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Vetted Servers(8554)
Excel-MCP-Server-Master
by Treonix-in
Manipulate Excel files (XLSX, XLSM) for data operations, formatting, charting, and reporting, with AI assistant (LLM) integration via Model Context Protocol.
Manipulate Excel files (XLSX, XLSM) for data operations, formatting, charting, and reporting, with AI assistant (LLM) integration via Model Context Protocol.
Setup Requirements
- ⚠️Requires Node.js 14.0 or higher
- ⚠️Requires Python 3.8 or higher
- ⚠️PDF export functionality requires either Microsoft Excel (on Windows) or LibreOffice/OpenOffice (on Linux/macOS) to be installed on the system.
Verified SafeView Analysis
ai-poland-mapbox-mcp
by mattpodwysocki
This repository serves as a Slidev presentation demonstrating Mapbox's Model Context Protocol (MCP) and DevKit for building AI-powered location intelligence and developer tools.
This repository serves as a Slidev presentation demonstrating Mapbox's Model Context Protocol (MCP) and DevKit for building AI-powered location intelligence and developer tools.
Setup Requirements
- ⚠️Requires `MAPBOX_ACCESS_TOKEN` to be set as an environment variable for the external Mapbox MCP servers demonstrated in the presentation code snippets to function correctly.
Verified SafeView Analysis
mcp-server
by VanshTheJudged
This server implements the Model Context Protocol (MCP) to expose company data as tools and UI resources for use by AI models, enabling structured data search and profile rendering.
This server implements the Model Context Protocol (MCP) to expose company data as tools and UI resources for use by AI models, enabling structured data search and profile rendering.
Setup Requirements
- ⚠️Requires Node.js (version 18 or higher for ES module support, though package.json specifies ^25.2.1).
- ⚠️Requires a `companies.csv` file to be present in a `./data` directory relative to the `index.js` file for data loading.
- ⚠️Requires `CompanyProfile.html` and `CompanyTable.html` files in the same directory as `index.js` for serving UI resources.
Verified SafeView Analysis
schwaizer-zefix-mcp
by ishumilin
Provides an unofficial MCP server for querying Swiss company registry data (Zefix REST API and UID Webservice) to retrieve company information, validate identifiers, track publications, and generate comprehensive due diligence reports.
Provides an unofficial MCP server for querying Swiss company registry data (Zefix REST API and UID Webservice) to retrieve company information, validate identifiers, track publications, and generate comprehensive due diligence reports.
Setup Requirements
- ⚠️Requires Zefix API credentials (username and password) which must be requested from the Federal Registry of Commerce (not publicly available).
- ⚠️Tools returning search results, company details with enrichment, or due diligence reports can generate large JSON or Markdown outputs, potentially consuming significant LLM token limits and increasing costs.
Verified SafeView Analysis
zc9uVMJHDrT3dpLz
by mukeshmk
A conversational AI system that answers user queries about movies using the MovieLens dataset and provides weather forecasts/alerts via a multi-agent LangGraph workflow.
A conversational AI system that answers user queries about movies using the MovieLens dataset and provides weather forecasts/alerts via a multi-agent LangGraph workflow.
Setup Requirements
- ⚠️Requires Python 3.13+
- ⚠️Requires local Ollama server with a tool-calling compatible model (e.g., 'qwen3:8b') OR an OpenAI/Groq API Key.
- ⚠️Requires manual MovieLens dataset download and database ingestion (`python -m convai.data.ingest`).
- ⚠️Requires running a separate MCP Weather Server process (`uv run python mcp_server/weather_server.py --transport http`) for weather query functionality.
Verified SafeView Analysis
upgrade-advisor
by thatgeeman
AI-powered agent for Python package dependency analysis, vulnerability detection, and upgrade recommendations using `uv` and PyPI/GitHub data.
AI-powered agent for Python package dependency analysis, vulnerability detection, and upgrade recommendations using `uv` and PyPI/GitHub data.
