms β€” auth-wellbehaved 07-12 18:16
5 ai.eevy/mcp
Eevy
Data & Databases
C prov. 62
184ms β€” auth-wellbehaved 07-12 14:20
6 ai.fincontext/fincontext
Data & Databases
C prov. 62
344ms β€” auth-wellbehaved 07-12 14:31
7 ai.good-sport/good-sport
good-sport
Data & Databases
C prov. 62
78ms β€” auth-wellbehaved 07-12 14:31
8 ai.kubit/mcp-server
Kubit
Data & Databases
C prov. 62
866ms β€” auth-wellbehaved 07-12 14:46
9 ai.matih/mcp
Data & Databases
C prov. 62
1040ms β€” auth-wellbehaved 07-12 15:01
10 ai.sendinel/mcp-server
Sendinel
Data & Databases
C prov. 62
700ms β€” auth-wellbehaved 07-12 15:46
11 ai.sixta/sixta-connect
Data & Databases
C prov. 62
230ms β€” auth-wellbehaved 07-12 15:46
12 ai.statey/statey
Statey
Data & Databases
C prov. 62
339ms β€” auth-wellbehaved 07-12 17:47
13 ai.inventoryhero/inventory-hero
Inventory Hero
Data & Databases
D prov. 57
947ms β€” auth-wellbehaved 07-12 14:31
14 ai.qr-manager/qr-manager
QR Manager
Data & Databases
D prov. 57
766ms β€” auth-wellbehaved 07-12 15:31
15 ai.smithery/afgong-sqlite-mcp-server
Data & Databases
F 15
269ms β€” unreachable 07-12 16:16
16 ai.smithery/bielacki-igdb-mcp-server
Data & Databases
F 15
268ms β€” unreachable 07-12 16:46
17 ai.smithery/MisterSandFR-supabase-mcp-selfhosted
Data & Databases
F 15
276ms β€” unreachable 07-12 16:16
18 ai.smithery/pinion05-supabase-mcp-lite
Data & Databases
F 15
272ms β€” unreachable 07-12 17:16
19 ai.smithery/wgong-sqlite-mcp-server
Data & Databases
F 15
228ms β€” unreachable 07-12 17:32
20 ai.smithery/cpretzinger-ai-assistant-simple
Data & Databases
F 12
242ms β€” unreachable 07-12 16:46
21 ai.autorfp/mcp
AutoRFP.ai
Data & Databases
F 8
β€” β€” unreachable 07-12 14:18

Methodology

Each server is probed live over streamable HTTP: reachability (25) β€” does initialize succeed; auth-gated servers earn partial credit only if they advertise WWW-Authenticate so clients can discover OAuth. protocol (15) β€” valid JSON-RPC handshake; deprecated SSE transport is penalized. tooling (35) β€” tools/list works, share of tools with descriptions and fully-typed input schemas, median description depth. latency (10) β€” initialize round-trip. provenance (15) β€” 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 β€” probes only.