Can I check for new open orders using the agent?

Yes! Use the `list_orders` tool with the status 'OPEN'. Your agent will fetch all orders that are currently awaiting handling in your bol.com account.

How do I update the stock level for an existing product offer?

Simply ask the agent to `update_offer_stock` and provide the Offer ID and the new amount. It will update the availability on the bol.com platform instantly.

Does the integration allow shipping items through bol.com Logistics?

Yes. Use the `ship_order_item` tool to confirm that an item has been handed over to the carrier. You will need to provide a shipment reference and the carrier details.

Boloo (Bol.com Retailer) MCP Server for LlamaIndex 10 tools — connect in under 2 minutes

Name: Boloo (Bol.com Retailer)
Availability: InStock
Author: Vinkius

docs.llamaindex.ai/en/stable/module_guides/tools/mcp

Built by Vinkius GDPR 10 Tools Framework

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

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 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 Boloo (Bol.com Retailer). "
            "You have 10 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Boloo (Bol.com Retailer)?"
    )
    print(response)

asyncio.run(main())

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About Boloo (Bol.com Retailer) MCP Server

Connect your bol.com Retailer account to any AI agent and orchestrate your e-commerce operations through natural conversation.

LlamaIndex agents combine Boloo (Bol.com Retailer) 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

Order Oversight — List open and handled orders, and retrieve detailed metadata for individual order items.
Inventory Management — Update stock levels and prices for your offers in real-time to maintain accuracy.
Offer Coordination — List and inspect all active product offers in your Boloo catalog.
Logistics Control — Confirm shipments for order items and manage cancellations with valid reason codes.
Product Intelligence — Retrieve global product details using EAN codes from the bol.com public catalog.
Integration Monitoring — List configured webhook subscriptions to verify your event-driven data flow.

The Boloo (Bol.com Retailer) 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 Boloo (Bol.com Retailer) to LlamaIndex via MCP

Follow these steps to integrate the Boloo (Bol.com Retailer) 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 Boloo (Bol.com Retailer)

Why Use LlamaIndex with the Boloo (Bol.com Retailer) MCP Server

LlamaIndex provides unique advantages when paired with Boloo (Bol.com Retailer) through the Model Context Protocol.

Data-first architecture: LlamaIndex agents combine Boloo (Bol.com Retailer) tool responses with indexed documents for comprehensive, grounded answers

Query pipeline framework lets you chain Boloo (Bol.com Retailer) tool calls with transformations, filters, and re-rankers in a typed pipeline

Multi-source reasoning: agents can query Boloo (Bol.com Retailer), a vector store, and a SQL database in a single turn and synthesize results

Observability integrations show exactly what Boloo (Bol.com Retailer) tools were called, what data was returned, and how it influenced the final answer

Boloo (Bol.com Retailer) + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Boloo (Bol.com Retailer) MCP Server delivers measurable value.

Hybrid search: combine Boloo (Bol.com Retailer) real-time data with embedded document indexes for answers that are both current and comprehensive

Data enrichment: query Boloo (Bol.com Retailer) 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 Boloo (Bol.com Retailer) for fresh data

Analytical workflows: chain Boloo (Bol.com Retailer) queries with LlamaIndex's data connectors to build multi-source analytical reports

Boloo (Bol.com Retailer) MCP Tools for LlamaIndex (10)

These 10 tools become available when you connect Boloo (Bol.com Retailer) to LlamaIndex via MCP:

cancel_order_item

Requires a valid reason code. Cancel an order item

get_offer

Get details of a specific offer

get_order

Get details of a specific order

get_product_details

com catalog. Get global product info by EAN

list_offers

List all product offers

list_orders

Default is OPEN. List all open or handled orders

list_subscriptions

List event subscriptions (webhooks)

ship_order_item

Confirm shipment of an order item

update_offer_price

Update the price for an offer

update_offer_stock

Update the stock level for an offer

Example Prompts for Boloo (Bol.com Retailer) in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Boloo (Bol.com Retailer) immediately.

"List all my open orders on bol.com."

"Update stock for offer 99283-abc to 50 units."

"Find product details for EAN 8712345678901."

Troubleshooting Boloo (Bol.com Retailer) MCP Server with LlamaIndex

Common issues when connecting Boloo (Bol.com Retailer) to LlamaIndex through the Vinkius, and how to resolve them.

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Boloo (Bol.com Retailer) + LlamaIndex FAQ

Common questions about integrating Boloo (Bol.com Retailer) MCP Server with LlamaIndex.

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.

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Boloo (Bol.com Retailer) tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.