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
9851
jbchouinard
A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB…
C 66 54 66 33 N/A 35 92 100
9852
archiephan78
A Model Context Protocol server that enables AI assistants to query Vietnam sto…
C 66 55 61 41 57 80 95
9853
khushiiagrawal
MCP Research Server Claim 1
A Model Context Protocol server that provides tools for searching arXiv papers …
C 66 55 73 55 24 81 85
9854
ahujasid
AbletonMCP Claim
Connects Ableton Live to Claude AI through the Model Context Protocol, enabling…
C 66 54 54 33 N/A 56 90 100
9855
isakskogstad
Kolada MCP Server Claim
Provides access to 5,000+ Key Performance Indicators across 264 operating areas…
C 66 66 88 72 0 64 81 94
9856
neeraj15022001
Curl MCP Server Claim 2
A Model Context Protocol server that provides secure curl command execution cap…
C 66 55 63 65 22 77 96
9857
peijun1700
bluemouse Claim
BlueMouse is the "Prefrontal Cortex" for LLMs. It uses a 180k+ failure pattern …
C 66 55 78 28 N/A 72 76 80
9858
nishide-dev
ML Research MCP Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 55 72 41 48 83 83
9859
ZephyrDeng
mcp-server-gitlab Claim
基于MCP框架构建的GitLab集成服务器,提供多种GitLab RESTful API工具,支持项目搜索、任务管理、合并请求创建与审核等功能,帮助开发团队高…
C 66 55 72 73 60 81 35
9860
pradeep-moolemane
AEM MCP Server Claim 1
A Model Context Protocol server that provides tools to interact with Adobe Expe…
C 66 55 63 57 23 81 100
9861
bitbonsai
Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write acc…
C 66 55 94 0 N/A 54 81 99
9862
jasonkholden
Provides AI models with real-time data about New England's power grid through a…
C 66 55 68 37 40 82 100
9863
aliyun
A universal interface that enables AI Agents to communicate with Hologres datab…
C 66 55 78 28 44 81 94
9864
Howe829
A server that enables web searches using different providers (currently Bing) a…
C 66 55 66 45 43 82 94
9865
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
9866
yy1588133
Code Merge MCP Claim 1
A Model Context Protocol server that helps large language models process code r…
C 66 55 57 100 43 81 37
9867
hacobell-inc
Qase MCP Server Claim 1
Enables integration with Qase test management platform to create, retrieve, and…
C 66 55 72 68 31 82 65
9868
king-of-the-grackles
discourse-mcp Claim
Connect to any Discourse site to search and read topics, posts, users, categori…
C 66 66 86 75 0 62 80 92
9869
arjunkmrm
A simple demonstration of ChatGPT app with map integration
C 66 55 66 55 N/A 26 81 93
9870
joe-watkins
magentaa11y Claim
MCP server providing accessibility criteria from MagentaA11y
C 66 64 78 72 0 54 95 99
9871
demomagic
Provide powerful document parsing capabilities by integrating with the Mineru A…
C 66 55 54 72 N/A 21 81 92
9872
harish-anandaramanujam
Python-based server with 29 tools that provides real-time access to National Pa…
C 66 54 60 52 N/A 37 95 82
9873
Parichay-Pothepalli
Financial Data Claim
Access company financial statements, current and historical stock prices, crypt…
C 66 55 60 61 N/A 26 81 95
9874
Creo-DRB1008
Logs Cursor AI chat interactions to Notion databases for documentation and know…
C 66 55 78 46 19 81 92
9875
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
9876
DMontgomery40
Official DeepSeek MCP server for chat, completion, model listing, and balance e…
C 66 64 84 67 0 75 83 91
9877
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
9878
shanggqm
Provides weather forecast data for locations in China using the HeFeng Weather …
C 66 55 80 70 18 80 64
9879
claw-factory
TRUSS MCP Server Claim
A developer tool suite for Claude Code that automates the creation of CLAUDE.md…
C 66 55 96 0 58 81 93
9880
MarkLNEO
duckduckgo-mcp-server Claim 1
C 66 54 64 33 N/A 42 92 99
9881
DXHeroes
mcp-devtools Claim 1
MCP DevTools: A suite of Model Context Protocol servers enabling AI assistants …
C 66 64 84 71 0 65 90 89
9882
Sunil-paudel
Provides weather forecasts and alerts for US locations using the National Weath…
C 66 55 70 100 24 81 36
9883
launchthatbrand
mcp-graphql Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 55 53 58 49 81 89
9884
Calvin-Francis
Memory MCP Claim 1
A Model Context Protocol server that provides AI assistants with persistent sem…
C 66 55 69 43 42 83 90
9885
h-lu
Paperlib MCP Claim
Enables academic literature management through PDF import, hybrid search, knowl…
C 66 55 54 67 48 81 76
9886
gaurigshankar
Weather MCP Server Claim
Enables AI assistants to access real-time US weather forecasts and alerts throu…
C 66 55 60 100 N/A 22 95 37
9887
yellowgg2
Enables searching and retrieving content from BookStack knowledge bases via the…
C 66 55 72 100 27 76 37
9888
handsomegentlemen
Enables AI models to access user geolocation information through EdgeOne Pages …
C 66 55 66 37 41 82 100
9889
AlexW00
A Model Context Protocol server that enables interaction with Helm charts on Ar…
C 66 55 53 100 50 81 41
9890
mattijsdp
dbt-docs-mcp Claim 1
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt C…
C 66 54 57 28 N/A 60 92 100
9891
deeppath-ai
mcp-crew-risk Claim
Performs comprehensive crawler compliance risk assessment for webpages, evaluat…
C 66 55 50 57 48 82 93
9892
zxw94FE
An AI server that provides intelligent prompt optimization capabilities, enhanc…
C 66 54 72 57 N/A 25 90 72
9893
HighLevelScaling
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 66 55 48 70 38 84 86
9894
pc-style
An MCP server that enables AI clients to delegate tasks to autonomous developer…
C 66 55 69 100 24 81 40
9895
firasd
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 66 55 54 65 30 81 93
9896
8xiang5hao
AQICN MCP Server Claim 1
Enables querying real-time air quality index (AQI) data for Chinese cities, inc…
C 66 55 72 68 24 82 72
9897
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
9898
lijianye521
Link MCP Claim
Enables intelligent web document scraping and conversation memory management fo…
C 66 55 72 83 28 81 52
9899
bobby169
A Model Context Protocol server that provides current weather forecasts for spe…
C 66 54 45 60 N/A 28 94 100
9900
Futuretechaiguy
A Model Context Protocol server that helps users create, validate, manage, and …
C 66 55 81 75 43 81 37
Showing 9851–9900 of 30006 servers
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