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How to Use the Facebook Ads MCP in Pydantic AI

Build bulletproof Facebook Ads agents with Pydantic AI to guarantee every campaign status update is type-safe and validated.

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Connect Facebook Ads MCP to Pydantic AI

Create your Vinkius account to connect Facebook Ads 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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Type-safe Meta API operations with Pydantic AI

Stop letting agents guess API payloads. This MCP Server forces every response through strict Pydantic validation schemas. If the Meta API returns unexpected data formats during a `get_ad_details` call, your code catches it instantly. This prevents your agent from making decisions based on malformed or hallucinated metrics. When you call `get_insights`, you know the returned spend, clicks, and impressions are typed correctly before they reach your logic.

Fail-safe campaign status updates

Changing campaign settings programmatically is risky. With this setup, any status change triggered by `update_campaign_status` or `update_ad_status` is validated against strict string enums. The agent cannot pass invalid statuses to the Meta API. If the model attempts to write an unsupported state, the Pydantic AI framework rejects the execution before the request ever leaves your server. It is a critical safety net for automated media buying.

Strict schema validation for ad account discovery

Before running any optimizations, your agent needs to map your account structure. By using `list_campaigns` and `list_ad_sets`, you pull the raw structural data of your active ads. Pydantic AI validates the nested arrays and object IDs returned by these tools. If Meta updates its API payload structure, your system fails loudly and safely rather than silently corrupting your internal databases.

Setup guide

Set up Facebook Ads 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": {
        "facebook-ads-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

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

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Common questions about Facebook Ads MCP in Pydantic AI

Use the `MCPToolset` class with your Vinkius HTTP endpoint. Pass this toolset into the `toolsets` argument of your Pydantic AI `Agent`. Do not use the deprecated `MCPServerHTTP` class.
The framework validates the response against the tool's schema. If a field like budget in `get_ad_set_details` is null and the schema expects a float, Pydantic AI raises a validation error, preventing silent failures.
Yes. You can construct validation models that simulate calling `update_ad_status` without executing the write. This lets you verify the agent's intent before updating live Meta campaigns.
Yes, Pydantic AI is model-agnostic. You can run the Facebook Ads tools using local models via Ollama or commercial APIs, relying on the framework to enforce type safety regardless of the LLM.
Your Meta access tokens are stored securely in the Vinkius vault and never passed to the LLM or exposed in client-side code. The agent only sees the outputs of tools like `get_me` and `get_ad_account_info` via the MCP pipeline, keeping your credentials isolated.

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