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Kavak MCP Server for LlamaIndex 14 tools — connect in under 2 minutes

Built by Vinkius GDPR 14 Tools Framework

LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Kavak as an MCP tool provider through the Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

Vinkius supports streamable HTTP and SSE.

python
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 Kavak. "
            "You have 14 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Kavak?"
    )
    print(response)

asyncio.run(main())
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About Kavak MCP Server

Connect to the Kavak platform from any AI agent and navigate Mexico's largest certified pre-owned vehicle marketplace through natural conversation.

LlamaIndex agents combine Kavak tool responses with indexed documents for comprehensive, grounded answers. Connect 14 tools through the 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

  • Vehicle Search — Browse thousands of certified pre-owned vehicles with filters for make, model, year, price range, and free-text queries
  • 240-Point Inspection Reports — Access the detailed mechanical inspection results that every Kavak vehicle undergoes before listing
  • Vehicle History — Check ownership count, accident records, service history, and legal status for any listed vehicle
  • Trade-In Valuations — Get instant AI-powered buy-back offers for your current vehicle based on make, model, year, mileage, and condition
  • Financing Calculator — View available credit plans across multiple terms (12-60 months) with different down payment scenarios
  • Reservations & Test Drives — Reserve vehicles and schedule test drives at Kavak hubs across Mexico
  • Market Intelligence — Query average prices, trends, and price ranges for any make/model/year in the Mexican used car market

The Kavak MCP Server exposes 14 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 Kavak to LlamaIndex via MCP

Follow these steps to integrate the Kavak MCP Server with LlamaIndex.

01

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

Save to agent.py and run: python agent.py

04

Explore tools

The agent discovers 14 tools from Kavak

Why Use LlamaIndex with the Kavak MCP Server

LlamaIndex provides unique advantages when paired with Kavak through the Model Context Protocol.

01

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

02

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

03

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

04

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

Kavak + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Kavak MCP Server delivers measurable value.

01

Hybrid search: combine Kavak real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Kavak to augment indexed data with live information before generating user-facing responses

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Kavak for fresh data

04

Analytical workflows: chain Kavak queries with LlamaIndex's data connectors to build multi-source analytical reports

Kavak MCP Tools for LlamaIndex (14)

These 14 tools become available when you connect Kavak to LlamaIndex via MCP:

01

create_reservation

Requires buyer contact details. The vehicle will be taken off the marketplace during the reservation period. Reserve a vehicle for purchase

02

estimate_trade_in

The estimate factors in make, model, year, mileage, condition, and current Mexican market prices. Get a trade-in value estimate for your current car

03

get_financing_options

Calculate financing plans for a vehicle

04

get_market_pricing

Get market pricing intelligence for a car model

05

get_reservation

Check the status of a vehicle reservation

06

get_vehicle

Get full details of a specific car

07

get_vehicle_history

Check the ownership and accident history of a car

08

get_vehicle_inspection

View the 240-point mechanical inspection report

09

list_locations

Each location includes its address, operating hours, available services (test drives, inspections, deliveries), and contact details. Find Kavak showroom locations

10

list_makes

List all available car manufacturers

11

list_models

List models available for a specific make

12

list_reservations

List all your active reservations

13

schedule_test_drive

Kavak also offers home test drives in select cities where the vehicle is delivered to the buyer's address. Schedule a test drive for a vehicle

14

search_vehicles

All vehicles listed on Kavak come with a 240-point mechanical inspection and Kavak warranty. Search available used cars in the Kavak inventory

Example Prompts for Kavak in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Kavak immediately.

01

"Find me Toyota Corollas from 2020-2023 under $350,000 MXN."

02

"What would Kavak offer me for my 2019 Nissan Sentra with 85,000 km?"

03

"Show financing options for vehicle ID KV-88201 with a $50,000 MXN down payment."

Troubleshooting Kavak MCP Server with LlamaIndex

Common issues when connecting Kavak to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Kavak + LlamaIndex FAQ

Common questions about integrating Kavak MCP Server with LlamaIndex.

01

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.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Kavak tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

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

Connect Kavak to LlamaIndex

Get your token, paste the configuration, and start using 14 tools in under 2 minutes. No API key management needed.