MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

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47403
Discovered
→
29585
Scored
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2112
Verified
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16952
Complete
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Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

Newly Added

zobrx F NP Ledger F Neblla F GenMB F fahali F

Biggest Gainers

mcp +48 mcp +48 Android Management API +48

Biggest Drops

GroundAPI -42 Phos Marketing Engine -39 medusa-mcp -39
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25001
mifactory-bot
Persistent memory for AI agents across Claude, ChatGPT and any MCP client.
 F 39 4⁄3 ◐ ⏳ 24 38 — 25 70 —
25002
aviman1109
Enables interaction with multiple pre-configured Garmin accounts to query healt…
 F 39 4⁄4 ◐ ⏳ 42 0 — 32 78 —
25003
Mustafa777770
chinahub-api Claim
F 39 4⁄3 ◐ ⏳ 24 15 N/A 19 95 —
25004
j-wnn
F 38 4⁄3 ◐ ⏳ 24 22 N/A 7 95 —
25005
fefergrgrgrg
Vercel MCP Claim 1
An MCP server that provides various tools for interacting with the Vercel API, …
 F 38 4⁄4 ◐ ⏳ 33 11 — 25 81 —
25006
hyeok-ju98
A Python-based MCP server that enables users to view, search, and edit Figma fi…
 F 38 4⁄4 ◐ ⏳ 42 0 — 27 80 —
25007
yuwencheng0212
ppt Claim 1
ppt
 F 38 4⁄3 ◐ ⏳ 34 7 N/A 12 95 —
25008
samihalawa
F 38 3⁄3 ◐ ⏳ 12 N/A N/A 7 95 —
25009
furugen
Playwright MCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
 F 38 4⁄4 ◐ ⏳ 27 25 — 18 81 —
25010
cc25a
Look up the latest stock prices by ticker symbol across global markets. Get cur…
 F 38 5⁄5 ◐ ⏳ 42 33 0 30 81 —
25011
luIntercom
Integrates weather tools with Intercom, providing real-time weather alerts, for…
 F 38 4⁄4 ◐ ⏳ 38 7 — 24 81 —
25012
DAVIDwhitelabeledCA
An MCP server that enables AI assistants to perform web automation tasks such a…
 F 37 4⁄4 ◐ ⏳ 27 15 — 24 81 —
25013
namnd00
A professional Python framework and template for building robust Model Context …
 F 37 3⁄3 ◐ ⏳ — N/A N/A 20 95 —
25014
polarsignals
MCP server for Polar Signals Cloud continuous profiling platform, enabling AI a…
 F 37 3⁄3 ◐ ⏳ 9 N/A N/A 7 95 —
25015
FastlanePython
A Model Context Protocol server that extends Claude's capabilities by providing…
 F 37 4⁄4 ◐ ⏳ 33 12 — 18 81 —
25016
quintonwall
An MCP server for Claude Desktop that allows users to check the status of their…
 F 37 4⁄3 ◐ ⏳ 27 7 N/A 17 95 —
25017
wmarceau
Compare Uber and Lyft prices for any route
 F 36 3⁄3 ◐ ⏳ 12 N/A N/A 12 83 —
25018
niceberginc
A Model Context Protocol server that enables Claude AI to interact with the Sol…
 F 36 4⁄4 ◐ ⏳ 33 12 — 16 80 —
25019
aiagentshub
F 36 3⁄3 ◐ ⏳ 8 N/A N/A 4 95 —
25020
PoloKee
F 36 3⁄3 ◐ ⏳ 8 N/A N/A 4 95 —
25021
yuwencheng0212
mcp-ppt Claim 1
design ppt
 F 36 4⁄3 ◐ ⏳ 24 12 N/A 11 94 —
25022
tiagopdcamargo
tiagopdcamargo Claim 1
F 35 3⁄3 ◐ ⏳ 8 N/A N/A 1 95 —
25023
ZUHcYa
Independent AI code validation: test bias, edge cases, coverage gaps.
 F 35 3⁄3 ◐ ⏳ — N/A N/A 15 95 —
25024
ZUHcYa
EU food regulatory data: additives (E-numbers), allergens, nutrition references.
 F 35 3⁄3 ◐ ⏳ — N/A N/A 15 95 —
25025
RATOR-codes
A Simple WeatherForecastServer: Get Weather Easily and Freely
 F 35 4⁄3 ◐ ⏳ 24 11 N/A 3 95 —
25026
esrisaudiarabia
Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user …
 F 35 3⁄3 ◐ ⏳ 12 N/A N/A 9 83 —
25027
ChangilPark
pci_mcp Claim
F 34 3⁄3 ◐ ⏳ — N/A N/A 10 95 —
25028
haalo-cpu
mcp_test Claim
F 34 3⁄3 ◐ ⏳ — N/A N/A 9 95 —
25029
uv6725
hh Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25030
freshaq09
new Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25031
lorenzocean
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25032
zjl13031-byte
prediction Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25033
a82259968-blip
mcp_test Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25034
Helios0038
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25035
NektoNeo
mpc Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25036
RickJoosten
im_builder Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25037
devd3vil
mcpserver Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25038
lazyDesign
excelmcp Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25039
dexteon
dexai-tools Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25040
room202
A simple MCP server sample that provides a greeting tool which echoes back a pe…
 F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25041
NektoNeo
mpc Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25042
longjianjiang
A server that implements the Model Context Protocol (MCP), providing an interfa…
 F 32 3⁄3 ◐ ⏳ — N/A N/A 3 95 —
25043
1519512147
le Claim 1
F 32 3⁄3 ◐ ⏳ — N/A N/A 1 95 —
25044
AmayaWang
MCP-TEST Claim 1
MCP-TEST
 F 32 4⁄4 ◐ ⏳ 24 10 — 9 81 —
25045
Auriora
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
 F 30 4⁄4 ◐ ⏳ 84 71 — 78 80 —
25046
autonull
MCP Logic ⚡ Claim 1 2
Enables first-order logic reasoning including theorem proving, model finding, c…
 F 30 4⁄4 ◐ ⏳ 60 33 — 34 80 —
25047
IQAIcom
MCP-ABI ⚡ Claim 1
Enables interaction with Ethereum-compatible smart contracts through their ABI,…
 F 30 4⁄4 ◐ ⏳ 66 60 — 51 80 —
25048
mingdaocloud
MCP Mingdao ⚡ Claim 1
A minimal MCP server template demonstrating basic tools, resources, and prompts…
 F 30 4⁄4 ◐ ⏳ 84 71 — 34 80 —
25049
cuenobi
mcp-platform Claim 1
F 30 4⁄3 ◐ ⏳ 42 41 N/A 21 82 —
25050
justynroberts
Rundeck MCP Server ⚡ Claim 1
Enables interaction with Rundeck instances to list jobs, execute jobs with opti…
 F 30 4⁄4 ◐ ⏳ 84 68 — 29 80 —
Showing 25001–25050 of 47403 servers
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