MCP Server Quality Scores
Independent quality analysis of 49876 public MCP servers
Last updated 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49751 |
Odoo MCP
Claim
Safety-first Model Context Protocol server for Odoo that enables AI assistants …
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| 49752 |
halans-mcp-server
Claim
Enables querying halans.com content via search, section retrieval, full content…
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| 49753 |
beautiful-pdf-mcp
Claim
MCP server that lets AI agents produce print-ready, typographically correct PDF…
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| 49754 |
ableton-mcp-server
Claim
MCP server that enables AI agents to read and edit Ableton Live sets, including…
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| 49755 |
mcp-filesystem-server
Claim
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| 49756 |
cPanel MCP Server
Claim
A complete MCP server enabling AI assistants to manage cPanel hosting through n…
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| 49757 |
An MCP server that runs in the browser, letting web pages register custom tools…
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| 49758 |
Joplin MCP Server
Claim
MCP server that provides standardized tools for querying and retrieving notes f…
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| 49759 |
Outcome predictions and judge profiles from 2,741 ML models trained on 30.3M co…
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| 49760 |
Code of Paper
Claim
Find GitHub implementations of arXiv research papers — paper lookup, ranked cod…
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| 49761 |
mcp-excel
Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
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| 49762 |
image_mcp
Claim
Enables text-only LLMs to analyze images by routing them to an OpenAI-compatibl…
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| 49763 |
mcp-openems
Claim
Enables AI-assisted design of antennas and electromagnetic structures using ope…
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| 49764 |
Word MCP Server
Claim
MCP server for real-time Microsoft Word document manipulation via COM automatio…
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| 49765 |
payments-gateway
Claim
A generic MCP + REST payments gateway enabling agents to charge and accept paym…
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| 49766 |
texting
Claim
Enables Claude to send and read iMessages on macOS, with human approval require…
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| 49767 |
web-search-mcp
Claim
Enables real-time web search via DeepSeek's search-enhanced dialogue, providing…
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| 49768 |
policy-mcp
Claim
Connects policy documents to Claude.ai via vector search, allowing natural lang…
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| 49769 |
iTerm MCP
Claim
Controls iTerm2 terminal sessions with multi-pane support, allowing parallel co…
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| 49770 |
hello-mcp-server
Claim
An interactive tutorial MCP server that teaches Model Context Protocol through …
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| 49771 |
MineCode MCP
Claim
MineCode is a local MCP server that provides AI assistants with real-time acces…
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| 49772 |
Atlassian MCP Server
Claim
Enterprise-grade MCP server providing 102 production-ready tools for Jira, Conf…
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| 49773 |
tavily-server
Claim
A Model Context Protocol server that implements a simple notes system with reso…
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| 49774 |
BlockbenchMCP
Claim
Enables AI assistants to build Minecraft models, textures, and animations direc…
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| 49775 |
Atlassian Trello MCP
Claim
MCP server for Trello that enables comprehensive management of boards, cards, l…
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| 49776 |
fundos-mcp
Claim
AI-native MCP server for fund managers — deal pipeline, LP management, covenant…
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| 49777 |
whisper-mcp
Claim
MCP server that provides a transcribe_audio tool to convert voice messages from…
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| 49778 |
container-mcp
Claim
MCP server for Apple container to manage, build, inspect, and diagnose Linux co…
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| 49779 |
personal
Claim
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| 49780 |
Redacted Context MCP
Claim
Provides redacted access to a private local knowledgebase for coding agents, al…
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| 49781 |
mcp-demo
Claim
A minimal MCP server example demonstrating Tools, Resources, and Prompts. It en…
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| 49782 |
An MCP server for AI economy infrastructure with built-in EU AI Act compliance,…
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| 49783 |
permission-guard
Claim
Permission Guard — validates an agent's requested action against its defined sc…
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| 49784 |
chelaile-mcp
Claim
A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data …
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| 49785 |
ncbi-mcp
Claim
A server providing access to NCBI E-utilities API for searching and retrieving …
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| 49786 |
mcp-server
Claim
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| 49787 |
globick-mcp
Claim
A local MCP server that connects the Globick activities API to Claude Desktop, …
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| 49788 |
remote-mcp
Claim
A local MCP server that proxies file and shell tools (Read, Write, Edit, Bash, …
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| 49789 |
pbs-mcp
Claim
MCP server for Proxmox Backup Server. Exposes datastore status, snapshot invent…
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| 49790 |
claude
Claim
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| 49791 |
alethia-mcp
Claim
MCP bridge that lets any MCP client drive the Alethia runtime for agent-native …
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| 49792 |
mcp-sbt-shell
Claim
Enables executing sbt commands in a persistent shell session for Scala projects…
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| 49793 |
agribrain
Claim
Enables AI assistants to access free, open agronomic data for field briefings, …
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| 49794 |
instinct
Claim
Self-learning memory for AI coding agents. Observes tool sequences, user prefer…
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| 49795 |
docctx
Claim
Local-first context retrieval engine that serves precise documentation chunks t…
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| 49796 |
cogstack-mcp-wrapper
Claim
Enables querying and analyzing medical cohorts from CogStack via the Model Cont…
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| 49797 |
netcoredbg-mcp
Claim
Enables AI coding agents to debug .NET applications with breakpoints, stepping,…
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| 49798 |
IBKR MCP Server
Claim
Enables algorithmic trading with Interactive Brokers, including market data, or…
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| 49799 |
mcp-tester
Claim
Instrumented MCP server for testing client conformance to list_changed notifica…
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| 49800 |
mcp-incident-responder
Claim
An AI-native incident response server that exposes diagnostic tools (system sta…
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