Laravel Forge MCP Server for LlamaIndex 9 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Laravel Forge as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Laravel Forge. "
"You have 9 tools available."
),
)
response = await agent.run(
"What tools are available in Laravel Forge?"
)
print(response)
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.
LlamaIndex agents combine Laravel Forge tool responses with indexed documents for comprehensive, grounded answers. Connect 9 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
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 LlamaIndex 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 LlamaIndex via MCP
Follow these steps to integrate the Laravel Forge MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 9 tools from Laravel Forge
Why Use LlamaIndex with the Laravel Forge MCP Server
LlamaIndex provides unique advantages when paired with Laravel Forge through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Laravel Forge tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Laravel Forge tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Laravel Forge, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Laravel Forge tools were called, what data was returned, and how it influenced the final answer
Laravel Forge + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Laravel Forge MCP Server delivers measurable value.
Hybrid search: combine Laravel Forge real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Laravel Forge to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Laravel Forge for fresh data
Analytical workflows: chain Laravel Forge queries with LlamaIndex's data connectors to build multi-source analytical reports
Laravel Forge MCP Tools for LlamaIndex (9)
These 9 tools become available when you connect Laravel Forge to LlamaIndex 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 LlamaIndex
Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex
Common issues when connecting Laravel Forge to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpLaravel Forge + LlamaIndex FAQ
Common questions about integrating Laravel Forge MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
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 LlamaIndex
Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.