MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8851
sisilet
Provides access to the Internet Archive Wayback Machine to list snapshots, fetc…
C 68 55 54 82 47 81 73
8852
july090
MCP Knowledge Base Claim
A local knowledge base system based on ChromaDB that supports automatic chunkin…
C 68 54 78 33 N/A 36 92 96
8853
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
8854
danmartuszewski
hop Claim 1
Fast SSH connection manager with TUI dashboard and MCP server for discovering, …
C 68 54 76 36 N/A 78 90 65
8855
sachitrafa
Ebbinghaus-based persistent memory for Claude. Memories decay with time, streng…
C 68 54 78 53 N/A 30 80 92
8856
miames
Enables querying both Google Cloud SQL (PostgreSQL) and BigQuery public dataset…
C 68 55 78 53 22 81 97
8857
technohead
Enables comprehensive interaction with SmartThings devices, locations, scenes, …
C 68 55 80 42 42 81 90
8858
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
8859
misbahsy
Provides powerful video and audio editing capabilities through FFmpeg, enabling…
C 68 55 78 31 49 81 99
8860
azionlearn-cloud
A Model Context Protocol server template deployed on Azion Edge Computing Netwo…
C 68 55 63 70 27 81 93
8861
pickstar-2002
Mermaid Chart MCP Claim
Enables AI assistants to generate and render Mermaid diagrams (flowcharts, sequ…
C 68 55 72 57 45 81 81
8862
usensedata
Usense Data API now supports the MCP protocol, enabling easy enterprise data ac…
C 68 55 64 65 24 81 99
8863
benschiller
Enables programmatic access to premium crypto alpha reports from Twitter Spaces…
C 68 55 60 72 18 81 100
8864
Yonsn76
Spotify MCP Server Claim 1
Enables AI assistants to control Spotify playback, search for music, manage pla…
C 68 55 48 100 N/A 29 89 65
8865
namp10010
Notes MCP Server Claim
A local note-taking server that provides intelligent management of markdown fil…
C 68 54 84 28 N/A 38 90 91
8866
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
8867
Cyberweasel777
botindex-mcp-server Claim 3
DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, co…
C 68 55 60 100 N/A 34 81 53
8868
Tai-DT
Advanced Model Context Protocol server that integrates Gemini AI with Tailwind …
C 68 55 90 31 55 71 89
8869
Cryptoptimiste
Haloscan MCP Server Claim 2
An MCP server that integrates with the Haloscan SEO API to provide tools for ke…
C 68 55 81 68 30 80 69
8870
happyteam-dx1
MCP Sample Server Claim
A simple Model Context Protocol server providing basic utility tools including …
C 68 54 72 55 N/A 33 95 77
8871
Lillard01
Provides comprehensive Quarkdown document processing capabilities, enabling AI …
C 68 55 90 33 40 81 91
8872
cdepool
Enables management of ride-sharing operations including searching for available…
C 68 55 72 58 27 81 93
8873
DeamonDev888
WhatsApp MCP Server Claim 1
An MCP server that enables AI to control WhatsApp Web via Puppeteer Stealth for…
C 68 54 61 57 N/A 35 88 93
8874
Dev-91
A Model Context Protocol (MCP) based server that efficiently manages PDF files,…
C 68 55 60 67 37 81 90
8875
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
8876
junaidrahim
Provides real-time weather data and air quality information for geographic coor…
C 68 55 76 42 41 82 96
8877
samhavens
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
C 68 55 66 82 N/A 25 95 58
8878
HeTalksInMaths
ToGMAL MCP Server Claim
Provides real-time, privacy-preserving analysis of LLM interactions to detect p…
C 68 54 96 33 N/A 22 95 80
8879
JackXuyi
Get information about the current operating environment
C 68 54 72 47 N/A 47 80 93
8880
kongyo2
An MCP (Model Context Protocol) server for handling GitHub URLs with validation…
C 68 55 60 100 43 84 43
8881
avivshafir
atdata-email-verification-mcp-server
C 68 55 68 43 47 81 100
8882
kroq86
Provides an MCP-native operational interface for diagnostics, explainability, r…
C 68 54 72 31 59 90 88
8883
plrdev
Enables interaction with CubeCobra's API to access and manage Magic: The Gather…
C 68 55 66 70 29 80 87
8884
furenqiang-study
A Node.js-based MCP server that extracts numbers from text and generates statis…
C 68 55 72 60 30 81 86
8885
yuki9541134
Redash MCP Server Claim
Enables interaction with Redash through its API to execute SQL queries, retriev…
C 68 55 60 60 38 83 98
8886
Sugatraj
BrowserTools MCP Claim
A browser monitoring and interaction tool that enables AI applications to captu…
C 68 54 60 43 N/A 45 95 96
8887
anortham
A lightweight short-term memory MCP server that automatically stores and recall…
C 68 55 94 30 38 81 87
8888
carlosarmenta75
Enables CRUD operations and schema exploration on Microsoft Dataverse databases…
C 68 55 78 50 27 76 99
8889
iankan04
Enables Claude to control Spotify features including playback control, playlist…
C 68 55 60 68 24 81 99
8890
mario-andreschak
A Model Context Protocol server that wraps AutoIt functionality, enabling LLMs …
C 68 54 63 52 N/A 42 95 82
8891
Stackbilt-dev
Image generation, Cloudflare Worker scaffolding, C-level agent reasoning, and b…
C 68 55 96 10 56 82 94
8892
giovannicocco
An MCP server that generates AI agent tools from Postman collections and reques…
C 68 55 69 57 40 81 86
8893
thirdstrandstudio
XPath Server Claim 1
Execute XPath queries on XML and HTML content effortlessly. Fetch and query dat…
C 68 55 71 50 N/A 44 81 92
8894
theYahia
robokassa-mcp Claim 2
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
C 68 44 57 N/A N/A 58 95 59
8895
SergiFuster
A comprehensive MCP server with 30+ custom tools organized into categories: dat…
C 68 54 72 58 N/A 18 87 93
8896
XGINKKK
Outlet das Cores CRM Claim 1
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
C 68 55 72 60 32 74 94
8897
burgessadrien
Memory MCP Claim 1
Provides persistent AI agent memory using a local vector database for long-term…
C 68 44 48 N/A N/A 27 95 99
8898
LinkupPlatform
mcp-search-linkup Claim
Give Claude access to real-time knowledge and premium content. Get rid of Claud…
C 68 55 80 22 68 81 91
8899
hyojun6
Searches for official documentation using Naver Search API and filters results …
C 68 55 80 53 26 78 91
8900
seanivore
mcp-file-preview Claim 1
MCP server for HTML file preview and analysis - Has been weird with OS but good…
C 68 55 75 75 N/A 48 95 37
Showing 8851–8900 of 66484 servers
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