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How to Use the Haystack (deepset Cloud) MCP in Pydantic AI

Build type-safe search agents with Pydantic AI and Haystack (deepset Cloud) for reliable RAG pipelines.

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Connect Haystack (deepset Cloud) MCP to Pydantic AI

Create your Vinkius account to connect Haystack (deepset Cloud) 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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Strict type-safe RAG for Pydantic AI

Every response from `run_pipeline` is validated against your Pydantic models. You catch malformed search results before they reach your agent. It stops silent failures. If the API returns unexpected fields, your agent throws a validation error immediately.

Schema-validated workspace discovery

Use `list_workspaces` and `get_pipeline` to populate your agent's configuration. Pydantic AI ensures the data structure matches what your application expects. You avoid runtime crashes. The agent knows exactly what the pipeline schema looks like because the model enforces it.

Reliable document indexing in Pydantic AI

Search your indices with `search_documents` and trust the output. The tool response is parsed into your Pydantic models automatically. This is for production stability. You define the shape of your data, and the framework ensures the search results conform to it.

Setup guide

Set up Haystack (deepset Cloud) 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": {
        "haystack-deepset-cloud-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

result = await agent.run("List recent Haystack (deepset Cloud) transactions")
print(result.output)

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Common questions about Haystack (deepset Cloud) MCP in Pydantic AI

Yes. Pydantic AI validates every response from `search_documents` against your defined models. If the data is malformed, you get an immediate error.
You can. Use `list_pipelines` and the output is automatically parsed into the Python structures you define for your agent.
Call `list_workspaces` and map the results to a Pydantic model. This prevents your agent from attempting to use invalid or non-existent IDs.
Pydantic AI will catch the mismatch. Your agent will fail validation rather than processing corrupted data, keeping your system consistent.
Your index content is accessed via secure tokens. The Pydantic AI runtime ensures that only the data requested by your models is ever pulled from the server.

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