How to Use the Laravel Forge MCP in LlamaIndex

Q: Can LlamaIndex search through my Laravel Forge server list?

Yes, by calling listservers through the MCP tool spec, LlamaIndex indexes your entire server list. You then use semantic search to locate specific IP addresses or server names instantly.

Q: How do I restrict which Laravel Forge tools LlamaIndex can access?

You pass an allowedtools filter when initializing the McpToolSpec. This allows you to limit the agent's access to read-only tools like getsite while blocking execution tools like deploysite.

Index your Laravel Forge server configurations into LlamaIndex to query your infrastructure without hallucinations.

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Connect Laravel Forge MCP to LlamaIndex

Create your Vinkius account to connect Laravel Forge to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup Laravel Forge with LlamaIndex

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Turn server metadata into searchable LlamaIndex knowledge

The `list_sites` tool lists all websites mounted to a specific server. When LlamaIndex indexes this output, your agent answers questions about your site architecture using live, retrieved data. This approach replaces outdated documentation with a dynamic knowledge base. Your agent queries the vectorized index to find which sites run on which droplets without polling the API repeatedly.

Retrieve active SSH keys through LlamaIndex MCP Server

The `list_ssh_keys` tool retrieves active physical access keys inserted on the root server. LlamaIndex indexes these key profiles to let you audit server access using semantic queries. You ask your agent which developers have access to a specific droplet. The agent matches your natural language query against the indexed SSH key data to verify compliance.

Ground deployment decisions in live worker data

The `list_workers` tool retrieves queue worker configurations executing on a tracked site. LlamaIndex parses this data to index queue performance and worker counts before you make scaling decisions. By combining this real-time worker data with your indexed documents, your agent flags if a site has too few workers. This ensures your RAG pipeline uses actual infrastructure states rather than guessing.

Setup guide

Set up Laravel Forge MCP in LlamaIndex

Prerequisites

Python 3.10+ installed
llama-index-tools-mcp package
Active Vinkius subscription with a valid endpoint token

1

Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.
2

Connect with BasicMCPClient
Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.
3

Convert to LlamaIndex tools
Call mcp_tool_spec.to_tool_list_async() to convert all Laravel Forge MCP tools into native FunctionTool objects that any LlamaIndex agent can use.
4

Run with any LLM
Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py

from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to Laravel Forge tools.",
)
response = await agent.run("List recent Laravel Forge data")

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Laravel Forge. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Laravel Forge MCP in LlamaIndex

You use the llama-index-tools-mcp package to connect to the MCP Server and convert its tools into a LlamaIndex tool spec. From there, you run the tools to fetch data and load the JSON outputs directly into a VectorStoreIndex.

Yes, by calling `list_servers` through the MCP tool spec, LlamaIndex indexes your entire server list. You then use semantic search to locate specific IP addresses or server names instantly.

You pass an allowed_tools filter when initializing the McpToolSpec. This allows you to limit the agent's access to read-only tools like `get_site` while blocking execution tools like `deploy_site`.

Yes, you use the asynchronous tool list retrieval method to fetch data from multiple endpoints concurrently. This speeds up the process of building your infrastructure knowledge base.

Your SSH public keys, server IP addresses, and site names are processed in an ephemeral, zero-trust sandbox. No configuration data is stored on Vinkius, keeping your infrastructure details private.

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