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How to Use the Uselessfacts MCP in LangChain

Build multi-step fact pipelines with LangChain.

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LangChain

Connect Uselessfacts MCP to LangChain

Create your Vinkius account to connect Uselessfacts 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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Sequential Trivia Retrieval

Use `get_fact` to pull a specific piece of trivia when your chain needs it. This is ideal for complex reasoning where the agent must pinpoint exact data points. After pulling that fact, you can pipe the ID into another tool call or use `get_random_fact` next. Your ReAct agent controls the entire sequence.

Daily Fact Planning

Want to plan a presentation around trivia? The chain first calls `get_today_fact`, locking in the core topic for the day. Then, it can call `get_random_fact` to find supporting material. This lets you build an entire narrative flow based on multiple structured tool outputs.

Language-Specific Fact Chains

The agent needs a fact in German? It calls `get_random_fact(language='de')` and the output feeds directly into the next step of your chain. This keeps everything contained. The ability to switch between languages mid-chain makes it great for international content pipelines.

Setup guide

Set up Uselessfacts 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 Uselessfacts 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({
    "uselessfacts-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 Uselessfacts 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 Uselessfacts. 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 Uselessfacts MCP in LangChain

It lets your agent use trivia as a step in a larger logic chain. Your AI client decides if it needs to call `get_fact` or `get_random_fact` based on the prompt and context.
Yeah, you can. Call the `get_today_fact` tool. It'll give you that day’s trivia, which you then pass along to the next component in your chain.
Just call `get_fact` and supply the ID. This is how you ensure your multi-step reasoning pipeline gets exactly the data it needs, nothing more.
It provides plain text strings containing quirky facts. The format is simple, which makes passing the output between nodes in your chain pretty straightforward.
This MCP Server handles general text strings (the facts themselves). You're dealing only with trivia content, no user identifiers or personal information.

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