MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16151
lpenguin
Enables image generation using OpenAI's DALL-E and GPT-Image models directly th…
F 25 55 92 60 43 80 95
16152
tradercjz
dolphindb-mcp-server Claim 2
TDolphinDB database integration with schema inspection and query capabilities
F 25 55 56 30 27 74 88
16153
obaratch
local-context-mcp Claim 1 2
A local Model Context Protocol server designed to share contextual information …
F 25 55 74 0 41 81 86
16154
neondatabase
mcp-server-neon Claim 1 2
MCP server for interacting with Neon Management API and databases.
F 25 66 73 10 0 52 80 100
16155
bishnubista
A deliberately insecure note management server designed to test security scanne…
F 25 54 90 42 N/A 29 75 96
16156
mattzcarey
Cloudflare MCP Claim 2
Enables interaction with the complete Cloudflare API using a codemode pattern t…
F 25 55 86 0 59 76 82
16157
JanDeDobbeleer
Validate oh-my-posh configurations and segment snippets against the official sc…
F 25 66 80 72 0 76 80 100
16158
21st-dev
Magic-MCP Claim 2
Create crafted UI components inspired by the best 21st.dev design engineers.
F 25 54 72 61 N/A 43 88 86
16159
kaneyxx
Weekly Report Checker Claim 1 3
An MCP server that monitors and provides analytics on weekly report submissions…
F 25 55 51 82 19 76 50
16160
alexcong
Gemini DeepSearch MCP Claim 2
An automated research agent that leverages Google Gemini models and Google Sear…
F 25 55 60 52 40 78 92
16161
Legorobotdude
yt-analysis-mcp Claim 1
Enables analysis of YouTube videos using the Gemini API to generate summaries a…
F 25 55 90 65 34 80 97
16162
motherduckdb
mcp-server-motherduck Claim 1 3
SQL analytics and data engineering for AI Assistants and IDEs
F 25 55 74 36 N/A 78 52 94
16163
hetpatel-11
Connects Claude Desktop to Tableau Server for natural language interactions wit…
F 25 55 72 60 37 78 100
16164
martijnpieters
eduframe-mcp Claim 1 2
An MCP server that exposes Eduframe resources as tools, allowing users to manag…
F 25 55 51 72 81 82 94
16165
trilogy-group
Enables AI applications to integrate with YouTube-Summarizer's APIs through the…
F 25 54 66 25 N/A 23 90 98
16166
timowhite88
Farnsworth Claim 1
Farnsworth gives Claude persistent memory and autonomous agent capabilities. It…
F 25 55 84 63 N/A 68 78 91
16167
elyxlz
Microsoft MCP Claim 1
A powerful MCP server that enables AI assistants to interact with Microsoft Gra…
F 25 55 72 41 31 80 85
16168
crawde
chartforge Claim 1 2
MCP server for ChartForge — generate stunning charts and diagrams from natural …
F 25 55 61 0 N/A 37 69 98
16169
alexdiazdecerio
Fastmail MCP Server Claim 1 2
Enables AI models to interact with Fastmail accounts via the JMAP API through t…
F 25 55 88 71 44 80 99
16170
mkbhardwas12
mcp-bridgekit Claim 2 3
Embeddable MCP stdio → HTTP bridge with background jobs & live dashboard. Survi…
F 25 54 66 68 N/A 78 90 58
16171
cromwellian
A LangChain-based server that supports dynamic loading of OpenAPI specification…
F 25 55 96 41 37 71 98
16172
mashriram
Azure MCP Server Claim 1 2
This server implements the Model Context Protocol for seamless interaction with…
F 25 54 84 65 N/A 40 89 99
16173
VibeFix-Technologies
vibefix Claim 1 2
Bug bounty platform for vibe coders. Post bugs from AI-generated code, browse b…
F 25 55 90 0 31 80 99
16174
zhangzhongnan928
A secure system enabling AI assistants to interact with blockchain data and pre…
F 25 55 66 71 39 80 97
16175
romainsantoli-web
Memory OS AI Claim 1 2
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
F 25 54 84 71 N/A 72 90 93
