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.

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)

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

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.gomarble/mcp-api
Cloud & Infra
D prov. 57
961ms β€” auth-wellbehaved 07-12 14:31
2 ai.hostingbrain/intelligence
Cloud & Infra
D prov. 57
631ms β€” auth-wellbehaved 07-12 14:31
3 ai.zevari/mcp
Zevari
Cloud & Infra
D prov. 57
612ms β€” auth-wellbehaved 07-12 18:33
4 app.certman/server
Cloud & Infra
D prov. 57
653ms β€” auth-wellbehaved 07-12 18:33
5 app.getdialer/dialer
Cloud & Infra
D prov. 57
851ms β€” auth-wellbehaved 07-12 18:48
6 app.percher/percher
Percher
Cloud & Infra
D prov. 57
763ms β€” auth-wellbehaved 07-12 19:18
7 ai.klavis/strata
Cloud & Infra
D prov. 54
275ms β€” auth-bare 07-12 14:46
8 app.readwithleaf/leaf
Leaf
Cloud & Infra
D prov. 52
2352ms β€” auth-wellbehaved 07-12 19:18
9 ai.adramp/google-ads
Cloud & Infra
D prov. 49
189ms β€” auth-bare 07-12 14:18
10 ai.walterwrites/mcp-server
Walter Writes
Cloud & Infra
D prov. 49
978ms β€” auth-bare 07-12 18:16

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.