MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

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67226
Discovered
→
32320
Scored
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2112
Verified
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16953
Complete
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Last updated 2 hours, 36 minutes ago

Grade Distribution

Score Distribution

Newly Added

TerraVue F Arbitron F WorkforceGPT F Beleeg F Lediv F

Biggest Gainers

Pinch Grocery Prices (Australia) +44 Done Bear +44 Antevo Wealth +43

Biggest Drops

BridgeToAgent — AI Readiness -60 workbench -48 AGI Alpha -47
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25001
Niharikaasopa
GitHub Repo Helper is a simple and beginner-friendly Model Context Protocol (MC…
 F 39 4⁄3 ◐ ⏳ 24 27 N/A 10 92 —
25002
mifactory-bot
Persistent memory for AI agents across Claude, ChatGPT and any MCP client.
 F 39 4⁄3 ◐ ⏳ 24 38 — 25 70 —
25003
aaudeon
MCP Weather Server ⚡ Claim 2
A Model Context Protocol server that provides real-time weather information and…
 F 39 4⁄4 ◐ ⏳ 27 20 — 23 85 —
25004
freshaq09
browser Claim
F 39 4⁄3 ◐ ⏳ 24 20 N/A 14 95 —
25005
luIntercom
Integrates weather tools with Intercom, providing real-time weather alerts, for…
 F 38 4⁄4 ◐ ⏳ 38 7 — 24 81 —
25006
yuwencheng0212
ppt Claim 1
ppt
 F 38 4⁄3 ◐ ⏳ 34 7 N/A 12 95 —
25007
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 —
25008
j-wnn
F 38 4⁄3 ◐ ⏳ 24 22 N/A 7 95 —
25009
samihalawa
F 38 3⁄3 ◐ ⏳ 12 N/A N/A 7 95 —
25010
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 —
25011
cc25a
Look up the latest stock prices by ticker symbol across global markets. Get cur…
 F 38 5⁄5 ◐ ⏳ 42 33 0 30 81 —
25012
furugen
Playwright MCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
 F 38 4⁄4 ◐ ⏳ 27 25 — 18 81 —
25013
polarsignals
MCP server for Polar Signals Cloud continuous profiling platform, enabling AI a…
 F 37 3⁄3 ◐ ⏳ 9 N/A N/A 7 95 —
25014
namnd00
A professional Python framework and template for building robust Model Context …
 F 37 3⁄3 ◐ ⏳ — N/A N/A 20 95 —
25015
DAVIDwhitelabeledCA
An MCP server that enables AI assistants to perform web automation tasks such a…
 F 37 4⁄4 ◐ ⏳ 27 15 — 24 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
FastlanePython
A Model Context Protocol server that extends Claude's capabilities by providing…
 F 37 4⁄4 ◐ ⏳ 33 12 — 18 81 —
25018
PoloKee
F 36 3⁄3 ◐ ⏳ 8 N/A N/A 4 95 —
25019
aiagentshub
F 36 3⁄3 ◐ ⏳ 8 N/A N/A 4 95 —
25020
yuwencheng0212
mcp-ppt Claim 1
design ppt
 F 36 4⁄3 ◐ ⏳ 24 12 N/A 11 94 —
25021
wmarceau
Compare Uber and Lyft prices for any route
 F 36 3⁄3 ◐ ⏳ 12 N/A N/A 12 83 —
25022
niceberginc
A Model Context Protocol server that enables Claude AI to interact with the Sol…
 F 36 4⁄4 ◐ ⏳ 33 12 — 16 80 —
25023
ZUHcYa
EU food regulatory data: additives (E-numbers), allergens, nutrition references.
 F 35 3⁄3 ◐ ⏳ — N/A N/A 15 95 —
25024
tiagopdcamargo
tiagopdcamargo Claim 1
F 35 3⁄3 ◐ ⏳ 8 N/A N/A 1 95 —
25025
ZUHcYa
Independent AI code validation: test bias, edge cases, coverage gaps.
 F 35 3⁄3 ◐ ⏳ — N/A N/A 15 95 —
25026
RATOR-codes
A Simple WeatherForecastServer: Get Weather Easily and Freely
 F 35 4⁄3 ◐ ⏳ 24 11 N/A 3 95 —
25027
esrisaudiarabia
Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user …
 F 35 3⁄3 ◐ ⏳ 12 N/A N/A 9 83 —
25028
ChangilPark
pci_mcp Claim
F 34 3⁄3 ◐ ⏳ — N/A N/A 10 95 —
25029
haalo-cpu
mcp_test Claim
F 34 3⁄3 ◐ ⏳ — N/A N/A 9 95 —
25030
freshaq09
new Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25031
zjl13031-byte
prediction Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25032
devd3vil
mcpserver Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25033
dexteon
dexai-tools Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25034
lorenzocean
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25035
RickJoosten
im_builder Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25036
Helios0038
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25037
uv6725
hh Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25038
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 —
25039
NektoNeo
mpc Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25040
lazyDesign
excelmcp Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25041
a82259968-blip
mcp_test Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 7 95 —
25042
NektoNeo
mpc Claim
F 33 3⁄3 ◐ ⏳ — N/A N/A 4 95 —
25043
AmayaWang
MCP-TEST Claim 1
MCP-TEST
 F 32 4⁄4 ◐ ⏳ 24 10 — 9 81 —
25044
1519512147
le Claim 1
F 32 3⁄3 ◐ ⏳ — N/A N/A 1 95 —
25045
longjianjiang
A server that implements the Model Context Protocol (MCP), providing an interfa…
 F 32 3⁄3 ◐ ⏳ — N/A N/A 3 95 —
25046
reading-plus-ai
mcp-server-deep-research ⚡ Claim 1 2
MCP server providing OpenAI/Perplexity-like autonomous deep research, structure…
 F 30 4⁄4 ◐ ⏳ 42 32 — 45 82 —
25047
Carltk
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
 F 30 4⁄3 ◐ ⏳ 58 20 N/A 48 90 —
25048
pasie15
Provides access to Scenario.com's generative AI API for text-to-image and image…
 F 30 4⁄4 ◐ ⏳ 96 66 — 32 78 —
25049
win10ogod
Memory MCP Server ⚡ Claim 1 2
Provides dynamic short-term and long-term memory management with keyword-based …
 F 30 4⁄3 ◐ ⏳ 88 62 N/A 48 90 —
25050
lfnovo
content-core ⚡ Claim 1
Extract content from URLs, documents, videos, and audio files using intelligent…
 F 30 4⁄3 ◐ ⏳ 56 47 N/A 89 90 —
Showing 25001–25050 of 67226 servers
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