16176
kvncampos
nautobot_mcp Claim 2
A Model Context Protocol (MCP) server for interacting with Nautobot APIs using …
F 25 64 94 67 0 77 87 95
16177
xiaobenyang-com
Hot-News Claim 2
One-stop aggregation service of hot trends across the entire network based on t…
F 25 55 72 67 N/A 50 74 12
16178
imgaray
Strands Agent MCP Claim 2 3
A Model Context Protocol (MCP) server that enables integration of Strands agent…
F 25 55 68 100 58 76 68
16179
Avik-creator
Google Calendar MCP Claim 1
Enables programmatic management of Google Calendar events through natural langu…
F 25 55 54 27 22 76 95
16180
raihan0824
MCP Fooocus API Claim 2 4
Provides text-to-image generation capabilities through the Fooocus Stable Diffu…
F 25 55 78 68 49 76 89
16181
manushi4
ScreenHand Claim 1
An open-source MCP server for macOS and Windows that provides native desktop co…
F 25 54 72 65 N/A 60 87 90
16182
bubilife1202
crossfin Claim 1 2
Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micro…
F 25 66 100 86 87 70 61 99
16183
Sahilverse-web
EduChain MCP Server Claim 1
Integrates the EduChain library with Claude Desktop to generate educational con…
F 25 54 42 30 N/A 16 87 97
16184
xhh-im
TrendRadar Claim 1
A real-time hotspot monitoring and news aggregation assistant that provides AI-…
F 25 55 66 31 42 76 91
16185
ztxtxwd
A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication…
F 25 55 60 68 60 80 78
16186
zenmindyj
WeChat Article Parser Claim 2
Parses WeChat public account articles to extract metadata, content, and generat…
F 25 55 54 41 19 76 74
16187
alnosarus
Maple Claim 1
A unified MCP server providing observability, safety control, and behavior evol…
F 25 55 78 71 37 78 76
16188
olalonde
mcp-human Claim 2 3
When your LLM needs human assistance (through AWS Mechanical Turk)
F 25 55 74 61 39 80 82
16189
piplabs
Story SDK MCP Server Claim 1
Provides tools for managing IP assets and licenses, interacting with the Story …
F 25 55 90 41 49 77 93
16190
DonsWayo
tauri-mcp Claim 1
A Tauri plugin that enables AI agents to interact with Tauri applications throu…
F 25 54 66 53 N/A 30 82 93
16191
jxnl
Enables AI assistants to create and manage Cursor Cloud Agents that autonomousl…
F 25 55 84 72 49 78 96
16192
xiaobenyang-com
12306-MCP Claim 2
12306 ticket purchase search server based on Model Context Protocol (MCP). It p…
F 25 66 72 65 0 50 74 12
16193
s2005
Windows CLI MCP Server Claim 1 2
Enables secure command-line interactions on Windows systems with support for Po…
F 25 54 96 61 N/A 76 90 97
16194
zhangning77-tech
Xray MCP Server Claim 1
Enables vulnerability scanning of web applications using the xray security scan…
F 25 55 72 20 16 69 90
16195
iceener
A dual-runtime template for building Model Context Protocol servers compatible …
F 25 55 96 46 35 80 97
16196
MaxDatita
MCP WooCommerce Claim 1 2
An MCP server and Telegram bot that enables natural language management of WooC…
F 25 54 69 71 N/A 32 89 96
16197
scorecard-ai
mcp Claim 1
MCP server providing access to the Scorecard API to evaluate and optimize LLM s…
F 25 66 96 65 0 85 68 93
16198
amarisaster
Enables remote control of Lovense toys through Claude using natural language co…
F 25 66 56 72 0 36 80 100
16199
humanjesse
Unicode text styling and ASCII art generation with 23 styles and 322+ figlet fo…
F 25 66 84 75 0 48 82 99
16200
WilliamSuiself
A server for hosting Model Context Protocol (MCP) tools on Cloudflare Workers w…
F 25 55 42 70 32 80 85
Showing 16151–16200 of 66502 servers
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