MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16001
cti1650
ovice MCP Server Claim 1 2
Integrates with the ovice Public API to manage virtual office workspaces, group…
F 25 55 48 100 28 81 19
16002
emarco177
mcp-crash-course Claim 1
Hands-on crash course for the Model Context Protocol (MCP) with project-based b…
F 25 54 60 26 N/A 53 77 65
16003
jstibal
openterms-mcp Claim 1
Ed25519-signed consent receipts and programmable policy engine for AI agents. S…
F 25 66 80 43 0 46 76 92
16004
Infomaniak
kChat MCP Server Claim 1
Enables interaction with the kChat platform to manage channels, post messages, …
F 25 55 54 65 48 80 100
16005
hathibelagal-dev
mcp-pyautogui Claim 1 2
An MCP server for PyAutoGUI
F 25 54 47 30 N/A 42 84 100
16006
mmarqueti
Enables AI agents to send WhatsApp messages, templates, and retrieve media thro…
F 25 55 84 70 35 76 95
16007
olwalgeorge2
Automates GitHub issue-to-PR workflows using specialized AI agents (analyst, ar…
F 25 55 78 68 24 76 94
16008
ampcome-mcps
Outlook MCP Server Claim 1 2
Provides comprehensive integration with Microsoft Outlook for managing emails, …
F 25 55 78 74 23 82 48
16009
mcp2everything
mcp2mqtt Claim 1 2
Links IoT devices to AI large models using the MCP and MQTT protocols, enabling…
F 25 55 90 68 45 80 61
16010
SaM-92
This repository demonstrates how to use AutoGen to integrate local and remote M…
F 25 55 54 35 N/A 16 76 100
16011
ogulcanakca
Provides real-time access to İzmir's public transportation data, including bus …
F 25 55 66 63 32 76 94
16012
Presidio-Federal
A containerized server that enables AI clients to perform automated network pac…
F 25 55 80 40 28 78 100
16013
Siddhant-K-code
Apple Notes MCP Server Claim 2 3
Enables interaction with Apple Notes via natural language, supporting note crea…
F 25 54 68 58 N/A 40 82 82
16014
pdwi2020
mcp-server-colab-exec Claim 1
Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client
F 25 54 66 46 N/A 52 89 91
16015
SamarJyoti496
Trade-MCP Claim 1
Enables trading automation through Zerodha Kite Connect API, allowing users to …
F 25 55 48 37 18 74 94
16016
auchenberg
Claude Code MCP Claim 2 3
An implementation of Claude Code as a Model Context Protocol server that enable…
F 25 55 54 100 55 76 38
16017
sshh12
mcp-demo Claim 2
URL MCP is a proof of concept stateless MCP server builder that allows users to…
F 25 55 74 31 N/A 39 76 71 HT
16018
Traia-IO
Enables AI agents and LLMs to interact with the Test MCP Mar19 TRAIA API throug…
F 25 55 72 0 27 76 96
16019
Azhar-obenan
Obenan MCP Server Claim 2
A simple note storage and management system that allows users to add, access, a…
F 25 54 78 66 N/A 21 88 91
16020
yjiace
Enables AI assistants to interact with Alibaba Cloud Yunxiao platform for manag…
F 25 55 100 71 55 80 82
16021
g2dgaming
Spotify MCP Server Claim 1
Connects Claude with Spotify, allowing users to control playback, search for mu…
F 25 54 78 67 N/A 23 90 89
16022
dynstat
MCP Server Demo Claim 1
A simple demonstration project for the Model Control Protocol (MCP) server that…
F 25 55 66 27 46 78 92
16023
hygao1024
An MCP server implementation that enables calling iFlytek workflows through the…
F 25 55 69 63 41 76 88
16024
seanfenlon
Publish content to the web by emailing POST@abovo.co. No API key, no signup. SM…
F 25 66 66 66 0 34 80 92
16025
kieranlal
MCP Pytest Server Claim 1 3
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
F 25 54 96 33 N/A 17 87 86
16026
jackdark425
aigroup-mdtoword-mcp Claim 1 2
本地 Markdown 到 Word 文档转换工具,支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持,修复本地相对路…
F 25 55 80 100 N/A 58 90 56
16027
fonkychen
nature-vision-mcp Claim 1 2
Identifies biological species, returning Latin names with confidence scores.
