Coppel MCP Server for LlamaIndex 14 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Coppel as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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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 Coppel. "
"You have 14 tools available."
),
)
response = await agent.run(
"What tools are available in Coppel?"
)
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 Coppel MCP Server
Connect your Coppel B2B account to any AI agent and manage Mexico's largest department store and consumer credit ecosystem through natural conversation.
LlamaIndex agents combine Coppel tool responses with indexed documents for comprehensive, grounded answers. Connect 14 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
- Product Catalog — Browse, search, and inspect Coppel's massive catalog spanning electronics, furniture, appliances, clothing, and shoes with real-time pricing
- Order Management — Create orders, track fulfillment status, and review complete order histories with payment breakdowns
- Customer Credit Intelligence — Query any customer's Coppel credit account: approved limits, current balances, weekly payment amounts (abonos semanales), and payment history
- Store Locator — Search through 1,700+ Coppel retail stores across all Mexican states with addresses, hours, and available services
- Promotions & Campaigns — Access active seasonal promotions (Buen Fin, Hot Sale), category discounts, and interest-free credit offers
The Coppel 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 Coppel to LlamaIndex via MCP
Follow these steps to integrate the Coppel 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 14 tools from Coppel
Why Use LlamaIndex with the Coppel MCP Server
LlamaIndex provides unique advantages when paired with Coppel through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Coppel tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Coppel tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Coppel, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Coppel tools were called, what data was returned, and how it influenced the final answer
Coppel + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Coppel MCP Server delivers measurable value.
Hybrid search: combine Coppel real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Coppel 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 Coppel for fresh data
Analytical workflows: chain Coppel queries with LlamaIndex's data connectors to build multi-source analytical reports
Coppel MCP Tools for LlamaIndex (14)
These 14 tools become available when you connect Coppel to LlamaIndex via MCP:
create_order
Specify the product IDs, quantities, delivery address, and payment method. Credit-eligible customers can select weekly payment plans (abonos semanales). Place a new order
get_customer
Get full details of a specific customer
get_customer_credit
Coppel is famous for its consumer credit program serving Mexico's underbanked population. Check a customer's Coppel credit status
get_order
Get full details of a specific order
get_product
Get full details of a specific product
get_store
Get details of a specific store
list_categories
List all product categories
list_customers
List registered customers
list_orders
Filter by status to find pending or delivered orders. List customer orders
list_payments
Shows payment amounts, dates, methods (weekly installment, cash at store, card), and receipt references. List payments for an order or account
list_products
Products span electronics, furniture, appliances, clothing, and shoes. Filter by category for targeted browsing. List products from the Coppel catalog
list_promotions
List active promotions and deals
list_stores
Filter by state to find stores in a specific Mexican state (e.g., "Jalisco", "CDMX"). List Coppel physical store locations
search_products
Returns matching products with pricing and credit plan availability. Search products by keyword
Example Prompts for Coppel in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Coppel immediately.
"Search for Samsung TVs under $15,000 MXN in the Coppel catalog."
"Check the credit status for customer account #7890123."
"Show me active Buen Fin promotions."
Troubleshooting Coppel MCP Server with LlamaIndex
Common issues when connecting Coppel to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpCoppel + LlamaIndex FAQ
Common questions about integrating Coppel 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 Coppel 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 Coppel to LlamaIndex
Get your token, paste the configuration, and start using 14 tools in under 2 minutes. No API key management needed.