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Vetted Servers(9120)
qontinui-runner-mcp
by qontinui
This server enables AI agents to discover, generate, validate, and execute GUI automation workflows using the Qontinui Python executor.
This server enables AI agents to discover, generate, validate, and execute GUI automation workflows using the Qontinui Python executor.
Setup Requirements
- ⚠️Requires Python 3.12+ and Poetry for setup.
- ⚠️Requires the `qontinui-runner` Python executor, which is an external dependency and not installed by this project's `poetry install`.
- ⚠️The `ExecutorBridge` might require setting the `QONTINUI_PYTHON_BRIDGE_PATH` environment variable if the `qontinui-runner` directory structure is not standard or cannot be auto-detected.
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project-atlas
by Rayan002
A modular, multi-server AI system for planning end-to-end travel itineraries by orchestrating distinct micro-agents.
A modular, multi-server AI system for planning end-to-end travel itineraries by orchestrating distinct micro-agents.
Setup Requirements
- ⚠️Requires Python 3.13+
- ⚠️Requires UV package manager
- ⚠️Requires Node.js for MCP Inspector and potentially other MCP servers
- ⚠️Requires multiple API keys for various services (e.g., HERE_API_KEY, and keys for web search, flight data, accommodation, currency, and AI models for the Memory Server)
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mcp_server_mysql
by jasbir125
Exposes MySQL database operations as tools for AI assistants via the Model Context Protocol (MCP).
Exposes MySQL database operations as tools for AI assistants via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Python 3.12.x
- ⚠️Requires a MySQL server (local or remote)
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop)
- ⚠️Requires specific configuration in a client's JSON config file and environment variables.
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mcp_server
by nikith4
Custom server implementation, likely related to the Minecraft protocol or a similar game server, based on the 'MCP' abbreviation and Python server files.
Custom server implementation, likely related to the Minecraft protocol or a similar game server, based on the 'MCP' abbreviation and Python server files.
Setup Requirements
- ⚠️Python environment required.
- ⚠️Unknown Python dependencies (no requirements.txt found).
- ⚠️Network configuration (e.g., port forwarding, firewall) may be necessary for external access.
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wp-content-mcp
by Akungapaul
Manages WordPress posts and pages, providing tools for content creation, updates, deletion, and advanced operations like scheduling and bulk editing.
Manages WordPress posts and pages, providing tools for content creation, updates, deletion, and advanced operations like scheduling and bulk editing.
Setup Requirements
- ⚠️Requires an existing WordPress instance with the REST API enabled.
- ⚠️Requires WordPress Application Passwords to be configured for authentication.
- ⚠️WP-CLI functionality is optional but requires local WP-CLI installation or SSH access configured via environment variables for remote execution.
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mcp-google-drive
by ShakibaMirbagheri
Provides a Machine Control Protocol (MCP) interface to interact with Google Drive files and folders.
Provides a Machine Control Protocol (MCP) interface to interact with Google Drive files and folders.
Setup Requirements
- ⚠️Requires manual Google Cloud Console setup to obtain `credentials.json` (OAuth client ID).
- ⚠️Requires an initial manual OAuth authentication flow to generate `tokens.json`.
- ⚠️Requires Python 3.11 or higher for local execution.
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dsvm-auto13-mcp
by nhartman000
A geometry-aware reasoning and machine-to-machine communication module for dynamic systems analysis using an emoji-based machine language and the Model Context Protocol (MCP).
A geometry-aware reasoning and machine-to-machine communication module for dynamic systems analysis using an emoji-based machine language and the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires correctly setting the PYTHONPATH environment variable for running the server and tests.
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cluster-mcp
by baraninja
Provides a unified interface for accessing diverse research, socioeconomic, news, health, environment, and trade data from multiple external providers.
Provides a unified interface for accessing diverse research, socioeconomic, news, health, environment, and trade data from multiple external providers.
Setup Requirements
- ⚠️Node.js version 20.0.0 or higher is required for all servers.
- ⚠️Full functionality for `environment-mcp` requires setting the `OPENAQ_API_KEY` environment variable. The `trade-mcp` and `research-mcp` servers also benefit from `COMTRADE_API_KEY` and `CONTACT_EMAIL` respectively for better rate limits and polite access.
- ⚠️Some servers (e.g., `environment-mcp`, `health-mcp`, `trade-mcp`) rely on local data files (e.g., country codes, HS catalogs) that must be present in the `dist/data/` directory after the build process.
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winbro-training-reels-1763464417091
by guilhermetechmakers
A frontend web application or UI component library, likely for showcasing or managing 'training reels' or interactive training content.
A frontend web application or UI component library, likely for showcasing or managing 'training reels' or interactive training content.
Setup Requirements
- ⚠️Node.js and npm/yarn are required to manage project dependencies and execute scripts.
- ⚠️Environment variables, as indicated by the '.env.example' file, may be essential for the application's full functionality.
- ⚠️Project dependencies must be installed using `npm install` (or `yarn install`) before the development server can be run.
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router
by the-artinet-project
A dynamic orchestration library for routing messages between A2A enabled AI agents and marshalling MCP tool servers, enabling complex multi-agent and tool-using AI applications.
A dynamic orchestration library for routing messages between A2A enabled AI agents and marshalling MCP tool servers, enabling complex multi-agent and tool-using AI applications.
Setup Requirements
- ⚠️Requires Node.js version >=18.9.1.
- ⚠️Relies on an external Artinet API (api.stage.artinet.io/v1/connect) for core routing decisions, which could be a point of failure or require specific authentication/pricing.
- ⚠️Requires external MCP tool servers (e.g., @modelcontextprotocol/server-filesystem) to be installed and available for specific functionalities.
- ⚠️Currently only supports stdio MCP Servers, limiting integration options to processes that communicate via standard I/O streams.
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plc-gateway
by hi-ropon
This server provides a FastAPI REST API for reading device values from Mitsubishi PLCs using the MC protocol.
This server provides a FastAPI REST API for reading device values from Mitsubishi PLCs using the MC protocol.
Setup Requirements
- ⚠️Requires a Mitsubishi PLC accessible via network (TCP/UDP).
- ⚠️No built-in authentication or authorization, requiring external security measures for production deployment.
- ⚠️Network connectivity between the server and the PLC is essential; firewall rules must permit MC Protocol communication (default port 5511).
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mcp-server
by coval-ai
Provides a Model Context Protocol (MCP) server that enables AI assistants to interact with the Coval AI evaluation platform for launching and monitoring evaluation runs, managing AI agents and test sets, and retrieving evaluation metrics.
Provides a Model Context Protocol (MCP) server that enables AI assistants to interact with the Coval AI evaluation platform for launching and monitoring evaluation runs, managing AI agents and test sets, and retrieving evaluation metrics.
Setup Requirements
- ⚠️A Coval API Key is required (COVAL_API_KEY environment variable or X-API-Key header in Lambda). Without it, the server will only enable a basic 'ping' tool.
- ⚠️Requires Node.js version 20.0.0 or higher, as specified in package.json.