F 25 54 80 70 N/A 31 90 91
16028
tercumantanumut
Sunnyside Figma MCP Claim 1
Connects Figma designs to AI agents, enabling extraction of production-ready co…
F 25 66 96 72 0 47 80 88
16029
sevalla-hosting
Sevalla Claim 1
Official Sevalla MCP — full PaaS API access through just 2 tools.
F 25 55 90 10 74 70 89
16030
adamkrawczyk
AgentPact Claim 1
Marketplace where agents are customers
F 25 66 96 84 99 67 82 88
16031
Kirchlive
GetScreen MCP Server Claim 1 2
Enables capturing screenshots of all connected monitors with automatic JPEG com…
F 25 54 80 57 N/A 26 87 100
16032
wedsamuel1230
Electronics MCP Servers Claim 2 3
14 electronics tools: resistor decoder, capacitor calculator, GPIO reference fo…
F 25 55 78 100 N/A 57 84 86
16033
MorDavid
A modular external attack surface mapping tool integrating tools for automated …
F 25 54 66 43 N/A 20 84 90
16034
AceDataCloud
mcp-seedream-pro Claim 1
MCP server for ByteDance Seedream AI image generation
F 25 55 88 0 71 80 94
16035
Cylera
cylera-mcp-server Claim 1
Brings context about device inventory, threats, risks and utilization powered b…
F 25 55 72 32 66 83 93
16036
semgrep
mcp Claim 1 2
A MCP server for using Semgrep to scan code for security vulnerabilities.
F 25 55 63 72 83 82 99
16037
CryptoRugMunch
rug-munch-mcp Claim 1 3
Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and to…
F 25 55 84 62 N/A 45 67 49
16038
hyperbrowserai
Hyperbrowser Claim 2
Scrape, extract structured data, and crawl webpages effortlessly. Enhance your …
F 25 55 74 73 N/A 57 83 84
16039
nystrawebdesign-source
browserless-mcp Claim 1 2
F 25 54 90 66 N/A 21 84 88
16040
chasesaurabh
mcp-page-capture Claim 1
MCP server that captures webpage screenshots, with viewport or full-page option…
F 25 54 90 73 N/A 81 89 87
16041
Nexo-Agent
PlotMCP Server Claim 2 3
An MCP server that enables LLMs to generate high-quality SVG charts using matpl…
F 25 55 45 50 27 80 91
16042
wllcnm
A Model Control Protocol server for integrating with DingTalk, enabling users t…
F 25 55 72 66 43 80 96
16043
kiwamizamurai
mcp-kibela-server Claim 1 2
📇 ☁️ Powerfully interact with Kibela API.
F 25 54 84 65 N/A 63 89 96
16044
soycanopa
SupaThings MCP Claim 1
SupaThings MCP is a macOS server that enables AI agents to read and manage Thin…
F 25 54 72 0 N/A 46 89 82
16045
TechDocsStudio
biel-mcp Claim 1
Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using you…
F 25 55 100 50 42 82 92
16046
gabrielmaialva33
MCP Filesystem Server Claim 2
A secure Model Context Protocol server that provides controlled filesystem acce…
F 25 55 94 61 53 74 93
16047
dsfaccini
Siigo MCP Server Claim 1
Unofficial MCP server for Siigo Colombian electronic invoicing software that en…
F 25 55 78 35 47 77 88
16048
Vincentwei1021
agent-toolbox Claim 1
Production-ready MCP server providing 13 tools for AI agents: web search, conte…
F 25 55 60 70 75 80 98
16049
freestylefly
WeRead MCP Server Claim 1 2
A lightweight bridge server that connects WeChat Reading (WeRead) data with Cla…
F 25 55 72 66 49 78 99
16050
tmdaidevs
Provides live optimization analysis and health checks for Microsoft Fabric item…
F 25 55 78 71 36 76 96
Showing 16001–16050 of 33379 servers
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