Setup Requirements
- ⚠️Requires Hugging Face Inference API Key (potentially a paid service)
- ⚠️Requires GitHub Personal Access Token (PAT) with public repo read scope
- ⚠️Python 3.10+ only
Review RequiredView Analysis
Veradigm-EHR-MCP-server
by durvester
Provides intelligent access to Veradigm Unity API for healthcare data integration via a remote Model Context Protocol (MCP) server.
Provides intelligent access to Veradigm Unity API for healthcare data integration via a remote Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires Node.js 18+ and TypeScript development environment.
- ⚠️Requires comprehensive Veradigm Unity API credentials (application and EHR user accounts) configured in a `.env` file.
- ⚠️The `UNITY_APP_PASSWORD` must be enclosed in quotes within the `.env` file if it contains special characters like `#`.
Verified SafeView Analysis
image.serv
by jenreh
Provides an AI-powered server for generating and editing images from text prompts using OpenAI and Google models, accessible via both MCP and REST APIs.
Provides an AI-powered server for generating and editing images from text prompts using OpenAI and Google models, accessible via both MCP and REST APIs.
Setup Requirements
- ⚠️Requires Azure OpenAI API key and endpoint (paid service) for image generation and editing.
- ⚠️Requires Python 3.12 or later.
- ⚠️The `uv` package manager is recommended for dependency installation and running the server.
- ⚠️Google AI API key is optional for additional image generation capabilities (also a paid service).
Verified SafeView Analysis
mcp-server-test
by gladysvalerie
Orchestrates an AI assistant to help users with coding problems by decomposing them into subproblems and checking solutions using an MCP server for tool execution.
Orchestrates an AI assistant to help users with coding problems by decomposing them into subproblems and checking solutions using an MCP server for tool execution.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid service)
- ⚠️Requires Python 3.11 or higher
Verified SafeView Analysis
mcp-server-demo
by TJC2002
This server provides a Microservices Communication Protocol (MCP) endpoint, exposing Python functions as callable tools, dynamic resources, and prompt generators over an HTTP transport.
This server provides a Microservices Communication Protocol (MCP) endpoint, exposing Python functions as callable tools, dynamic resources, and prompt generators over an HTTP transport.
Setup Requirements
- ⚠️Requires 'uv' for running as per the documentation comments.
- ⚠️Requires the 'mcp' Python library to be installed.
- ⚠️The server binds to port 8000; ensure this port is free.
Verified SafeView Analysis
Expense-Tracker-MCP-Server
by Poushali-02
A comprehensive personal finance management system for tracking income, expenses, and generating financial reports.
A comprehensive personal finance management system for tracking income, expenses, and generating financial reports.
Setup Requirements
- ⚠️Requires Python 3.13+ for local installation.
- ⚠️Requires 'uv' for dependency management and running the server.
- ⚠️Requires a PostgreSQL 15+ database instance.
- ⚠️Requires a `.env` file with `DATABASE_URL`, `SECRET_KEY`, and SMTP email service credentials (`SMTP_HOST`, `SMTP_PORT`, `SMTP_USER`, `SMTP_PASSWORD`).
- ⚠️Intended for integration with Claude Desktop (or Claude Pro via custom connector).
Verified SafeView Analysis
simple-mcp-server
by AshishBagdane
Provides a Micro-Agent Communication Protocol (MCP) server for real-time currency conversion using an external API.
Provides a Micro-Agent Communication Protocol (MCP) server for real-time currency conversion using an external API.
Setup Requirements
- ⚠️Requires a free or paid API Key from ExchangeRate-API (EXCHANGERATE_API_KEY environmental variable) for currency conversion, which needs to be obtained by the user.
- ⚠️Requires `mcp`, `requests`, and `python-dotenv` Python libraries to be installed.
- ⚠️Requires internet connectivity to reach the ExchangeRate-API service.