MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8651
rulego
A lightweight dependency-free workflow automation platform. Supports iPaaS, str…
C 68 54 78 37 N/A 36 90 90
8652
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
8653
oculairmedia
Tandoor MCP Server Claim
Enables interaction with the Tandoor Recipe Manager via the Model Context Proto…
C 68 55 70 65 35 76 86
8654
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
8655
RandyNorthrup
Enables comprehensive Windows desktop automation including screen capture, OCR …
C 68 54 90 61 N/A 67 95 15
8656
sushma9903
Provides real-world tools for weather data, stock market information, and inter…
C 68 55 72 52 24 81 100
8657
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
8658
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
8659
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8660
dryeab
mcp-telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 N/A 54 80 89
8661
GoCoder7
Enables interaction with Oracle Cloud Infrastructure services through a unified…
C 68 55 84 62 20 81 78
8662
jguimera
A Python-based MCP server that enables integration with Microsoft Security Copi…
C 68 55 72 57 40 78 87
8663
runeape-sats
unreal-mcp Claim
Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control AP…
C 68 54 84 28 N/A 36 95 92
8664
abhinavmathur-atlan
Enables comprehensive travel planning by integrating Google Travel Services and…
C 68 55 84 43 38 81 85
8665
ai-1st
DeepView MCP Claim 1
A Model Context Protocol server that enables IDEs like Cursor and Windsurf to a…
C 68 55 73 41 51 80 91
8666
Jaz-spec
Analyzes local Git repositories to provide detailed insights into commit statis…
C 68 54 78 45 N/A 19 95 93
8667
mymcp-fun
Provides professional Chinese astrology calculations including Four Pillars, Fi…
C 68 55 60 63 60 83 76
8668
erikhoward
A Model Context Protocol server that enables standardized interaction with Azur…
C 68 55 77 43 47 81 88
8669
lharries
whatsapp-mcp Claim 1
An MCP server for searching your personal WhatsApp messages, contacts and sendi…
C 68 54 51 50 N/A 56 87 98
8670
ytssamuel
FHL Bible MCP Server Claim 1
Provides access to comprehensive Chinese and multilingual Bible study resources…
C 68 55 86 74 37 83 44
8671
Sai-Adarsh
An MCP server that provides easy setup and configuration for multiple AI develo…
C 68 54 59 65 N/A 27 87 97
8672
andr3medeiros
Enables comprehensive PDF operations including text/image manipulation, annotat…
C 68 55 66 82 N/A 47 95 38
8673
cerebralvalley
Enables discovery and submission of AI community events, hackathons, and meetup…
C 68 55 66 60 29 81 94
8674
ctermiii
Weather MCP Server Claim
Enables real-time weather queries for cities worldwide using Open-Meteo API. Pr…
C 68 55 80 95 44 81 23
8675
valk-ryx
imap-mcp Claim
C 68 55 66 82 N/A 51 95 35
8676
tiianhk
A coding agent for Max (Max/MSP/Jitter), which is a visual programming language…
C 68 54 72 31 N/A 48 90 97
8677
philschmid
Provides tools to search and retrieve Google Gemini API documentation with full…
C 68 54 66 33 N/A 59 92 92
8678
TripQi
Enables safe, concurrent file system operations with sandboxed directory access…
C 68 54 54 36 N/A 71 90 96
8679
neutrinotek
Enables orchestration of ComfyUI workflows through natural language by discover…
C 68 55 60 82 24 81 81
8680
Tar-ive
An MCP server that enables users to search for government grants based on keywo…
C 68 55 69 66 27 80 88
8681
marc-shade
Provides multi-provider image generation with automatic fallback across service…
C 68 55 96 28 30 80 93
8682
yuandeshoulian
Enables text-to-image generation through the ModelScope platform using the Qwen…
C 68 55 72 100 21 78 50
8683
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
8684
mcieunic
Hybris MCP Server Claim 1
Enables AI assistants to interact with SAP Commerce Cloud (Hybris) instances to…
C 68 55 78 57 27 69 97
8685
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
8686
openreview
Exposes the structure and documentation of the openreview-py library, enabling …
C 68 55 86 36 29 81 97
8687
pnini7814
Analyzes log files to identify root causes of project errors and generates deta…
C 68 54 60 56 N/A 27 90 100
8688
RuumaLilja
Aggregates technical articles from multiple sources (Qiita, Dev.to, NewsAPI, Ha…
C 68 55 72 67 24 81 83
8689
Ryan0204
github-repo-mcp Claim 1
GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore di…
C 68 55 66 66 51 80 72
8690
yincongcyincong
An MCP server for interacting with VictoriaMetrics database.
C 68 54 71 50 N/A 27 89 95
8691
piekstra
Enables AI assistants to interact with New Relic monitoring and observability d…
C 68 55 60 38 66 81 100
8692
MaheshDoiphode
An MCP server that provides access to project files and their contents, allowin…
C 68 54 63 55 N/A 36 87 93
8693
yetidevworks
An open-source alternative to BrowserMCP that enables AI assistants to interact…
C 68 54 78 17 N/A 51 95 100
8694
Sjotie
Notion MCP Server Claim 1
A Model Context Protocol server that connects Claude and other AI assistants to…
C 68 55 71 100 25 81 48
8695
MR901
mcp-plots Claim 1
MCP server for data visualization with Mermaid charts.
C 68 54 69 38 N/A 55 95 84
8696
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
8697
puran-water
Enables natural language control of anaerobic digestion modeling using the inte…
C 68 55 90 38 37 76 91
8698
taskhub-sh
Enables AI agents to interact with terminal-based TUI applications by capturing…
C 68 54 66 41 N/A 44 95 93
8699
mgraczyk
JSON Query MCP Claim 1
A Model Context Protocol server for querying large JSON files using JSONPath ex…
C 68 55 55 100 N/A 28 95 46
8700
lolbyte-code
Enables interaction with League of Legends game data through the Riot Games API…
C 68 55 72 100 23 81 45
Showing 8651–8700 of 66484 servers
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