MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3851
tao12345666333
Civo MCP Server Claim 1
An MCP server implementation that integrates with the Civo cloud platform API, …
B 75 55 69 61 73 81 95
3852
hesreallyhim
A file monitoring server that tracks filesystem events and provides real-time n…
B 75 54 80 51 N/A 45 95 99
3853
ogSINGH
MCP - WCAG 2.1 color contrast checker - contrast ratios, compliance and accessi…
B 75 54 70 57 N/A 55 95 97
3854
HelloGGX
Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instan…
B 75 55 84 58 53 81 94
3855
Antonytm
mcp-sitecore-server Claim 1
A Model Context Protocol server for Sitecore
B 75 54 59 66 N/A 78 87 93
3856
gradion-ai
ipybox Claim 2
An MCP server for sandboxed Python code execution with IPython and Docker, and …
B 75 54 65 65 N/A 83 87 78
3857
Dataojitori
nocturne_memory Claim
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents.…
B 75 54 66 62 N/A 70 87 92
3858
dazeb
Provides tools for mapping and analyzing GitHub repositories. It allows users t…
B 75 55 90 63 27 80 100
3859
circuitry-dev
Connects AI coding agents to Circuitry's visual workflow platform, enabling the…
B 75 54 84 63 N/A 31 95 92
3860
jgordini
Provides AI assistants with access to University of Alabama at Birmingham's Res…
B 75 55 72 71 50 81 97
3861
tonybentley
Enables AI assistants to access and analyze NOAA electronic navigational charts…
B 75 54 84 65 N/A 36 92 88
3862
dbsectrainer
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
B 75 44 63 N/A N/A 62 83 92
3863
walidboulanouar
n8n-mcp Claim
B 75 55 96 43 N/A 68 76 92
3864
anthony-maio
Cartograph Claim
Repo analysis for coding agents with ranked files, dependency maps, and task-sc…
B 75 54 60 57 N/A 81 90 96
3865
sadjad-chrono
MCP Learning Claim
A learning-focused MCP server that demonstrates how to build arithmetic tools f…
B 75 54 74 58 N/A 44 95 100
3866
mrkevindam
mcp-server-gsc Claim 1
B 75 54 88 60 N/A 24 89 99
3867
ZASRD
A basic example demonstrating how to develop and run a serverless Model Context…
B 75 66 78 75 85 21 81 94
3868
mkummer225
Google Sheets MCP Claim
A Model Context Protocol (MCP) connector that allows AI agents to directly inte…
B 75 55 86 57 47 81 100
3869
luisfelipesena
Webots MCP Server Claim
Enables real-time monitoring and control of any Webots robot simulation, provid…
B 75 54 82 62 N/A 22 95 99
3870
tldv-public
lets you interact with your meeting data (to list, ask, summarize, extract - vi…
B 75 55 78 75 33 81 98
3871
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
3872
bitrefill
bitrefill Claim 1
A Model Context Protocol Server connector for Bitrefill public API, to enable A…
B 75 55 67 72 52 83 97
3873
Skatterbrainz
MunicipalMCP Claim
Provides programmatic access to municipal codes, ordinances, and zoning regulat…
B 75 55 86 53 49 81 99
3874
dnakov
Frida MCP Claim 1
An MCP-compliant server that enables AI systems to interact with mobile and des…
B 75 55 68 100 45 81 69
3875
phuc-nt
mcp-atlassian-server Claim 1
MCP server connecting AI assistants with Jira & Confluence for smart project ma…
B 75 54 79 37 N/A 71 95 96
3876
Gammell53
clawwork Claim
AI agent project management — task boards, progress tracking, and cost reportin…
B 75 54 82 68 N/A 34 83 100
3877
ibrahimsaleem
PentestThinkingMCP Claim
Enables automated penetration testing workflow planning using Beam Search and M…
B 75 55 94 57 43 82 88
3878
hijaz
postmancer Claim 2
A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your…
B 75 54 63 72 N/A 52 92 92
3879
gyoridavid
short-video-maker Claim
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the …
B 75 55 76 70 N/A 58 82 84
3880
dd-dent
Enables AI consciousness continuity and self-knowledge preservation across sess…
B 75 55 84 61 54 82 90
3881
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 55 88 38 76 81 94
3882
JustinBeckwith
linkinator-mcp Claim 1
MCP server for link checking using linkinator
B 75 55 59 100 N/A 78 95 40
3883
SonAIengine
ku-portal-mcp Claim 2
Enables Korea University students to query their KUPID portal and Canvas LMS us…
B 75 55 63 82 52 95 78
3884
JMitac
MCP Security Scanner Claim 1
Enables comprehensive security scanning of code projects, detecting vulnerabili…
B 75 55 84 100 N/A 26 95 50
3885
IBM
IBM/mcp-cli Claim
Yet another CLI tool for testing MCP servers.
B 75 54 84 31 N/A 69 94 100
3886
mmntm
weblate-mcp Claim
Comprehensive Model Context Protocol server for Weblate translation management,…
B 75 55 66 67 69 84 93
3887
privetin
Enables interaction with the Hugging Face Dataset Viewer API, allowing users to…
B 75 55 86 68 41 81 90
3888
Touchpoint-Labs
Touchpoint Claim
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
B 75 44 57 N/A N/A 49 95 98
3889
ljy9303
MapleStory MCP Server Claim 1
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
B 75 55 80 71 28 83 100
3890
bmorphism
Enables analysis of claims, validation of sources, and detection of manipulatio…
B 75 54 90 46 N/A 48 95 89
3891
balajidommeti
mcp-flyin Claim
A server that handles messaging or commands over a custom protocol
B 75 54 84 67 N/A 28 92 92
3892
microkorg
Codecks MCP Server Claim 1
Enables AI assistants to interact with Codecks project management for querying …
B 75 55 90 65 27 82 96
3893
jchambless
Provides AI-powered tools for MonoGame development, including API documentation…
B 75 54 84 62 N/A 38 92 89
3894
Birdsmith
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
B 75 55 94 73 17 80 92
3895
dwain-barnes
Provides access to UK Environment Agency's real-time flood monitoring data, ena…
B 75 55 94 57 41 83 90
3896
Njengah
Smart Docs MCP Server Claim 1
Enables intelligent analysis of codebases to generate comprehensive documentati…
B 75 55 80 100 N/A 45 95 40
3897
34892002
bilibili-mcp-js Claim 1
A MCP server that supports searching for Bilibili content. Provides LangChain i…
B 75 54 73 61 N/A 58 90 92
3898
imaginpro
ImaginePro MCP Server Claim 1
Enables AI assistants to generate images and videos through natural language us…
B 75 55 72 72 48 82 96
3899
tkoba1974
MCP Kroki Server Claim 1
Converts diagrams (Mermaid, PlantUML, Graphviz, etc.) to SVG, PNG, PDF, or JPEG…
B 75 55 90 100 43 81 45
3900
XIADENGMA
Enables real-time user intervention for MCP agents through a web UI, allowing u…
B 75 55 72 62 74 82 88
Showing 3851–3900 of 45235 servers
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