Bring Indoor Positioning
to LangChain
Create your Vinkius account to connect Pointr to LangChain and start using all 10 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.
Compatible with every major AI agent and IDE
What is the Pointr MCP Server?
Bring deep indoor location intelligence directly to your AI operations using the Pointr network. This MCP integration securely bridges your LLM to complex structural databases plotting multi-floor layouts, indoor geo-fencing, and Bluetooth Low Energy (BLE) beacon networks. Instead of navigating complicated dashboards to audit facility paths, simply instruct your local Agent to parse physical building parameters perfectly.
What you can do
- Facility Exploration — Understand global deployments natively. Run
list_buildingsandlist_levelsto mathematically visualize vertical architectures and floor limits. - Precision Wayfinding — Query active Point of Interest objects. The agent leverages
search_poisto find specific gates/stores, and dynamically invokescalculate_pathpredicting multi-floor walking paths avoiding structural walls. - Infrastructure Auditing — Ask the AI to evaluate BLE hardware mesh footprints using the
list_beaconsutility, verifying precisely where physical network sensors reside inside map geometries. - Geo-Fence Parsing — Interrogate proactive indoor trigger zones.
list_geofencesbrings back complex logical polygons mapping where local alerts fire globally.
How it works
- Append the Pointr connector directly into your MCP cluster
- Introduce your explicit Enterprise Bearer Token into the configuration vault
- Begin instructing your LLM to dissect and verify massive indoor mapping models natively
Who is this for?
- Facilities Managers — script AI routines to passively ping
list_beaconsand cross-reference them against active floor geometries to spot offline hardware. - Spatial Data Engineers — command the assistant to extract massive layout configurations using
get_level_mapisolating routing constraints directly into code context. - Aviation & Retail Planners — ask the LLM to run batch test queries calling
calculate_pathto simulate crowd flow and optimal step logic across massive airport or mall nodes.
Built-in capabilities (10)
Calculate the optimal indoor wayfinding path between two points
Retrieve detailed configuration for a specific Pointr building
Retrieve the floor plan map data for a specific building level
Retrieve detailed information for a specific Pointr POI
List all BLE beacons deployed and registered in the Pointr platform
List all buildings registered in the Pointr indoor intelligence platform
List all indoor geofences configured in the Pointr platform
List all floor levels for a specific Pointr building
List all Points of Interest (POIs) registered in the Pointr platform
Search for indoor Points of Interest by keyword
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Pointr through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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The largest ecosystem of integrations, chains, and agents. combine Pointr MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across Pointr queries for multi-turn workflows
Pointr in LangChain
Why run Pointr with Vinkius?
The Pointr 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 10 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.

* 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
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Pointr using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Pointr and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Pointr to LangChain 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.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Pointr for LangChain
Every request between LangChain and Pointr is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Can the agent calculate walking paths across multiple floors?
Yes. When triggering calculate_path supplied with explicit coordinate pairings spanning different Level UUIDs, the Pointr engine bridges the wayfinding automatically. It factors in fixed transitions like elevators or stairs natively, feeding the Agent the comprehensive turn-by-turn array in JSON format seamlessly.
Is it possible to extract the giant raw map shapes for a given floor?
Absolutely. By initiating the query get_level_map tied securely to a single level UUID, the interface processes and downloads massive explicit geometries mapping out physical walls, traversable space nodes, and internal partitions explicitly generated by the Pointr pipeline.
Can I search for specific stores or bathrooms using text queries?
Yes. Pointr exposes dense fuzzy logic matching indexes. When the Agent executes search_pois feeding a literal keyword alongside the Target Building ID, it reliably unearths precisely mapped nodes conforming to 'Restroom', 'Exit', or custom store names embedded dynamically.
How does LangChain connect to MCP servers?
Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
Which LangChain agent types work with MCP?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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