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Vetted Servers(9120)
mem0
by Pintaro
OpenMemory is a personal AI memory management server with a web dashboard, allowing users to store, retrieve, and manage facts and preferences for AI agents and applications. It provides a centralized knowledge base for various client applications.
OpenMemory is a personal AI memory management server with a web dashboard, allowing users to store, retrieve, and manage facts and preferences for AI agents and applications. It provides a centralized knowledge base for various client applications.
Setup Requirements
- ⚠️Requires API keys for chosen LLM and Embedder providers (e.g., OPENAI_API_KEY) configured via environment variables or the UI.
- ⚠️Python 3.x environment needed for the API server, and Node.js for the Next.js UI. Docker/Docker Compose is the recommended setup.
- ⚠️Defaults to SQLite, but can be configured to use various vector databases (Qdrant, Chroma, Redis, Elasticsearch, etc.), each with its own setup requirements.
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financial-mcp-server
by firo
Provides technical and fundamental analysis, and portfolio management tools for financial assets via an MCP server.
Provides technical and fundamental analysis, and portfolio management tools for financial assets via an MCP server.
Setup Requirements
- ⚠️Requires Python dependencies (`yfinance`, `pandas`, `numpy`, `pandas_ta`, `mcp`, `FastAPI`, `uvicorn`, `sse_starlette`).
- ⚠️Requires internet access to fetch financial data from Yahoo Finance.
- ⚠️Manual configuration of Claude Desktop JSON file for local integration.
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meteor-mcp-addon
by MCDxAI
Integrates Model Context Protocol (MCP) servers and Google Gemini AI with Meteor Client for tool execution and AI interaction within Minecraft.
Integrates Model Context Protocol (MCP) servers and Google Gemini AI with Meteor Client for tool execution and AI interaction within Minecraft.
Setup Requirements
- ⚠️Requires Meteor Client (Minecraft mod) to function.
- ⚠️External MCP servers (e.g., Node.js, Python) must be installed and configured separately by the user.
- ⚠️Optional: Google Gemini API key (paid service) is required for AI integration.
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redshift-mcp-server
by cyril-goud-foodsmart
This server acts as a Model Context Protocol (MCP) agent for AWS Redshift, enabling programmatic access to Redshift schemas, table metadata, and allowing execution of read-only SQL queries.
This server acts as a Model Context Protocol (MCP) agent for AWS Redshift, enabling programmatic access to Redshift schemas, table metadata, and allowing execution of read-only SQL queries.
Setup Requirements
- ⚠️Requires an AWS Redshift instance and corresponding credentials (host, database, user, password).
- ⚠️Explicitly sets Redshift SSL `rejectUnauthorized: false`, which might require awareness of its security implications or specific network configurations.
- ⚠️Requires Node.js (>=18) and npm/yarn to build and run the TypeScript project.
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mcp-docker-examples
by kekzl
Manages on-demand Model Context Protocol (MCP) servers using Docker Compose to provide AI coding assistants with task-specific tools and reduce token context overhead.
Manages on-demand Model Context Protocol (MCP) servers using Docker Compose to provide AI coding assistants with task-specific tools and reduce token context overhead.
Setup Requirements
- ⚠️Docker and Docker Compose must be installed.
- ⚠️Requires obtaining and configuring various API tokens (GitHub, Database, Slack, Jira, Brave Search) in a `.env` file.
Verified SafeView Analysis
conversational-forms---ai-agent-form-builder-1763412876794
by guilhermetechmakers
An AI-powered platform for building interactive conversational forms that leverage large language models.
An AI-powered platform for building interactive conversational forms that leverage large language models.
Setup Requirements
- ⚠️Requires an API key for a Large Language Model (e.g., OpenAI, Anthropic, Google Gemini), which may incur costs.
- ⚠️Requires Node.js and a package manager (npm or yarn) installed for dependency management and running the development server.
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health-ops-mcp
by Kuxha
This server demonstrates autonomous workforce orchestration for post-acute care by automating scheduling, detecting conflicts, and enforcing compliance for a synthetic home-care workforce using an AI agent.
This server demonstrates autonomous workforce orchestration for post-acute care by automating scheduling, detecting conflicts, and enforcing compliance for a synthetic home-care workforce using an AI agent.
Setup Requirements
- ⚠️Requires Python 3.12+
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mcp_server_test
by plaire48
A backend server application, potentially related to game development or modding (e.g., Minecraft Coder Pack), which might include functionalities integrating with AI/LLM for data processing or interactive elements.
A backend server application, potentially related to game development or modding (e.g., Minecraft Coder Pack), which might include functionalities integrating with AI/LLM for data processing or interactive elements.
Setup Requirements
- ⚠️Requires a Python environment and installation of dependencies listed in `requirements.txt` (exact dependencies unknown).
- ⚠️May require configuration of network ports and firewall rules for server accessibility.
- ⚠️If AI/LLM functionality is present (as suggested by schema), it will require an LLM provider API key or a local LLM setup, potentially incurring costs.
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sleep-task-executor-mcp
by guojun21
Orchestrates long-running, agent-based LLM tasks, generating content and continuously or periodically re-executing prompts based on initial goals and input materials.
Orchestrates long-running, agent-based LLM tasks, generating content and continuously or periodically re-executing prompts based on initial goals and input materials.
Setup Requirements
- ⚠️Requires `agent` CLI to be installed and logged in.
- ⚠️The `agent` CLI needs access to the fixed model: `gpt-5.2-codex-xhigh-fast`.
- ⚠️The output directory must be writable by the server and the `agent`.
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mcp_server
by Joshua-Abok
A server component designed to provide weather-related data or services.
A server component designed to provide weather-related data or services.
Setup Requirements
- ⚠️Likely requires an external Weather API key (e.g., OpenWeatherMap, AccuWeather), which may involve registration or payment for commercial use.
- ⚠️Python dependencies (e.g., Flask, requests, etc.) are not specified and need to be identified from the `server.py` code.
- ⚠️No details on database requirements for caching, user data, or historical weather data.
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MCP_Server
by brzozowskijuanpablo
A C# .NET 8.0 server application designed to manage or orchestrate other processes (referred to as 'mcpServers'), such as a 'sql-query-server' that interacts with a SQL API.
A C# .NET 8.0 server application designed to manage or orchestrate other processes (referred to as 'mcpServers'), such as a 'sql-query-server' that interacts with a SQL API.
Setup Requirements
- ⚠️.NET 8.0 SDK Required
- ⚠️External SQL API Dependency (Implicit for child processes)
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OpenAPI-to-MCP-Server-FE
by thiennga52004
A frontend web application for managing and converting OpenAPI specifications into Model Context Protocol (MCP) servers, enabling AI assistant interaction.
A frontend web application for managing and converting OpenAPI specifications into Model Context Protocol (MCP) servers, enabling AI assistant interaction.
Setup Requirements
- ⚠️Requires a separate backend API server (not provided in this repository) to handle user authentication, spec management, and executable building.
- ⚠️The `REACT_APP_API_DOMAIN` environment variable should be explicitly set to point to a secure (HTTPS) backend API to avoid using the hardcoded insecure HTTP endpoint.
- ⚠️The signup process is simulated on the frontend (`Auth.js`), implying the backend doesn't yet support this route or it's a placeholder.