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How to Use the HighLevel MCP in LangChain

Run multi-step sales outreach and booking chains in LangChain with direct access to your HighLevel CRM.

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…and any MCP-compatible client

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LangChain

Connect HighLevel MCP to LangChain

Create your Vinkius account to connect HighLevel to LangChain 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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Chaining HighLevel CRM updates inside LangChain

`search_contacts` is the entry point for your LangChain agents to locate existing leads before they execute any pipeline updates through this MCP Server. Your agent runs this search, processes the output through a parser, and decides whether to create a new record or update an old one. LangChain's tracing monitors the exact payload sent to `create_contact` in real time. This keeps your multi-step chains from writing duplicate data when a lead submits a new form.

Automate calendar bookings via LangChain agents

`get_calendar_free_slots` lets your LangChain agent pull real-time availability directly into a conversational chain. The agent evaluates the returned slots against the user's preferred time before calling any write tools. Once a slot is confirmed, the agent calls `create_appointment` to lock in the booking. You track the entire token cost of this MCP Server chain inside LangSmith.

Sync pipeline stages with LangChain chains

`list_pipelines` exposes your sales stages to LangChain agents so they can map incoming leads to active deals. The agent pulls the current pipeline structure and matches it against customer data. After finding the right pipeline, the agent runs `search_opportunities` to locate the lead's current deal card. This lets you build closed-loop automated workflows that move deals forward based on chat outcomes.

Setup guide

Set up HighLevel MCP in LangChain

Prerequisites

  • Python 3.10+ installed
  • langchain-mcp-adapters + langgraph packages
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install langchain-mcp-adapters langgraph langchain-openai. The MCP adapters package converts MCP tools into native LangChain BaseTool objects.

  2. 2

    Connect via HTTP transport

    Use MultiServerMCPClient with "transport": "http" pointing to your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Create a ReAct agent

    Pass the discovered tools to create_react_agent() from LangGraph. The agent automatically routes HighLevel tool calls through the MCP protocol.

  4. 4

    Run with any LLM

    Swap ChatOpenAI for ChatAnthropic, ChatGoogleGenerativeAI, or any LangChain-compatible model. The MCP tools work identically across all providers.

agent.py
from langchain_mcp_adapters.client import MultiServerMCPClient
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI

async with MultiServerMCPClient({
    "highlevel-mcp": {
        "transport": "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,
    )
    result = await agent.ainvoke({
        "messages": "List recent HighLevel transactions"
    })
    print(result["messages"][-1].content)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by HighLevel. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

Why Choose Vinkius

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Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

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Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

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place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about HighLevel MCP in LangChain

Use LangChain's built-in rate limiter wrappers around the tool calls. If `create_contact` hits an API limit, the framework backs off and retries the execution automatically without failing the chain.
Yes. You can chain `get_contact_details` immediately after a search tool to pull specific custom fields. This ensures your agent has the latest CRM context before generating a response.
Yes, every tool call from `list_calendars` to `create_appointment` passes through LangChain's tracing layer. You see the raw tool inputs, outputs, and exact latency of each CRM operation.
Yes, the agent can call `list_contact_tasks` to check open items and then trigger `create_contact_task` to assign new work. This is handled dynamically based on the goals you set in your chain.
Vinkius runs the server in an isolated sandbox, meaning your contacts and calendar slots are never exposed to external logs. Your API keys are encrypted at rest and injected only during execution.

Start using the HighLevel MCP today

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