Lalamove Malaysia MCP Server for LlamaIndex 10 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Lalamove Malaysia as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
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 Lalamove Malaysia. "
"You have 10 tools available."
),
)
response = await agent.run(
"What tools are available in Lalamove Malaysia?"
)
print(response)
asyncio.run(main())
* 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.
LlamaIndex agents combine Lalamove Malaysia 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
- 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 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 Lalamove Malaysia to LlamaIndex via MCP
Follow these steps to integrate the Lalamove Malaysia 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 Lalamove Malaysia
Why Use LlamaIndex with the Lalamove Malaysia MCP Server
LlamaIndex provides unique advantages when paired with Lalamove Malaysia through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Lalamove Malaysia tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Lalamove Malaysia tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Lalamove Malaysia, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Lalamove Malaysia tools were called, what data was returned, and how it influenced the final answer
Lalamove Malaysia + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Lalamove Malaysia MCP Server delivers measurable value.
Hybrid search: combine Lalamove Malaysia real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Lalamove Malaysia 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 Lalamove Malaysia for fresh data
Analytical workflows: chain Lalamove Malaysia queries with LlamaIndex's data connectors to build multi-source analytical reports
Lalamove Malaysia MCP Tools for LlamaIndex (10)
These 10 tools become available when you connect Lalamove Malaysia to LlamaIndex 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 LlamaIndex
Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex
Common issues when connecting Lalamove Malaysia to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpLalamove Malaysia + LlamaIndex FAQ
Common questions about integrating Lalamove Malaysia MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
Connect Lalamove Malaysia with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Lalamove Malaysia to LlamaIndex
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.