MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23601
openags
paper-search-mcp Claim 1
MCP, CLI, Skills for searching and downloading academic papers from multiple so…
C 58 44 61 28 N/A 57 83
23602
mateus-gondev
Gestao-MCP Claim
A customer and product management MCP server using SQLite. It enables Claude De…
C 58 33 42 N/A N/A 37 95
23603
alderban107
hyprland-mcp Claim 1
An MCP server for Hyprland desktop automation that allows AI assistants to see …
C 58 43 61 31 N/A 45 89
23604
trsdn
PowerPoint automation for AI - Slides, Shapes, Text, Charts and more. Windows o…
C 58 43 66 0 N/A 79 91
23605
adamwattis
An MCP server that connects to the Resource Hub, allowing centralized configura…
C 58 44 49 73 24 81
23606
tleeds1
NotionMCP Server Claim
A Python server that integrates MCP with Notion to automate documentation workf…
C 58 43 64 43 N/A 18 95
23607
aimiora
PubMed MCP Claim
Enables searching and retrieving academic article metadata from PubMed through …
C 58 44 48 71 27 82
23608
Mobeen-Dev
Agentic Shopify Chatbot with MCP integration, embedded directly into Shopify vi…
C 58 43 60 40 N/A 32 95
23609
tendayspace
CbetaMCP Claim
A modular, extensible FastAPI-based platform that aggregates multiple AI tools …
C 58 44 42 72 34 83
23610
Havoc24k
AWS MCP Server Claim
Enables Claude to interact with core AWS services like S3, EC2, RDS, and CloudW…
C 58 44 60 40 49 81
23611
EulerianTechnologies
Provides access to the Eulerian Marketing Platform: analytics, attribution & da…
C 58 43 56 41 N/A 48 83
23612
openMF
A self-service integration for user registration, authentication, account manag…
C 58 44 68 27 50 82
23613
Qtty
A Pure-Java MCP Server for JaDX Android Reverse Engineering Tool
C 58 33 54 N/A N/A 16 95
23614
haymant
Enables LLM clients to interact with Interactive Brokers Trader Workstation for…
C 58 44 72 40 28 81
23615
Superlines
Enables querying Superlines AI visibility analytics data to track brand perform…
C 58 44 48 43 62 81
23616
christian-felipe9
A REST API built with FastAPI that exposes endpoints via Model Context Protocol…
C 58 44 54 60 34 81
23617
rishigundakaram
Enables conversational 3D modeling by providing CAD-Query functionality to vali…
C 58 43 76 26 N/A 24 95
23618
okets
folder-mcp Claim
Enables LLMs to securely read, search, and analyze local file systems through t…
C 58 43 48 51 N/A 41 90
23619
markswendsen-code
Aldi MCP Server Claim 2
An MCP server that enables users to search the Aldi product catalog, find store…
C 58 44 81 25 30 82
23620
tstapler
Sleeper MCP Server Claim
A server that integrates Sleeper fantasy sports data with Goose AI through the …
C 58 44 56 61 26 83
23621
qingyun-wu
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 58 43 60 47 N/A 21 95
23622
huntsyea
An MCP server that converts Cursor agent plans into structured markdown task li…
C 58 33 39 N/A N/A 39 95
23623
deverman
Talk to your OmniFocus tasks. An OmniFocus MCP server that lets AI assistants q…
C 58 43 64 22 N/A 49 95
23624
DiscreteTom
Shinkuro Claim
Enables loading and serving markdown files as prompts from local folders or Git…
C 58 44 56 38 58 81
23625
BACH-AI-Tools
Enables sentiment analysis of text blocks using the Api Ninjas API, returning s…
C 58 44 50 55 45 80
23626
luminosita
AI Agent MCP Server Claim 1
A Model Context Protocol server implementation built with FastAPI that enables …
C 58 43 33 65 N/A 39 95
23627
hope1026
weppy-roblox-mcp Claim 1
MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) …
C 58 43 54 22 N/A 62 96
23628
razavioo
Liara MCP Server Claim
Enables AI assistants to deploy and manage applications, databases, object stor…
C 58 44 56 43 49 81
23629
qKitNp
sherlock_mcp Claim
C 58 33 48 N/A N/A 25 95
23630
joandiazcapell
Shell Server Claim
A lightweight MCP server that provides AI assistants with access to a system's …
C 58 33 48 N/A N/A 27 95
23631
CatchNip
MCP Selenium Grid Claim
Enables browser automation by managing Selenium Grid browser instances (Chrome,…
C 58 44 64 28 59 80
23632
KKonuru
Gurobi MCP Claim
Enables AI applications to solve optimization problems including linear program…
C 58 43 54 57 N/A 22 89
23633
ag2-mcp-servers
This MCP server enables interaction with Google's Verified Access API, allowing…
C 58 43 60 52 N/A 21 89
23634
StreamEstate
stream-estate Claim 1
MCP server for the Stream.estate French real estate API. Search properties, get…
C 58 33 53 35 83
23635
itz4blitz
JMX-MCP Claim
A powerful Model Context Protocol (MCP) server that enables AI assistants like …
C 58 43 64 21 N/A 50 95
23636
guangxiangdebizi
Provides access to historical financial data for US, Hong Kong, and A-share mar…
C 58 44 54 58 30 82
23637
undici77
Provides secure, sandboxed filesystem operations including reading, writing, li…
C 58 43 54 37 N/A 43 95
23638
Mtehabsim
ScreenPilot Claim
enables AI to fully control and access GUI interactions by providing tools for …
C 58 43 78 28 N/A 24 90
23639
dot-do
MCP (dot-do) Claim
A framework that provides search, fetch, and do primitives to enable AI agents …
C 58 44 48 45 55 84
23640
EricA1019
Automates Close-to-Shore methodology for Godot game development by creating tas…
C 58 44 48 61 38 83
23641
AshwinSundar
Ever wonder what our (US) Congress is up to? Fed up with the news? Ask Congress…
C 58 44 60 42 45 81
23642
BarhamAgha1
Bridge MCP Claim
Visual Desktop Bridge - Give any AI full control over Windows to automate apps …
C 58 43 54 41 N/A 51 87
23643 C 58 43 60 22 N/A 58 90
23644
genomoncology
biomcp Claim 1
Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, …
C 58 44 56 17 85 80
23645
cahlan
Provides AI assistants with direct access to ServiceTitan's field service manag…
C 58 44 54 63 27 80
23646
abhiphile
fermat-mcp Claim
The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful ser…
C 58 43 64 28 N/A 51 84
23647
DTDucas
chm to markdown and vectorDB
C 58 43 56 28 N/A 58 92
23648
amirshk
Secure credential management for MCP servers leveraging system-native keychain …
C 58 43 64 40 N/A 33 89
23649
mkearl
DependencyMCP Server Claim 1
Analyzes codebases to generate dependency graphs and architectural insights acr…
C 58 33 54 N/A N/A 17 95
23650
Jacob-J-Thomas
user-prompt Claim 1
An MCP server that enables AI agents to ask users clarifying questions via pop-…
C 58 33 39 N/A N/A 42 95
Showing 23601–23650 of 66518 servers
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