MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13801
getDynamoi
Dynamoi Claim
Promote music on Spotify and grow YouTube channels through AI-powered Meta and …
C 56 66 84 10 0 65 89 95
13802
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13803
AI-Hub-Admin
Provides real-time stock price data from global markets, including the US, Chin…
C 56 55 54 27 24 81 89
13804
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
13805
gandandev
NEIS MCP Server Claim
Enables access to Korean school information through the National Education Info…
C 56 55 60 43 24 81 64
13806
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 55 48 17 44 81 97
13807
grzetich
Enables querying real-time adoption metrics, trends, and comparisons for popula…
C 56 66 84 36 0 45 81 90
13808
just-record
Provide a test implementation of an MCP server to validate and demonstrate MCP …
C 56 54 48 25 N/A 18 95 92
13809
purmemo-ai
purmemo Claim
AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …
C 56 66 96 10 0 68 80 90
13810
sakthigcp
MCP Server Example Claim
A simple example MCP server that demonstrates basic server functionality and ca…
C 56 54 48 12 N/A 23 95 100
13811
ptrst102
pokemon-gen3-calc-mcp Claim 1
An MCP server that enables accurate status and damage calculations for third-ge…
C 56 55 57 65 46 84 22
13812
kavingas
Generates professional Adobe Commerce support responses from case findings. Sup…
C 56 54 48 22 N/A 21 95 90
13813
Isaac-theori
An educational MCP server demonstrating common security vulnerabilities like co…
C 56 54 50 21 N/A 27 95 84
13814
jikime
MCP server that provides Korean weather information using grid coordinates and …
C 56 55 66 31 18 81 75
13815
ChaosXu
PyMCP Sum Server Claim
A simple MCP server that provides integer addition functionality. Enables users…
C 56 55 48 25 23 81 100
13816
MemoriLabs
memori-mcp Claim
Memori MCP server — persistent AI memory with recall and augmentation tools
C 56 55 66 0 N/A 59 69 95
13817
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
13818
bj11077
mcp-exam Claim
C 56 54 30 45 N/A 7 95 100
13819
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
13820
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
13821
MarcinMalczewski
A simple Model Context Protocol (MCP) server that provides date and time functi…
C 56 55 56 27 16 81 97
13822
David3u
MCP Plus Claim
A lightweight MCP server that enhances AI agents with tools for codebase analys…
C 56 55 54 31 22 81 90
13823
BACH-AI-Tools
Enables comprehensive YouTube data access including video details, playlists, c…
C 56 55 50 60 45 76 43
13824
RahulPatkiWork
Enables Claude AI to extract transcripts from YouTube videos with zero setup re…
C 56 66 72 43 0 39 81 100
13825
alphago2580
Access Korea’s G2B procurement and Nara Market data for bid notices, awards, co…
C 56 66 78 63 0 46 80 69
13826
www-zerotrusted-ai
ZeroTrusted-ai PII Detection Agent
C 56 54 36 17 N/A 45 95 96
13827
gugga7
Enables AI assistants to discover and search authentic Moroccan tourism experie…
C 56 66 82 31 0 51 82 94
13828
linkcd
Tibber MCP Claim 1
MCP Server for Tibber, a Norwegian power supplier. The Tibber MCP server provi…
C 56 54 41 20 N/A 42 95 87
13829
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 55 39 57 26 80 77
13830
SSAFY-Seoul-Class-7
Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watch…
C 56 54 42 43 N/A 40 95 60
13831
JoelRevLai
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with ease. Enable rapid development…
C 56 54 30 45 N/A 14 95 92
13832
inchan
Memory MCP Server Claim
Exposes local persistent memory as an MCP server with Markdown storage, PARA or…
C 56 54 66 32 N/A 58 95 25
13833
sarunasdaujotis
Enables Large Language Models to access real-time data on Vilnius public transp…
C 56 55 68 27 13 81 80
13834
mcrimi
mcp-openhexa Claim
Enables interaction with OpenHEXA platform through Claude Desktop, allowing use…
C 56 64 68 51 0 19 95 100
13835
fairyming
Suricata MCP Claim 2
An MCP server for validating Suricata rule syntax and testing rules against pca…
C 56 54 63 0 N/A 27 89 98
13836
PiuQiuPiaQia
MCP Tool Claim
A server built on mcp-framework that enables integration with Claude Desktop th…
C 56 54 54 58 N/A 31 92 35
13837
crowwan
Enables comprehensive control of Korean Hangul (HWP) documents with 59 features…
C 56 54 48 38 N/A 21 89 78
13838
leecj
deepwiki-mcp Claim
C 56 66 60 55 0 57 82 90
13839
Stauffacher
An example Model Context Protocol (MCP) server that provides basic mathematical…
C 56 54 48 16 N/A 27 94 97
13840
sankethsura
Triggers predefined functions based on specific usecases including data analysi…
C 56 55 54 31 22 83 88
13841
lbaret
Transforms CSV and Excel data into Markdown-formatted vector embeddings stored …
C 56 54 60 0 N/A 35 91 94
13842
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
13843
msathiyakeerthi
Enables interaction with FHIR resources on Google Cloud Healthcare API through …
C 56 66 86 35 0 43 80 92
13844
ref-tools
Widget MCP Claim
Adds interactive widgets to LLM chats for common tasks like timers, stopwatches…
C 56 66 62 53 0 46 81 97
13845
ClearMind1
minio_mcp Claim
A FastMCP-based server that enables uploading text and base64-encoded content t…
C 56 55 48 33 27 82 87
13846
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
13847
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13848
niyonabil
Blogger MCP Server Claim
An intermediary server that enables AI models to interact with Google's Blogger…
C 56 66 66 61 0 27 78 99
13849
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
13850
pickstar-2002
Video MCP Server Claim 1
A Model Context Protocol server that provides video processing capabilities inc…
C 56 55 57 75 40 81 17
Showing 13801–13850 of 54421 servers
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