MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19401
4xiomdev
Enables AI agents to control Adobe Lightroom Classic on macOS for professional …
C 68 43 80 42 N/A 50 94
19402
RijadAlisic
FilesystemMCP Claim
A local, customizable MCP server for filesystem access that extends the officia…
C 68 43 78 61 N/A 35 89
19403
eddmann
strava-mcp Claim
MCP server enabling LLMs to interact with the Strava API - activities, segments…
C 68 43 60 63 N/A 50 95
19404
DigitalRocket-biz
Provides comprehensive access to Google Ads API v20, enabling AI assistants to …
C 68 44 96 46 36 80
19405
gbrigandi
A Rust-based MCP server to integrate TheHive, facilitating collaborative securi…
C 68 43 56 66 N/A 60 90
19406
codyard
Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, …
C 68 43 60 57 N/A 69 89
19407
the-momentum
fhir-mcp-server Claim
MCP Server that connects AI agents to FHIR servers. One example use case is que…
C 68 44 60 66 69 78
19408
machaojin1917939763
mcp-ui Claim
基于MCP(Model Context Protocol)的智能聊天应用,支持Web和桌面环境。集成OpenAI/Anthropic API,提供MCP服务器…
C 67 43 84 33 N/A 53 90 VU
19409
IlyaGulya
Gradle integration using the Gradle Tooling API to inspect projects, execute ta…
C 67 33 54 N/A N/A 52 95
19410
VertexStudio
developer Claim
Comprehensive developer tools for file editing, shell command execution, and sc…
C 67 43 66 61 N/A 45 90
19411
CodingButterBot
GitHub CLI MCP Server Claim 1
An MCP server that wraps around the GitHub CLI tool, allowing AI assistants to …
C 67 43 63 60 N/A 44 95
19412
phisanti
MCPR Claim
Model Context Protocol for R: enables AI agents to participate in interactive l…
C 67 33 54 N/A N/A 52 95
19413
promptexecution
just-mcp Claim
Justfile integration that enables LLMs to execute any CLI or script commands wi…
C 67 43 48 58 N/A 80 90
19414
verygoodplugins
MCP AutoMem Claim
Graph-vector memory for AI assistants using FalkorDB and Qdrant
C 67 55 96 70 0 85 80
19415
duke0317
A comprehensive Model Context Protocol (MCP) server that provides 39 profession…
C 67 44 84 62 27 81
19416 C 67 43 60 61 N/A 58 90
19417
INGIPSA
Kitsu MCP Server Claim
Connects AI assistants to the Kitsu open-source production management platform …
C 67 44 76 61 43 80
19418
nakad-pixel
Provides secure, controlled access to GitHub operations through the Model Conte…
C 67 44 78 66 30 82
19419
GRABOSM
A comprehensive MCP server providing 30 tools for geocoding, routing, and OpenS…
C 67 44 86 33 59 82
19420
yamanoku
MCP server that searches Baseline status using Web Platform API
C 67 43 60 60 N/A 50 95
19421
amaterous
picoli-mcp Claim 1
MCP server for picoli.site - URL shortening and click analytics for AI agents
C 67 43 63 71 N/A 32 95
19422
Martian-Engineering
Enables Claude Code to orchestrate a team of independent Claude Code sessions w…
C 67 43 60 52 N/A 62 94
19423
thought2code
Annotation-driven MCP dev 🚀 No Spring, Zero Boilerplate, Pure Java
C 67 33 48 N/A N/A 63 95
19424
openstack-kr
OpenStack MCP server for cloud infrastructure management based on openstacksdk.
C 67 44 80 40 60 82
19425
samvallad33
vestige Claim
Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D…
C 67 43 60 35 N/A 87 92
19426
zjl13
A boilerplate template for developing Model Context Protocol (MCP) servers, pro…
C 67 43 74 63 N/A 31 90
19427
cfdude
Provides 84 specialized tools for comprehensive Google Workspace automation inc…
C 67 44 78 62 37 80
19428
lautarobarba
Enables AI models to interact with BookStack wiki instances through a comprehen…
C 67 44 80 70 23 81
19429
otaviocc
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 67 33 48 N/A N/A 61 95
19430
devmagary
Enables AI agents to directly manipulate RPG Maker MZ projects through natural …
C 67 43 72 61 N/A 27 95
19431
MigoXV
RAGFlow MCP Server Claim
Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling…
C 67 44 78 67 27 82
19432
suekou
mcp-notion-server Claim
Interacting with Notion API
C 67 43 78 25 N/A 67 95
19433
refmdio
Enables chatbots to browse, search, create, and edit Markdown documents stored …
C 67 44 78 66 30 81
19434
Embassy-of-the-Free-Mind
Search translated historical texts on alchemy, Hermeticism, and Renaissance phi…
C 67 43 78 47 N/A 41 94
19435
Yoryoboy
ArcaMCP Claim
Servidor MCP para AFIP/ARCA: automatiza certificados, autorización de Web Servi…
C 67 43 72 62 N/A 33 90
19436
kesslerio
YOURLS-MCP Claim
A Model Control Protocol server that enables Claude Desktop to interact with yo…
C 67 44 96 43 34 81
19437
spkane
The FreeCAD Robust MCP server and MCP Bridge Workbench/Addon
C 67 43 60 38 N/A 82 95
19438
containers
kubernetes-mcp-server Claim 1
A Model Context Protocol (MCP) server for Kubernetes and OpenShift
C 67 43 63 32 N/A 84 95
19439
benkaiser
Mob Claim
Mob is an AI-first personal CRM that enables users to manage contacts, relation…
C 67 44 72 71 42 76
19440
zqushair
A Model Context Protocol server that integrates LLMs with Frontapp's customer c…
C 67 44 77 61 44 76
19441
goldenpathdigital
Laravel upgrade automation via MCP. Analyzers, tools & docs for Laravel 6-11 mi…
C 67 33 58 N/A N/A 45 95
19442
fcn06
swarm Claim
SDK to build Agents in rust. Build and manage complex, self-correcting agent te…
C 67 43 58 63 N/A 49 95
19443
qingyun-wu
This server enables users to programmatically scrape and access Google Maps rev…
C 67 43 78 60 N/A 21 95
19444
RmMargt
A Model Context Protocol (MCP) based search API server that provides standardiz…
C 67 44 90 41 44 81
19445
ruvnet
Rust + WASM sublinear-time solver for asymmetric diagonally dominant systems. E…
C 67 43 96 22 N/A 50 90
19446
Mutahar456
n8n-MCP Claim 1
An MCP server that empowers AI assistants to build, validate, and manage n8n wo…
C 67 44 79 43 69 76
19447
johnhuang316
A Model Context Protocol (MCP) server that helps large language models index, s…
C 67 43 64 35 N/A 78 94
19448
mazemax
AI assistant access to Mindvalley products, masterclasses, programs, and certif…
C 67 43 56 55 N/A 67 92
19449
agenticmail
agenticmail Claim
Email & SMS infrastructure for AI agents — send and receive real email and text…
C 67 43 60 43 N/A 71 95
19450
BERDataLakehouse
CDM MCP Server Claim
Enables AI assistants to interact with Delta Lake tables stored in MinIO throug…
C 67 43 48 73 N/A 53 95
Showing 19401–19450 of 30006 servers
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