MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10101
birdingkit
eBird MCP Server Claim
Integrates the eBird API with Claude to query bird observation data, including …
C 66 54 76 30 N/A 37 90 91
10102
khgs2411
Memvid MCP Server Claim
Enables AI agents to use persistent, file-based memory through Memvid, supporti…
C 66 54 54 60 N/A 32 89 92
10103
kstrikis
Enables multiple AI agents to share and read each other's responses to the same…
C 66 55 60 50 36 81 100
10104
rllvusgnzm98
mcp-server-chart Claim
C 66 54 78 26 N/A 45 95 84
10105
rafael-pina
Polymarket MCP Server Claim 1
Enables AI assistants to query Polymarket prediction markets, accessing real-ti…
C 66 55 60 62 26 82 95
10106
JoeDupuis
Enables fetching YouTube video transcripts with Google OAuth 2.0 authentication…
C 66 55 60 68 24 81 90
10107
mepsopti
sprout-mcp Claim 1
A model-tiered content pipeline that routes tasks to the appropriate AI model t…
C 66 54 72 27 50 90 90
10108
AlyssonM
HiveAuth MCP Server Claim 1
A Model Context Protocol (MCP) server that enables LLM applications to perform …
C 66 55 78 82 N/A 28 89 37
10109
h-yanagawa
Research MCP Server Claim 2
The server functions as an MCP server to interact with Notion for retrieving an…
C 66 54 54 60 N/A 38 87 87
10110
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 66 94 66 0 60 78 99
10111
shengchao73
Meme MCP Server Claim 2
A Model Context Protocol server for managing, searching, and retrieving local m…
C 66 54 65 56 N/A 42 90 71
10112
sontallive
This template provides a streamlined foundation for building Model Context Prot…
C 66 54 72 31 N/A 42 90 92
10113
jared-bloomer
A personal MCP server for AI assistant integration that provides custom tools, …
C 66 54 62 57 N/A 27 82 97
10114
Haohao-end
mcp-agent Claim 1
A modular Python framework implementing the Model Context Protocol (MCP). It fe…
C 66 54 84 55 N/A 24 88 64
10115
OpalDecisionSciences
Provides intelligent OpenAI API token management with automatic switching betwe…
C 66 55 78 91 21 81 37
10116
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
10117
guzyang
A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…
C 66 55 48 68 27 81 100
10118
apappascs
An MCP server implementation that integrates the Tavily Search API, providing o…
C 66 55 79 38 38 81 90
10119
kshern
image-tools-mcp Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 55 66 87 50 80 40
10120
flying3615
Provides comprehensive stock analysis tools including chip distribution, patter…
C 66 55 66 82 72 81 26
10121
pmbstyle
A Model Context Protocol (MCP) server that provides AI agents with comprehensiv…
C 66 64 90 62 0 44 95 100
10122
Ceeon
Gemini MCP Claim
Enables image processing and analysis using Google's Gemini 2.5 Flash model. Su…
C 66 55 66 43 57 81 82
10123
bitbonsai
MCPVault Claim
A universal AI bridge for Obsidian vaults using the MCP standard, enabling any …
C 66 55 94 0 N/A 54 81 99
10124
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
10125
suriya-ML
An MCP server for intelligent log analysis providing semantic search, error pat…
C 66 55 63 55 45 80 85
10126
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
10127
AgentWorkshop
A standardized interface for agent-to-agent communication that enables composab…
C 66 55 78 31 40 81 94
10128
shanggqm
Provides weather forecast data for locations in China using the HeFeng Weather …
C 66 55 80 70 18 80 64
10129
mclenhard
mcp-evals Claim
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol)…
C 66 64 96 56 0 66 95 86
10130
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 55 66 33 68 82 88
10131
vitaliiivanovspryker
An MCP server that enables natural language search capabilities for Spryker pac…
C 66 55 55 100 43 83 39
10132
cyberchitta
llm-context.py Claim
Share code context with LLMs via MCP or clipboard
C 66 54 66 22 N/A 69 90 89
10133
serima
Twitter MCP Server Claim
Provides tools for accurate Twitter/X post character counting, validation, and …
C 66 55 78 47 31 83 82
10134
fancyboi999
A server that allows interfacing with the Chinese social media platform Xiaohon…
C 66 54 62 43 N/A 38 95 88
10135
privilegemendes
Amadeus MCP Server Claim 1
A Model Context Protocol server that connects to Amadeus API, enabling AI assis…
C 66 55 51 75 27 80 93
10136
TheGrSun
Desmos MCP Server Claim
Enables mathematical formula visualization and analysis through interactive plo…
C 66 55 54 82 N/A 49 95 46
10137
joepangallo
Payment gateway for autonomous AI agents. Single gateway key for tool discovery…
C 66 66 78 75 0 67 81 99
10138
scriptstar
Provides personalized Data Engineering learning updates by fetching recent news…
C 66 55 70 100 21 81 38
10139
jianqiaojia
Enables AI assistants to interact with the WinDbg GUI through the Model Context…
C 66 54 54 62 N/A 29 90 89
10140
firozanam
Provides intelligent error detection and debugging capabilities across multiple…
C 66 54 72 28 N/A 51 90 91
10141
randyandrade
AGI MCP Server Claim 1
Enables persistent memory for AI systems by providing tools for episodic, seman…
C 66 55 78 82 33 78 41
10142
scaryrawr
An MCP server that enables LLMs to count occurrences of specific letters within…
C 66 54 41 63 N/A 31 95 100
10143
yasg1988
Dnevnik.ru MCP Server Claim 2
An MCP server that integrates with the Dnevnik.ru API to provide AI assistants …
C 66 55 69 62 39 80 73
10144
xpn
Mythic MCP Claim
A demonstration server that allows large language models to perform penetration…
C 66 54 80 30 N/A 27 95 88
10145
mixophrygian
A local MCP server for retrieving and analyzing your browser history. Makes it…
C 66 54 70 25 N/A 42 95 98
10146
designly1
MCP Medium Server Claim
Enables AI assistants to publish posts to Medium with support for drafts, tags,…
C 66 55 56 82 23 81 75
10147
redhat-community-ai-tools
A simple MCP server that provides access to Jira issues from Cursor AI, allowin…
C 66 55 60 43 46 81 99
10148
BACH-AI-Tools
NASA MCP Server Claim 1
Provides standardized access to 20+ NASA data sources including astronomy pictu…
C 66 55 62 83 55 81 40
10149
DOGGY-SAINT
Enables programmatic access to EndNote .enl libraries, allowing users to list, …
C 66 54 70 33 N/A 34 92 98
10150
guangxiangdebizi
PPT-MCP Claim
Enables creating, analyzing, and managing PowerPoint presentations using pure N…
C 66 55 100 58 39 81 34
Showing 10101–10150 of 67197 servers
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