Forge MCP Server

What is Forge MCP Server?

Forge MCP Server is a Model Control Protocol (MCP) server that bridges Large Language Models (LLMs) to the Forge project scaffolding API. It enables AI assistants to generate project structures, boilerplate code, and configurations based on natural language descriptions. It is built with FastMCP and requires Python 3.13+.

How to use Forge MCP Server?

Install with Pipenv, then run fastmcp dev server.py. The server uses stdio for communication and exposes a tool called query_agent that accepts a natural language query string and returns a JSON response from the Forge API.

Key features of Forge MCP Server

• Easy integration with LLMs via the Model Control Protocol
• Connects to the Forge project scaffolding API
• Simple query interface for project generation
• Error handling and timeout management
• Built with FastMCP framework

Use cases of Forge MCP Server

• Scaffold new projects from natural language descriptions using an AI assistant
• Generate project boilerplate code and configurations automatically
• Integrate project scaffolding capabilities directly into LLM workflows
• Enable rapid prototyping by letting LLMs create project structures on demand