MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8451
Sinduja98
A medical communication protocol server that enables PostMessage-based integrat…
C 69 55 72 65 24 81 92
8452
bjoernbonk
Implements Solana blockchain functionality for the LetsBonk launchpad, enabling…
C 69 55 84 51 25 81 91
8453
nordeim
Provides AI agents like Claude with secure, controlled access to network securi…
C 69 55 72 67 24 80 91
8454
vitorpavinato
Comprehensive NCBI/PubMed literature search server with advanced analytics, cac…
C 69 55 84 46 25 82 98
8455
VinnyCarter05
Parse and query investment statements from multiple institutions (Questrade, In…
C 69 54 88 31 N/A 35 95 89
8456
nbiish
MCP Calc Tools Claim 1
A server that provides advanced mathematical and financial calculation capabili…
C 69 55 66 78 35 80 78
8457
snarris
Provides Claude Desktop with access to Apple Calendar and Reminders on macOS fo…
C 69 54 76 43 N/A 22 95 100
8458
diegofornalha
MCP Shell Server Claim 1
A secure server that implements the Model Context Protocol (MCP) to enable cont…
C 69 55 78 63 37 81 78
8459
testinguser1111111
SEI MCP Server V2 Claim
Enables AI agents to interact with the Sei blockchain ecosystem through natural…
C 69 55 54 68 51 82 91
8460
jmandel
A Model Context Protocol server that connects AI tools to Electronic Health Rec…
C 69 55 67 66 52 78 80
8461
DarkNoah
feishu-mcp-server Claim
飞书多维表格
C 69 55 66 67 43 81 85
8462
go-delve
MCP server to communicate with DAP servers allowing AI Agents the ability to de…
C 69 54 84 33 N/A 58 92 75
8463
pickstar-2002
MySQL MCP Server Claim
Enables AI assistants to manage MySQL databases through natural language comman…
C 69 55 72 100 38 81 38
8464
arhgap11b
Provides an interactive decision menu that surfaces contextual choices on every…
C 69 55 66 56 47 81 92
8465
Ahmed-AG
Enables natural language queries to Google Calendar API for checking appointmen…
C 69 55 84 53 21 81 92
8466
Raincode-Bahrain
Connects AI assistants like Claude to Google Drive, enabling them to browse, re…
C 69 54 84 38 N/A 19 95 95
8467
rassi0429
ResoniteLink MCP Claim
Enables control and manipulation of Resonite VR worlds through the ResoniteLink…
C 69 54 66 60 N/A 37 82 92
8468
robmatesick
MkDocs MCP Server Claim
Enables AI assistants to access and search MkDocs documentation through tools f…
C 69 55 72 45 44 82 97
8469
jcvalerio
MoneyWiz MCP Server Claim 1
A Model Context Protocol server that provides AI assistants like Claude with se…
C 69 54 63 56 N/A 37 95 91
8470
ikungsjl
A local document processing server that can index various document formats (PDF…
C 69 54 72 53 N/A 22 95 93
8471
saasus-platform
Enables searching and retrieving documentation content from SaaSus Platform thr…
C 69 55 66 100 38 81 45
8472
kpanuragh
SSH MCP Server Claim
Enables remote server management through SSH and SFTP, supporting command execu…
C 69 55 78 53 24 81 99
8473
purpleax
Provides seamless integration with Fastly's Next-Gen Web Application Firewall A…
C 69 55 78 40 41 81 99
8474
dpconde
Provides Android development assistance following NowInAndroid best practices, …
C 69 55 72 50 39 82 99
8475
qinshu1109
MemOS-MCP Claim
A Model Context Protocol integration for the MemOS memory system, optimized for…
C 69 54 84 28 N/A 48 95 84
8476
Cicatriiz
OpenEdu MCP Server Claim
A comprehensive Model Context Protocol server providing educational resources a…
C 69 55 78 43 40 83 94
8477
Nicolas-One
Provides comprehensive Redis database operations supporting all major data type…
C 69 55 72 57 53 81 80
8478
dockersamples
MCP server providing Docker Desktop release notes and security information.
C 69 54 48 52 N/A 61 95 97
8479
qabyai
Playwright MCP Claim
Enables AI assistants to interact with web browsers in real-time through Playwr…
C 69 55 60 100 N/A 31 95 44
8480
WindieChai
Enables VSCode/Cursor to integrate with Confluence Wiki, allowing AI models to …
C 69 55 60 68 38 76 100
8481
ACaiSec
A local Ethereum contract analysis tool that retrieves on-chain information, in…
C 69 55 56 82 N/A 22 94 78
8482
mkafw
Enables AI assistants to help users manage their reading experience by searchin…
C 69 54 78 52 N/A 21 95 85
8483
mingle98
Provides image compliance checking, recipe lookup, file operations (read/write/…
C 69 55 68 71 42 81 74
8484
fliptheweb
fatsecret-mcp Claim 4
MCP server for FatSecret API - food search, nutrition, diary, recipes, weight t…
C 69 55 63 82 N/A 76 74 51
8485
Angad-2002
Enables managing AI meeting bots that can join, record, transcribe meetings, sp…
C 69 55 78 75 N/A 43 95 43
8486
sharkusmanch
Steam MCP Server Claim
Provides tools for interacting with the Steam Web API to access player profiles…
C 69 55 76 40 65 81 86
8487
NitayRabi
FitBit MCP Claim
A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistant…
C 69 55 60 71 49 81 83
8488 C 69 54 68 50 N/A 22 95 100
8489
ssonthal
A Model Context Protocol server that integrates with Zerodha APIs for automated…
C 69 55 63 66 26 81 100
8490
zeromicro
mcp-zero Claim
Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC …
C 69 54 82 58 N/A 71 90 37
8491
spencerkinney
Computer Use Claim
Computer Use
C 69 54 60 66 N/A 16 95 95
8492
parmindersk
mcp-starter Claim
mcp-starter is a secure, starter framework for building MCP servers with JWT-ba…
C 69 55 66 56 41 81 95
8493
nzjami
Playwright MCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 69 55 57 67 54 81 88
8494
xBlueCode
findata-mcp-server Claim 1
This is an MCP server that provides access to the Alpha Vantage API, allowing s…
C 69 55 78 56 19 80 100
8495
yayoboy
Oxide Claim 1
Intelligent LLM orchestrator that automatically routes tasks to the most approp…
C 69 55 84 43 37 80 92
8496
1595901624
Crypto_MCP Claim 1
A Model Context Protocol server for AES encryption and decryption, supporting v…
C 69 54 51 55 N/A 58 90 96
8497
soukadao
Enables the previewing of GitHub Flavored Markdown (GFM) as an MCP application.…
C 69 55 66 61 32 82 100
8498
fakepixels
An MCP server that enables LLMs to perform blockchain operations on the Base ne…
C 69 55 69 56 44 81 92
8499
variflight
Provides tools to query flight and train information including flight searches,…
C 69 55 76 63 19 81 93
8500
FranciscoYuster
mcp-skills Claim
Integrates with the skills.sh ecosystem to allow AI coding agents to discover, …
C 69 55 56 61 58 78 96
Showing 8451–8500 of 47923 servers
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