MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 1 hour, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38801 |
ipynb-mcp
Claim
An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab se…
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| 38802 |
linux-admin-mcp-server
Claim
Linux system administration via AI agents — MCP server for managing services, p…
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| 38803 |
tr-eli-mcp
Claim
An MCP server for accessing Turkish legislation (laws, regulations, decrees) vi…
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| 38804 |
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
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| 38805 |
wmcp
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| 38806 |
MCP SSH Server
Claim
Enables AI assistants to execute commands and transfer files on remote servers …
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| 38807 |
docx-mcp-server
Claim
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
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| 38808 |
mcp-victoriametrics
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| 38809 |
Provides tools for discovering, building, deploying, and troubleshooting AWS De…
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| 38810 |
PhantomHand
Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
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| 38811 |
PyKernel MCP
Claim
MCP server that provides a persistent IPython kernel for executing Python code …
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| 38812 |
md-converter-mcp
Claim
Converts files (PDF, DOCX, PPTX, XLSX, images via OCR) and URLs to Markdown, en…
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| 38813 |
eds-mcp-server
Claim
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
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| 38814 |
Enables AI models to retrieve user geolocation information through EdgeOne Page…
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| 38815 |
zh-education-mcp
Claim
MCP server for education statistics of the Canton and City of Zurich (BISTA), p…
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| 38816 |
Helps migrate projects from AI SDK 4.x to 5.0 by generating a migration checkli…
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| 38817 |
text-toolkit
Claim
Transform and format text quickly to keep content clean, consistent, and readab…
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| 38818 |
Substack Reader
Claim
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
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| 38819 |
Calendar.app
Claim
List, search, and manage calendar events via macOS Calendar.app across all conf…
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| 38820 |
ConsumerSim MCP Proxy
Claim
Exposes forecast lookup tools for consumer spending predictions across regions …
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| 38821 |
Google MCP Server
Claim
Enables appending text to Google Docs and creating Gmail drafts, with interacti…
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| 38822 |
Changeflow MCP Server
Claim
Monitor any website and get AI-enriched change intelligence via MCP. Manage sou…
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| 38823 |
An MCP server implementation that integrates with SiYuan Note system, enabling …
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| 38824 |
ui-mcp
Claim
Gives MCP clients access to a registry of elite UI patterns, components, and mo…
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| 38825 |
A Model Context Protocol server that enables AI agents to interact with Backlog…
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| 38826 |
novelai-mcp-server
Claim
Model Context Protocol (MCP) server for NovelAI image generation. Create high-q…
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| 38827 |
mcp-apps-demo-engine
Claim
An extensible MCP server and generative UI engine for hosting interactive B2B e…
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| 38828 |
@crontinel/mcp-server
Claim
Connects AI assistants to Crontinel, enabling natural language queries about cr…
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| 38829 |
Enables querying Node.js API documentation, including searching for modules and…
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| 38830 |
agent-trust
Claim
Tamper-evident action receipts, trust scoring & capability tokens for AI agents…
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| 38831 |
FreeModel MCP
Claim
Routes tasks to the optimal AI model based on task type and benchmark scores ac…
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| 38832 |
Ybe Check
Claim
Ybe Check – security and compliance orchestrator for AI-generated repositories.
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| 38833 |
Trello MCP Server
Claim
Provides tools for managing Trello boards, lists, and cards via natural languag…
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| 38834 |
Arra Oracle
Claim
MCP server for semantic search over Oracle philosophy using hybrid search (FTS5…
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| 38835 |
linux-app-deployer
Claim
A FastMCP server for managing and deploying applications on Linux systems. It p…
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| 38836 |
HiPay MCP Server
Claim
MCP server for integrating HiPay's Enterprise payment API, providing tools for …
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| 38837 |
Provides Bitcoin and Stacks wallet operations including sending, receiving, bal…
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| 38838 |
terminal-history-mcp
Claim
Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. L…
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| 38839 |
outlook_mcp
Claim
Connects Claude to Microsoft 365 Outlook and Google Gmail APIs for email search…
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| 38840 |
MCP Tools Hub
Claim
MCP server with a web interface for viewing and calling tools via REST API, ena…
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| 38841 |
o1-mcp
Claim
Provides access to live swap quotes and routing on the Base network via the o1.…
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| 38842 |
Altaviz
Claim
Enables monitoring and managing multi-platform media buying accounts via natura…
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| 38843 |
@codesift/mcp
Claim
MCP server for local-first lexical code search, providing tools for searching c…
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| 38844 |
Knowi-mcp
Claim
Knowi’s MCP server gives AI tools full access to the entire analytics workflow.…
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| 38845 |
scicompute-mcp
Claim
MCP server for scientific computing with multiple backends (Mathematica, Octave…
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| 38846 |
live-music
Claim
AI agents experience music as math — stream concerts, react, chat, upgrade tier…
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| 38847 |
Vynix
Claim
Give AI coding agents access to your Vynix visual feedback, bug reports, and AI…
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| 38848 |
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
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| 38849 |
MCP Weather Server
Claim
Enables AI agents like GitHub Copilot to retrieve real-time weather data for an…
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| 38850 |
Obsidian MCP Server
Claim
Exposes a folder of Markdown notes (Obsidian vault or plain .md files) to LLM c…
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