πŸ‘‘

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)

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

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.compeller/compel
Compeller
Media & Design
A 100
453ms 30 open 07-12 14:19
2 ai.ludo/game-assets
Ludo AI Game Assets
Media & Design
A 100
384ms 27 open 07-12 14:46
3 ai.switchapp/switch
Media & Design
A 97
475ms 34 open 07-12 17:47
4 ai.filegraph/document-processing
Media & Design
A 93
408ms 9 open 07-12 14:20
5 ai.gemus/gemus
Gemus
Media & Design
C prov. 66
110ms β€” auth-wellbehaved 07-12 14:31
6 ai.arpi/arpi-mcp
ARPI MCP
Media & Design
C prov. 62
603ms β€” auth-wellbehaved 07-12 14:18
7 ai.conveo/conveo
Conveo
Media & Design
C prov. 62
320ms β€” auth-wellbehaved 07-12 14:19
8 ai.dragoneye/mcp
Media & Design
C prov. 62
219ms β€” auth-wellbehaved 07-12 14:19
9 ai.trackradar/trackradar
TrackRadar
Media & Design
C prov. 62
256ms β€” auth-wellbehaved 07-12 18:02
10 ai.viralspin/viralspin
ViralSpin
Media & Design
C prov. 62
298ms β€” auth-wellbehaved 07-12 18:16
11 ai.sig.foodlog/food-logger
Food Logger MCP
Media & Design
D prov. 57
1552ms β€” auth-wellbehaved 07-12 15:46
12 ai.modelrunner/mcp
ModelRunner
Media & Design
D prov. 51
668ms β€” auth-wellbehaved 07-12 15:01
13 ai.smithery/huuthangntk-claude-vision-mcp-server
Media & Design
F 15
254ms β€” unreachable 07-12 17:03
14 ai.smithery/Pratiksha-Kanoja-magicslide-mcp-test
Media & Design
F 15
232ms β€” unreachable 07-12 16:16
15 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.