MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24739
Scored
1349
Verified
16957
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13701
alphago2580
Access Korea’s G2B procurement and Nara Market data for bid notices, awards, co…
C 56 66 78 63 0 46 80 69
13702
Nuvepro-Technologies-Pvt-Ltd
Enables remote Python code execution via the Model Context Protocol for secure,…
C 56 55 54 43 25 74 81
13703
gandandev
NEIS MCP Server Claim
Enables access to Korean school information through the National Education Info…
C 56 55 60 43 24 81 64
13704
InstalabsAI
instagit Claim 1
MCP server for Instagit — AI-powered Git repository analysis for coding agents
C 56 66 51 73 0 55 72 91
13705
xiaobenyang-com
star Claim
A fully functional constellation MCP (Model Context Protocol) service, providin…
C 56 64 72 67 0 45 95 56
13706
x402-index
x402search-mcp Claim
Search 13,000+ x402-enabled APIs from your AI agent. Powered by x402search.xyz
C 56 64 72 63 0 32 75 92
13707
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 55 51 32 20 81 94
13708
rmasters
MCP-OpenAPI Claim 2
An MCP server that exposes HTTP methods defined in an OpenAPI specification as …
C 56 55 63 40 54 81 41
13709
Sudheerarava222
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel i…
C 56 66 66 67 0 24 81 96
13710
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13711
jinyinghua
simple-search Claim
Simple Tavily Search MCP Server This is a simplified version of the Tavily se…
C 56 54 36 33 N/A 40 95 81
13712
tdu-naifen
Demo MCP Server Claim
A simple MCP server that provides a calculator tool, dynamic greeting resources…
C 56 54 48 17 N/A 21 95 100
13713
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13714
julien-nc
C411 MCP Server Claim 1
Enables searching torrents, fetching metadata, and downloading torrent files fr…
C 56 55 74 0 30 78 97
13715
syahiidkamil
A Model Context Protocol server that provides LLMs with full read-write access …
C 56 55 51 26 26 81 92
13716
chatkausik
Chess MCP Server Claim
Enables AI assistants to play, analyze, and track chess games with full rule va…
C 56 55 56 17 24 83 100
13717
Nikhita196
A Model Context Protocol server that delivers various types of jokes (Chuck Nor…
C 56 55 15 58 43 81 92
13718
parishwolfe
Enables AI agents to explore and query a mock e-commerce store's data including…
C 56 55 48 27 25 81 100
13719
RobertBauer-dev
A tutorial MCP server for learning the Model Context Protocol by building file …
C 56 54 60 36 N/A 21 87 65
13720
Sakshee5
JobApply MCP Server Claim 1
A Model Context Protocol server that helps with job applications by analyzing j…
C 56 55 51 26 22 81 98
13721
yurinnick
Kubernetes MCP Claim 1
An MCP server that enables interaction with Kubernetes resources through natura…
C 56 54 39 32 N/A 40 95 76
13722
vuluu2k
Transforms a GitHub repository into a structured personal brain for AI to manag…
C 56 55 68 0 35 81 96
13723
takereshui
Enables video text extraction using multiple speech recognition providers inclu…
C 56 55 66 41 28 81 57
13724
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 55 39 57 26 80 77
13725
arkeodev
Provides a standardized protocol for tool invocation, enabling an AI system to …
C 56 55 78 33 43 76 41
13726
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 55 54 32 25 81 85
13727
AlexlaGuardia
Mailchimp MCP Server Claim 1
A production-grade MCP server that integrates with the Mailchimp Marketing API …
C 56 55 60 0 45 82 99
13728
glosc-ai
Excel Tools MCP Claim 1
An MCP server for reading, writing, and analyzing Excel files using Python, pan…
C 56 55 39 28 N/A 45 76 96
13729
NaNMesh
nan-forget Claim
AI that remembers. Local-first cross-session, cross-project long-term memory fo…
C 56 55 62 0 N/A 58 69 97
13730
dodangnguyen96
Enables retrieval of simulated device logs (activation, LAN, WLAN) and Kafka st…
C 56 55 48 25 24 81 100
13731
TaskBeacon
PsyFlow-MCP Claim
A lightweight FastMCP server that enables language models to discover, clone, t…
C 56 55 42 82 48 81 21
13732
Isaac-theori
An educational MCP server demonstrating common security vulnerabilities like co…
C 56 54 50 21 N/A 27 95 84
13733
SrulyRosenblat
Enables semantic search through a Pinecone vector database containing economic …
C 56 55 48 31 22 81 95
13734
botextractai
A Model Context Protocol server built with FastMCP that provides financial data…
C 56 55 39 32 28 80 100
13735
WinstonFassett
Sonos MCP Server Claim
A server that allows you to control and interact with Sonos devices on your net…
C 56 55 48 27 22 81 100
13736
Aniruddha1202
An advanced web search and scraping server that enables AI models to perform ta…
C 56 66 72 55 0 24 81 99
13737
samvas-codes
dawshund_mcp Claim 1
An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective pe…
C 56 55 55 32 16 80 92
13738
kukapay
solana-launchpads-mcp Claim 1
An MCP server that tracks daily activity and graduate metrics across multiple S…
C 56 55 45 27 38 81 93
13739
LucasDelgado
A Model Context Protocol server that enables interaction with Chop's Setup syst…
C 56 55 33 60 23 81 80
13740
Laity624
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
C 56 55 39 57 26 78 75
13741
paolobietolini
gtm-mcp-server Claim 1
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once…
C 56 64 73 10 0 73 92 99
13742
trustgraph-ai
Enables web searching through DuckDuckGo and fetching content from webpages. Pr…
C 56 55 42 33 24 81 100
13743
stevenyuser
NBA MCP Server Claim 1
A Model Context Protocol server that enables LLMs to retrieve NBA data includin…
C 56 54 39 25 N/A 22 95 100
13744
xiaobenyang-com
fund-mcp Claim
A fund knowledge base server based on Model Context Protocol (MCP), providing q…
C 56 64 72 65 0 45 95 56
13745
kusbr
An MCP server that enables Microsoft Copilot Studio to retrieve random jokes fr…
C 56 55 45 17 43 81 100
13746
CodeByWaqas
Weather MCP Server Claim 1
An MCP server that provides real-time weather information including temperature…
C 56 55 45 22 41 82 94
13747
anilsharmay
Enables users to create rich country profiles by searching for high-quality ima…
C 56 55 56 22 25 81 94
13748
ctvidic
Whoop MCP Server Claim 1
A Model Context Protocol server that provides language models with access to pe…
C 56 55 39 41 18 80 100
13749
ubie-oss
A server that enables document searching using Vertex AI with Gemini grounding,…
C 56 66 96 38 0 59 81 64
13750
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 55 48 33 24 81 91
Showing 13701–13750 of 33332 servers
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