Deployment & DevOps Servidores MCP

Apache Airflow

Standardizes interaction with Apache Airflow via the Model Context Protocol (MCP).

Shell Command Executor

Executes whitelisted shell commands remotely with standard input support.

1Panel

Enables interaction with the 1Panel platform via the Model Context Protocol (MCP).

PostgreSQL

Provides PostgreSQL database management capabilities, assisting with analysis, debugging, schema management, data migration, and monitoring.

NetBox

Enables interaction with NetBox data via Large Language Models (LLMs) using the Model Context Protocol (MCP).

Esp

Build simple projects with logging and automatically fix issues based on logs for esp-idf build commands.

Kom

Simplifies Kubernetes operations by providing an SDK-level abstraction of kubectl and client-go, offering easy resource management and MCP server capabilities.

Goku

Simulates HTTP traffic to benchmark and analyze web service performance.

K8s

Provides a standardized interface to interact with and manage Kubernetes clusters.

MikroTik

Bridges AI assistants with MikroTik RouterOS devices for network management through natural language requests.

Spotinfo

Explore AWS EC2 Spot instance types, savings, prices, and interruption frequencies for optimal cloud resource selection.

Rocketship

Enables coding agents to write, run, and maintain integration tests for various data resources, APIs, and customer journeys.

SSH Manager

Facilitates seamless management of multiple SSH connections, remote command execution, and file transfers directly from Claude Code.

PAIML Agent Toolkit

Generates AI-optimized context for code analysis and enforces extreme quality standards to make agentic code more deterministic.

Apache Spark History

Enables AI agents to connect with Apache Spark History Servers for intelligent job analysis and performance monitoring.

AI Code Toolkit

Provides scaffolding, architectural patterns, and validation rules to scale AI coding agents and ensure consistent, convention-following code generation.

Defang

Transforms Docker Compose configurations into secure, scalable cloud deployments across major providers like AWS, GCP, and DigitalOcean.

Xiaoi

Send voice notifications and manage Xiaomi AI speakers through CLI, TUI, MCP, or Webhook interfaces.

Mengram

Provides human-like memory capabilities for AI agents, encompassing semantic, episodic, and procedural knowledge that evolves from experience.

Turbo-Flow

Provides an advanced agentic development environment for orchestrating multi-agent systems and autonomous workflows across various cloud and local setups.