Bsale MCP Server for LlamaIndex 15 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Bsale 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 Bsale. "
"You have 15 tools available."
),
)
response = await agent.run(
"What tools are available in Bsale?"
)
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 Bsale MCP Server
Connect your Bsale cloud POS account to any AI agent and take full control of your Chilean retail and invoicing operations through natural conversation.
LlamaIndex agents combine Bsale tool responses with indexed documents for comprehensive, grounded answers. Connect 15 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
- Electronic Document Emission — Issue SII-compliant boletas, facturas electrónicas, credit notes, and dispatch guides directly through your AI agent
- Product Catalog Management — Browse, search, and create products with full variant (SKU) support, pricing tiers, and web descriptions
- Inventory & Stock Control — Check real-time stock levels across all office branches and track variant-level availability
- Client Registry — Search, inspect, and register customers with RUT, business activity (giro), and contact details for tax compliance
- Configuration Intelligence — Query your document types, payment methods, price lists, and office configurations instantly
The Bsale MCP Server exposes 15 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 Bsale to LlamaIndex via MCP
Follow these steps to integrate the Bsale 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 15 tools from Bsale
Why Use LlamaIndex with the Bsale MCP Server
LlamaIndex provides unique advantages when paired with Bsale through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Bsale tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Bsale tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Bsale, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Bsale tools were called, what data was returned, and how it influenced the final answer
Bsale + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Bsale MCP Server delivers measurable value.
Hybrid search: combine Bsale real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Bsale 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 Bsale for fresh data
Analytical workflows: chain Bsale queries with LlamaIndex's data connectors to build multi-source analytical reports
Bsale MCP Tools for LlamaIndex (15)
These 15 tools become available when you connect Bsale to LlamaIndex via MCP:
create_client
The client can then be associated with future invoices and sales documents. For Chilean tax compliance, include the RUT and business activity (giro) when available. Register a new client in the system
create_document
Requires the document type ID and at minimum one line item with product details. The document is automatically sent to the Chilean SII (Servicio de Impuestos Internos) for validation. Issue a new electronic tax document
create_product
The product will be available for inclusion in future documents and can be associated with variants (SKUs), price lists, and stock management across multiple offices. Create a new product in the catalog
get_client
Get full details of a specific client
get_document
Get full details of a specific tax document
get_product
Get full details of a specific product
list_clients
Use limit and offset for pagination. List all registered clients
list_document_types
List available SII document types
list_documents
Documents are returned with their SII-compliant folio numbers, emission dates, and net/tax/total breakdowns. Use optional limit and offset parameters for pagination. List tax documents (invoices, boletas, credit notes)
list_offices
List all office branches and locations
list_payment_types
List accepted payment methods
list_price_lists
g., retail, wholesale, distributor). Each price list can have different pricing for the same product variants. List all configured price lists
list_products
Use limit and offset for paginated browsing of large catalogs. List all products and services in your catalog
list_stocks
Returns available quantities per location. Check stock levels across offices
list_variants
Each variant has its own barcode, cost, and pricing configuration across different price lists. List all SKU variants for a product
Example Prompts for Bsale in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Bsale immediately.
"Show me the last 10 invoices issued in my Bsale account."
"Check stock levels for all variants of product ID 1542."
"Register a new client 'Distribuidora Los Andes Ltda' with RUT 76.543.210-K."
Troubleshooting Bsale MCP Server with LlamaIndex
Common issues when connecting Bsale to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpBsale + LlamaIndex FAQ
Common questions about integrating Bsale 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?
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Connect Bsale to LlamaIndex
Get your token, paste the configuration, and start using 15 tools in under 2 minutes. No API key management needed.