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
8801
dervish666
TMDB MCP Server Claim
Provides integration with The Movie Database (TMDB) API for searching movies, T…
C 68 55 84 38 27 81 100
8802
wiltshirek
MCP IDE Bridge Claim
A stateless MCP server that enables real-time, bidirectional messaging and coll…
C 68 55 78 43 50 81 87
8803
sdi2200262
eClass MCP Server Claim 1
An MCP server that enables AI agents to authenticate with and interact with Ope…
C 68 55 75 63 37 76 79
8804
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
8805
balinux
Provides weather information through the Model Context Protocol, fetching real-…
C 68 55 72 61 30 76 92
8806
cg3-llc
prior Claim
Shared knowledge base for AI agents. Search and contribute solutions to technic…
C 68 55 88 10 68 81 96
8807
wabox32
schema-engram-mcp Claim 1
An MCP server that provides persistent memory for database schemas by storing t…
C 68 44 49 N/A N/A 27 95 94
8808
johannesPettersson80
CODESYS MCP Toolkit Claim 2
A Model Context Protocol server that enables seamless interaction between MCP c…
C 68 54 63 31 N/A 69 90 93
8809
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
8810
samhavens
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
C 68 55 66 82 N/A 25 95 58
8811
waldur
Waldur MCP Server Claim
The Waldur MCP Server facilitates interaction with Waldur instances via MCP, al…
C 68 55 72 35 55 81 96
8812
mattlemmone
Expo MCP Server Claim 1
A Model Context Protocol server that provides development and debugging tools f…
C 68 54 59 57 N/A 23 95 100
8813
josemiteba
Enables vulnerability analysis by querying CVE data through the CIRCL API and p…
C 68 55 72 62 21 81 94
8814
ydb-platform
ydb-mcp Claim 1
MCP server for interacting with [YDB](https://ydb.tech) databases
C 68 55 63 37 67 83 96
8815
w-jeon
mcp-brave-search Claim 1
brave search
C 68 55 78 61 22 81 87
8816
singularitybridge
Bridges Cline to an AI agent system through the Model Context Protocol, enablin…
C 68 55 60 68 50 81 79
8817
idsts2670
Alpaca MCP Server Claim
Enables natural language trading operations through AI assistants using Alpaca'…
C 68 55 72 42 50 78 99
8818
GoCoder7
Enables interaction with Oracle Cloud Infrastructure services through a unified…
C 68 55 84 62 20 81 78
8819
rafsilva85
Save 30-75% on Manus AI credits through intelligent model routing, smart testin…
C 68 54 72 20 N/A 65 92 96
8820
florenciakabas
xai-toolkit Claim
Provides deterministic, plain-English narratives explaining machine learning mo…
C 68 54 60 58 N/A 32 95 91
8821
rookiejefren
AutoDev MCP Claim
A dual-track testing server that combines CLI test execution with Playwright-ba…
C 68 54 66 58 N/A 34 87 89
8822
jguimera
A Python-based MCP server that enables integration with Microsoft Security Copi…
C 68 55 72 57 40 78 87
8823
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
8824
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
8825
Jaz-spec
Analyzes local Git repositories to provide detailed insights into commit statis…
C 68 54 78 45 N/A 19 95 93
8826
ctoouli
MCP Stock Market Claim
A Model Context Protocol tool that retrieves daily stock market data for any st…
C 68 55 66 100 38 81 43
8827
mymcp-fun
Provides professional Chinese astrology calculations including Four Pillars, Fi…
C 68 55 60 63 60 83 76
8828
misbahsy
Provides powerful video and audio editing capabilities through FFmpeg, enabling…
C 68 55 78 31 49 81 99
8829
technohead
Enables comprehensive interaction with SmartThings devices, locations, scenes, …
C 68 55 80 42 42 81 90
8830
azionlearn-cloud
A Model Context Protocol server template deployed on Azion Edge Computing Netwo…
C 68 55 63 70 27 81 93
8831
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
8832
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
8833
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
8834
sachitrafa
Ebbinghaus-based persistent memory for Claude. Memories decay with time, streng…
C 68 54 78 53 N/A 30 80 92
8835
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
8836
JackXuyi
Get information about the current operating environment
C 68 54 72 47 N/A 47 80 93
8837
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
8838
Tai-DT
Advanced Model Context Protocol server that integrates Gemini AI with Tailwind …
C 68 55 90 31 55 71 89
8839
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
8840
cdepool
Enables management of ride-sharing operations including searching for available…
C 68 55 72 58 27 81 93
8841
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
8842
hthuong09
PostgreSQL MCP Server Claim 2
A Model Context Protocol server that enables interaction with PostgreSQL databa…
C 68 55 65 52 60 76 90
8843
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
8844
libra850
Enables interaction with Obsidian vaults through MCP, supporting note creation …
C 68 55 72 100 N/A 45 95 14
8845
Dev-91
A Model Context Protocol (MCP) based server that efficiently manages PDF files,…
C 68 55 60 67 37 81 90
8846
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
8847
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
8848
surendranb
Connects Google Analytics 4 data to Claude, Cursor and other MCP clients, enabl…
C 68 54 61 50 49 83 95
8849
junaidrahim
Provides real-time weather data and air quality information for geographic coor…
C 68 55 76 42 41 82 96
8850
MR901
mcp-plots Claim 1
MCP server for data visualization with Mermaid charts.
C 68 54 69 38 N/A 55 95 84
Showing 8801–8850 of 66484 servers
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