MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
26533
Scored
1640
Verified
16957
Complete

Last updated 1 hour, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8001
castrillon89
Siigo MCP Server Claim 1
Enables interaction with the Siigo API to manage products, customers, and invoi…
C 69 55 72 68 30 80 85
8002
tosin2013
Memory Cache Server Claim 3
A Model Context Protocol (MCP) server that optimizes token usage by caching dat…
C 69 55 84 100 19 80 40
8003
QaziAbsaar
LMS MCP Server Claim 1
Automates interactions with the PAF-IAST University LMS to provide AI assistant…
C 69 54 72 55 N/A 21 90 97
8004
StarRocks
StarRocks MCP (Model Context Protocol) Server
C 69 55 74 33 N/A 67 80 96
8005
Maverick-LjXuan
MCP Router Claim
A service discovery and proxy for MCP servers that enables registration, discov…
C 69 55 60 82 23 81 90
8006
up2itnow0822
W3C WebMCP toolkit for Chrome 146. Expose any website as a structured MCP serve…
C 69 54 90 60 N/A 39 95 46
8007
doggybee
mcp-server-leetcode Claim 1
An MCP server that enables AI models to search, retrieve, and solve LeetCode pr…
C 69 55 55 60 50 80 99
8008
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
8009
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
8010
HGraphPunks
A production-ready Node.js server that enables decentralized communication betw…
C 69 55 72 70 23 76 94
8011
sbarbett
Pi-hole MCP Server Claim
A server that exposes Pi-hole functionality as tools for AI assistants, allowin…
C 69 55 74 43 64 81 86
8012
aj-bartocci
SpyNet Claim
Enables AI assistants to configure and manage session-based REST and WebSocket …
C 69 55 96 65 N/A 32 95 36
8013
oculairmedia
Ghost MCP Server Claim 1
A Model Context Protocol server that enables management of Ghost blog content (…
C 69 55 63 68 33 77 99
8014
snowild
Redmine MCP Server Claim 1
A Model Context Protocol server that enables Claude Code to directly interact w…
C 69 55 57 52 68 81 90
8015
dpconde
Provides Android development assistance following NowInAndroid best practices, …
C 69 55 72 50 39 82 99
8016
CodeAgentBridge
jules-mcp-server Claim
Unofficial MCP server for Google Jules agent 🐙
C 69 54 68 26 N/A 69 95 92
8017
VENTURE-AI-LABS
Real-time crypto market data for AI agents — market health scores, derivatives,…
C 69 55 60 52 54 82 98
8018
m2ai-mcp-servers
mcp-dyson-appliances Claim 2
MCP server for controlling Dyson air purifiers and fans
C 69 54 75 55 N/A 29 80 100
8019
mxxfun
splid_mcp Claim
C 69 54 72 42 N/A 42 95 89
8020
Melostack
Connects IDEs to the Framer and Framer Motion ecosystem by providing animation …
C 69 55 72 95 N/A 30 95 34
8021
liwengggou
Concept Tracker Claim
Automatically extracts technical concepts from AI coding conversations, organiz…
C 69 55 78 61 27 80 90
8022
meowrain
Enables AI assistants to look up word definitions, pronunciations, and example …
C 69 55 62 71 43 81 83
8023
joehuangcoding
MCP Tools Claim
A local Model Context Protocol (MCP) server that exposes custom tools to Claude…
C 69 54 80 25 N/A 53 88 99
8024
reouno
Gemini MCP Server Claim
Enables interaction with Google Gemini AI models through MCP protocol. Provides…
C 69 55 74 57 33 81 92
8025
RED-BASE
CDP MCP Claim 1
A Chrome DevTools Protocol MCP server that enables direct browser automation wi…
C 69 54 78 53 N/A 30 87 89
8026
alesanabriav7
Enables users to retrieve current weather information for any city location. Pr…
C 69 54 72 47 N/A 22 95 100
8027
ananddtyagi
A MCP server for taking screenshots of webpages to use as feedback during UI de…
C 69 54 51 71 N/A 45 87 91
8028
appleinmusic
Enables AI assistants to perform intelligent web searches using the Baidu Wenxi…
C 69 55 72 68 39 81 74
8029
xing5
mcp-google-sheets Claim 1
A Model Context Protocol server for interacting with Google Sheets. This server…
C 69 55 57 41 80 80 96
8030
zhixiaoqiang
antd-components-mcp Claim 1
一个 Ant Design 组件查询的 mcp 服务,包含 组件文档、API 文档、代码示例、组件更新日志查询
C 69 55 70 82 57 82 45
8031
unicorn2439614256
XR875 Build MCP Claim
Provides tools for compiling and packaging XR875 project components, including …
C 69 55 48 87 N/A 45 95 66
8032
shredEngineer
Archive Agent Claim
Archive Agent is an open-source semantic file tracker with OCR + AI search (RAG…
C 69 55 72 32 69 81 98
8033
robotmem
RobotMem Claim
Enables robots to store, retrieve, and consolidate episodic experiences includi…
C 69 54 76 37 N/A 62 95 73
8034
JustaName-id
ENS MCP Server Claim
Interact with the Ethereum Name Service to resolve names, check availability, a…
C 69 55 60 61 N/A 46 81 95
8035
J-Gal02
ClickSend MCP Server Claim 1
This server enables AI models to send SMS messages and initiate Text-to-Speech …
C 69 55 78 45 37 81 96
8036
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 69 54 72 73 N/A 32 92 66
8037
saasus-platform
Enables searching and retrieving documentation content from SaaSus Platform thr…
C 69 55 66 100 38 81 45
8038
FYZAFH
mcp-codex-dev Claim 1
An MCP server that integrates Codex CLI into Claude Code workflows for code wri…
C 69 54 57 63 N/A 41 92 88
8039
vitorpavinato
Comprehensive NCBI/PubMed literature search server with advanced analytics, cac…
C 69 55 84 46 25 82 98
8040
tshu-w
mcp-copilot Claim 1
A meta MCP server that seamlessly scales LLMs to 1000+ MCP servers through auto…
C 69 55 78 82 N/A 25 90 55
8041
marcellodesales
Enables interaction with Palo Alto Networks APIs through a Model Context Protoc…
C 69 55 78 67 21 81 85
8042
BrowseAI-HQ
BrowserAI-Dev Claim
Evidence-backed web research for AI agents. Real-time search with cited claims,…
C 69 66 94 71 0 79 81 96
8043
Xiawpohr
MetaMask MCP Claim 1
A Model Context Protocol server that allows LLMs to interact with blockchain th…
C 69 54 51 60 N/A 44 95 97
8044
g0t4
MCP server that enables reading and writing macOS system preferences and applic…
C 69 54 86 45 N/A 22 84 97
8045
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
8046
Shubby98
email-insights Claim 1
An MCP server that provides structured analytics for email data by extracting s…
C 69 54 65 56 N/A 25 95 94
8047
xcollantes
MCP Template Claim
A template repository for building Model Context Protocol (MCP) servers that en…
C 69 54 60 41 N/A 51 95 98
8048
PierreGode
MCP Time Server Claim 1
Provides time and date functionality with support for multiple formats and time…
C 69 55 92 91 26 81 35
8049
SiwuXue
Provides traditional Chinese metaphysics analysis capabilities including I Chin…
C 69 54 80 61 N/A 23 94 74
8050
kryptobaseddev
CLEO MCP Server Claim
Task management for solo developers and AI coding agents — CQRS pattern, 177 op…
C 69 54 64 30 N/A 76 92 90
Showing 8001–8050 of 33449 servers
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