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Vetted Servers(9120)
Minimal-MCP-Server
by sudo-tildo
A minimalist server likely implementing or interacting with a Minecraft-like protocol, possibly for testing custom game functions or providing a lightweight backend.
A minimalist server likely implementing or interacting with a Minecraft-like protocol, possibly for testing custom game functions or providing a lightweight backend.
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web-youtube-summarizer-llm
by redblac
Summarizes YouTube videos and website content using Large Language Models (LLMs) via LangChain and Groq.
Summarizes YouTube videos and website content using Large Language Models (LLMs) via LangChain and Groq.
Setup Requirements
- ⚠️Requires a Groq API Key (which may incur costs depending on usage).
- ⚠️Requires Python 3.7+ and specific Python libraries (e.g., Streamlit, LangChain, validators) to be installed.
- ⚠️The application runs as a Streamlit web interface locally.
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create-mcp-server-kit
by bernardpacis
Scaffold a production-ready Model Context Protocol (MCP) server quickly.
Scaffold a production-ready Model Context Protocol (MCP) server quickly.
Setup Requirements
- ⚠️Node.js 18 or later is required.
- ⚠️A package manager (npm, pnpm, yarn, or bun) must be installed.
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todo-mcp-server
by Ashiq8
Provides a simple todo list management system accessible via the MCP protocol, allowing clients to add, delete, and list tasks.
Provides a simple todo list management system accessible via the MCP protocol, allowing clients to add, delete, and list tasks.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires the 'mcp[cli]' library to be installed (e.g., via pip).
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D365BCAdminMCP
by demiliani
This project appears to be a tool for Microsoft Cloud Partners to administer or manage aspects of Dynamics 365 Business Central.
This project appears to be a tool for Microsoft Cloud Partners to administer or manage aspects of Dynamics 365 Business Central.
Setup Requirements
- ⚠️Requires Node.js and npm/yarn for installation and execution.
- ⚠️Likely requires configuration (e.g., API keys, connection strings) to connect to Dynamics 365 Business Central environments.
- ⚠️May require Microsoft Cloud Partner Program (MCP) credentials or specific Azure AD permissions.
Review RequiredView Analysis
puddle-map
by Dhruv-Limbani
Provides an AI assistant for a data marketplace, enabling semantic search, filtering, and detailed evaluation of datasets, as well as managing buyer-vendor inquiries and negotiations.
Provides an AI assistant for a data marketplace, enabling semantic search, filtering, and detailed evaluation of datasets, as well as managing buyer-vendor inquiries and negotiations.
Setup Requirements
- ⚠️Requires Google Gemini API Key (Paid)
- ⚠️Requires PostgreSQL Database
- ⚠️Requires Python 3.13 or newer
Review RequiredView Analysis
LeaguePredictionModelPipeline
by lmfor
A data pipeline that downloads League of Legends esports data from Kaggle and trains a TensorFlow model to predict match outcomes.
A data pipeline that downloads League of Legends esports data from Kaggle and trains a TensorFlow model to predict match outcomes.
Setup Requirements
- ⚠️Python 3.13+ only (specified in pyproject.toml)
- ⚠️Requires Kaggle API credentials for dataset download (e.g., KAGGLE_USERNAME, KAGGLE_KEY environment variables or ~/.kaggle/kaggle.json configuration file).
Verified SafeView Analysis
mcp-server
by hamza-safwan
Facilitates multiplayer gaming or provides server-side logic for a game, likely Minecraft.
Facilitates multiplayer gaming or provides server-side logic for a game, likely Minecraft.
Review RequiredView Analysis
mcp-server
by djslajs
The server provides a Multi-Capability Platform (MCP) endpoint, exposing weather information, company/project documentation, and various prompt templates as AI tools and resources for Spring AI applications.
The server provides a Multi-Capability Platform (MCP) endpoint, exposing weather information, company/project documentation, and various prompt templates as AI tools and resources for Spring AI applications.
Setup Requirements
- ⚠️Requires `OPEN_WEATHER_API_KEY` environment variable (or relies on the hardcoded default).
- ⚠️Requires `DOCUMENT_BASE_PATH` environment variable pointing to a directory containing markdown/JSON files for company and project documentation.
- ⚠️Requires a Java Development Kit (JDK) 17 or newer and Maven to build and run.
Verified SafeView Analysis
sql-whisperer
by consigcody94
Provides a multi-database server for natural language to SQL translation, deep schema introspection, and query optimization via the Model Context Protocol (MCP).
Provides a multi-database server for natural language to SQL translation, deep schema introspection, and query optimization via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Node.js 16+ as a runtime environment.
- ⚠️Needs a separate Claude Desktop or Claude Code installation to function as an MCP server.
- ⚠️Requires configuration of database connection details via environment variables within Claude's mcpServers config.
Verified SafeView Analysis
memory-wiki
by Algiras
Semantic knowledge base and MCP server for organizing, searching, and connecting information with AI-powered features, including semantic search, knowledge graph, and file ingestion.
Semantic knowledge base and MCP server for organizing, searching, and connecting information with AI-powered features, including semantic search, knowledge graph, and file ingestion.
Setup Requirements
- ⚠️Requires OpenAI, Anthropic, or OpenRouter API key for advanced LLM features (e.g., entity extraction, summarization), or a local Ollama instance for local LLM usage if those features are desired.
- ⚠️PDF and DOCX file ingestion requires external tools `pdftotext` (from poppler-utils) and `pandoc` respectively to be installed on the system.
Verified SafeView Analysis
Remote-MCP-Server-Expense-Tracker
by Puneeth0106
This server provides a set of tools to track and manage personal expenses, allowing users to add, list, summarize, update, and delete expenses through an API.
This server provides a set of tools to track and manage personal expenses, allowing users to add, list, summarize, update, and delete expenses through an API.
Setup Requirements
- ⚠️Requires Python 3.11+ as specified in `pyproject.toml`.
- ⚠️For PostgreSQL-based servers (`local-expense-mcp-server.py`, `remote-expense-mcp-server.py`, `remote-mcp-authentication-server.py`, `server.py`), the `DATABASE_URL` environment variable is required.
- ⚠️For the GitHub OAuth-enabled server (`remote-mcp-authentication-server.py`), `FASTMCP_SERVER_AUTH_GITHUB_CLIENT_ID` and `FASTMCP_SERVER_AUTH_GITHUB_CLIENT_SECRET` environment variables are required.
- ⚠️Most server implementations (`local-expense-mcp-server.py`, `remote-expense-mcp-server.py`, `server.py`) are not suitable for multi-user public deployment without an additional, external authentication/authorization layer due to their reliance on an unverified `user_id` parameter.