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HubSpot Analytics MCP Server for LangChain 5 tools — connect in under 2 minutes

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LangChain is the leading Python framework for composable LLM applications. Connect HubSpot Analytics through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Vinkius supports streamable HTTP and SSE.

python
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "hubspot-analytics": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using HubSpot Analytics, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

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

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

LangChain's ecosystem of 500+ components combines seamlessly with HubSpot Analytics through native MCP adapters. Connect 5 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

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 LangChain 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 LangChain via MCP

Follow these steps to integrate the HubSpot Analytics MCP Server with LangChain.

01

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

Save the code and run python agent.py

04

Explore tools

The agent discovers 5 tools from HubSpot Analytics via MCP

Why Use LangChain with the HubSpot Analytics MCP Server

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

01

The largest ecosystem of integrations, chains, and agents. combine HubSpot Analytics MCP tools with 500+ LangChain components

02

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

03

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

04

Memory and conversation persistence let agents maintain context across HubSpot Analytics queries for multi-turn workflows

HubSpot Analytics + LangChain Use Cases

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

01

RAG with live data: combine HubSpot Analytics tool results with vector store retrievals for answers grounded in both real-time and historical data

02

Autonomous research agents: LangChain agents query HubSpot Analytics, synthesize findings, and generate comprehensive research reports

03

Multi-tool orchestration: chain HubSpot Analytics tools with web scrapers, databases, and calculators in a single agent run

04

Production monitoring: use LangSmith to trace every HubSpot Analytics tool call, measure latency, and optimize your agent's performance

HubSpot Analytics MCP Tools for LangChain (5)

These 5 tools become available when you connect HubSpot Analytics to LangChain 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 LangChain

Ready-to-use prompts you can give your LangChain 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 LangChain

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

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

HubSpot Analytics + LangChain FAQ

Common questions about integrating HubSpot Analytics MCP Server with LangChain.

01

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
02

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
03

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.

Connect HubSpot Analytics to LangChain

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