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How to Use the Todoist MCP in LangChain

Build complex reasoning pipelines with LangChain using our Todoist MCP Server.

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Works with every AI agent you already use

…and any MCP-compatible client

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LangChain

Connect Todoist MCP to LangChain

Create your Vinkius account to connect Todoist 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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Multi-step Task Management via MCP Server

The `list_tasks` tool lets you pull a list of active tasks, and then you can pass the resulting project IDs into the `list_projects` tool. This chain helps you narrow down exactly what needs attention without manual searching. You build full pipelines where your agent figures out which task lists it needs to check first, then pulls related sections via `list_sections`, all in one go.

Automated Task Creation with LangChain

Need a new item added? You use the `create_task` tool. It handles giving the task content and even takes an optional project ID, keeping everything organized right away. This is great for workflows where one step generates data that immediately needs to become a tracked action in Todoist.

Deep Project Discovery

Start by calling `list_projects` to see every active container. Once you know the project ID, you can drill down using `list_sections` to map out the sub-areas within it. This lets your agent understand the full structure of your Todoist setup before trying to find a specific task.

Setup guide

Set up Todoist 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 Todoist 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({
    "todoist-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 Todoist 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 Todoist. 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.

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Common questions about Todoist MCP in LangChain

You start by calling `list_tasks`. You can filter that list right away if you know the project ID, which saves time. The agent handles running those filters automatically.
Yep. Just tell your AI client to use `create_task`. You provide the content and optionally point it toward a project ID so it lands exactly where you want it.
The MCP Server exposes multiple tools, like `list_comments` or `list_labels`. Your agent calls these sequential steps to gather all necessary task metadata before you even start analyzing it.
Absolutely. The `list_projects` tool pulls every active project ID, giving your chain the full scope of what's available to work with.
This server touches task metadata, including the `project_id` and general `task content`. It doesn't handle passwords or account credentials.

Start using the Todoist MCP today

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