MCP Server Quality Scores

Independent quality analysis of 60196 public MCP servers

60196
Discovered
29937
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23701
chakarai1234
Provides real-time news feeds from major Singapore news sources including The S…
C 57 44 62 50 24 81
23702
dnys1
Aggregates documentation from multiple sources (llms.txt format or web scraping…
C 57 44 46 55 45 81
23703
kanwardeep007
An MCP server for integrating AI models with client applications, allowing for …
C 57 44 51 68 21 81
23704
garrettXu
Shipxy MCP Server Claim
A fully MCP-compliant, open-source maritime data service that provides real-tim…
C 57 43 48 57 N/A 22 95
23705
Collaborium
Analyzes global and Indian stock market data via yfinance and queries local NSE…
C 57 33 48 N/A N/A 22 95
23706
yashrbankar
Demo Server Claim
A simple MCP server built with Python's FastMCP that exposes a calculator tool …
C 57 33 42 N/A N/A 30 95
23707
cyberagiinc
Integrates with Claude to enable intelligent querying of documentation data, tr…
C 57 44 60 36 58 74
23708
Blacol
A CalDAV-compliant MCP server that enables AI models to manage personal schedul…
C 57 44 50 41 64 76
23709
memgraph
mcp-memgraph Claim
Memgraph MCP Server - includes a tool to run a query against Memgraph and a sch…
C 57 43 60 20 N/A 59 90
23710
ag2-mcp-servers
A Multi-Agent Conversation Protocol Server that provides access to the Go UPC A…
C 57 44 60 57 21 80
23711
ion-aluminium
Provides AI-powered image generation through Google's Gemini models (Flash and …
C 57 44 48 48 51 80
23712
dknell
Provides real-time system metrics and information through a Model Context Proto…
C 57 44 60 41 41 81
23713
bassem-elsodany
MCP Excel Server Claim 1
An MCP server that enables AI agents to automate Excel file operations includin…
C 57 43 61 38 N/A 29 92
23714
ditingdapeng
基于MCP架构的微信公众号文章爬虫系统,支持AI智能体通过Selenium自动抓取微信公众号文章内容和图片,实现文章内容的智能分析。
C 57 43 66 36 N/A 21 95
23715
ipenywis
onemcp-hub Claim
OneMCP feature requests, bugs and improvements
C 57 33 40 N/A N/A 33 95
23716
t3ta
A server for managing project documentation and context across Claude AI sessio…
C 57 44 48 36 67 82
23717
ownlytics
mcptix Claim
A ticket tracking system that integrates with AI assistants through the Model C…
C 57 43 60 32 N/A 39 92
23718
xinyousuozhi
Academic MCP Claim
Enables AI tools to search and retrieve data from various South Korean and Japa…
C 57 44 42 66 35 82
23719
ag2-mcp-servers
An auto-generated MCP server for Google's Serverless VPC Access API, enabling c…
C 57 43 60 47 N/A 21 89
23720
moz411
Enables control of Open Brush 3D painting software through natural language com…
C 57 43 62 25 N/A 43 92
23721
Adeptus-Innovatio
solvitor-mcp Claim
Solvitor MCP server provides tools to access reverse engineering tools that hel…
C 57 43 48 60 N/A 25 89
23722
827346462
Enables robot navigation control and monitoring through natural language. Provi…
C 57 43 50 53 N/A 21 95
23723
CortaLabs
Scribe MCP Server Claim
Enables maintaining consistent project documentation and progress logs across d…
C 57 43 60 30 N/A 36 95
23724
timheuer
Sample .NET MCP Server
C 57 33 36 N/A N/A 41 95
23725
huazhengwang
Notion MCP Server Claim
An auto-generated Multi-Agent Conversation Protocol server that enables interac…
C 57 44 60 57 21 81
23726
allenday
Solr MCP Claim
A Python server that enables AI assistants to perform hybrid search queries aga…
C 57 44 64 26 55 80
23727
MCP-Domotica
Enables control and management of smart home devices across multiple rooms thro…
C 57 43 48 57 N/A 26 90
23728
Azure-Samples
eShopLite Claim
eShopLite is a set of reference .NET applications implementing an eCommerce sit…
C 57 43 64 12 N/A 57 95
23729
gr3enarr0w
Aggregates news from 7 APIs and unlimited RSS feeds with AI-powered bias remova…
C 57 33 48 N/A N/A 21 95
23730
marias1lva
Automatically discovers GraphQL APIs through introspection and generates table-…
C 57 44 64 37 39 81
23731
moonolgerd
game-mcp Claim
Discovers and manages installed games on Windows from Steam, Epic, GOG, Xbox, a…
C 57 43 56 20 N/A 59 95
23732
ag2-mcp-servers
An auto-generated Multi-Agent Conversation Protocol Server for interacting with…
C 57 44 60 60 21 78
23733
Mr-Infect
The ultimate OWASP MCP Top 10 security checklist and pentesting framework for M…
C 57 33 48 N/A N/A 21 95
23734
kahliburke
Kaimon.jl Claim
MCP server giving AI agents full access to Julia's runtime via a live Gate — co…
C 57 43 64 10 N/A 58 95 JU
23735
ag2-mcp-servers
An auto-generated MCP server that enables interaction with the OpenAI API, allo…
C 57 44 60 55 21 81
23736
gaharivatsa
Provides seamless access to Kibana and Periscope logs through a unified API wit…
C 57 44 48 70 24 81
23737
Lakr233
Enables iPhone automation through Appium integration, allowing users to control…
C 57 43 56 32 N/A 40 95
23738
neverl805
ruyipage-mcp Claim 2
An MCP server that exposes Firefox browser automation capabilities through the …
C 57 33 45 N/A N/A 27 95
23739
Jeamee
MCPHub-Desktop Claim 1
Desktop APP for Discover and Install MCP Servers
C 57 43 46 30 N/A 68 89
23740
zilliztech
Zilliz MCP Server Claim
Enables AI agents to interact with Milvus vector databases and Zilliz Cloud thr…
C 57 44 58 43 45 80
23741
huazhengwang
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 57 43 60 45 N/A 21 94
23742
teknologika
Creates professional PowerPoint presentations from Markdown or JSON with intell…
C 57 44 56 28 63 81
23743
liuwanfu
local-stdio-mcp Claim
A minimal and extensible local MCP server that provides core utilities like pin…
C 57 33 42 N/A N/A 32 95
23744
zhongweili
nanobanana-mcp-server Claim 1
A MCP server that provides AI-powered image generation capabilities through Goo…
C 57 43 33 46 80 81
23745
turkgent
Mevzuat MCP Claim
Provides programmatic access to Turkey's Ministry of Justice Legislation Inform…
C 57 44 38 72 39 80
23746
digidenone
AI-Powered Security Scanner for LLMs. Detects vulnerabilities and syncs with Sy…
C 57 43 48 43 N/A 49 87
23747
mabdullah679
Apollo MCP Demo Claim
This MCP server exposes approved GraphQL operations from an Apollo GraphQL API …
C 57 33 42 N/A N/A 30 95
23748
JesusMaster
A server-side implementation that handles context processing between GitHub rep…
C 57 44 64 30 44 85
23749
Krupalp525
Connects Fledge functionality to Cursor AI, allowing interaction with Fledge in…
C 57 44 60 41 40 81
23750
free-free-6
A Node.js service that provides spot trading functionality through the LnExchan…
C 57 44 62 55 27 76
Showing 23701–23750 of 60196 servers
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