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Vetted Servers(9120)
uspto_fpd_mcp
by Tam1379
Provides tools for in-depth USPTO Final Petition Decisions research and analysis, including document extraction and cross-MCP integration.
Provides tools for in-depth USPTO Final Petition Decisions research and analysis, including document extraction and cross-MCP integration.
Setup Requirements
- ⚠️Requires USPTO_API_KEY environment variable or secure storage (paid/account needed for USPTO Open Data Portal).
- ⚠️Requires MISTRAL_API_KEY environment variable or secure storage for OCR on scanned documents (Mistral AI is a paid service, optional for basic text-based PDF extraction).
- ⚠️Secure storage leverages Windows DPAPI, requiring a Windows OS for full functionality; falls back to environment variables on Linux/macOS.
- ⚠️Enhanced features like persistent download links and centralized proxy integration are available if the USPTO Patent File Wrapper (PFW) MCP is also installed and running.
- ⚠️Requires Python 3.11 or higher.
Verified SafeView Analysis
mongo-scout-mcp
by bluwork
The server allows AI assistants to interact with and manage MongoDB databases, providing comprehensive tools for data exploration, monitoring, and quality assurance.
The server allows AI assistants to interact with and manage MongoDB databases, providing comprehensive tools for data exploration, monitoring, and quality assurance.
Setup Requirements
- ⚠️Requires a running MongoDB instance to connect to.
- ⚠️Requires pnpm for dependency management and building the project.
- ⚠️Recommended to configure two separate MCP instances (read-only and read-write) in Claude Desktop for maximum safety, as explicitly detailed in the README.
- ⚠️Some tools (e.g., `getProfilerStats`, `getSlowestOperations`) require MongoDB profiling to be enabled to gather performance data, which might necessitate 'read-write' mode or manual database configuration.
Verified SafeView Analysis
FlowCore
by Ej-Locked
FlowCore is a lightweight, Rust-powered real-time stream processing engine designed for efficient data stream handling, real-time analytics, and live visualization via a React dashboard.
FlowCore is a lightweight, Rust-powered real-time stream processing engine designed for efficient data stream handling, real-time analytics, and live visualization via a React dashboard.
Setup Requirements
- ⚠️Requires the Rust toolchain to be installed to build and run the backend server from source.
- ⚠️Requires Node.js and npm/yarn for the React-based frontend application.
- ⚠️The backend server (Rust) and frontend application (React) are separate processes and need to be run concurrently for the full interactive experience.
- ⚠️The README.md provides highly misleading and potentially unsafe download links; users should be cautious and build from source or verify official releases carefully.
Verified SafeView Analysis
MCP_GoogleSheets
by santiagopereda
This server provides a secure bridge for AI assistants to interact with Google Sheets, enabling comprehensive spreadsheet management, data access, modification, and table-level automation workflows.
This server provides a secure bridge for AI assistants to interact with Google Sheets, enabling comprehensive spreadsheet management, data access, modification, and table-level automation workflows.
Setup Requirements
- ⚠️Requires Docker Desktop with MCP Toolkit enabled and Docker MCP CLI plugin.
- ⚠️Requires a Google Cloud Project with Google Sheets API and Google Drive API enabled, and either a Service Account JSON file or OAuth 2.0 credentials.
- ⚠️Authentication with Docker MCP Gateway requires volume-mounted credentials with an absolute host path, as Docker MCP secrets injection is noted as unreliable in the documentation.
- ⚠️FastMCP framework requires strict adherence to specific development rules for tools (e.g., single-line docstrings, empty string defaults for parameters, no 'prompt' parameter to FastMCP initialization) to avoid gateway panics.
Verified SafeView Analysis
mcp-local-server
by ashok9315-cmyk
A Model Context Protocol (MCP) server that provides real-time weather data, basic mathematical calculations, and mock alert details to AI agents.
A Model Context Protocol (MCP) server that provides real-time weather data, basic mathematical calculations, and mock alert details to AI agents.
Setup Requirements
- ⚠️Requires Node.js and npm to be installed locally.
Verified SafeView Analysis
MultiAgent-with-A2A-and-MCP-Server
by jazilkalim
Implements a multi-agent customer service system using Google's Agent-to-Agent (A2A) protocol and Model Context Protocol (MCP) for coordinating specialized AI agents to handle customer queries and manage data.
