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How to Use the Wayfront MCP in LlamaIndex

Build knowledge bases from Wayfront data using LlamaIndex.

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LlamaIndex

Connect Wayfront MCP to LlamaIndex

Create your Vinkius account to connect Wayfront to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Querying Parking Data with LlamaIndex

Instead of just getting a list, you index the results. You run `list_tickets` and then LlamaIndex stores those ticket details into your vector store. When a user asks, 'Why was Client X fined last month?', you get an answer grounded in that actual API data. This means you can combine live Wayfront API output with internal documents—like policy manuals—and still query it all through one searchable index.

Semantic Search for MCP Server Output

Need to know what services are available? Run `list_services` and index those descriptions. Later, you can ask a natural language question like, 'What kind of permits do we offer for event parking?' and the system grounds the answer in your indexed data. It makes the raw output from tools like `get_client` searchable by meaning, not just keyword match.

Building RAG Applications with LlamaIndex

You build a comprehensive index of all operational data. For example, you can run `list_orders` to gather all order IDs and then combine those records with your internal documentation about refund policies. LlamaIndex merges these sources so that when someone asks about an overdue order, it pulls the live status *and* the policy on late fees in one go.

Setup guide

Set up Wayfront MCP in LlamaIndex

Prerequisites

  • Python 3.10+ installed
  • llama-index-tools-mcp package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.

  2. 2

    Connect with BasicMCPClient

    Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.

  3. 3

    Convert to LlamaIndex tools

    Call mcp_tool_spec.to_tool_list_async() to convert all Wayfront MCP tools into native FunctionTool objects that any LlamaIndex agent can use.

  4. 4

    Run with any LLM

    Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to Wayfront tools.",
)
response = await agent.run("List recent Wayfront data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Wayfront. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Wayfront MCP in LlamaIndex

You index all historical tickets using `list_tickets`. When a new agent query comes in, the system searches that knowledge base first to provide an answer based on past resolutions before running any live tool calls.
Yes. You can retrieve details using `get_client`, and LlamaIndex indexes those fields—like addresses or account types—making them part of a rich, searchable knowledge base for your users.
Absolutely. You can run `list_orders` and index the resulting data fields (dates, amounts, types). This allows you to search historical patterns semantically without needing a specific database query.
You can fetch all invoices via `list_invoices`. Indexing this data lets your team answer questions like, 'Which client paid last month but has an overdue ticket?' based on both the invoice and ticket records.
This server touches operational data, specifically client information (`get_client`), order details (`list_orders`), service catalogs (`list_services`), and support tickets (`list_tickets`). This is the data that gets indexed.

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