MCP Server Quality Scores

Independent quality analysis of 33692 public MCP servers

33692
Discovered
28855
Scored
2087
Verified
16951
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11801
msageryd
mcp-macos-utils Claim 2
An MCP server that enables AI assistants to send native macOS notifications wit…
C 62 55 63 83 N/A 21 89 36
11802
ODAncona
code2prompt-mcp Claim 1
An MCP server that analyzes codebases and generates contextual prompts, making …
C 62 54 39 45 N/A 44 95 91
11803
stanfrbd
MCP server for Cyberbro IOC extraction, enrichment and reputation analysis.
C 62 55 53 22 N/A 70 82 94
11804
tkellogg
Postal MCP Server Claim
A SQLite-backed message queue system that enables multiple AI agents to communi…
C 62 55 54 40 41 81 97
11805
aninibread
A template for deploying remote Model Context Protocol servers on Cloudflare Wo…
C 62 55 48 70 24 81 81
11806
montevive
Penpot MCP Server Claim
Bridges AI language models with Penpot design platform, enabling AI assistants …
C 62 55 48 41 48 81 97
11807
vish288
Extended MCP server for Jira and Confluence with custom fields and agile tools.
C 62 64 72 66 0 78 77 90
11808
wuunicorn
A Model Context Protocol server that provides accurate Chinese Ziwei Doushu ast…
C 62 55 57 33 45 82 95
11809
michaelmoser8875
MCP Server Claim
A minimal Python-based server that provides real-time weather data and a safe m…
C 62 55 54 35 43 82 100
11810
SaintDoresh
An MCP tool that provides cryptocurrency market data using the CoinGecko API.
C 62 55 60 31 36 84 99
11811
antonscap
MCP Server Sample Claim
An educational implementation of a Model Context Protocol server that demonstra…
C 62 54 48 30 N/A 42 94 100
11812
rainbowgore
Stealthee MCP Claim
Enables detection and analysis of pre-public product launches through web searc…
C 62 66 78 71 0 48 81 91
11813
rutika196
Vizdown-MCP Claim
Converts Markdown files into professional diagrams such as flowcharts, mind map…
C 62 54 66 27 N/A 33 90 91
11814
SarthakS97
Enables Claude Desktop to interact with Google Sheets through the Sheeter API, …
C 62 66 90 71 0 23 81 98
11815
chadkunsman
Zoom MCP Server Claim
Enables intelligent monitoring and management of Zoom rooms across multiple sit…
C 62 55 54 48 26 81 98
11816
wowyuarm
An MCP server that provides multiple file conversion tools for AI agents, suppo…
C 62 55 59 33 49 76 96
11817
dksshddl
Enables AI assistants to analyze Amazon EKS node logs collected by the EKS Log …
C 62 54 72 47 N/A 25 90 64
11818
daviddrummond95
Tagging MCP Claim
Enables parallel tagging and classification of CSV data using multiple LLM prov…
C 62 55 62 36 40 80 92
11819
t-daiki96
Enables users to retrieve Pokémon statistics, sprite images, and complete infor…
C 62 55 78 95 26 81 7
11820
jhlia0
A Model Context Protocol server that integrates with Azure DevOps, enabling use…
C 62 54 45 56 N/A 24 90 88
11821
amyfan7
Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle …
C 62 54 50 47 N/A 26 95 90
11822
danix800
Hello Claim
Send a friendly greeting to anyone. Personalize quick intros and acknowledgment…
C 62 54 42 50 N/A 17 95 100
11823
JubinSaniei
MCP SQL Server Claim 1
A Model Context Protocol server that allows Large Language Models like Claude t…
C 62 55 45 61 23 81 93
11824
ifoundry
Provides AI assistants with structured access to an organization's engineering …
C 62 54 88 0 N/A 29 90 96
11825
thiagovictorino
Enables multiple Claude Code instances to collaborate in real-time through chan…
C 62 55 48 51 39 81 91
11826
jpbester
payfast Claim 2
MCP server for PayFast — AI assistants interact with South Africa's payment gat…
C 62 64 57 72 0 54 94 100
11827
wgh1992
A Cloudflare Workers-based MCP server that provides PostgreSQL database access …
C 62 55 48 57 26 78 100
11828
PJ-TST-238819
Provides real-time cryptocurrency price data from OKX exchange through a Model …
C 62 55 56 58 10 81 95
11829
ko1ynnky
An MCP server that enables AI assistants to manage GitHub Actions workflows by …
C 62 55 47 73 38 76 71
11830
highthon-16
An ADT-based calendar management system that enables users to create, update, a…
C 62 54 54 58 N/A 23 95 73
11831
cdugo
Fetches package documentation from multiple language ecosystems (JavaScript, Py…
C 62 55 70 82 44 81 21
11832
allenbijo
A lightweight server that provides real-time system information including CPU, …
C 62 54 56 22 N/A 43 90 100
11833
wgh1992
A serverless MCP implementation on Cloudflare Workers that allows deploying cus…
C 62 55 48 66 26 84 81
11834
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
11835
syrusakbary
Enables searching and retrieving cupcake order records through natural language…
C 62 55 42 57 37 83 92
11836
huang-sh
SCMCP Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 55 77 51 59 83 36
11837
qqzhangyanhua
Provides real-time stock information for Chinese A-shares and US stocks using t…
C 62 55 48 62 24 78 91
11838
kukapay
thegraph-mcp Claim 1
An MCP server that powers AI agents with indexed blockchain data from The Graph.
C 62 55 57 41 40 78 93
11839
TodiwalaVentures
phantom-voices-mcp Claim
PHANTOM VOICES MCP Server — Search, browse, and get platform-ready voice config…
C 62 64 84 57 0 39 95 94
11840
Highpolar-Softwares
A Django app that implements Firebase Model Context Protocol server, enabling A…
C 62 55 66 36 18 81 99
11841
shubhechhadey
Provides real-time weather alerts for US states using the National Weather Serv…
C 62 55 60 40 21 83 100
11842
namedotcom
Enables AI assistants to perform comprehensive domain management tasks through …
C 62 66 78 68 0 65 81 85
11843
learnwithcc
Tally MCP Claim
Manage Tally.so forms through AI conversation. Create, update, and organize for…
C 62 66 82 70 0 47 81 92
11844
Artin0123
Analyze images and videos with Gemini to get fast, reliable visual insights. Ha…
C 62 66 78 75 0 46 81 91
11845
shooooori0128
A serverless MCP implementation on Cloudflare Workers that allows connecting AI…
C 62 55 48 68 21 81 84
11846
sweetwisdom
Enables users to manage projects and retrieve random wallpapers through a TypeS…
C 62 55 54 82 N/A 25 95 41
11847
kkamalvanshi
Enables analysis of prospective tenant inquiries and market rent comparisons th…
C 62 54 60 31 N/A 27 95 95
11848
brianshin22
YouTube Translate MCP Claim 1
A Model Context Protocol server that enables access to YouTube video content th…
C 62 55 45 47 45 78 96
11849
mprokopov
Ledger MCP Server Claim 2
An MCP server that allows accessing and managing ledger files through Claude by…
C 62 54 71 17 N/A 37 95 89
11850
NewJerseyStyle
Pyke MCP Server Claim 1
An MCP server for the Pyke logic programming engine that enables LLMs to perfor…
C 62 55 39 36 67 80 99
Showing 11801–11850 of 33692 servers
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