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WA Smart Business MCP Server for LlamaIndexGive LlamaIndex instant access to 7 tools to Create Contact, Get Contact, List Agents, and more

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add WA Smart Business 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 App Connector for LlamaIndex

The WA Smart Business app connector for LlamaIndex is a standout in the Communication Messaging category — giving your AI agent 7 tools to work with, ready to go from day one.

Vinkius delivers Streamable HTTP and SSE to any MCP client

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 WA Smart Business. "
            "You have 7 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in WA Smart Business?"
    )
    print(response)

asyncio.run(main())
WA Smart Business
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High SecurityEnterprise-grade
IAMAccess control
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DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 WA Smart Business MCP Server

Connect your WA Smart Business account to any AI agent and simplify your WhatsApp automation and customer engagement through natural conversation.

LlamaIndex agents combine WA Smart Business tool responses with indexed documents for comprehensive, grounded answers. Connect 7 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

  • Contact Management — List all customers, retrieve detailed profile metadata, and create new contacts programmatically
  • Messaging & Outreach — Send text messages or templates to recipients and monitor delivery through your agent
  • Group & Agent Tracking — List managed WhatsApp groups and configured support agents to understand your organization
  • Template catalog — Query available pre-approved message templates for quick outreach

The WA Smart Business MCP Server exposes 7 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.

All 7 WA Smart Business tools available for LlamaIndex

When LlamaIndex connects to WA Smart Business through Vinkius, your AI agent gets direct access to every tool listed below — spanning whatsapp-automation, bulk-messaging, customer-engagement, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.

create_contact

Create a new WhatsApp contact

get_contact

Get details for a specific contact

list_agents

List support agents

list_contacts

List WA Smart Business contacts

list_groups

List WhatsApp groups

list_templates

List message templates

send_message

Send a WhatsApp message

Connect WA Smart Business to LlamaIndex via MCP

Follow these steps to wire WA Smart Business into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.

01

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save to agent.py and run: python agent.py
04

Explore tools

The agent discovers 7 tools from WA Smart Business

Why Use LlamaIndex with the WA Smart Business MCP Server

LlamaIndex provides unique advantages when paired with WA Smart Business through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine WA Smart Business tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain WA Smart Business tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query WA Smart Business, a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what WA Smart Business tools were called, what data was returned, and how it influenced the final answer

WA Smart Business + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the WA Smart Business MCP Server delivers measurable value.

01

Hybrid search: combine WA Smart Business real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query WA Smart Business to augment indexed data with live information before generating user-facing responses

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying WA Smart Business for fresh data

04

Analytical workflows: chain WA Smart Business queries with LlamaIndex's data connectors to build multi-source analytical reports

Example Prompts for WA Smart Business in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with WA Smart Business immediately.

01

"Add a new lead named 'Carlos Oliveira' with phone '+5511987654321' to our WA Smart Business contacts, and send him a welcome message saying our team will contact him shortly."

02

"Retrieve all pre-approved WhatsApp message templates we can use for the upcoming holiday promotion."

03

"List all active WhatsApp support groups we currently manage through the platform."

Troubleshooting WA Smart Business MCP Server with LlamaIndex

Common issues when connecting WA Smart Business to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

WA Smart Business + LlamaIndex FAQ

Common questions about integrating WA Smart Business MCP Server with LlamaIndex.

01

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.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query WA Smart Business tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.