MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 1 hour, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 14901 |
A ModelContextProtocol server providing high-quality translation services with …
|
F 30 5⁄5 | ||||||||
| 14902 |
Enables interaction with Slack channels including checking Xcode Cloud build st…
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F 30 5⁄5 | ||||||||
| 14903 |
Enables AI assistants to search YouTube Music, manage playlists, and create sma…
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F 30 5⁄5 | ||||||||
| 14904 |
Enables AI models to perform MySQL database operations through a standardized i…
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F 30 5⁄5 | ||||||||
| 14905 |
An agent-based tool that provides web search and advanced research capabilities…
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F 30 5⁄5 | ||||||||
| 14906 |
Built from the ground-up for agents, Vessel Browser is an open source AI browse…
|
F 30 5⁄4 | ||||||||
| 14907 |
An MCP server that provides real-time weather alerts for US states using the Na…
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F 30 5⁄5 | ||||||||
| 14908 |
Enables management of Sprite VMs through interactive dashboards and terminal in…
|
F 30 6⁄6 | ||||||||
| 14909 |
A hybrid Python and Node.js MCP server that integrates Playwright browser autom…
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F 30 5⁄5 | ||||||||
| 14910 |
Enables interaction with the Pagila sample PostgreSQL database through natural …
|
F 30 5⁄5 | ||||||||
| 14911 |
A Model Context Protocol (MCP) server that provides a reflect tool, enabling LL…
|
F 30 5⁄5 | ||||||||
| 14912 |
|
F 30 5⁄4 | ||||||||
| 14913 |
Integrates Dify's external knowledge base API with the Model Context Protocol t…
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F 30 5⁄5 | ||||||||
| 14914 |
A lightweight and modular framework for building MCP-based file management syst…
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F 30 5⁄5 | ||||||||
| 14915 |
Comprehensive resources on Generative AI, including a detailed roadmap, project…
|
F 30 6⁄6 | ||||||||
| 14916 |
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
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F 30 6⁄6 | ||||||||
| 14917 |
Provides comprehensive access to the Europa Component Library (ECL) design syst…
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F 30 5⁄4 | ||||||||
| 14918 |
A remote MCP server providing a tool for searching and querying ATprotocol docu…
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F 30 5⁄5 | ||||||||
| 14919 |
Integrates Cursor AI with Vite Dev server, allowing AI agents to modify code an…
|
F 30 5⁄4 | ||||||||
| 14920 |
A server-based tool that enables the generation of mathematical animations from…
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F 30 5⁄5 | ||||||||
| 14921 |
Enables visual understanding and image description capabilities for iFlow CLI a…
|
F 30 5⁄5 | ||||||||
| 14922 |
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
|
F 30 5⁄4 | ||||||||
| 14923 |
Provides comprehensive React Native development assistance with expert-level au…
|
F 30 5⁄5 | ||||||||
| 14924 |
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
|
F 30 5⁄5 | ||||||||
| 14925 |
An MCP server that enables users to book, cancel, reschedule, and list appointm…
|
F 30 5⁄4 | ||||||||
| 14926 |
AI-native code intelligence graph that builds a persistent knowledge graph of y…
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F 30 6⁄4 | ||||||||
| 14927 |
TypeScript implementation of the Model Context Protocol that standardizes how L…
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F 30 5⁄4 | ||||||||
| 14928 |
Enables intelligent search and retrieval of Japanese legal statutes through the…
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F 30 5⁄5 | ||||||||
| 14929 |
Enables read and write interactions with 60+ blockchain networks through Claude…
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F 30 5⁄5 | ||||||||
| 14930 |
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
|
F 30 5⁄4 | ||||||||
| 14931 |
A demo MCP server implementation that provides a single stock search tool which…
|
F 30 5⁄4 | ||||||||
| 14932 |
An observational memory server that uses LLM agents to capture, compress, and r…
|
F 30 5⁄4 | ||||||||
| 14933 |
An MCP server for running code locally via Docker and supporting multiple progr…
|
F 30 5⁄4 | ||||||||
| 14934 |
Enables conversational interaction with Odoo to manage timesheets, expenses, co…
|
F 30 5⁄5 | ||||||||
| 14935 |
An MCP server that converts Markdown files containing Mermaid diagrams into PDF…
|
F 30 5⁄4 | ||||||||
| 14936 |
A code-first MCP server that provides a single tool to execute JavaScript or Ty…
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F 30 5⁄4 | ||||||||
| 14937 |
Enables the execution of AppleScript and JavaScript for Automation (JXA) on mac…
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F 30 5⁄4 | ||||||||
| 14938 |
Enables menu browsing, recommendation requests, and shopping cart management th…
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F 30 5⁄5 | ||||||||
| 14939 |
Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using…
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F 30 5⁄5 | ||||||||
| 14940 |
Provides reasoning content to MCP-enabled AI clients by interfacing with Deepse…
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F 30 5⁄5 | ||||||||
| 14941 |
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
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F 30 6⁄6 | ||||||||
| 14942 |
An AI-powered crypto trading MCP server providing technical analysis, market se…
|
F 30 6⁄6 | ||||||||
| 14943 |
Enables integration with Cortex Context services through the Model Context Prot…
|
F 30 5⁄5 | ||||||||
| 14944 |
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
|
F 30 5⁄4 | ||||||||
| 14945 |
An MCP server for AI agents to explore DeFi yield opportunities.
|
F 30 5⁄5 | ||||||||
| 14946 |
Exposes Google Gemini's Nano Banana image generation models to Claude, enabling…
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F 30 5⁄5 | ||||||||
| 14947 |
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, …
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F 30 5⁄5 | ||||||||
| 14948 |
An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genom…
|
F 30 5⁄5 | ||||||||
| 14949 |
An MCP server that enables users to fetch Python documentation using the Brave …
|
F 30 5⁄5 | ||||||||
| 14950 |
Enables semantic search and insight extraction across Granola meeting notes, ca…
|
F 30 5⁄4 | ||||||||