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How to Use the Liveblocks MCP in Pydantic AI

Build type-safe collaboration pipelines with Pydantic AI validating every Liveblocks schema change.

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Pydantic AI

Connect Liveblocks MCP to Pydantic AI

Create your Vinkius account to connect Liveblocks to Pydantic AI 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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Validate Liveblocks Storage with Pydantic AI

The `get_storage` tool retrieves the collaborative state of a room, which Pydantic AI immediately parses against your defined Python models. If the schema returned by the server doesn't match your expected structure, the framework raises a validation error instantly. This strict validation prevents your agent from executing corrupt updates. When the agent needs to write data, it uses `patch_storage` with confidence, knowing the payload matches your strict runtime constraints.

Type-Safe Yjs Document Inspections

The `get_ydoc` tool fetches the JSON representation of your Yjs shared types for deep inspection. Your agent parses this data against Pydantic schemas to verify the consistency of complex collaborative text, maps, or arrays. To apply updates, the agent uses `update_ydoc` to push binary changes back to the room. The type-safe environment guarantees that no malformed binary payloads are sent to your users' active sessions.

Secure Room Provisioning via MCP Server

The `create_room` tool allows your agent to create workspaces with strict metadata validation. Before calling `initialize_storage`, Pydantic AI checks the room configuration to set up the baseline collaborative state. Before users can connect, the agent runs `authorize_user` to generate their access tokens. Every parameter is validated at runtime, ensuring your security policies are strictly enforced.

Setup guide

Set up Liveblocks MCP in Pydantic AI

Prerequisites

  • Python 3.10+ installed
  • pydantic-ai-slim[fastmcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install Pydantic AI with FastMCP

    Run pip install "pydantic-ai-slim[fastmcp]". The FastMCP toolset replaces the deprecated MCPServerHTTP class with full protocol support.

  2. 2

    Configure the FastMCPToolset

    Pass a JSON-style config dict to FastMCPToolset with your Vinkius URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports Streamable HTTP, SSE, and Stdio transports.

  3. 3

    Create and run your agent

    Pass the toolset to Agent(toolsets=[toolset]) and call agent.run(). Swap openai:gpt-4o for any supported model — Anthropic, Google, Mistral, or Groq.

agent.py
from pydantic_ai import Agent
from pydantic_ai.toolsets.fastmcp import FastMCPToolset

toolset = FastMCPToolset({
    "mcpServers": {
        "liveblocks-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

agent = Agent(
    "openai:gpt-4o",
    toolsets=[toolset],
    system_prompt="You have access to Liveblocks tools.",
)

result = await agent.run("List recent Liveblocks transactions")
print(result.output)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Liveblocks. 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 Liveblocks MCP in Pydantic AI

Install the library using `pip install "pydantic-ai-slim[mcp]"`. Create an `MCPToolset` pointing to your Vinkius HTTP server, and pass it to the `Agent` toolsets list.
The framework fails loudly with a validation error, preventing the agent from acting on bad data. This ensures your collaborative state remains clean and uncorrupted.
Yes. The agent uses `list_threads` to read discussions and `resolve_thread` to close completed tasks, with all thread data validated against Pydantic models.
The unified `MCPToolset` class provides a cleaner interface and robust connection management for streamable HTTP transports. It replaces deprecated classes like `MCPServerHTTP`.
User tokens, room metadata, and Yjs update packets are processed in memory and sent directly to Liveblocks. The Liveblocks MCP Server sandbox operates on a zero-trust model, keeping your data private.

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