MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9901
securityfortech
secops-mcp Claim
All-in-one security testing toolbox that brings together popular open source to…
C 66 54 76 27 N/A 48 89 86
9902
samihalawa
EnvMem Claim
Personal environment variable memory with semantic search and project managemen…
C 66 55 94 0 N/A 62 80 96
9903
cornelcroi
Enables AI assistants to calculate French individual income tax and retrieve cu…
C 66 55 78 82 35 81 41
9904
handsomegentlemen
Enables AI models to access user geolocation information through EdgeOne Pages …
C 66 55 66 37 41 82 100
9905
asadudin
gdrive mcp capable of upload
C 66 55 78 46 19 81 97
9906
mlsloynaz
mcp-sqlserver Claim 1
An MCP server for Microsoft SQL Server that enables executing read-only queries…
C 66 55 59 100 30 81 44
9907
hew
An MCP server that evaluates product designs against Dieter Rams' 10 principles…
C 66 55 39 82 N/A 18 95 90
9908
kawanishi0117
Enables AI assistants to query and retrieve information from Amazon Bedrock Kno…
C 66 55 72 61 21 83 78
9909
alvii147
piston-mcp Claim
MCP server that lets LLMs execute code through the Piston remote code execution…
C 66 55 70 27 53 81 100
9910
ZbigniewTomanek
MCP Tools Claim
A custom Model Context Protocol server that gives Claude Desktop and other LLMs…
C 66 54 72 38 N/A 43 84 91
9911
pallaprolus
mendeley-mcp Claim 1
MCP server for Mendeley reference manager. Search your library, browse folders,…
C 66 55 61 41 51 81 99
9912
vinsidious
Whodis MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to check domain name…
C 66 55 51 63 36 82 94
9913
Mineru98
A server that enables AI models to interact with MySQL databases through a Mode…
C 66 55 90 50 53 81 47
9914
anshulbehl
AAP MCP Server Claim
Enables comprehensive management of Ansible Automation Platform Controller and …
C 66 55 72 66 18 80 82
9915
mcfredrick
tenkai-mcp Claim
Search Tenkai Daily AI news for open-source releases, papers, and tools. Update…
C 66 54 48 61 N/A 24 92 98
9916
h-yanagawa
Research MCP Server Claim 2
The server functions as an MCP server to interact with Notion for retrieving an…
C 66 54 54 60 N/A 38 87 87
9917
AceDataCloud
mcp-luma Claim
MCP server for Luma Dream Machine AI video generation
C 66 55 84 0 71 82 100
9918
Hroerkr
A fully self-hosted MCP server that integrates the Mem0 framework to provide pe…
C 66 54 68 32 N/A 34 90 100
9919
Hochfrequenz
TransformerBee.MCP Claim
Enables conversion between EDIFACT and BO4E data formats through the transforme…
C 66 55 72 42 49 81 82
9920
anupamsharnagat
A Python-based demonstration server showcasing multiple Model Context Protocol …
C 66 55 86 30 22 83 100
9921
king-of-the-grackles
Discourse MCP Claim
Enables AI agents to interact with Discourse forums through search, reading top…
C 66 66 86 75 0 62 80 92
9922
scofield5658
MCP-NTP Time Service Claim 1
A Model Context Protocol server that provides accurate network time services fo…
C 66 54 57 41 N/A 39 95 97
9923
Mtar786
Example MCP Server Claim
A minimal Node.js Model Context Protocol server that exposes two simple tools (…
C 66 55 60 82 N/A 23 95 59
9924
RusianHu
Enables high-quality conversion of SVG files to PNG, ICO, and JPG formats with …
C 66 55 62 100 N/A 39 92 23
9925
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
9926
13rac1
A Model Context Protocol server that enables AI assistants to access and contro…
C 66 54 57 55 N/A 22 94 93
9927
BhanuTJ93
Playwright MCP Server Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 66 55 63 83 53 83 40
9928
hellovelop
limelink-mcp-server Claim 1
MCP server for Limelink dynamic links with deep linking, social previews, and U…
C 66 55 57 100 N/A 32 83 43
9929
steveswain14
This MCP server verifies that an agent’s claimed tool output matches the actual…
C 66 54 68 35 N/A 44 95 85
9930
neeraj15022001
Curl MCP Server Claim 2
A Model Context Protocol server that provides secure curl command execution cap…
C 66 55 63 65 22 77 96
9931
randyandrade
AGI MCP Server Claim 1
Enables persistent memory for AI systems by providing tools for episodic, seman…
C 66 55 78 82 33 78 41
9932
kukapay
crypto-indicators-mcp Claim 2
An MCP server providing a range of cryptocurrency technical analysis indicators…
C 66 55 51 100 52 83 39
9933
alexesom
Enables AI agents to search the web, crawl websites, and perform intelligent RA…
C 66 55 88 27 42 81 84
9934
yellowgg2
Enables searching and retrieving content from BookStack knowledge bases via the…
C 66 55 72 100 27 76 37
9935
privilegemendes
Amadeus MCP Server Claim 1
A Model Context Protocol server that connects to Amadeus API, enabling AI assis…
C 66 55 51 75 27 80 93
9936
QuentinCody
CIViC MCP Server Claim
Enables structured queries and data analysis of cancer genomics information by …
C 66 55 84 43 36 80 77
9937
umin-ai
itemit-mcp Claim 1
An MCP server that enables asset tracking by providing a bridge between the ite…
C 66 55 57 68 34 76 92
9938
mihalik
Me-MCP Claim
A personal MCP Server that allows AI agents to retrieve your resume and contact…
C 66 55 62 60 44 81 81
9939
proxy-intell
Enables searching and analyzing Facebook's public ads library for any brand, in…
C 66 55 57 53 N/A 49 82 91
9940
mrwan84
ThinkPLC-MCP Claim
Enables AI assistants to interact with SIEMENS PLC S7-1500/1200 controllers thr…
C 66 55 60 66 27 76 93
9941
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
9942
mclenhard
mcp-evals Claim
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol)…
C 66 64 96 56 0 66 95 86
9943
theosib
FreeCAD MCP Server Claim
Bridges Claude with a live FreeCAD instance to provide deep access to runtime s…
C 66 54 78 33 N/A 44 77 97
9944
ishandotsh
Enables users to get expert help with Isaac Sim scripting, USD (Universal Scene…
C 66 55 64 62 22 81 91
9945
andrew-stclair
Enables users to perform security testing and penetration testing tasks through…
C 66 55 78 40 33 81 93
9946
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
9947
mikegc-aws
Creates a simple MCP tool server with "streaming" HTTP.
C 66 54 64 36 N/A 42 95 90
9948
imjac0b
Iconify MCP Server Claim
Provides access to over 200,000 open-source vector icons from more than 200 ico…
C 66 55 62 51 42 81 94
9949
hamen
Android MCP Claim
Enables interaction with Android devices and emulators through ADB, allowing co…
C 66 55 66 82 N/A 29 95 42
9950
NAXG
ThreatMCP Claim 1
An MCP server that integrates ThreatBook's threat intelligence API, offering 15…
C 66 55 69 53 36 83 82
Showing 9901–9950 of 57580 servers
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