Implements a multi-agent customer service system using Google's Agent-to-Agent (A2A) protocol and Model Context Protocol (MCP) for coordinating specialized AI agents to handle customer queries and manage data.
Setup Requirements
- ⚠️Requires a Google AI API Key or Google Cloud Project with Vertex AI enabled (paid service/account required).
- ⚠️The MCP Server must be manually started in a separate terminal via `python mcp_server_standalone.py` before running the main agent system.
- ⚠️Requires Python 3.11+.
Verified SafeView Analysis
Power-BI-Desktop-MCP-Server-Claude-Desktop
by SalimChikh
Facilitates real-time interaction between Power BI Desktop and Claude Desktop (AI assistant) by providing a Microsoft Cognitive Platform (MCP) server.
Facilitates real-time interaction between Power BI Desktop and Claude Desktop (AI assistant) by providing a Microsoft Cognitive Platform (MCP) server.
Setup Requirements
- ⚠️Requires Claude Desktop to be installed and launched at least once.
- ⚠️Requires Power BI Desktop to be running with a .pbix file loaded.
- ⚠️Installation is via a proprietary `.mcpb` package; the actual server code is not open source or provided for review.
Review RequiredView Analysis
nextmcp-docs-server
by KeshavVarad
An MCP server providing comprehensive documentation, examples, and guidance for building MCP servers using the NextMCP framework, primarily for AI coding assistants.
An MCP server providing comprehensive documentation, examples, and guidance for building MCP servers using the NextMCP framework, primarily for AI coding assistants.
Setup Requirements
- ⚠️Requires a standard Python 3.x environment with pip for local development.
- ⚠️A Conduit account and project are required for deployment to the Conduit platform.
Verified SafeView Analysis
svikmcp
by juehang
This server provides a lightweight Model-Context-Protocol (MCP) interface for the Vikunja task management API, enabling other MCP-compatible agents or services to interact with Vikunja projects and tasks.
This server provides a lightweight Model-Context-Protocol (MCP) interface for the Vikunja task management API, enabling other MCP-compatible agents or services to interact with Vikunja projects and tasks.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Requires a running Vikunja instance accessible via a URL.
- ⚠️Requires a valid Vikunja API key for authentication, which must be provided as a command-line argument.
Verified SafeView Analysis
git-multidolt-mcp
by PieterPrespective
A C# Model Context Protocol (MCP) server that bridges MCP requests to the Unity Editor via TCP connection, enabling tool execution and state retrieval for development workflows. It is also an example component within a broader Dolt Multi-Database MCP Server (DMMS) project, which integrates version-controlled knowledge bases.
A C# Model Context Protocol (MCP) server that bridges MCP requests to the Unity Editor via TCP connection, enabling tool execution and state retrieval for development workflows. It is also an example component within a broader Dolt Multi-Database MCP Server (DMMS) project, which integrates version-controlled knowledge bases.
Setup Requirements
- ⚠️Requires .NET 9.0 SDK to build and run locally, which might not be widely installed.
- ⚠️Requires Unity Editor with the UMCP Unity3D Client running on specific TCP ports (default 6400, 6401) for the server to function.
- ⚠️If running in Docker, configuring network connectivity to Unity running on the host machine can be complex and may require specific settings like `host.docker.internal` or `network_mode: host` depending on the OS and Docker setup.
Verified SafeView Analysis
docs
by chiisen
This repository serves as a Hexo blog for sharing technical articles and documentation, particularly focusing on Model Context Protocol (MCP) servers, AI tools, and various software development patterns.
This repository serves as a Hexo blog for sharing technical articles and documentation, particularly focusing on Model Context Protocol (MCP) servers, AI tools, and various software development patterns.
Setup Requirements
- ⚠️Requires Node.js (v10.9.0+ specified, v20.11.0+ recommended in docs) and Yarn/npm for dependencies.
- ⚠️Requires Hexo CLI to be installed globally (`npm install hexo-cli -g`).
- ⚠️Requires careful configuration of `_config.yml` (Hexo root) and `themes/next/_config.yml` (theme) files, potentially using Hexo's data-files feature for easier updates.
Verified SafeView Analysis
mcp-demo
by ngu-wq
Demonstrates an MCP (Minecraft Protocol) server implementation.
Demonstrates an MCP (Minecraft Protocol) server implementation.