MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15851
micahman33
Vonage AI Code Assist Claim 1 2
An MCP server that helps developers integrate Vonage API capabilities by provid…
F 30 55 51 41 29 80 88
15852
ysh-fe
Enables automated content generation and scheduling for Instagram and Pinterest…
F 30 55 90 72 35 80 93
15853
awkoy
replicate-flux-mcp Claim 1
Provides the ability to generate images via Replicate's API.
F 30 55 72 63 69 82 35
15854
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
15855
atom2ueki
A bridge between iOS simulators and the Model Context Protocol, enabling progra…
F 30 54 66 60 N/A 51 90 84
15856
cashfree
cashfree-mcp Claim 1 4
Cashfree MCP server for cashfree docs and APIs
F 30 55 78 82 N/A 58 65 41
15857
genieincodebottle
generative-ai Claim 1
Comprehensive resources on Generative AI, including a detailed roadmap, project…
F 30 66 84 22 0 58 76 88 JU
15858
pouyanafisi
Project MCP Claim 1 3
Intent-based project documentation server that automatically maps natural langu…
F 30 55 94 100 N/A 84 90 56
15859
dvejsada
A Model Context Protocol server that enables AI assistants to create images and…
F 30 55 79 50 15 78 98
15860
osamadev
A custom Model Context Protocol server that provides real-time financial analys…
F 30 55 56 36 16 78 78
15861
NewToolAI
Database Query MCP Claim 1
A versatile tool that enables querying and exporting data from multiple relatio…
F 30 55 76 33 47 80 69
15862
zlatkoc
youtube-summarize Claim 1
MCP server that fetches YouTube video transcripts and optionally summarizes the…
F 30 54 60 33 72 90 93
15863
capyBearista
gemini-researcher Claim 1
A research proxy that lets Claude, Cursor, and other MCP clients utilize Gemini…
F 30 54 88 77 N/A 84 90 91
15864
AgentWong
IaC Memory MCP Server Claim 1 4
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
F 30 55 90 91 35 76 38
15865
StepByStep-1
Windows-MCP Claim 1
Enables AI agents to interact with Windows operating systems through native UI …
F 30 54 54 52 N/A 45 84 99
15866
cqfn
aibolit-mcp-server Claim 1
Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How…
F 30 54 60 50 N/A 75 90 93
15867
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
15868
hello3590-gif
A boilerplate project for quickly developing Model Context Protocol servers usi…
F 30 54 66 72 N/A 34 90 57
15869
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
15870
ExpertVagabond
watsonx Claim 1
IBM watsonx.ai MCP server for Claude integration
F 30 55 96 67 N/A 57 77 93
15871
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
15872
kennethreitz
MCP-AppleMusic Claim 1
Facilitates controlling Apple Music on macOS via AppleScript through MCP comman…
F 30 54 66 20 N/A 54 84 99
15873
aarora79
mcp-gateway Claim 1
MCP Gateway and Registry
F 30 54 86 41 N/A 63 84 93
15874
veysby
A basic MCP server adapted from the official quickstart guide that provides wea…
F 30 54 72 56 N/A 30 90 92
15875
garethcull
Enables natural language exploration and querying of Google BigQuery datasets t…
F 30 66 100 41 0 40 74 87
15876
madhusudan-kulkarni
Enables AI-powered image generation from text prompts using fal.ai models direc…
F 30 54 84 72 N/A 50 90 99
15877
nirholas
Monitor MCP registry for new servers - Discord Slack notifications alerts
F 30 54 82 38 N/A 64 90 95
15878
starlink-awaken
A multi-agent framework that models complex social systems through a coordinate…
F 30 55 80 56 41 80 87
15879
blakethom8
Enables users to analyze local Excel and CSV files through natural language que…
F 30 54 84 36 N/A 27 88 94
15880
dev484p
Agentic AI with MCP Claim 1 2
A Model Context Protocol server that enhances LLM capabilities by connecting to…
F 30 55 33 33 26 77 95
15881
mtct
MCP Journaling Server Claim 1
The MCP server transforms chats with Claude into journaling sessions, saving co…
F 30 54 56 30 N/A 41 88 94
15882
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
15883
Sigma711
macinput Claim 1 2
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
F 30 54 57 32 N/A 53 90 99
15884
rainbowgore
Stealth Launch Radar Claim 1
Spot pre-launch products before they trend. Search the web and tech sites, extr…
F 30 66 78 70 0 53 76 92
15885
BossX429
Agent Farm Claim 1 2
An orchestration platform for deploying parallel swarms of tool-enabled AI agen…
F 30 54 90 32 N/A 23 84 93
15886
w36zl
Provides access to the Netherlands National Archive collections through OAI-PMH…
F 30 55 62 62 25 77 87
15887
pedramamini
RewindMCP Claim 1 2
An MCP server that interfaces with the Rewind.ai SQLite database to provide acc…
F 30 54 81 31 N/A 25 90 94
15888
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
15889
ober
gerbil-mcp Claim 1
Provides AI assistants with live access to a Gerbil Scheme environment to evalu…
F 30 54 96 56 N/A 37 84 84
15890
carterlasalle
mac_messages_mcp Claim 1 3
An MCP server that securely interfaces with your iMessage database via the Mode…
F 30 54 61 33 N/A 65 88 91
15891
blurrah
mcp-graphql Claim 1
Allows the AI to query GraphQL servers
F 30 55 68 61 74 80 96
15892
g0t4
MCP Server Memory File Claim 1 4
An MCP server that allows Claude and other LLMs to manage persistent memories a…
F 30 55 65 56 24 78 100
15893
anyiba
Spec Kit MCP Server Claim 1
Enables AI assistants to interact with Spec Kit templates and workflows for man…
F 30 54 78 50 N/A 31 87 86
15894
suwa-sh
local-RAG-backend Claim 1
A Docker-based local RAG backend that provides advanced document search capabil…
F 30 54 94 56 N/A 45 87 91
15895
alfredang
NotebookLM MCP Claim 1
Integrates Google NotebookLM into Claude to allow users to manage notebooks, ad…
F 30 54 64 55 N/A 31 90 100
15896
r-huijts
ethics-check-mcp Claim 1 3
MCP server for comprehensive ethical analysis of AI conversations, detecting bi…
F 30 54 69 61 N/A 44 88 90
15897
davidlin2k
pox-mcp-server Claim 1 2
MCP server for the POX SDN controller to provides network control and managemen…
F 30 54 57 30 N/A 40 90 92
15898
kukapay
crypto-trending-mcp Claim 1
Tracking the latest trending tokens on CoinGecko.
F 30 55 64 25 39 80 96
15899
kevinwatt
YouTube MCP Server Claim 1 2
Connects 'yt-dlp' with LLMs via the Model Context Protocol, allowing users to d…
F 30 54 90 41 N/A 79 90 91
15900
portel-dev
ncp Claim 1
NCP orchestrates your entire MCP ecosystem through intelligent discovery, elimi…
F 30 54 96 38 82 87 90
Showing 15851–15900 of 67226 servers
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