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How to Use the Unsplash MCP in LangChain

Build multi-step photo pipelines in your chains using the Unsplash MCP Server.

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…and any MCP-compatible client

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LangChain

Connect Unsplash MCP to LangChain

Create your Vinkius account to connect Unsplash 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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Automate image searches and discovery.

Need a random, high-res shot? Call `get_random_photo` to grab immediate inspiration. Or, if you're building something specific, run `search_photos`. This gives you photo IDs, URLs, and attribution info all in one go. You can then use that output—say, the ID from a search—as the input for another tool call, like checking out related photos using `get_photo_details`.

Structure photo content by collection.

When you know the theme, start with collections. You can use `search_collections` to find curated groups (like 'Nature' or 'Industrial'). Once you have a collection ID, run `get_collection_details` to see what it covers. To get every single photo in that group, just hit up `list_collection_photos`. The chain handles pulling all those IDs and compiling them into one list for your agent.

Find photographers and their work.

Want to credit the right person? Start by finding a photographer using `search_photographers` with their name or username. That tool gives you their profile info. After that, run `get_photographer_photos`. The resulting list of photo details allows your chain to build out an entire portfolio view for attribution purposes.

Setup guide

Set up Unsplash 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 Unsplash 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({
    "unsplash-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 Unsplash 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 Unsplash. 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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Common questions about Unsplash MCP in LangChain

First, you run `search_collections` with keywords like 'food' or 'portrait'. The output gives you the IDs of potential collections. You then feed one of those IDs into `get_collection_details` to verify it’s the right one for your project.
Just call the simple function, `get_random_photo`. It doesn't need complex setup. You can even narrow that random selection by passing a query string when you make the initial tool call.
Yep, use `list_collection_photos`. It requires a collection ID as input. The function returns an array of every photo within that boundary, making it easy to process them sequentially.
This MCP Server handles metadata about photos, collections, and users. Specifically, it manages photo IDs, URLs, collection names, photographer usernames, and descriptive topics.
The `search_photos` tool returns three key pieces of data: the photo ID, the direct URL to the image, and the associated photographer's information. This is crucial for proper attribution.

Start using the Unsplash MCP today

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