Deployment & DevOps MCP Servers

Datadog

Integrate with the Datadog API to manage incidents, monitors, logs, dashboards, metrics, traces, and hosts.

Apache Airflow

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

1Panel

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

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.

K8s Connector

Enables interaction with Kubernetes clusters through Model Control Protocol (MCP) tools.

Kom

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

Portainer

Exposes Portainer environment data through the Model Context Protocol (MCP), enabling AI assistants to interact with containerized infrastructure.

Filesystem

Enables efficient handling of filesystem operations through a fast and asynchronous MCP server.

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.

Executable

Packages an Express server and the MCP SDK into an executable file.

Systemprompt Code Orchestrator

Orchestrates AI coding agents like Claude Code CLI and Gemini CLI to automate and manage complex coding tasks.

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.

KSail

Simplifies Kubernetes cluster creation, maintenance, and operation across various distributions and providers through a single CLI.

Turbo-Flow

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