Automation Servers

NCP (MCP Orchestrator)

Official

Intelligent orchestration layer that unifies multiple MCP servers into a single gateway with RAG-powered discovery engine for semantic tool routing across diverse services like GitHub, Slack, PostgreSQL, and AWS.

Provides workflow management and automation through step-by-step execution with branching logic, conditional operations, template variables, and state persistence for complex multi-step processes like code reviews and data pipelines.

Integrates with Facebook's iOS Development Bridge (idb) to enable automated iOS device management, test execution, UI interactions, and app installation through a simple npm module.

F

Flux (AO & Arweave)

Remote

Integrates with Arweave and AO ecosystems to enable developers to run, create, and test AO code and blueprints using natural language commands without requiring deep technical knowledge of the underlying systems.

Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar, Contacts, Messages, and Finder through a lightweight server implementation.

Enables AI to automate Microsoft Office applications (Word, Excel, PowerPoint, and more) through COM interfaces in Windows, providing tools for launching programs, manipulating documents, capturing screenshots, and managing files.

Pulumi Infrastructure as Code

Official

Enables infrastructure as code operations with Pulumi, providing tools for querying registry resources and executing CLI commands like preview, deploy, and retrieving stack outputs

Provides direct control over Xcode IDE through AppleScript automation for project building, scheme management, hierarchy exploration, and error retrieval with path-based security controls and macOS notification feedback.

Streamlines Android project development by providing automated tools for building, testing, and running instrumented tests through Visual Studio Code extensions, enabling seamless interaction and error reporting.

Manages MCP server packages within development environments with tools for searching, installing, uninstalling, and health-checking from multiple registries including GitHub and local sources, featuring transactional operations with automatic rollback, environment validation, and audit logging for centralized package lifecycle management.

Bridges to the Shopify GraphQL Admin API, enabling product searches, customer information retrieval, order management, and inventory updates without leaving your workflow.

Enables coding agents to execute long-running shell commands asynchronously with full process management capabilities.

Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token usage for complex workflows.

BrowserCat

Official

Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript execution without local browser installation.

Provides a bridge to Android devices through ADB, enabling device management, shell command execution, app installation, screenshot capture, and file transfer across connected Android devices.

Enables remote control of Android phones through ADB commands for making calls, sending texts, taking screenshots, managing contacts, launching apps, and retrieving system information.

Apify Actor

Official Remote

Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.

Enables GitHub Actions integration for triggering workflows, fetching action details, and retrieving repository releases through authenticated API interactions

Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user interfaces

Enables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team resources with robust operational capabilities.

Integrates with Unreal Engine to assist with game development workflows.