MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29804
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13701
Vashistht
harcx-mcp Claim 1
An MCP server that enables AI assistants to verify BibTeX citations and URLs ag…
C 56 55 33 37 40 82 92
13702
ubie-oss
A server that enables document searching using Vertex AI with Gemini grounding,…
C 56 66 96 38 0 59 81 64
13703
DivyanshKushwaha
GitHub MCP Server Claim
A modular command processor server that enables interaction with GitHub's REST …
C 56 55 48 33 21 81 94
13704
awwaiid
Enables LLM-powered agents to generate, execute, and analyze Alloy modeling lan…
C 56 64 60 47 0 44 95 93
13705
gugga7
Enables AI assistants to discover and search authentic Moroccan tourism experie…
C 56 66 82 31 0 51 82 94
13706
botextractai
A Model Context Protocol server built with FastMCP that provides financial data…
C 56 55 39 32 28 80 100
13707
teilorbarcelos
MCP Apps Server Claim 1
An MCP server template for building ChatGPT-compatible React widgets using the …
C 56 55 45 27 24 83 98
13708
kcbabo
my-mcp-server2 Claim 1
A Model Context Protocol server built with FastMCP that features dynamic tool l…
C 56 55 45 25 27 83 100
13709
Isaac-theori
An educational MCP server demonstrating common security vulnerabilities like co…
C 56 54 50 21 N/A 27 95 84
13710
A-Proof
Provides a secure workspace for AI-driven file management and Python script exe…
C 56 66 90 40 0 25 74 100
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
ChaosXu
PyMCP Sum Server Claim
A simple MCP server that provides integer addition functionality. Enables users…
C 56 55 48 25 23 81 100
13713
chirag127
Provides advanced probabilistic decision-making algorithms including MDPs, MCTS…
C 56 66 84 56 0 31 81 79
13714
daiduo2
Enables AI-powered academic research workflow from keyword search to hypothesis…
C 56 55 64 36 22 69 84
13715
Mandapati-SuryanarayanaRaju
MCP Deployment Claim
A simple demonstration MCP server that provides a sum_numbers tool for calculat…
C 56 55 56 17 24 81 100
13716
ndisidore
Enables AI agents to dynamically discover and invoke containerized tools that c…
C 56 55 86 52 24 81 18
13717
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13718
jameskanyiri
Daraja MCP Claim 2
A Model Context Protocol server that integrates AI applications with Safaricom'…
C 56 55 45 41 25 78 87
13719
reymerekar7
Beehiiv MCP Server Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 55 39 37 23 82 100
13720
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 55 51 32 20 81 94
13721
ag2-mcp-servers
An MCP server for accessing college basketball statistics through the SportsDat…
C 56 55 45 42 21 80 91
13722
jikime
MCP server that provides Korean weather information using grid coordinates and …
C 56 55 66 31 18 81 75
13723
timecamp-org
A Model Context Protocol server that provides time tracking integration with Ti…
C 56 66 57 72 0 32 81 93
13724
akream
A FastAPI server that implements the Model Context Protocol (MCP) using Server-…
C 56 55 54 22 23 81 100
13725
CooKey-Monster
Ebay MCP Server Claim 1
A Model Context Protocol server that lets you fetch auctions from Ebay.com usin…
C 56 55 63 21 37 81 75
13726
msabramo
A Model Control Protocol server template deployed on Vercel that demonstrates M…
C 56 66 66 62 0 21 84 97
13727
verbart
tradernet-mcp Claim 1
MCP server for Tradernet/Freedom24 trading API — portfolio, orders, quotes, and…
C 56 64 63 68 0 32 75 96
13728
rjn32s
mcp-yolo Claim 1
An MCP server providing zero-shot object detection and segmentation using Ultra…
C 56 54 33 25 N/A 39 92 94
13729
gandandev
NEIS MCP Server Claim
Enables access to Korean school information through the National Education Info…
C 56 55 60 43 24 81 64
13730
lsj210001
qlib-mcp Claim 2
An MCP server for the Microsoft Qlib quantitative research platform that enable…
C 56 54 45 31 N/A 27 90 87
13731
YusukeYajima
karte-datahub-mcp Claim 1
Enables AI assistants to securely query and analyze KARTE event data via BigQue…
C 56 55 54 52 27 82 55
13732
Houlong66
MNS MCP Manager Claim
A management tool for Alibaba Cloud Message Service (MNS) implemented through t…
C 56 55 48 33 23 81 92
13733
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
13734
ravinahp
Enables searching and retrieving detailed flight information using the Duffel A…
C 56 66 84 37 0 48 81 87
13735
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
13736
dudu1111685
Telegram MCP Agent Claim
Enables AI assistants to operate as remote workers through Telegram, creating a…
C 56 55 42 41 21 81 93
13737
leecj
deepwiki-mcp Claim
C 56 66 60 55 0 57 82 90
13738
x402-index
x402search-mcp Claim
Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per sea…
C 56 64 72 63 0 32 75 92
13739
mcrimi
mcp-openhexa Claim
Enables interaction with OpenHEXA platform through Claude Desktop, allowing use…
C 56 64 68 51 0 19 95 100
13740
MarcinDudekDev
Search Hacker News, Bluesky, and Substack from a single MCP interface
C 56 66 90 42 0 27 80 92
13741
AIGC-Hackers
mcpx Claim
苹果 MCP 工具 ✅
C 56 66 90 10 0 81 82 83
13742
FromZero2One
Demo MCP Server Claim
A demonstration MCP server built with FastMCP that provides basic mathematical …
C 56 55 42 35 27 81 94
13743
lclpedro
MySQL Managing MCP Claim
Enables interaction with MySQL databases through tools for listing tables, quer…
C 56 55 48 27 25 81 100
13744
lbaret
Transforms CSV and Excel data into Markdown-formatted vector embeddings stored …
C 56 54 60 0 N/A 35 91 94
13745
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13746
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13747
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
13748
b-bogus
AI-powered cybersecurity automation platform with 150+ security tools and 12+ a…
C 56 55 68 28 16 77 82
13749
stayce
icf-mcp Claim 1
WHO ICF classification codes for health and disability. Lookup, search, browse …
C 56 66 76 57 0 45 80 78
13750
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
Showing 13701–13750 of 57160 servers
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