PrestaShop 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 PrestaShop 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 PrestaShop. "
"You have 10 tools available."
),
)
response = await agent.run(
"What tools are available in PrestaShop?"
)
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 PrestaShop MCP Server
Empower your AI agents to directly manage and analyze your PrestaShop eCommerce operations. Using the official Webservice API, your LLMs can scan live orders, inspect nested product XMLs, and monitor available stock without touching the back-office dashboard.
LlamaIndex agents combine PrestaShop 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 Logistics — Instruct the AI to fetch
list_ordersor dig into a specific cart dropping absolute constraints viaget_orderto understand what was purchased - Product Catalog — Pull arrays containing precise SKU data, category mappings, and pricing logic (
list_products,get_product) - Stock Management — Find out exactly how many units are permitted for checkout operations by retrieving native stock arrays (
list_stock) - CRM & Addresses — Query your database identifying customer histories (
list_customers) correlated with absolute dispatch matrices (list_addresses)
The PrestaShop 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 PrestaShop to LlamaIndex via MCP
Follow these steps to integrate the PrestaShop 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 PrestaShop
Why Use LlamaIndex with the PrestaShop MCP Server
LlamaIndex provides unique advantages when paired with PrestaShop through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine PrestaShop tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain PrestaShop tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query PrestaShop, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what PrestaShop tools were called, what data was returned, and how it influenced the final answer
PrestaShop + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the PrestaShop MCP Server delivers measurable value.
Hybrid search: combine PrestaShop real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query PrestaShop 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 PrestaShop for fresh data
Analytical workflows: chain PrestaShop queries with LlamaIndex's data connectors to build multi-source analytical reports
PrestaShop MCP Tools for LlamaIndex (10)
These 10 tools become available when you connect PrestaShop to LlamaIndex via MCP:
get_order
Maps raw Webservice XML nodes into consumable arrays. Get PrestaShop nested order by explicit ID, tracing line items, billing/shipping boundaries, and payment success paths
get_product
Get an individual PrestaShop product by ID, returning full pricing, descriptions, and category associations
get_stock
Get PrestaShop specific stock quantity node explicitly by constrained resource ID
list_addresses
Limits response arrays via bounds (e.g., `0,20`). Used to analyze spatial destination data linked implicitly to customers and orders. List physical PrestaShop customer/order addresses mapping delivery logistics lines
list_categories
List all PrestaShop root and child categories dictating store navigation geometry
list_currencies
List all active currencies configured and accepted implicitly within the target store interface
list_customers
Limits response arrays via bounds (e.g., `0,20`). Maps basic CRM points for subsequent order correlations. List PrestaShop customers tracking emails, first and last names, and account creation dates
list_orders
Limits response arrays via bounds (e.g., `0,20`). Critical for scanning recent sales history mapped directly against specific customer IDs. List PrestaShop active orders retrieving order references, current fulfillment statuses, and totals
list_products
Use the `limit` parameter string to bound results (e.g., `0,20`). Native XML responses are parsed and converted to structured arrays. List PrestaShop products with full details, retrieving items from the open-source eCommerce catalog
list_stock
Resolves specific stock trace items which dictate the physical inventory logic overriding standard product rules. List PrestaShop available stock quantities mapping exact units over specific complex item structures
Example Prompts for PrestaShop in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with PrestaShop immediately.
"List the last 5 orders placed on the store. Are there any pending ones?"
"Get the product details linked to ID 42. Tell me its exact category bindings."
"Check our current stock level constraints available at Stock ID '15'."
Troubleshooting PrestaShop MCP Server with LlamaIndex
Common issues when connecting PrestaShop to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpPrestaShop + LlamaIndex FAQ
Common questions about integrating PrestaShop 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 PrestaShop 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 PrestaShop to LlamaIndex
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.