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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.

16258servers indexed
7739remote endpoints
892graded (rolling)
217grade A
59%reachable
388msmedian latency
SortBestWorstJust probedMost toolsFastest
GradeAllA (217)B (3)C (199)D (110)F (363)Provisional
CategoryAll categoriesAI & Agents (258)Other (209)Web & Search (138)Cloud & Infra (67)Productivity (44)Dev & Code (37)Data & Databases (29)Finance & Crypto (27)Communication (21)Media & Design (19)Commerce (17)Security (13)Science & Health (13)

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

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.smithery/huuthangntk-claude-vision-mcp-server
Media & Design
F 15
254ms β€” unreachable 07-12 17:03
2 ai.smithery/Pratiksha-Kanoja-magicslide-mcp-test
Media & Design
F 15
232ms β€” unreachable 07-12 16:16
3 ai.smithery/Open-Scout-mcp
Media & Design
F 12
270ms β€” unreachable 07-12 16:16

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.