DoorLoop MCP Server for LlamaIndexGive LlamaIndex instant access to 12 tools to Create Work Order, Get Lease Details, Get Property Details, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add DoorLoop as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
Ask AI about this App Connector for LlamaIndex
The DoorLoop app connector for LlamaIndex is a standout in the Erp Operations category — giving your AI agent 12 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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 DoorLoop. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in DoorLoop?"
)
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 DoorLoop MCP Server
Connect your DoorLoop account to any AI agent and take full control of your rental portfolio and real estate operations through natural conversation.
LlamaIndex agents combine DoorLoop tool responses with indexed documents for comprehensive, grounded answers. Connect 12 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
- Property Orchestration — List and manage your entire real estate portfolio programmatically, including retrieving detailed metadata for properties and individual units
- Tenant & Lease Lifecycle — Access complete tenant profiles and monitor active lease agreements to maintain high-fidelity records of your occupants
- Maintenance Architecture — Monitor maintenance requests and programmatically create new work orders to coordinate repairs and service vendors efficiently
- Lead & Prospecting — Retrieve directories of potential tenants (leads) to streamline your vacancy filling and marketing workflows
- Financial Visibility — Access summarized rent roll reports and vendor directories directly through your agent for instant operational reporting
The DoorLoop MCP Server exposes 12 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.
All 12 DoorLoop tools available for LlamaIndex
When LlamaIndex connects to DoorLoop through Vinkius, your AI agent gets direct access to every tool listed below — spanning real-estate, lease-management, rent-collection, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.
Requires subject and unit/property IDs. Create a new maintenance work order
Get details for a specific lease
Get details for a specific property
Get the current rent roll report
Get details for a specific tenant
List all lease agreements
List all properties
List prospective tenants
List all tenants
Can be filtered by property ID. List all rental units
List all service vendors
List all maintenance work orders
Connect DoorLoop to LlamaIndex via MCP
Follow these steps to wire DoorLoop into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the DoorLoop MCP Server
LlamaIndex provides unique advantages when paired with DoorLoop through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine DoorLoop tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain DoorLoop tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query DoorLoop, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what DoorLoop tools were called, what data was returned, and how it influenced the final answer
DoorLoop + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the DoorLoop MCP Server delivers measurable value.
Hybrid search: combine DoorLoop real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query DoorLoop 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 DoorLoop for fresh data
Analytical workflows: chain DoorLoop queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for DoorLoop in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with DoorLoop immediately.
"List all properties and their IDs in my DoorLoop account."
"Show me the maintenance requests for 'Sunset Apartments' (ID: prop_1)."
"Get the rent roll report for all active units."
Troubleshooting DoorLoop MCP Server with LlamaIndex
Common issues when connecting DoorLoop to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpDoorLoop + LlamaIndex FAQ
Common questions about integrating DoorLoop MCP Server with LlamaIndex.