How to Use the HubSpot Operations Hub MCP in LlamaIndex

Q: Can I search HubSpot Operations Hub property groups in LlamaIndex?

Absolutely, you index the group names returned by hslistpropertygroups. Your agent then uses this information to categorize new properties correctly during automated setup.

Q: How do I filter HubSpot Operations Hub tools in LlamaIndex?

You use the allowedtools filter during agent setup. This restricts your agent to only the specific CRM actions you choose to expose for its current task.

Index your CRM configuration into LlamaIndex to build searchable, knowledge-augmented workflows using HubSpot Operations Hub.

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Connect HubSpot Operations Hub MCP to LlamaIndex

Create your Vinkius account to connect HubSpot Operations Hub to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup HubSpot Operations Hub with LlamaIndex

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Build a knowledge base of CRM properties

Index your current field definitions by running `hs_list_properties` and feeding the output into your vector store. Your agent gains a semantic understanding of your CRM schema, allowing it to answer questions about data types and field groups. This grounding ensures that any automation or data entry task is based on your actual CRM environment. Your agents stop guessing field names and start using the exact internal labels required by your account.

Query pipeline stages with LlamaIndex

Turn your pipeline configurations into searchable knowledge by indexing the output of `hs_list_all_pipelines`. When you need to know which stage ID corresponds to a specific deal process, your agent retrieves the answer from the index. This approach avoids constant API polling while keeping your agent informed. You get fast, context-aware responses that reflect the current state of your sales and support processes.

Track automation status

Index your workflow list by executing `hs_list_workflows` and incorporating the results into your RAG pipeline. Your agents can now explain which automations are active and how many actions each one currently performs. This provides a historical and current view of your operational logic. You can query your knowledge base to troubleshoot why a specific process isn't triggering as expected.

Setup guide

Set up HubSpot Operations Hub MCP in LlamaIndex

Prerequisites

Python 3.10+ installed
llama-index-tools-mcp package
Active Vinkius subscription with a valid endpoint token

1

Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.
2

Connect with BasicMCPClient
Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.
3

Convert to LlamaIndex tools
Call mcp_tool_spec.to_tool_list_async() to convert all HubSpot Operations Hub MCP tools into native FunctionTool objects that any LlamaIndex agent can use.
4

Run with any LLM
Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py

from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to HubSpot Operations Hub tools.",
)
response = await agent.run("List recent HubSpot Operations Hub data")

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Common questions about HubSpot Operations Hub MCP in LlamaIndex

The MCP tool results are converted into text and indexed into your vector store. This turns raw API data into a searchable knowledge base for your agents.

Absolutely, you index the group names returned by `hs_list_property_groups`. Your agent then uses this information to categorize new properties correctly during automated setup.

You manage the refresh frequency by re-running your tool-calling chain. This keeps your indexed CRM data consistent with the live state of your portal.

You use the allowed_tools filter during agent setup. This restricts your agent to only the specific CRM actions you choose to expose for its current task.

Data is transmitted over encrypted channels using your unique endpoint token. The MCP server acts as a gatekeeper, only exposing the specific CRM record metadata authorized by your current session.

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