MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9151
MastaP
Provides LLM access to Unicity gaming platform games through a payment-gated da…
C 68 55 60 70 27 78 99
9152
openreview
Exposes the structure and documentation of the openreview-py library, enabling …
C 68 55 86 36 29 81 97
9153
matty-v
Exposes Google Sheets as queryable database tables with operations to list shee…
C 68 55 54 68 32 81 100
9154
Raido-Star
A foundational template for building MCP servers in Python using Streamable HTT…
C 68 54 74 56 N/A 30 95 75
9155
andr3medeiros
Enables comprehensive PDF operations including text/image manipulation, annotat…
C 68 55 66 82 N/A 47 95 38
9156
mexyusef
ZMCP Claim
A high-performance desktop application that implements the Model Context Protoc…
C 68 55 86 72 40 81 48
9157
tingyiy
An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confl…
C 68 55 70 33 60 81 97
9158
6551Team
OpenNews MCP Claim
A cryptocurrency news aggregation server providing AI-powered sentiment ratings…
C 67 55 60 46 57 78 96
9159
jinhee3653-debug
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 67 54 66 73 N/A 34 90 62
9160
f
A comprehensive framework for building remote MCP servers on Cloudflare Workers…
C 67 55 72 46 37 81 96
9161
jimimatt
DWD MCP Server Claim
Provides access to German Weather Service (DWD) data via the Bright Sky API, in…
C 67 55 74 38 48 81 92
9162
seohyunjun
OpenSearch MCP Server Claim 2
A Model Context Protocol server implementation that enables natural language in…
C 67 55 73 37 46 78 100
9163
NocteDefensor
LudusMCP Server Claim 2
A Model Context Protocol server that enables natural language control of Ludus …
C 67 55 69 43 56 78 91
9164
AVIMBU
Slack MCP Server Claim 1
A connector enabling Claude Desktop or any MCP client to interact with Slack wo…
C 67 55 84 75 31 82 47
9165
Sarthak-ignite
Steady MCP Claim
Enables submitting team check-ins to Steady (app.steady.space) by automating th…
C 67 54 84 72 N/A 29 95 39
9166
gemini-dk
A server providing a unified interface to interact with Firebase services, incl…
C 67 55 78 50 19 80 97
9167
brandon-butterwick
Provides Material Requirements Planning (MRP) tools for calculating delivery sc…
C 67 55 84 82 N/A 20 92 35
9168
amandhunna
A service that processes natural language requests to perform mathematical calc…
C 67 55 86 38 23 78 98
9169
meinzeug
MCP AI Bug Helper Claim
Provides emergency coding assistance by querying three AI coding models simulta…
C 67 55 60 71 31 81 82
9170
rsprudencio
A Model Context Protocol server that enables Large Language Models to interact …
C 67 54 51 53 N/A 34 95 99
9171
Govind-git-123
A Model Context Protocol (MCP) server that provides joke-fetching capabilities,…
C 67 55 48 55 52 82 100
9172
VibeCoding4-JC
PDP MCP Server Claim 2
An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 o…
C 67 55 45 82 24 82 94
9173
Luzgan
time-complexity-mcp Claim 1
An MCP server for static Big-O time complexity analysis using tree-sitter AST p…
C 67 55 51 58 54 76 98
9174
cubedevinc
Cube MCP Server Claim 1
Enables users to interact with Cube's AI agent for real-time analytics and data…
C 67 55 72 83 33 82 50
9175
sdancy10
Slack MCP Server Claim 1
This MCP server provides integration with the Slack API via HTTP transport, all…
C 67 55 86 38 24 80 95
9176
alexandrekumagae
A Model Context Protocol server that provides AI-driven tools to categorize, ta…
C 67 55 75 53 20 81 95
9177
dasscoax
Enables AI models to interact with Freshrelease project management platform thr…
C 67 55 74 46 47 81 83
9178
Errorrrrr
Apifox MCP Server Claim
Enables users to import OpenAPI 3 and Swagger 2 formatted JSON data directly in…
C 67 55 78 71 16 81 70
9179
SmartManoj
Telegram Bot MCP Claim
Enables AI assistants to send messages and interact with Telegram chats through…
C 67 55 54 71 26 81 98
9180
zalab-inc
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 67 55 60 61 42 81 87
9181
genm
An MCP server that enables posting messages to Discord webhooks, allowing custo…
C 67 55 71 58 51 81 72
9182
wsargent
icalPal MCP Server Claim
Enables AI assistants to interact with macOS Calendar and Reminders application…
C 67 44 54 N/A N/A 21 95 88
9183
Kylejeong2
Twitter MCP Server Claim
Enables Twitter automation including posting tweets, replying to tweets, and se…
C 67 55 54 68 26 81 98
9184
Akshay-Quorum2145
Enables interaction with Azure DevOps work items through AI assistants like VS …
C 67 55 78 91 21 81 43
9185
kerlos
A template for building Model Context Protocol servers using Elysia and Bun run…
C 67 55 66 55 39 83 85
9186
guangxiangdebizi
Quant2Ptrader-MCP Claim 1
Automatically converts JoinQuant quantitative trading strategies to Ptrade plat…
C 67 55 86 42 31 82 85
9187
hyperb1iss
django-mcp Claim
Bridges Django applications with AI assistants by implementing the Model Contex…
C 67 54 82 27 49 95 75
9188
shunkus
Enables management of TickTick tasks and projects through the Model Context Pro…
C 67 55 54 68 24 82 99
9189
martoc
Provides full-text search and retrieval tools for Apache Spark documentation us…
C 67 55 72 27 66 82 93
9190
tetsuo-ai
grok-api-mcp Claim 2
An MCP server that provides comprehensive xAI/Grok API documentation, allowing …
C 67 55 53 67 32 82 99
9191
SUSHRUTH3002
Enables multi-agent trip planning with coordinated specialized agents for team …
C 67 54 84 33 N/A 22 95 89
9192
praneybehl
An MCP server that provides code review functionality using OpenAI, Google, and…
C 67 55 57 58 49 81 91
9193
Hormold
MCP Command Proxy Claim 1
A proxy server that enables AI assistants to run and interact with command-line…
C 67 55 54 57 56 80 92
9194
asusevski
Model Context Protocol server that enables LLMs and AI assistants to retrieve r…
C 67 55 60 48 42 83 99
9195
fluxinc
DICOM MCP Server Claim 1
A connectivity testing server that enables DICOM network operations (like C-ECH…
C 67 54 78 30 N/A 35 95 91
9196
sassoftware
SAS MCP Server Claim
Enables execution of SAS code on SAS Viya compute environments with OAuth2 auth…
C 67 55 72 41 49 81 91
9197
ucalyptus
Prem AI MCP Server Claim 1
Integrate seamlessly with Prem AI's powerful features for chat completions and …
C 67 55 57 72 N/A 30 80 90
9198
ryan-haver
Fusebase MCP Server Claim 1
Enables AI assistants to manage Fusebase workspaces by providing 46 tools for h…
C 67 54 88 27 N/A 32 87 94
9199
ZZZHDW
Kusto MCP Server Claim 2
An MCP server that provides access to Azure Data Explorer (ADX) clusters, allow…
C 67 55 69 53 35 81 92
9200
neal3000
MCP Media Server Claim
Enables browsing and playing media files from a local Movies directory through …
C 67 54 78 36 N/A 25 95 92
Showing 9151–9200 of 48148 servers
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