4,000+ servers built on MCP Fusion
Vinkius
LlamaIndexFramework
LlamaIndex
Why use Mapulus MCP Server with LlamaIndex?

Bring Spatial Analytics
to LlamaIndex

Create your Vinkius account to connect Mapulus to LlamaIndex and start using all 9 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.

MCP Inspector GDPR Free for Subscribers
Enrich LocationGet Boundary DetailsGet DemographicsGet H3 IndexGet IsochroneGet Postcode DataList Data TopicsSearch BoundariesSearch Suburbs
ChatGPT Claude Perplexity

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Mapulus

What is the Mapulus MCP Server?

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

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

How it works

  1. Subscribe to this server
  2. Enter your Mapulus API Key
  3. Start querying Australian geographic data from Claude, Cursor, or any MCP-compatible client

Built-in capabilities (9)

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

See what your AI agent can do with Mapulus

Why LlamaIndex?

LlamaIndex agents combine Mapulus 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.

  • —

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

  • —

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

  • —

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

  • —

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

L
See it in action

Mapulus in LlamaIndex

AI Agent→Vinkius
High Security·Kill Switch·Plug and Play
Enterprise Security

Why run Mapulus with Vinkius?

The Mapulus connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 9 tools are ready to work instantly without any complex setup.

You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

View full Mapulus details →
Mapulus
Fully ManagedNo server setup
Plug & PlayNo coding needed
SecurePrivacy protected
PrivateYour data is safe
Cost ControlBudget limits
Control1-click disconnect
Auto-UpdatesMaintenance free
High SpeedOptimized for AI
Reliable99.9% uptime
Your credentials and connection tokens are fully encrypted

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure

01 / Catalog

Over 4,000 integrations ready for AI agents

Explore a vast library of pre-built integrations, optimized and ready to deploy.

02 / Credentials

Connect securely in under 30 seconds

Generate tokens to authenticate and link external services in a single step.

03 / Guardian

Complete visibility into every agent action

Audit live requests, latency, success rates, and active security compliance policies.

04 / FinOps

Optimize spending and track token ROI

Analyze real-time token consumption and cost metrics detailed by connection.

Over 4,000 integrations ready for AI agents
Connect securely in under 30 seconds
Complete visibility into every agent action
Optimize spending and track token ROI

Explore our live AI Agents Analytics dashboard to see it all working

This dashboard is included when you connect Mapulus using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.

Explore Analytics
Why Vinkius

Mapulus and 4,000+ other AI tools. No hosting, no code, ready to use.

Professionals who connect Mapulus to LlamaIndex through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.

4,000+MCP Integrations
<40msResponse time
100%Fully managed
Raw MCP
Vinkius
Ready-to-use MCPsFind and configure each manually4,000+ MCPs ready to use
Connection SetupManual coding & server setup1-click instant connection
Server HostingYou host it yourself (needs 24/7 uptime)100% hosted & managed by Vinkius
Security & PrivacyStored in plaintext config filesBank-grade encrypted vault
Activity VisibilityBlind execution (no logs or tracking)Live dashboard with real-time logs
Cost ControlRunaway AI token spend riskAutomatic budget limits
Revoking AccessMust delete files or code to stop1-click disconnect button
View step-by-step setup guide for LlamaIndex →
The Vinkius Advantage

How Vinkius secures Mapulus for LlamaIndex

Every request between LlamaIndex and Mapulus is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

How do I find my Mapulus API Key?

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

02

What regions are covered by Mapulus?

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

03

Is my API Key secure?

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

04

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.

05

Can I combine MCP tools with vector stores?

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

06

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.

07

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

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