MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8701
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
8702
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
8703
jlucaso1
Provides secure execution of arbitrary JavaScript code within a sandboxed Quick…
C 68 54 60 61 N/A 27 90 97
8704
florenciakabas
xai-toolkit Claim
Provides deterministic, plain-English narratives explaining machine learning mo…
C 68 54 60 58 N/A 32 95 91
8705
Nexlab-One
Provides LLMs with comprehensive knowledge about the V programming language, in…
C 68 54 80 36 N/A 24 95 94
8706
logos-42
Enables blockchain payment operations across multiple networks including Base, …
C 68 55 84 91 44 81 21
8707
bunasQ
Brainrot MCP Claim
Automatically plays Subway Surfers gameplay in the background during coding ses…
C 68 54 68 56 N/A 26 95 85
8708
kfnzero
Mantis MCP Server Claim 1
A Model Context Protocol (MCP) service that enables integration with Mantis Bug…
C 68 55 60 100 53 80 41
8709
yetidevworks
An open-source alternative to BrowserMCP that enables AI assistants to interact…
C 68 54 78 17 N/A 51 95 100
8710
ekmungi
smart-search Claim
A local-first MCP server that enables semantic search over PDF and DOCX documen…
C 68 54 82 33 N/A 27 94 95
8711
piekstra
Enables AI assistants to interact with New Relic monitoring and observability d…
C 68 55 60 38 66 81 100
8712
rulego
A lightweight dependency-free workflow automation platform. Supports iPaaS, str…
C 68 54 78 37 N/A 36 90 90
8713
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
8714
roycedamien
Universal Microsoft Graph API gateway providing access to 1000+ endpoints for m…
C 68 55 78 82 48 81 41
8715
jwaresolutions
Polygon MCP Server Claim 1
A Model Context Protocol server that enables users to interact with Polygon.io …
C 68 55 63 66 22 81 99
8716
spartanz51
imagegen-mcp Claim 1
MCP server that wraps OpenAI's image generation and editing APIs, enabling text…
C 68 54 57 66 N/A 28 95 88
8717
199-mcp
MCP Wait Timer Server Claim 1
Provides a simple 'wait' tool that introduces deliberate pauses into workflows …
C 68 55 78 70 46 83 51
8718
yincongcyincong
An MCP server for interacting with VictoriaMetrics database.
C 68 54 71 50 N/A 27 89 95
8719
nicholmikey
An MCP server that provides tools for interacting with Chrome through its DevTo…
C 68 55 57 62 43 81 97
8720
truss44
Provide real-time cryptocurrency price data and market analysis.
C 68 66 82 72 0 84 82 99
8721
gts360
Django MCP Server Claim 1
An implementation of the Model Context Protocol for Django that enables AI agen…
C 68 55 72 60 59 81 62
8722
JpAboytes
estudIA-MCP Claim
RAG-enabled MCP server that uses Google Gemini for embeddings and Supabase for …
C 68 55 70 66 22 81 89
8723
hoihosick
Enables forensic analysis of Windows notification databases (wpndatabase.db) fr…
C 68 54 72 53 N/A 21 90 91
8724
hopx-ai
HOPX MCP Server Claim
Enables AI assistants to execute Python, JavaScript, Bash, and Go code in blazi…
C 68 55 72 36 49 82 99
8725
catwhisperingninja
Uniswap Trader MCP Claim
Enables AI agents to automate token swaps on Uniswap DEX across multiple blockc…
C 68 55 60 58 47 81 94
8726
giri-jeedigunta
Enables comprehensive analysis of JavaScript/TypeScript project testing setups …
C 68 55 78 100 N/A 20 84 36
8727
RuumaLilja
Aggregates technical articles from multiple sources (Qiita, Dev.to, NewsAPI, Ha…
C 68 55 72 67 24 81 83
8728
samgwd
DiSH MCP Server Claim
Enables interaction with the DiSH room booking platform to search availability,…
C 68 54 76 43 N/A 29 92 90
8729
Nam088
mcp-database-server Claim 1
A modular MCP server that enables interaction with multiple database types incl…
C 68 55 78 100 24 74 42
8730
andrewstephenson-v1
Azure Assistant MCP Claim 2
Enables natural language exploration of Azure environments by generating and ex…
C 68 55 68 91 36 80 51
8731
mcp-auth
python Claim
🔐 Plug-and-play auth for Python MCP servers.
C 68 64 80 72 0 68 95 98
8732
deco-cx
A full-stack template for building Model Context Protocol servers that expose t…
C 68 54 84 50 N/A 21 95 73
8733
junaidrahim
Provides real-time weather data and air quality information for geographic coor…
C 68 55 76 42 41 82 96
8734
jguimera
A Python-based MCP server that enables integration with Microsoft Security Copi…
C 68 55 72 57 40 78 87
8735
revskill10
A comprehensive template for building MCP servers that expose UI component regi…
C 68 55 54 60 47 78 100
8736
QianYin-Zhou
trae-swagger-mcp Claim
Enables Trae IDE to parse and query Swagger/Knife4j API documentation by conver…
C 68 54 78 72 N/A 32 82 61
8737
dryeab
mcp-telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 N/A 54 80 89
8738
pnini7814
Analyzes log files to identify root causes of project errors and generates deta…
C 68 54 60 56 N/A 27 90 100
8739
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8740
mymcp-fun
Provides professional Chinese astrology calculations including Four Pillars, Fi…
C 68 55 60 63 60 83 76
8741
Luorivergoddess
MCP Geometry Server Claim 1
An MCP server that enables AI models to generate precise geometric images by pr…
C 68 55 69 100 N/A 20 95 35
8742
MR901
mcp-plots Claim 1
MCP server for data visualization with Mermaid charts.
C 68 54 69 38 N/A 55 95 84
8743
MastaP
Provides LLM access to Unicity gaming platform games through a payment-gated da…
C 68 55 60 70 27 78 99
8744
loli0123456789
MCP Web Chat Claim
A server that enables WebChat functionality through MCP (Model-Control-Protocol…
C 68 54 74 61 N/A 16 95 82
8745
Y1L1N10
XMind Generator MCP Claim 1
An MCP server that enables users to generate structured XMind mind maps with hi…
C 68 54 51 62 N/A 58 89 83
8746
FelipeCararo
Provides weather information for the United States through the Model Context Pr…
C 68 54 54 61 N/A 27 94 100
8747
mixelpixx
Edit-MCP Claim 1
A Model Context Protocol server that integrates with Microsoft's Edit tool, all…
C 68 55 81 41 37 81 95
8748
tracymacding
StarRocks MCP Server Claim 1
An implementation of the Model Context Protocol that provides AI clients with i…
C 68 55 84 100 29 81 26
8749
openreview
Exposes the structure and documentation of the openreview-py library, enabling …
C 68 55 86 36 29 81 97
8750
Antonytm
mcp-all Claim 1
A Model Context Protocol server to run other MCP servers
C 68 54 39 67 N/A 45 95 94
Showing 8701–8750 of 66484 servers
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