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Vetted Servers(9120)
2025-04-15-mcp-server
by fern-api
The MCP server acts as an intermediary, translating Model Context Protocol (MCP) commands into Webflow Designer Extension API calls via a local WebSocket, enabling AI models to programmatically interact with and modify Webflow page designs.
The MCP server acts as an intermediary, translating Model Context Protocol (MCP) commands into Webflow Designer Extension API calls via a local WebSocket, enabling AI models to programmatically interact with and modify Webflow page designs.
Setup Requirements
- ⚠️Requires a separate WebSocket server to be running on `ws://localhost:3055` for communication between the MCP server and the Webflow extension (the code for this server is not provided, though the `mcp-socket` folder suggests its existence).
- ⚠️This server is designed to work with a Webflow Designer Extension (e.g., `mcp-extension` provided in the repository) which must be installed and running within the Webflow Designer for the commands to have any effect.
Verified SafeView Analysis
mcp-content-extractor
by micheleboni
A powerful multi-tool agent server for the Model Context Protocol (MCP), enabling sophisticated RAG operations, web crawling, file processing, and code analysis through a dynamically loaded middleware architecture.
A powerful multi-tool agent server for the Model Context Protocol (MCP), enabling sophisticated RAG operations, web crawling, file processing, and code analysis through a dynamically loaded middleware architecture.
Setup Requirements
- ⚠️Requires a local Ollama server running with specific embedding models (e.g., `nomic-embed-text:latest`) and vision models (e.g., `qwen3-vl:235b-cloud`).
- ⚠️Requires a local ChromaDB server instance running on `localhost:8000` for all RAG and collection management functionalities.
- ⚠️Many middleware components depend on external command-line tools such as `yt-dlp`, `soffice` (LibreOffice), `pdftoppm`, `convert` (ImageMagick), and `gs` (Ghostscript) for file processing and media extraction.
Review RequiredView Analysis
mcp-manual-walker
by junkreef
Provides an MCP server for AI agents to efficiently access structured, token-efficient content from PDF manuals using bookmarks for navigation and semantic search.
Provides an MCP server for AI agents to efficiently access structured, token-efficient content from PDF manuals using bookmarks for navigation and semantic search.
Setup Requirements
- ⚠️Requires Python 3.11+ and `uv` to be installed.
- ⚠️PDF manuals must be manually placed into the `data/pdfs` directory and then processed by the `db_manager build` command before the server can provide content.
- ⚠️The `builder` functionality, which processes PDFs into the vector database, has complex dependencies (`docling`, `langchain-text-splitters`, `sentence-transformers` or `fastembed`, and potentially `torch` for GPU acceleration on Linux), which can be challenging to set up and configure for optimal performance.
Verified SafeView Analysis
magick-mcp
by ncipollo
Provides an MCP server interface for executing ImageMagick commands and managing reusable image processing functions.
Provides an MCP server interface for executing ImageMagick commands and managing reusable image processing functions.
Setup Requirements
- ⚠️Requires ImageMagick to be installed on the host system.
- ⚠️Requires Rust and Cargo to be installed for compilation/installation.
- ⚠️Designed to be run as an MCP server, requiring an MCP-compatible client (e.g., Cursor, Claude) for interaction.
Review RequiredView Analysis
StyleHub
by pooja-bhavani
This is an e-commerce website for fashion and lifestyle products, serving as a modern online shop frontend.
This is an e-commerce website for fashion and lifestyle products, serving as a modern online shop frontend.
Setup Requirements
- ⚠️Docker required
- ⚠️Docker Compose required
- ⚠️Kubernetes cluster for 'MCP Server' deployment
Verified SafeView Analysis
CortexSynapse
by amshamah419
CortexSynapse acts as a Model Context Protocol (MCP) server, enabling AI-powered IDEs and agents to interact with live Palo Alto Cortex XSOAR/XSIAM instances for security development, testing, and automation tasks.
CortexSynapse acts as a Model Context Protocol (MCP) server, enabling AI-powered IDEs and agents to interact with live Palo Alto Cortex XSOAR/XSIAM instances for security development, testing, and automation tasks.
