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How to Use the Cerbos MCP in LangChain

Build complex authorization chains in LangChain by offloading access logic to the Cerbos MCP server.

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LangChain

Connect Cerbos MCP to LangChain

Create your Vinkius account to connect Cerbos 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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Chainable access control for LangChain

Feed your agent's current state directly into `authzen_evaluation` to verify user permissions before executing downstream actions. You create logic paths where access decisions dictate the next step in your chain. Because every tool result feeds into the next, you can use `plan_resources` to fetch allowed data, then pipe those IDs into your next database query. It removes the guesswork from your agent's reasoning.

Tracing Cerbos calls in LangSmith

Monitor every interaction between your LangChain agent and the Cerbos MCP server with full observability. You see exactly what inputs the agent sent to `authzen_evaluations` and how the response changed the chain's path. Latency spikes or denied requests show up in your traces immediately. Debugging becomes a matter of checking the logs rather than guessing why an agent stopped mid-task.

Persistent multi-server context

Use the client session to keep Cerbos configuration state consistent across your multi-agent pipelines. `get_authzen_config` runs once at startup, allowing your agents to focus on evaluating complex resource permissions. Statelessness is fine for simple tasks, but persistent sessions mean your LangChain agents don't re-fetch infrastructure details unnecessarily. It keeps your chains fast and your logic clean.

Setup guide

Set up Cerbos 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 Cerbos 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({
    "cerbos-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 Cerbos 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 Cerbos. 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 Cerbos MCP in LangChain

Install the MCP adapters and point your client to the server URL. You then pass the tools to your agent constructor to let it decide when to check permissions.
Yes, use `plan_resources` to generate query constraints. The output serves as a filter for your subsequent database operations.
Use the MultiServerMCPClient to aggregate Cerbos alongside your other tools. It handles the connections so your agent treats them as one toolkit.
The tool returns the denial result to your agent. You can write custom logic to catch this and pivot the agent's behavior.
Cerbos only processes your authorization policies and resource metadata. We never store your raw user data, and the server runs in an isolated sandbox for your security.

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