MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24881
Scored
1349
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13801
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
13802
Jackie-shi
Looking-Glass-MCP Claim 1
A Model Context Protocol server that provides network probing capabilities thro…
C 56 55 51 28 23 81 94
13803
ubie-oss
A server that enables document searching using Vertex AI with Gemini grounding,…
C 56 66 96 38 0 59 81 64
13804
jameskanyiri
Daraja MCP Claim 2
A Model Context Protocol server that integrates AI applications with Safaricom'…
C 56 55 45 41 25 78 87
13805
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
13806
anilsharmay
Enables users to create rich country profiles by searching for high-quality ima…
C 56 55 56 22 25 81 94
13807
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
13808
NANDI-Services
nandi-proxmox-mcp Claim
MCP server for Proxmox VE management (VM, LXC, nodes)
C 56 55 56 0 N/A 66 70 99
13809
Sudheerarava222
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel i…
C 56 66 66 67 0 24 81 96
13810
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
13811
botextractai
A Model Context Protocol server built with FastMCP that provides financial data…
C 56 55 39 32 28 80 100
13812
Isaac-theori
An educational MCP server demonstrating common security vulnerabilities like co…
C 56 54 50 21 N/A 27 95 84
13813
TaskBeacon
PsyFlow-MCP Claim
A lightweight FastMCP server that enables language models to discover, clone, t…
C 56 55 42 82 48 81 21
13814
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
13815
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
13816
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
13817
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13818
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
13819
sohumsuthar
portfolio-mcp Claim 1
An MCP server for managing MDX blog posts and project data with built-in Git in…
C 56 66 63 67 0 30 76 99
13820
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
13821
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13822
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13823
xiaobenyang-com
temp-notes Claim
A lightweight service that provides cross conversation temporary information st…
C 56 64 72 66 0 45 95 55
13824
kavingas
Generates professional Adobe Commerce support responses from case findings. Sup…
C 56 54 48 22 N/A 21 95 90
13825
cjpnice
An automation server that enables interaction with Xiaohongshu platform through…
C 56 54 42 38 N/A 18 95 81
13826
awwaiid
Enables LLM-powered agents to generate, execute, and analyze Alloy modeling lan…
C 56 64 60 47 0 44 95 93
13827
growley
Enables web searches using TAVILY API with fallback to DuckDuckGo, datetime que…
C 56 66 72 72 0 27 81 78
13828
awakm618
Enables subnet mask calculations and network planning through MCP framework. Pr…
C 56 55 52 30 34 81 81
13829
piexl
CAD-MCP Claim
Enables users to control CAD software like AutoCAD, GstarCAD, and ZWCAD through…
C 56 54 54 27 N/A 21 95 80
13830
melanieawilson
Rec-MCP Claim 1
A Model Context Protocol server that enables searching for camping facilities a…
C 56 54 35 38 N/A 16 95 91
13831
Nuvepro-Technologies-Pvt-Ltd
Enables remote Python code execution via the Model Context Protocol for secure,…
C 56 55 54 43 25 74 81
13832
xiaobenyang-com
star Claim
A fully functional constellation MCP (Model Context Protocol) service, providin…
C 56 64 72 67 0 45 95 56
13833
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
13834
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
13835
RahulPatkiWork
Enables Claude AI to extract transcripts from YouTube videos with zero setup re…
C 56 66 72 43 0 39 81 100
13836
msathiyakeerthi
Enables interaction with FHIR resources on Google Cloud Healthcare API through …
C 56 66 86 35 0 43 80 92
13837
IndigoProtocol
indigo-mcp Claim
Indigo Protocol MCP — iAsset prices, CDP analytics, stability pools, staking & …
C 56 66 72 25 0 75 82 92
13838
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 55 51 32 20 81 94
13839
alphago2580
Access Korea’s G2B procurement and Nara Market data for bid notices, awards, co…
C 56 66 78 63 0 46 80 69
13840
crowwan
Enables comprehensive control of Korean Hangul (HWP) documents with 59 features…
C 56 54 48 38 N/A 21 89 78
13841
www-zerotrusted-ai
ZeroTrusted-ai PII Detection Agent
C 56 54 36 17 N/A 45 95 96
13842
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
13843
vuluu2k
Transforms a GitHub repository into a structured personal brain for AI to manag…
C 56 55 68 0 35 81 96
13844
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
13845
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
13846
sitegpt
Allows AI models to interact with SourceSync.ai's knowledge management platform…
C 56 66 66 68 0 44 80 78
13847
jamesg31
PostgreSQL MCP Server Claim 1
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 56 55 57 50 18 81 64
13848
githubmilind
mcp-weather Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 55 46 30 21 83 100
13849
gandandev
NEIS MCP Server Claim
Enables access to Korean school information through the National Education Info…
C 56 55 60 43 24 81 64
13850
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
Showing 13801–13850 of 33332 servers
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