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BotGenuity MCP Server for LlamaIndexGive LlamaIndex instant access to 6 tools to Chat With Bot, Get Chatbot Details, Get Conversation History, and more

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add BotGenuity 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 BotGenuity app connector for LlamaIndex is a standout in the Customer Support category — giving your AI agent 6 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 BotGenuity. "
            "You have 6 tools available."
        ),
    )

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

asyncio.run(main())
BotGenuity
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V8 IsolateSandboxed
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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 BotGenuity MCP Server

Connect your BotGenuity account to any AI agent and take full control of your automated customer engagement and chatbot operations through natural conversation.

LlamaIndex agents combine BotGenuity tool responses with indexed documents for comprehensive, grounded answers. Connect 6 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

  • Bot Orchestration — List and manage all your AI chatbot instances programmatically, retrieving detailed configuration and high-fidelity operational status in real-time
  • Lead Capture Intelligence — Access complete directories of leads captured during bot interactions, including high-fidelity contact metadata and conversation context
  • Conversation Discovery — Retrieve detailed chat histories and individual message threads to maintain a perfectly coordinated overview of customer needs
  • Real-Time Interaction — Programmatically send messages to your chatbots to test performance or integrate bot responses into custom business workflows
  • Platform Monitoring — Access chatbot configuration details and monitor account-level connectivity directly through your agent for instant reporting

The BotGenuity MCP Server exposes 6 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 6 BotGenuity tools available for LlamaIndex

When LlamaIndex connects to BotGenuity through Vinkius, your AI agent gets direct access to every tool listed below — spanning chatbot-builder, conversational-ai, digital-assistant, 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.

chat_with_bot

Send a message to a chatbot and get a response

get_chatbot_details

Get details of a specific chatbot

get_conversation_history

Get full history for a conversation

list_captured_leads

List leads captured by a chatbot

list_chatbot_conversations

List conversations for a chatbot

list_chatbots

List all chatbots in your BotGenuity account

Connect BotGenuity to LlamaIndex via MCP

Follow these steps to wire BotGenuity 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 6 tools from BotGenuity

Why Use LlamaIndex with the BotGenuity MCP Server

LlamaIndex provides unique advantages when paired with BotGenuity through the Model Context Protocol.

01

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

02

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

03

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

04

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

BotGenuity + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the BotGenuity MCP Server delivers measurable value.

01

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

02

Data enrichment: query BotGenuity 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 BotGenuity for fresh data

04

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

Example Prompts for BotGenuity in LlamaIndex

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

01

"List all my chatbots in BotGenuity."

02

"Show the captured leads for chatbot ID 'B123'."

03

"Ask my 'Customer Hero' bot: 'What are our shipping rates?'."

Troubleshooting BotGenuity MCP Server with LlamaIndex

Common issues when connecting BotGenuity to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

BotGenuity + LlamaIndex FAQ

Common questions about integrating BotGenuity 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 BotGenuity 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.