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How to Use the Mambu MCP in Pydantic AI

Build reliable banking agents with Pydantic AI, enforcing strict runtime validation on all Mambu MCP data.

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Pydantic AI

Connect Mambu MCP to Pydantic AI

Create your Vinkius account to connect Mambu 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 Mambu MCP Server queries

The `get_client` and `list_clients` tools return customer profiles that your Pydantic AI agent validates instantly at runtime. If the banking system returns a missing field or an unexpected string instead of an integer, the framework fails loudly before corrupting downstream processes. You get the same strict guarantees with `get_task` and `list_tasks`. Your agent knows exactly what shape the task data will take, preventing hallucinated fields when making decisions about underwriting queues.

Inspect loans and deposits

The `get_loan_account` and `get_deposit_account` tools provide exact balance and interest figures. Pydantic AI forces the LLM to handle this financial data correctly, rejecting any response that violates your predefined schema. When you need to scan multiple accounts, `list_loan_accounts` and `list_deposit_accounts` pull paginated lists. Because the framework is model-agnostic, you can swap between Anthropic or OpenAI while keeping your banking data structures identical.

Audit transactions safely

The `list_transactions` tool fetches historical ledger entries for any specific account. Your agent reads the exact posting dates and amounts, relying on Pydantic to ensure the transaction payloads match expected formats. For customer history, `list_activities` and `list_communications` expose the log of system events and messages. You connect to these MCP endpoints using the unified toolset approach, avoiding deprecated HTTP server classes entirely.

Setup guide

Set up Mambu 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": {
        "mambu-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

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

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Common questions about Mambu MCP in Pydantic AI

Install the slim package with MCP support. Initialize an `MCPToolset` using your Mambu HTTP endpoint, and pass it in the `toolsets` array to your agent.
No. The available endpoints like `get_client` and `list_deposit_accounts` are strictly read-only. Your agent cannot issue loans or change balances.
The framework throws a validation error immediately. It prevents the agent from processing malformed JSON from `list_transactions` or any other tool.
No. You can use OpenAI, Gemini, Anthropic, or local models. The toolset standardizes the inputs and outputs regardless of which model powers the reasoning.
The integration processes raw banking ledgers and customer communication logs. We run every request inside an isolated sandbox that requires a single endpoint token, stripping authorization details from the logs and destroying the container after execution.

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