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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.

16246servers indexed
7735remote endpoints
742graded (rolling)
206grade A
68%reachable
384msmedian latency
SortBestWorstJust probedMost toolsFastest
GradeAllA (206)B (3)C (194)D (105)F (234)Provisional
CategoryAll categoriesOther (202)Web & Search (136)AI & Agents (127)Cloud & Infra (65)Productivity (42)Dev & Code (34)Data & Databases (28)Finance & Crypto (26)Communication (21)Media & Design (19)Commerce (17)Science & Health (13)Security (12)

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

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.byteask/embedded-docs
Productivity
A 100
465ms 3 open 07-12 14:19
2 app.goshipyard/shipyard
Productivity
A 100
292ms 8 open 07-12 18:48
3 ai.auteng/docs
AutEng MCP - Markdown Publishing & Document Share Links
Productivity
A 97
413ms 7 open 07-12 14:18
4 app.cannonstudio/cannon-studio
Cannon Studio
Productivity
A 97
458ms 15 open 07-12 18:33
5 app.fluentive/mcp
Fluentive MCP
Productivity
A 97
823ms 15 open 07-12 18:48
6 ai.spala/public-mcp
Spala Public MCP
Productivity
A 94
618ms 11 open 07-12 17:47

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.