MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12001
Red5d
Memos MCP Server Claim
Enables AI assistants to interact with Memos instances for knowledge management…
C 62 55 62 36 39 81 89
12002
terryso
tv-recommender-mcp-server
C 62 55 54 33 56 83 89
12003
hackerrdave
A deployable Model Context Protocol server for Cloudflare Workers that allows r…
C 62 55 48 68 29 81 80
12004
4R9UN
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file…
C 62 55 68 31 49 81 79
12005
CharlieFng
A simplified MCP server that provides a streamlined way to interact with AWS Cl…
C 62 55 54 47 23 81 98
12006
aninibread
A template for deploying remote Model Context Protocol servers on Cloudflare Wo…
C 62 55 48 70 24 81 81
12007
wgh1992
A serverless MCP implementation on Cloudflare Workers that allows deploying cus…
C 62 55 48 66 26 84 81
12008
ibm-pedro-tabofunda
A template for deploying MCP servers without authentication on Cloudflare Worke…
C 62 55 48 67 27 81 83
12009
esakrissa
A customized MCP server that enables integration between LLM applications and d…
C 62 55 72 33 28 80 90
12010
MeirKaD
Enables diabetes management by retrieving real-time glucose readings from Dexco…
C 62 55 54 56 24 81 87
12011
codit04
Enables AI assistants to access PSG College of Technology e-campus portal data …
C 62 55 62 31 37 81 100
12012
alex-rimerman
Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data usi…
C 62 55 72 31 28 82 91
12013
chaitanyaiscoding
An MCP server designed to automate Django database setup and management, includ…
C 62 54 57 45 N/A 22 80 99
12014
gonzalo123
Provides a suite of business tools for interacting with a SQLite sales database…
C 62 54 66 30 N/A 30 87 90
12015
kachiO
mlx-whisper-mcp Claim
Local MCP server for MLX Whisper transcription
C 62 54 56 30 N/A 44 90 90
12016
naveenkumarr1812
A Model Context Protocol (MCP) server that demonstrates mathematical capabiliti…
C 62 54 50 37 N/A 23 95 100
12017
achsaf6
mcp-quickstart Claim
quickstart for mcp deployment
C 62 55 48 100 N/A 32 83 37
12018
githejie
This server enables LLMs to use calculator for precise numerical calculations
C 62 54 62 22 N/A 50 87 94
12019
wuunicorn
A Model Context Protocol server that provides accurate Chinese Ziwei Doushu ast…
C 62 55 57 33 45 82 95
12020
amitdeshmukh
A Model Context Protocol server that captures and manages stdout logs through n…
C 62 55 51 100 N/A 17 87 40
12021
format37
youtube_mcp Claim
C 62 55 68 43 21 74 94
12022
r0x0d
linux-mcp-server Claim 2
MCP server for read-only Linux system administration, diagnostics, and troubles…
C 62 64 65 66 0 74 81 95
12023
qqzhangyanhua
Provides real-time stock information for Chinese A-shares and US stocks using t…
C 62 55 48 62 24 78 91
12024
Tsuchijo
MATLAB MCP Server Claim 1
Allows interaction with MATLAB by creating and executing scripts and functions …
C 62 54 66 33 N/A 21 88 93
12025
nathanielnoyd
Metro MCP Claim
Enables users to interact with Washington DC Metro (WMATA) transit system throu…
C 62 66 78 72 0 39 80 100
12026
yakir-Yang
A customer service MCP server that enables order lookup by phone number and sto…
C 62 55 72 41 24 81 85
12027
vibase-ai
vibase Claim
Easily query and mutate Postgres data using MCP. This is an open source project.
C 62 55 88 63 41 82 19
12028
CesarPetrescu
Codex LSP Bridge Claim
Exposes Language Server Protocol (LSP) features as MCP tools, enabling IDE-grad…
C 62 54 60 27 N/A 43 90 89
12029
martingeidobler
android-mcp-server Claim
21-tool Android device control via ADB — screenshots with compression, UI tree …
C 62 54 72 0 N/A 66 82 97
12030
Dhruvimahale08
Enables AI-powered employee data management in Excel files, automatically class…
C 62 54 54 36 N/A 22 95 99
12031
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
12032
jhlia0
A Model Context Protocol server that integrates with Azure DevOps, enabling use…
C 62 54 45 56 N/A 24 90 88
12033
Sinan-Abbas07
A Model Context Protocol server that delivers jokes on demand, allowing users t…
C 62 55 33 55 46 82 100
12034
hakeemrabiuDFW
Enables AI assistants to query and manage QuickBooks Online data through natura…
C 62 66 72 72 0 48 81 100
12035
DaBaiGoose
Enables AI assistants to send WeChat messages and take screenshots through ADB …
C 62 54 66 25 N/A 40 95 83
12036
JooseokKim-DL
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
C 62 54 72 53 N/A 27 90 57
12037
errajibadr
TwilioManager MCP Claim
A server that connects Claude AI to Twilio through the Model Context Protocol, …
C 62 55 66 41 25 76 93
12038
JunkaiWang-TheoPhy
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 67 21 81 84
12039
taiste
Harvest MCP Server Claim
Integrates with Harvest time tracking API, enabling AI assistants to manage tim…
C 62 55 56 36 51 81 89
12040
nicavcrm
A Model Context Protocol server that provides structured workflow tools for man…
C 62 55 63 82 N/A 28 90 34
12041
FerryZhaoHui
Leiga MCP Server Claim
Enables interaction with Leiga issue tracking system through MCP, allowing sear…
C 62 64 78 61 0 43 95 92
12042
bmbouter
mcp-dropbox-sign Claim 2
MCP server for the Dropbox Sign API supporting signature requests, templates, t…
C 62 55 51 37 46 82 97
12043
hannesj
Exposes Ant Design component documentation to Large Language Models, allowing L…
C 62 55 60 41 24 81 98
12044
MorDavid
Hashcat MCP Server Claim 1
A Model Context Protocol server that provides intelligent hashcat integration f…
C 62 54 57 45 N/A 18 92 90
12045
dangvinh
MCP OCR Server Claim 1
High-performance OCR server using native Tesseract (C++) for text extraction fr…
C 62 54 39 27 N/A 69 92 94
12046
automateyournetwork
pyATS_MCP Claim
Cisco pyATS server enabling structured, model-driven interaction with network d…
C 62 54 58 38 N/A 29 87 94
12047
nirholas
x402-deploy Claim
Turn any API or MCP server into a paid service with x402
C 62 66 90 38 0 70 80 100
12048
icck
Toy MCP Server Claim
A simple MCP server that provides two tools: one for counting specific letter o…
C 62 55 48 53 28 81 97
12049
martinsky999
MCP Git Server Claim 3
A Model Context Protocol server that enables LLMs to interact with Git reposito…
C 62 55 59 82 41 77 44
12050
manpreet2000
A Model Context Protocol server that enables LLMs to interact with databases (c…
C 62 55 61 60 41 71 73
Showing 12001–12050 of 66495 servers
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