Laravel Forge MCP Server for LangChain 9 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Laravel Forge through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"laravel-forge": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Laravel Forge, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* 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.
LangChain's ecosystem of 500+ components combines seamlessly with Laravel Forge through native MCP adapters. Connect 9 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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 LangChain 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 LangChain via MCP
Follow these steps to integrate the Laravel Forge MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 9 tools from Laravel Forge via MCP
Why Use LangChain with the Laravel Forge MCP Server
LangChain provides unique advantages when paired with Laravel Forge through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Laravel Forge MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Laravel Forge queries for multi-turn workflows
Laravel Forge + LangChain Use Cases
Practical scenarios where LangChain combined with the Laravel Forge MCP Server delivers measurable value.
RAG with live data: combine Laravel Forge tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Laravel Forge, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Laravel Forge tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Laravel Forge tool call, measure latency, and optimize your agent's performance
Laravel Forge MCP Tools for LangChain (9)
These 9 tools become available when you connect Laravel Forge to LangChain 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 LangChain
Ready-to-use prompts you can give your LangChain 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 LangChain
Common issues when connecting Laravel Forge to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersLaravel Forge + LangChain FAQ
Common questions about integrating Laravel Forge MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Connect Laravel Forge with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Laravel Forge to LangChain
Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.