MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8901
stv-io
A containerized Model Context Protocol server that enables using natural langua…
C 68 54 78 36 N/A 39 89 93
8902
ebhattad
nfl-mcp Claim 2
An MCP server that provides access to over 12 years of NFL play-by-play data th…
C 68 54 63 30 N/A 65 92 94
8903
sushma9903
Provides real-world tools for weather data, stock market information, and inter…
C 68 55 72 52 24 81 100
8904
sndani
A server that enables Claude AI to interact with Weaviate vector databases, sup…
C 68 55 78 48 40 81 89
8905
afarhadi99
elevenlabs-mcp Claim
C 68 55 66 66 N/A 24 81 92
8906
puran-water
Enables natural language control of anaerobic digestion modeling using the inte…
C 68 55 90 38 37 76 91
8907
FradSer
将各种格式的文件转换为Markdown描述,帮助用户轻松获取文件内容的结构化信息。通过Cloudflare AI服务,支持多种文件类型的转换,提升文档处理效率。
C 68 55 60 67 N/A 31 81 93
8908
FreeRiverHouse
AbletonMCP Claim
Connects Ableton Live to Claude AI via the Model Context Protocol for prompt-as…
C 68 54 66 35 N/A 48 90 100
8909
Teninq
cdisc-mcp Claim
Exposes CDISC standards data including SDTM, ADaM, CDASH, and Controlled Termin…
C 68 55 72 46 32 84 100
8910
shawnnygoh
ArXiv Scout Claim
Search and retrieve academic papers directly from arXiv with advanced query cap…
C 68 55 72 41 48 83 93
8911
DiogoAzevedo03
Provide real-time and forecast meteorological data for cities across Portugal u…
C 68 55 72 61 N/A 23 82 93
8912
kailashAppDev
Integrate Figma's powerful design capabilities into your applications. Leverage…
C 68 55 66 66 N/A 28 82 89
8913
truss44
Provide real-time cryptocurrency price data and market analysis.
C 68 66 82 72 0 84 82 99
8914
rafsilva85
Optimizes Manus AI credit usage by 30-75% via intelligent model routing and sma…
C 68 54 72 20 N/A 65 92 96
8915
Diae-Louali
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through standard SQL o…
C 68 55 78 41 39 81 96
8916
rulego
A lightweight dependency-free workflow automation platform. Supports iPaaS, str…
C 68 54 78 37 N/A 36 90 90
8917
ferrary7
MCPilot Claim
A powerful gateway for the Model Context Protocol (MCP) that unifies AI toolcha…
C 68 55 84 67 28 81 63
8918 C 68 54 84 43 N/A 19 90 89
8919
Nam088
mcp-database-server Claim 1
A modular MCP server that enables interaction with multiple database types incl…
C 68 55 78 100 24 74 42
8920
Ghostseller
CastPlan MCP Claim
Provides AI assistants with persistent memory of your project architecture, dev…
C 68 55 86 28 68 81 75
8921
EmmanuelBarbosaMonteiro
Enables comprehensive web frontend debugging and analysis through DOM inspectio…
C 68 55 72 91 N/A 26 95 40
8922
RandyNorthrup
Enables comprehensive Windows desktop automation including screen capture, OCR …
C 68 54 90 61 N/A 67 95 15
8923
dryeab
mcp-telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 N/A 54 80 89
8924
JMRMEDEV
Enables web scraping, React app testing, and React Native web app inspection us…
C 68 55 78 82 N/A 26 95 40
8925
zanetworker
MCP Docling Server Claim
A server that provides document processing capabilities using the Model Context…
C 68 55 90 32 38 81 92
8926
giri-jeedigunta
Enables comprehensive analysis of JavaScript/TypeScript project testing setups …
C 68 55 78 100 N/A 20 84 36
8927
ALGeek01
Java Testing Agent Claim
Automates Java Maven testing workflows with decision table-based test generatio…
C 68 54 84 31 N/A 21 95 96
8928
Blvckjs96
MemoVault Claim
A personal memory system that provides AI assistants with long-term memory capa…
C 68 55 60 55 51 82 92
8929
wiltshirek
MCP IDE Bridge Claim
A stateless MCP server that enables real-time, bidirectional messaging and coll…
C 68 55 78 43 50 81 87
8930
moonraker46
sql2odata-mcp Claim 1
An MCP server that translates SQL statements into OData v4 query syntax, suppor…
C 68 55 55 55 53 82 95
8931
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
8932
ai-1st
DeepView MCP Claim 1
A Model Context Protocol server that enables IDEs like Cursor and Windsurf to a…
C 68 55 73 41 51 80 91
8933
hugobiais
Wordware MCP Server Claim 1
A Model Context Protocol server implementation that integrates Wordware flows a…
C 68 54 77 35 N/A 40 95 85
8934
PrefectHQ
fastmcp Claim
🚀 The fast, Pythonic way to build MCP servers and clients.
C 68 64 72 65 0 88 95 98
8935
raskolnikovdd
Persistent memory for Claude via weighted, interconnected knowledge nodes.
C 68 54 66 41 N/A 47 92 93
8936
makeplane
Plane's Official Model Context Protocol Server 🔌 ⌨️ 🔥
C 68 55 75 26 N/A 79 81 87
8937
Antonytm
mcp-all Claim 1
A Model Context Protocol server to run other MCP servers
C 68 54 39 67 N/A 45 95 94
8938
singularitybridge
Bridges Cline to an AI agent system through the Model Context Protocol, enablin…
C 68 55 60 68 50 81 79
8939
Arindam200
reddit-mcp Claim 1
Model Context Protocol server implementation for Reddit
C 68 55 57 51 N/A 54 81 98
8940
tingyiy
An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confl…
C 68 55 70 33 60 81 97
8941
diaz3618
memory-bank-mcp Claim 1
An MCP server that gives AI assistants persistent memory across sessions. It st…
C 68 54 57 30 N/A 82 92 89
8942
praveenc
Provides semantic search over AWS Cloudscape Design System documentation using …
C 68 54 70 33 N/A 46 95 97
8943
wyattjoh
calendar-mcp Claim 1
MCP server for accessing macOS Calendar events
C 68 54 57 58 N/A 34 90 98
8944
refined-element
AI agent Lightning payments: pay invoices, L402 auto-pay, API discovery, budgets
C 68 55 90 43 N/A 49 58 94
8945
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 55 60 71 30 81 92
8946
mofumofu3n
Enables web search capabilities by integrating with the local gemini-cli tool. …
C 68 54 66 55 N/A 26 87 100
8947
bowwowxx
Enables seamless integration between MCP-compatible clients (like LM Studio) an…
C 68 55 76 57 18 81 95
8948
efforthye
Advanced filesystem operations with large file handling capabilities and Claude…
C 68 64 100 60 0 69 87 96
8949
PatrikFehrenbach
h1-brain Claim
MCP server that connects AI assistants to HackerOne for bug bounty hunting
C 68 54 70 35 N/A 47 90 95
8950
robinong79
A server that enables LLMs like Claude to interact with Azure Cosmos DB databas…
C 68 55 84 52 40 67 89
Showing 8901–8950 of 30006 servers
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