MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9051
isakskogstad
Kolada MCP Server Claim
Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municip…
C 68 66 88 76 0 71 82 93
9052
sam2332
Generates customizable placeholder images with configurable dimensions, colors,…
C 68 55 54 100 N/A 32 95 46
9053
kevinbin
A Model Context Protocol server that enables AI models to interact with MySQL d…
C 68 55 69 61 23 80 95
9054
markbustamante77
Playwright MCP Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 57 100 39 81 55
9055
memoryosscom
memoryOSS Claim
Persistent long-term memory for AI agents. Local proxy + MCP memory layer for C…
C 68 55 90 0 79 80 98
9056
a1athrop
YNAB MCP Server Claim
Enables users to manage budgets, accounts, categories, and transactions on You …
C 68 55 76 46 27 82 100
9057
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
9058
lordbasilaiassistant-sudo
base-token-sniper Claim 1
MCP server to discover and trade new token launches on Base chain.
C 68 54 72 70 N/A 32 69 90
9059
Lillard01
Provides comprehensive Quarkdown document processing capabilities, enabling AI …
C 68 55 90 33 40 81 91
9060
Xiyueyy
ssh-mcp-server Claim 1
An MCP server that enables remote SSH command execution and bidirectional file …
C 68 55 51 68 45 76 100
9061
sanatava
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
C 68 55 100 33 22 77 93
9062
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
9063
agenthotspot
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
C 68 55 64 43 54 82 98
9064
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
9065
LunarPerovskite
docalyze Claim 1
Read and analyze local documents (PDF, Excel, CSV, Word, PowerPoint, images). N…
C 68 54 72 38 N/A 48 90 88
9066
ceciliomichael
Collects user feedback with text and image support through an Electron app, all…
C 68 54 66 57 N/A 27 95 88
9067
ggiraudon
Email MCP Server Claim
Enables interaction with email servers through IMAP protocol for managing email…
C 68 55 80 52 21 81 92
9068
Olson3R
Confluence MCP Server Claim 2
A Model Context Protocol server that provides secure access to Atlassian Conflu…
C 68 55 75 57 23 80 95
9069
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
9070
jafforgehq
SEO Analytics MCP Claim 3
An MCP server that integrates Google Search Console and Google Analytics 4 to p…
C 68 55 45 82 N/A 29 92 85
9071
yshumei2025
ID Factory MCP Server Claim 1
Provides unified ID handle resolution and querying functionality through the ID…
C 68 55 80 63 24 81 77
9072
PashaBoiko
Enables comprehensive WCAG 2.0/2.1 accessibility testing of web applications us…
C 68 55 78 82 N/A 29 92 44
9073
diaz3618
memory-bank-mcp Claim 1
An MCP server that gives AI assistants persistent memory across sessions. It st…
C 68 54 57 30 N/A 82 92 89
9074
miames
Enables querying both Google Cloud SQL (PostgreSQL) and BigQuery public dataset…
C 68 55 78 53 22 81 97
9075
GeoLibra
Enables processing, validation, optimization, and analysis of 3D models with gl…
C 68 55 92 65 N/A 31 95 38
9076
jsonallen
A collection of Laravel helper tools for integration with Cursor IDE, providing…
C 68 54 72 36 N/A 43 87 98
9077
hoangdn3
Provides access to OpenRouter.ai's diverse model ecosystem for text chat and im…
C 68 55 60 70 33 81 92
9078
yarnabrina
MCP server that can perform basic arithmetic operations and parse/evaluate arit…
C 68 54 86 63 N/A 61 90 28
9079
JackXuyi
Get information about the current operating environment
C 68 54 72 47 N/A 47 80 93
9080
xraywu
Leverages large language models to analyze users' WeGene genetic testing report…
C 68 55 94 41 20 76 93
9081
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
9082
egyleader
Dart MCP Server Claim 1
Bridge the gap between AI coding assistants and Dart/Flutter development workfl…
C 68 55 66 82 N/A 53 95 33
9083
ishuru
Open MCP Server Claim
A modular productivity automation server providing reusable prompt templates, c…
C 68 55 96 82 30 81 30
9084
SergiFuster
A comprehensive MCP server with 30+ custom tools organized into categories: dat…
C 68 54 72 58 N/A 18 87 93
9085
mcp-auth
python Claim
🔐 Plug-and-play auth for Python MCP servers.
C 68 64 80 72 0 68 95 98
9086
abhinavmathur-atlan
Enables comprehensive travel planning by integrating Google Travel Services and…
C 68 55 84 43 38 81 85
9087
jaksm
Enables AI-powered semantic search through Expo SDK documentation across multip…
C 68 66 100 77 0 52 82 96
9088
N-Erickson
AetherLink SDR MCP Claim
Enables control of Software Defined Radios and decoding of radio protocols thro…
C 68 55 84 74 N/A 34 95 36
9089
strzhao
Enables downloading videos from platforms like YouTube and converting them to t…
C 68 54 60 61 N/A 32 87 96
9090
jasnonaz
A Model Context Protocol for creating detailed fictional worlds with Claude, fe…
C 68 55 78 91 30 80 42
9091
0xikarus
Enables management of Linear kanban boards, projects, and issues directly throu…
C 68 55 72 57 25 80 98
9092
chihebnabil
Provides comprehensive design principles and best practices to help LLMs genera…
C 68 55 72 45 38 82 100
9093
ancoleman
Enables context-aware semantic search across codebases using Qdrant vector data…
C 68 55 78 33 46 82 99
9094 C 68 54 84 43 N/A 19 90 89
9095
enessari
metabase-ai-assistant Claim 4
MCP Server for Metabase - 111 tools for SQL generation, dashboards & PostgreSQL
C 68 55 75 82 N/A 81 58 45
9096
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
9097
Tae4an
Analyzes security compliance documents (ISMS-P, NIST, CIS Benchmark) in PDF/TXT…
C 68 54 72 52 N/A 25 95 83
9098
misbahsy
Provides powerful video and audio editing capabilities through FFmpeg, enabling…
C 68 55 78 31 49 81 99
9099
rftsngl
Track SpaceX’s latest and upcoming launches. Fetch company information to add c…
C 68 54 72 33 N/A 40 95 95
9100
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
Showing 9051–9100 of 48148 servers
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