Setup Requirements
- ⚠️Requires Docker for containerized deployment (primary use case for AI IDEs).
- ⚠️Requires active XSOAR and/or XSIAM instances with API access.
- ⚠️Mandatory environment variables must be set for API URLs and keys (e.g., XSIAM_API_URL, XSOAR_API_KEY).
- ⚠️Requires an MCP-compatible AI IDE (e.g., Windsurf, Cursor, Roo Code).
Verified SafeView Analysis
OpenAI-MCP-WeatherStack
by omkarwazulkar
A full-stack AI agent that retrieves real-time weather information for a specified city using OpenAI's Agents SDK and a Python-based Model Context Protocol (MCP) server.
A full-stack AI agent that retrieves real-time weather information for a specified city using OpenAI's Agents SDK and a Python-based Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid)
- ⚠️Requires specific Python (3.11) and Node.js (22.14.0) versions
- ⚠️Involves running three separate services (Python MCP server, Node.js Express backend, React frontend) concurrently
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Awesome-MCP-ZH
by vivekkeditz
This repository serves as a curated collection of resources, guides, and tools for the Multi-Channel Platform (MCP) community, providing information on MCP server setup and client usage.
This repository serves as a curated collection of resources, guides, and tools for the Multi-Channel Platform (MCP) community, providing information on MCP server setup and client usage.
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chatgpt-mcp-data-quality-assistant
by vaibhavparihar
A local Model Context Protocol (MCP) server enabling ChatGPT to perform data quality checks and exploratory data analysis (EDA) on local datasets via natural language prompts.
A local Model Context Protocol (MCP) server enabling ChatGPT to perform data quality checks and exploratory data analysis (EDA) on local datasets via natural language prompts.
Setup Requirements
- ⚠️Requires `ngrok` to expose the local server to ChatGPT (manual setup).
- ⚠️Requires manual configuration of a custom MCP connection in ChatGPT.
- ⚠️Datasets must be placed in the local `data/` directory (CSV format only).
Verified SafeView Analysis
mysql-server-mcp
by gvishnoi
An MCP server that exposes MySQL database operations as tools for AI assistants and other compatible clients.
An MCP server that exposes MySQL database operations as tools for AI assistants and other compatible clients.
Setup Requirements
- ⚠️Requires a running and accessible MySQL server.
- ⚠️Requires Node.js (v16 or higher) to be installed.
- ⚠️Requires configuration of MySQL connection details (MYSQL_HOST, MYSQL_PORT, MYSQL_USER, MYSQL_PASSWORD, MYSQL_DATABASE) via environment variables or a .env file.
Verified SafeView Analysis
RAGFileMcpServer
by pkutsch
Provides a Model Context Protocol (MCP) server for AI agents, offering Retrieval-Augmented Generation (RAG) capabilities with file-based data sources (PDF, TXT, Markdown) and a Streamlit UI for management.
Provides a Model Context Protocol (MCP) server for AI agents, offering Retrieval-Augmented Generation (RAG) capabilities with file-based data sources (PDF, TXT, Markdown) and a Streamlit UI for management.
Setup Requirements
- ⚠️Requires Python 3.12.7+.
- ⚠️Requires a running Ollama server (for local embeddings) or an OpenAI API Key (a paid service) for core RAG functionality.
- ⚠️The `rag-core` dependency is installed directly from a Git repository, which mandates `git` to be installed and can sometimes introduce installation complexities.
Verified SafeView Analysis
mcp-web-knowledge-coach
by Ramakrishna-Gedala
A demo and training platform for the Model Context Protocol (MCP), providing structured recommendations and resources related to AI/LLM concepts via a Python backend and React frontend.
A demo and training platform for the Model Context Protocol (MCP), providing structured recommendations and resources related to AI/LLM concepts via a Python backend and React frontend.
Setup Requirements
- ⚠️Requires Python 3.11+
- ⚠️Requires 'uv' (Astral's package manager) ≥ 0.9
- ⚠️Requires Node.js 20+ for the web client
- ⚠️The MCP server must be running before starting the React client.