Can my AI automatically get a delivery quote before placing an order?

Yes! Use the `get_quotation` tool with the pickup and delivery addresses and vehicle type. Your agent will return the estimated cost and distance instantly.

How do I track the real-time location of a Lalamove driver?

Use the `get_order_details` tool with your active Order ID. If a driver has been assigned, the agent will return their current GPS coordinates and contact information.

Does Lalamove support motorcycle deliveries in Kuala Lumpur?

Yes! Use the `list_cities` tool to verify coverage and supported vehicle types. Motorcycles (MOTORCYCLE) are a standard vehicle option for Kuala Lumpur and most Malaysian cities.

Lalamove Malaysia MCP Server for LangChain 10 tools — connect in under 2 minutes

Name: Lalamove Malaysia
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 10 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Lalamove Malaysia through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

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 langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "lalamove-malaysia": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Lalamove Malaysia, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

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* 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 Lalamove Malaysia MCP Server

Connect your AI agents to Lalamove Malaysia, the leading on-demand delivery platform. This MCP provides 10 tools to automate delivery quotations, orchestrate shipment orders, and track driver status in real-time directly through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Lalamove Malaysia 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.

What you can do

Delivery Quotation — Get real-time price estimates for various vehicle types based on pickup and drop-off locations
Order Management — Create, cancel, and retrieve shipment orders programmatically using the official API
Driver Tracking — Monitor driver assignments, contact details, and real-time GPS locations for active deliveries
City Intelligence — Verify service availability and list supported cities within the Lalamove Malaysia network
Market Transparency — Access granular fee breakdowns, including base fares and surcharges, for any delivery task

The Lalamove Malaysia MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain 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 Lalamove Malaysia to LangChain via MCP

Follow these steps to integrate the Lalamove Malaysia MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 10 tools from Lalamove Malaysia via MCP

Why Use LangChain with the Lalamove Malaysia MCP Server

LangChain provides unique advantages when paired with Lalamove Malaysia through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Lalamove Malaysia MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

Memory and conversation persistence let agents maintain context across Lalamove Malaysia queries for multi-turn workflows

Lalamove Malaysia + LangChain Use Cases

Practical scenarios where LangChain combined with the Lalamove Malaysia MCP Server delivers measurable value.

RAG with live data: combine Lalamove Malaysia tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Lalamove Malaysia, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Lalamove Malaysia tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Lalamove Malaysia tool call, measure latency, and optimize your agent's performance

Lalamove Malaysia MCP Tools for LangChain (10)

These 10 tools become available when you connect Lalamove Malaysia to LangChain via MCP:

add_priority_fee

Add a priority fee (tip) to an order

cancel_order

Cancel an active delivery order

get_driver_details

Get information about the assigned driver

get_driver_location

Get real-time GPS location of the assigned driver

get_order_details

Get details for a specific order

get_price_breakdown

Retrieve detailed price breakdown for a quotation

get_quotation

Returns a quotationId and price breakdown. Get a delivery quotation

list_city_info

List supported cities and service types

list_vehicle_info

List available vehicle types

place_order

Place a new delivery order

Example Prompts for Lalamove Malaysia in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Lalamove Malaysia immediately.

"Get a Lalamove quote for a motorcycle from 'KLCC' to 'Petaling Jaya'."

"Track my active Lalamove order 'ord_123456789'."

"Cancel my Lalamove order ID 'ord_999888777'."

Troubleshooting Lalamove Malaysia MCP Server with LangChain

Common issues when connecting Lalamove Malaysia to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Lalamove Malaysia + LangChain FAQ

Common questions about integrating Lalamove Malaysia MCP Server with LangChain.

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.