How do I get my OfficeRnD API credentials?

Log in to your OfficeRnD Flex portal and navigate to Settings > Developer Tools > Applications to create a new client and generate your ID and Secret.

Can I see real-time room availability?

Yes! Use the `list_bookings` tool to see current and upcoming reservations, and `list_workspace_resources` to see the full list of bookable assets.

What is the Organization ID in OfficeRnD?

The Organization ID is a unique identifier for your OfficeRnD instance, often found in your portal's URL or in the general settings tab.

OfficeRnD Flex MCP Server for LlamaIndex 10 tools — connect in under 2 minutes

Name: OfficeRnD Flex
Availability: InStock
Author: Vinkius

docs.llamaindex.ai/en/stable/module_guides/tools/mcp

Built by Vinkius GDPR 10 Tools Framework

LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add OfficeRnD Flex as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

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 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 OfficeRnD Flex. "
            "You have 10 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in OfficeRnD Flex?"
    )
    print(response)

asyncio.run(main())

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About OfficeRnD Flex MCP Server

Connect your OfficeRnD Flex account to your AI agent and streamline your coworking or flexible workspace operations through natural conversation using their powerful Developer API.

LlamaIndex agents combine OfficeRnD Flex tool responses with indexed documents for comprehensive, grounded answers. Connect 10 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

Member Oversight — List all registered members and retrieve detailed profile information and membership statuses.
Booking Management — Access active and historical bookings for meeting rooms, desks, and other workspace resources.
Resource Intelligence — List all bookable assets in your workspace and monitor their availability.
Contract Tracking — View all membership and resource usage contracts to stay on top of commitments.
Billing & Payments — Access a history of all generated invoices and monitor received payments in real-time.
Plan Management — List all available membership and billing plans defined in your organization.
Deep Inspection — Fetch complete metadata for specific members, bookings, or teams using their unique IDs.

The OfficeRnD Flex MCP Server exposes 10 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 OfficeRnD Flex to LlamaIndex via MCP

Follow these steps to integrate the OfficeRnD Flex 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 10 tools from OfficeRnD Flex

Why Use LlamaIndex with the OfficeRnD Flex MCP Server

LlamaIndex provides unique advantages when paired with OfficeRnD Flex through the Model Context Protocol.

Data-first architecture: LlamaIndex agents combine OfficeRnD Flex tool responses with indexed documents for comprehensive, grounded answers

Query pipeline framework lets you chain OfficeRnD Flex tool calls with transformations, filters, and re-rankers in a typed pipeline

Multi-source reasoning: agents can query OfficeRnD Flex, a vector store, and a SQL database in a single turn and synthesize results

Observability integrations show exactly what OfficeRnD Flex tools were called, what data was returned, and how it influenced the final answer

OfficeRnD Flex + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the OfficeRnD Flex MCP Server delivers measurable value.

Hybrid search: combine OfficeRnD Flex real-time data with embedded document indexes for answers that are both current and comprehensive

Data enrichment: query OfficeRnD Flex 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 OfficeRnD Flex for fresh data

Analytical workflows: chain OfficeRnD Flex queries with LlamaIndex's data connectors to build multi-source analytical reports

OfficeRnD Flex MCP Tools for LlamaIndex (10)

These 10 tools become available when you connect OfficeRnD Flex to LlamaIndex via MCP:

get_booking_details

Get specific booking details

get_member_details

Get specific member info

list_billing_invoices

List billing invoices

list_billing_payments

List received payments

list_billing_plans

List membership plans

list_bookings

List resource bookings

list_member_contracts

List member contracts

list_members

List workspace members

list_teams

List workspace teams

list_workspace_resources

List available resources

Example Prompts for OfficeRnD Flex in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with OfficeRnD Flex immediately.

"List all active bookings for today."

"Show me the details for member ID 'mem_98765'."

"List our available billing plans."

Troubleshooting OfficeRnD Flex MCP Server with LlamaIndex

Common issues when connecting OfficeRnD Flex to LlamaIndex through the Vinkius, and how to resolve them.

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

OfficeRnD Flex + LlamaIndex FAQ

Common questions about integrating OfficeRnD Flex MCP Server with LlamaIndex.

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query OfficeRnD Flex tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.