How do I get started?

Subscribe, copy your active API Token (which you generate inside **Forge Dashboard → API**), and connect it. The integration expects standard connections so you can trigger real build routines natively without intricate pipelines or ssh logic.

Can my AI automatically trigger site deployments?

Yes! Give the agent the Server ID and Site ID you're questioning. It utilizes `deploy_site` to physically POST to Forge's pipelines kicking off an automated release. Perfect for hands-free releases right from Cursor.

What happens when I want to fetch metrics on queued application workers?

Provide the exact IDs. The tool evaluates endpoint rules (`list_workers`) and unpacks default configurations running PHP queues natively back to the terminal screen.

Does it list physical server setups efficiently?

Absolutely. Execute 'list_servers' or probe 'list_ssh_keys'. It aggregates root connection statuses, IPs, and structural records giving immense monitoring peace-of-mind at the keyboard.

Laravel Forge MCP Server for OpenAI Agents SDK 9 tools — connect in under 2 minutes

Name: Laravel Forge
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 9 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Laravel Forge through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Laravel Forge Assistant",
            instructions=(
                "You help users interact with Laravel Forge. "
                "You have access to 9 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Laravel Forge"
        )
        print(result.final_output)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Laravel Forge MCP Server

Connect your Laravel Forge developer account to an AI agent to execute complex devops tasks natively in chat.

The OpenAI Agents SDK auto-discovers all 9 tools from Laravel Forge through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Laravel Forge, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Server Ecosystems — List all connected drops, inspect internal structures, and check status
Deployments — Safely dispatch site deployment scripts and watch output structures
Database Configurations — Query connected DB clusters linked to given domains
Worker Operations — Expose active daemon configurations routing jobs under your servers

The Laravel Forge MCP Server exposes 9 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Laravel Forge to OpenAI Agents SDK via MCP

Follow these steps to integrate the Laravel Forge MCP Server with OpenAI Agents SDK.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 9 tools from Laravel Forge

Why Use OpenAI Agents SDK with the Laravel Forge MCP Server

OpenAI Agents SDK provides unique advantages when paired with Laravel Forge through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Laravel Forge + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Laravel Forge MCP Server delivers measurable value.

Automated workflows: build agents that query Laravel Forge, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Laravel Forge, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Laravel Forge tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Laravel Forge to resolve tickets, look up records, and update statuses without human intervention

Laravel Forge MCP Tools for OpenAI Agents SDK (9)

These 9 tools become available when you connect Laravel Forge to OpenAI Agents SDK via MCP:

deploy_site

Command a deployment script queue to execute on a repository site

get_server

Retrieve detailed data on a specific server droplet

get_site

Look up specifics for an exact site layout on a server

list_databases

List active databases mounted on a Forge server

list_recipes

Retrieve available custom shell recipes within your organizational team limits

list_servers

Retrieve the master list of all connected Forge servers

list_sites

List websites mounted to a specific server

list_ssh_keys

Retrieve active physical access keys inserted on the root server

list_workers

Retrieve queue worker configurations executing on a tracked site

Example Prompts for Laravel Forge in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Laravel Forge immediately.

"Display all the cloud server instances operating in the fleet."

"Deploy the pending commits directly to staging site 5210 on server 1205."

"Check the active workers running on the production server."

Troubleshooting Laravel Forge MCP Server with OpenAI Agents SDK

Common issues when connecting Laravel Forge to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Laravel Forge + OpenAI Agents SDK FAQ

Common questions about integrating Laravel Forge MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.