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How to Use the Loyverse MCP in LlamaIndex

Index your Loyverse store data directly into LlamaIndex vector stores for instant semantic search.

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LlamaIndex

Connect Loyverse MCP to LlamaIndex

Create your Vinkius account to connect Loyverse 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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Index live inventory data in LlamaIndex

The `l_list_items` tool pulls your live stock lists directly into LlamaIndex vector stores. By running this query through the MCP Server, you feed live Loyverse product data directly into your LlamaIndex vector index to eliminate catalog hallucinations. Your LlamaIndex RAG pipeline queries this structured Loyverse retail data alongside your unstructured store policies. This ensures your LlamaIndex agent gives answers grounded in actual Loyverse stock levels rather than guessing.

Search historical customer trends semantically

Retrieve customer profiles using `l_list_customers` to index and search buyer habits semantically in LlamaIndex. Stop writing complex SQL queries just to find high-value Loyverse buyers in LlamaIndex. The LlamaIndex framework acts as a bridge between raw Loyverse records and your vector database. You get a unified LlamaIndex index where Loyverse buyer habits are instantly searchable by your agent.

Query point-of-sale records with actual context

The `l_list_receipts` tool feeds Loyverse transaction history straight into your LlamaIndex query engine. Instead of scanning spreadsheets, you ask natural questions about Loyverse sales spikes and get answers backed by real POS data in LlamaIndex. Integrating `l_list_locations` lets you partition your LlamaIndex vector index by store. This keeps your regional performance audits accurate and fast because the LlamaIndex agent only searches relevant local Loyverse data.

Setup guide

Set up Loyverse 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 Loyverse 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 Loyverse tools.",
)
response = await agent.run("List recent Loyverse data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Loyverse. 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 Loyverse MCP in LlamaIndex

Connect the BasicMCPClient to your server and load `l_list_receipts` into a tool spec. From there, you can ingest the transaction payloads directly into your document vectors.
Yes, by calling `l_list_items` through the agent, you retrieve live stock counts. This prevents your semantic search from returning outdated product availability.
Install the LlamaIndex MCP adapter and point it to your Vinkius endpoint. Register the tools and pass them to your FunctionAgent to start querying.
No, this integration is read-only. Your agents can retrieve profiles using `l_list_customers` to plan campaigns, but they cannot write updates back to the POS.
Customer profiles retrieved via `l_list_customers` are processed locally within your secure pipeline. The MCP Server runs in an isolated sandbox, meaning your buyers' personal data never leaks to third parties.

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