MCP Server Quality Scores
Independent quality analysis of 57597 public MCP servers
Last updated 2 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 9101 |
An MCP service for interacting with Transport NSW's API that enables users to f…
|
C 68 5⁄5 | ||||||||
| 9102 |
Access MercadoLibre's API to search products, retrieve reviews, and check selle…
|
C 68 5⁄5 | ||||||||
| 9103 |
Enables AI tools to analyze Java dependencies by scanning Maven projects, decom…
|
C 68 5⁄5 | ||||||||
| 9104 |
Enables natural language trading operations through AI assistants using Alpaca'…
|
C 68 5⁄5 | ||||||||
| 9105 |
MCP server for TaskRabbit - let AI agents book home services and taskers
|
C 68 5⁄4 | ||||||||
| 9106 |
Precise character-level string indexing for LLMs. Provides tools for finding, e…
|
C 68 5⁄5 | ||||||||
| 9107 |
A remote MCP server deployed on Cloudflare Workers with Google OAuth authentica…
|
C 68 5⁄5 | ||||||||
| 9108 |
Korean wholesale agriculture market data - auction prices, seasonal produce, ma…
|
C 68 6⁄6 | ||||||||
| 9109 |
MCP Web Scraper
Claim
A lightweight web scraping server that allows Claude Desktop users to extract v…
|
C 68 5⁄5 | ||||||||
| 9110 |
Provides code refactoring capabilities for TypeScript/JavaScript and Python thr…
|
C 68 5⁄5 | ||||||||
| 9111 |
An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, …
|
C 68 5⁄5 | ||||||||
| 9112 |
An MCP server for converting App Store Optimization (ASO) data from platforms l…
|
C 68 5⁄5 | ||||||||
| 9113 |
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
|
C 68 5⁄5 | ||||||||
| 9114 |
Provides comprehensive Korean Beauty information through real-time web search, …
|
C 68 5⁄5 | ||||||||
| 9115 |
Enables AI assistants to interact with Basecamp projects through natural langua…
|
C 68 5⁄5 | ||||||||
| 9116 |
A Model Context Protocol server that enables Claude Desktop to read from and wr…
|
C 68 5⁄5 | ||||||||
| 9117 |
Enables AI agents to manage RabbitMQ message brokers through admin APIs, suppor…
|
C 68 5⁄4 | ||||||||
| 9118 |
Enables AI assistants to safely perform actions on your computer including file…
|
C 68 5⁄4 | ||||||||
| 9119 |
Enables interaction with Jira through OAuth 2.0 to create and manage issues dir…
|
C 68 5⁄5 | ||||||||
| 9120 |
A decision structure analysis engine that transforms emotional dilemmas into st…
|
C 68 5⁄5 | ||||||||
| 9121 |
Implements a Model Context Protocol server for intelligent end-to-end requireme…
|
C 68 5⁄5 | ||||||||
| 9122 |
An MCP server that provides LinkedIn & Reddit data
|
C 68 5⁄4 | ||||||||
| 9123 |
A personal memory system that provides AI assistants with long-term memory capa…
|
C 68 5⁄5 | ||||||||
| 9124 |
A local knowledge base system based on ChromaDB that supports automatic chunkin…
|
C 68 5⁄4 | ||||||||
| 9125 |
Real-time stock API with Python, MCP server example, yfinance stock analysis da…
|
C 68 5⁄4 | ||||||||
| 9126 |
A Model Context Protocol server for managing todo lists and items with advanced…
|
C 68 5⁄4 | ||||||||
| 9127 |
A Model Context Protocol server that provides text-to-speech functionality for …
|
C 68 5⁄5 | ||||||||
| 9128 |
MCP Server to query from your Beancount ledger, or submit transaction.
|
C 68 5⁄4 | ||||||||
| 9129 |
smart-search
Claim
A local-first MCP server that enables semantic search over PDF and DOCX documen…
|
C 68 5⁄4 | ||||||||
| 9130 |
An MCP server that connects Claude to Perplexity Comet for agentic web browsing…
|
C 68 5⁄5 | ||||||||
| 9131 |
A Model Context Protocol server that wraps the Tracxn REST API, providing a sta…
|
C 68 5⁄5 | ||||||||
| 9132 |
Provides deterministic, plain-English narratives explaining machine learning mo…
|
C 68 5⁄4 | ||||||||
| 9133 |
A Model Context Protocol server that provides Git version control operations as…
|
C 68 5⁄4 | ||||||||
| 9134 |
A vector search system that enables semantic retrieval of document chunks using…
|
C 68 5⁄5 | ||||||||
| 9135 |
Provide seamless access to Star Wars API data for your applications. Fetch, man…
|
C 68 5⁄4 | ||||||||
| 9136 |
Enables processing, validation, optimization, and analysis of 3D models with gl…
|
C 68 5⁄5 | ||||||||
| 9137 |
An MCP server that integrates with the Haloscan SEO API to provide tools for ke…
|
C 68 5⁄5 | ||||||||
| 9138 |
A Model Context Protocol server that integrates AI assistants with Mem0.ai's pe…
|
C 68 5⁄5 | ||||||||
| 9139 |
Provides access to OpenRouter.ai's diverse model ecosystem for text chat and im…
|
C 68 5⁄5 | ||||||||
| 9140 |
A Model Context Protocol server that provides image generation capabilities usi…
|
C 68 5⁄5 | ||||||||
| 9141 |
An implementation of the Model Context Protocol for Django that enables AI agen…
|
C 68 5⁄5 | ||||||||
| 9142 |
YetiBrowser MCP
Claim
An open-source alternative to BrowserMCP that enables AI assistants to interact…
|
C 68 5⁄4 | ||||||||
| 9143 |
An MCP server that generates AI agent tools from Postman collections and reques…
|
C 68 5⁄5 | ||||||||
| 9144 |
Provides automated shopping capabilities for the Shufersal website using Puppet…
|
C 68 5⁄4 | ||||||||
| 9145 |
A minimal MCP server implementation demonstrating basic tool integration with e…
|
C 68 5⁄5 | ||||||||
| 9146 |
Enables interaction with Google Forms API to create forms, add questions, and r…
|
C 68 5⁄5 | ||||||||
| 9147 |
Twitter Marketing MCP
Claim
Twitter Marketing MCP
|
C 68 5⁄5 | ||||||||
| 9148 |
A simple MCP server for creating and managing notes with support for summarizat…
|
C 68 5⁄4 | ||||||||
| 9149 |
Enables cost-effective repository analysis, code search, file editing, and task…
|
C 68 5⁄5 | ||||||||
| 9150 |
AI-powered document generation suite that creates comprehensive software docume…
|
C 68 5⁄5 | ||||||||