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)

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

#ServerGradeScoreLatencyToolsAuthProbed
1 ai.smithery/arjunkmrm-sg-bus-test
Dev & Code
F 15
227ms β€” unreachable 07-12 16:31
2 ai.smithery/cuongpo-coti-mcp
Dev & Code
F 15
241ms β€” unreachable 07-12 16:46
3 ai.smithery/cuongpo-coti-mcp-1
Dev & Code
F 15
245ms β€” unreachable 07-12 16:46
4 ai.smithery/Hint-Services-obsidian-github-mcp
Dev & Code
F 15
234ms β€” unreachable 07-12 16:01
5 ai.smithery/mayla-debug-mcp-google-calendar2
Dev & Code
F 15
236ms β€” unreachable 07-12 17:16
6 ai.smithery/neverinfamous-memory-journal-mcp
Dev & Code
F 15
257ms β€” unreachable 07-12 17:16
7 ai.smithery/renCosta2025-context7fork
Dev & Code
F 15
264ms β€” unreachable 07-12 17:32
8 ai.smithery/saidsef-mcp-github-pr-issue-analyser
Dev & Code
F 15
566ms β€” unreachable 07-12 17:32
9 ai.smithery/smithery-ai-cookbook-ts-smithery-cli
Dev & Code
F 15
223ms β€” unreachable 07-12 17:32
10 ai.smithery/smithery-ai-github
Dev & Code
F 15
234ms β€” unreachable 07-12 17:32
11 ai.willform/willform-agent
Willform Agent
Dev & Code
F 15
43ms β€” unreachable 07-12 18:33
12 ai.smithery/exa-labs-exa-code-mcp
Dev & Code
F 13
256ms β€” unreachable 07-12 16:46
13 ai.simstim/mcp
SimStim
Dev & Code
F 12
29ms β€” unreachable 07-12 15:46
14 app.anakior/atlas-mind
Dev & Code
F 8
β€” β€” unreachable 07-12 18:33

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.