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HubSpot Analytics MCP Server for LlamaIndex 5 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 Analytics as an MCP tool provider through 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 Analytics. "
            "You have 5 tools available."
        ),
    )

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

asyncio.run(main())
HubSpot Analytics
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About HubSpot Analytics MCP Server

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

LlamaIndex agents combine HubSpot Analytics tool responses with indexed documents for comprehensive, grounded answers. Connect 5 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

  • 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 Analytics MCP Server exposes 5 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 Analytics to LlamaIndex via MCP

Follow these steps to integrate the HubSpot Analytics 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 5 tools from HubSpot Analytics

Why Use LlamaIndex with the HubSpot Analytics MCP Server

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

01

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

02

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

03

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

04

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

HubSpot Analytics + LlamaIndex Use Cases

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

01

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

02

Data enrichment: query HubSpot Analytics 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 Analytics for fresh data

04

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

HubSpot Analytics MCP Tools for LlamaIndex (5)

These 5 tools become available when you connect HubSpot Analytics to LlamaIndex via MCP:

01

hs_analytics_views

Views are named configurations that scope analytics data — similar to Google Analytics views. Use when the user asks about available reporting scopes or needs a view ID for filtered analytics queries. List available analytics views in the HubSpot account for filtering web traffic and reporting data

02

hs_email_analytics

Returns delivery count, open rate, click rate, bounce count, unsubscribe count, and spam report count. Use when the user asks about email campaign performance, wants to check open/click rates, or needs to audit deliverability for a specific send. Get delivery and engagement analytics for a specific HubSpot marketing email — opens, clicks, bounces, and unsubscribes

03

hs_list_events

Shows page views, email opens, form submissions, meetings, calls, and other interactions. Essential for understanding engagement history. Requires objectType (contacts, companies, deals) and objectId. Use when the user asks "what has this contact done?" or "show me the activity timeline for this deal." List timeline events for a specific HubSpot CRM record — see all activity history for a contact, company, or deal

04

hs_list_reports

Returns report name, type, and description. These are custom reports created by users or auto-generated by HubSpot. Use when the user asks about available reports, wants to find a specific saved report, or needs to audit the reporting configuration. List custom analytics reports configured in HubSpot with name, type, and description

05

hs_web_analytics

Returns metrics like total sessions, pageviews, new contacts generated, and bounce rate. Parameters: objectType controls the report view (totals, sessions, sources), period controls granularity (total, daily, weekly, monthly), and start/end define the date range. Use when the user asks about website performance, traffic trends, lead generation from the website, or traffic source breakdown. Get website traffic analytics from HubSpot — sessions, pageviews, new contacts, and traffic sources over time

Example Prompts for HubSpot Analytics in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with HubSpot Analytics 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 Analytics MCP Server with LlamaIndex

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

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

HubSpot Analytics + LlamaIndex FAQ

Common questions about integrating HubSpot Analytics 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 Analytics 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 Analytics to LlamaIndex

Get your token, paste the configuration, and start using 5 tools in under 2 minutes. No API key management needed.