Deployment & DevOps MCP Servers

GitHub Bridge

Enables AI agents to securely access and manage GitHub Enterprise data, including users, organizations, and licenses.

GCloud Cloud Run

Deploys an HTTP wrapper for the `gcloud-mcp` CLI to Google Cloud Run, enabling programmatic execution of gcloud commands.

Azure DevOps

Facilitates management and control plane operations for Azure DevOps.

Traffic Director

Facilitates interaction with the Google Traffic Director API using a Multi-Agent Conversation Protocol server.

Apis Hub

Configures MCP servers for APIs Hub.

AWS Lambda Server

Deploys a Model Context Protocol (MCP) server designed to run on AWS Lambda, integrating custom tools with AI clients.

Vercel Functions

Provides a server template for deploying custom tools and resources on Vercel.

Hono

Expose Hono API endpoints as Model Context Protocol (MCP) tools, simplifying integration and enhancing API functionality.

Poem

Exposes counter management, arithmetic operations, and IP address validation tools via a Server-Sent Events (SSE) endpoint.

Claude Code Integration

Integrates Claude Code with GitHub Actions to create a seamless development environment.

Terraform Cloud

Integrate Terraform Cloud API functionality into AI assistants for managing infrastructure as code.

Global Patent Search System

Accelerates the development of Global Patent Search Systems by providing a DevOps-friendly MCP server template.

Brave Search SSE

Provides real-time Brave Search results via Server-Sent Events (SSE).

AWS Terraform

Simplifies Terraform on AWS development by providing a Dockerized Model Context Protocol (MCP) server with integrated best practices, infrastructure as code patterns, and security compliance.

Market Data

Exposes financial market data endpoints for LLMs and other clients, enabling fetching of OHLCV, option chains, Greeks, and corporate events, and facilitating training dataset assembly.

SSH

Facilitates secure SSH connections, remote command execution, and file management across servers using the Model Context Protocol.

Railway

Integrates with Railway.app to allow AI clients to manage infrastructure, deploy services, and monitor deployments using natural language.

IaC Memory

Enhances Claude AI's capabilities by providing persistent memory storage for Infrastructure-as-Code (IaC) components, focusing on version tracking and relationship mapping for Terraform and Ansible resources.

General

Implements a protocol-compliant MCP server, offering JSON configuration for fast setup and a plugin-based architecture for custom AI agents and orchestration.

Model Compute Paradigm

Dynamically routes AI tasks like chat, summarization, and sentiment analysis to appropriate models using intelligent, LLM-powered routing within a lightweight, production-ready FastAPI backend.