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HubSpot Operations Hub MCP Server for LlamaIndex 6 tools — connect in under 2 minutes

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add HubSpot Operations Hub as an MCP tool provider through the Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

Vinkius supports streamable HTTP and SSE.

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 HubSpot Operations Hub. "
            "You have 6 tools available."
        ),
    )

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

asyncio.run(main())
HubSpot Operations Hub
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* 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 HubSpot Operations Hub MCP Server

Connect HubSpot CRM to any AI agent — instant access to your full CRM data without switching tabs.

LlamaIndex agents combine HubSpot Operations Hub tool responses with indexed documents for comprehensive, grounded answers. Connect 6 tools through the 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

  • Contacts — Search, create, and manage contacts
  • Companies — Find companies by name or domain
  • Deals — Search and create deals with pipeline tracking
  • Tickets — Create and search support tickets
  • Notes — Create notes attached to any CRM record
  • Owners — View all owners and team assignments
  • Pipelines — List deal and ticket pipeline stages

The HubSpot Operations Hub 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.

How to Connect HubSpot Operations Hub to LlamaIndex via MCP

Follow these steps to integrate the HubSpot Operations Hub MCP Server with LlamaIndex.

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 HubSpot Operations Hub

Why Use LlamaIndex with the HubSpot Operations Hub MCP Server

LlamaIndex provides unique advantages when paired with HubSpot Operations Hub through the Model Context Protocol.

01

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

02

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

03

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

04

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

HubSpot Operations Hub + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the HubSpot Operations Hub MCP Server delivers measurable value.

01

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

02

Data enrichment: query HubSpot Operations Hub 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 HubSpot Operations Hub for fresh data

04

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

HubSpot Operations Hub MCP Tools for LlamaIndex (6)

These 6 tools become available when you connect HubSpot Operations Hub to LlamaIndex via MCP:

01

hs_create_property

Create a custom property (field) on a HubSpot CRM object to extend the data model with business-specific fields

02

hs_list_all_pipelines

Returns pipeline name, stage labels, internal stage IDs, and display order. Pipelines define the process stages for deals (sales process) or tickets (support process). Use when configuring automations, setting up deal/ticket routing, or when the user needs pipeline/stage IDs for creating records. List all deal or ticket pipelines with their stages, IDs, and display order for workflow configuration

03

hs_list_owners

Owners are the users who can be assigned to contacts, companies, deals, and tickets. Returns owner ID, name, email, active status, and team memberships. Use when configuring round-robin assignment rules, auditing user access, or when the user needs owner IDs for record assignment. List all HubSpot owners (CRM users) for use in assignment workflows, with name, email, and active status

04

hs_list_properties

Returns property internal name, display label, data type (string/number/date/enumeration), field type (text/number/date/select/checkbox), group name, and description. Essential for understanding the CRM data model. Use when the user asks "what fields exist on contacts?", wants to audit custom properties, or needs internal property names for filters/searches. List all properties (fields) configured on a HubSpot CRM object type — contacts, companies, deals, or tickets

05

hs_list_property_groups

Returns group internal name and display label. Property groups organize fields into logical sections in the HubSpot UI (e.g., "Contact Information", "Social Media", "Custom Fields"). Use to find valid group names before creating custom properties with hs_create_property. List property groups for a HubSpot CRM object — the logical sections that organize properties in the UI

06

hs_list_workflows

Returns workflow name, type (drip/standard/nurturing), enabled status (active vs inactive), and number of actions in the workflow. Workflows automate marketing, sales, and service processes — e.g., lead nurturing emails, deal stage automation, ticket routing. Use when the user asks about active automations, wants to audit workflows, or needs to check which automations are running. List all automation workflows in HubSpot with name, type, active/inactive status, and action count

Example Prompts for HubSpot Operations Hub in LlamaIndex

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

01

"Search for contacts at Acme Corp"

02

"Create a deal: Enterprise Package $50,000"

03

"Show me the deal pipeline stages"

Troubleshooting HubSpot Operations Hub MCP Server with LlamaIndex

Common issues when connecting HubSpot Operations Hub to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

HubSpot Operations Hub + LlamaIndex FAQ

Common questions about integrating HubSpot Operations Hub 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 HubSpot Operations Hub 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.

Connect HubSpot Operations Hub to LlamaIndex

Get your token, paste the configuration, and start using 6 tools in under 2 minutes. No API key management needed.