How do I find my Mapulus API Key?

Log in to Mapulus, go to Profile > API Keys, and you can generate your key there.

What regions are covered by Mapulus?

Mapulus specializes in Australian geographic and statistical data (ABS Census boundaries).

Is my API Key secure?

Absolutely. Your token is encrypted at rest and injected securely at runtime.

Mapulus MCP Server for AutoGen 9 tools — connect in under 2 minutes

Name: Mapulus
Availability: InStock
Author: Vinkius

microsoft.github.io/autogen/docs/tools/mcp-tools

Built by Vinkius GDPR 9 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Mapulus as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

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 autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="mapulus_agent",
            tools=tools,
            system_message=(
                "You help users with Mapulus. "
                "9 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Mapulus MCP Server

Connect your Mapulus account to any AI agent and access deep Australian location intelligence through natural conversation.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Mapulus tools. Connect 9 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

What you can do

Statistical Boundaries — Search and list suburbs, postcodes, LGAs, and other Australian geographies
Demographic Data — Retrieve ABS Census-derived insights on population, income, and housing
Spatial Analytics — Generate isochrones (catchment areas) and query H3 hexagonal indices
Location Enrichment — Enrich any lat/lon coordinate with detailed geographic and statistical context

The Mapulus MCP Server exposes 9 tools through the Vinkius. Connect it to AutoGen 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 Mapulus to AutoGen via MCP

Follow these steps to integrate the Mapulus MCP Server with AutoGen.

Install AutoGen

Run pip install "autogen-ext[mcp]"

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

Explore tools

The workbench discovers 9 tools from Mapulus automatically

Why Use AutoGen with the Mapulus MCP Server

AutoGen provides unique advantages when paired with Mapulus through the Model Context Protocol.

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Mapulus tools to solve complex tasks

Role-based architecture lets you assign Mapulus tool access to specific agents. a data analyst queries while a reviewer validates

Human-in-the-loop support: agents can pause for human approval before executing sensitive Mapulus tool calls

Code execution sandbox: AutoGen agents can write and run code that processes Mapulus tool responses in an isolated environment

Mapulus + AutoGen Use Cases

Practical scenarios where AutoGen combined with the Mapulus MCP Server delivers measurable value.

Collaborative analysis: one agent queries Mapulus while another validates results and a third generates the final report

Automated review pipelines: a researcher agent fetches data from Mapulus, a critic agent evaluates quality, and a writer produces the output

Interactive planning: agents negotiate task allocation using Mapulus data to make informed decisions about resource distribution

Code generation with live data: an AutoGen coder agent writes scripts that process Mapulus responses in a sandboxed execution environment

Mapulus MCP Tools for AutoGen (9)

These 9 tools become available when you connect Mapulus to AutoGen via MCP:

enrich_location

Enrich a location with geographic context

get_boundary_details

g., "poa:2000"). Get details for a specific boundary

get_demographics

Get demographics for a boundary

get_h3_index

Get H3 index for a location

get_isochrone

Generate travel-time boundaries

get_postcode_data

Get data for a specific postcode

list_data_topics

List available data topics

search_boundaries

Search for Australian statistical boundaries

search_suburbs

Search specifically for Australian suburbs

Example Prompts for Mapulus in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with Mapulus immediately.

"Search for boundaries matching 'Sydney'."

"Get demographics for postcode 2000."

"Show available data topics."

Troubleshooting Mapulus MCP Server with AutoGen

Common issues when connecting Mapulus to AutoGen through the Vinkius, and how to resolve them.

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

Mapulus + AutoGen FAQ

Common questions about integrating Mapulus MCP Server with AutoGen.

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call Mapulus tools during their conversation turns.

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.