MCP Servers

A collection of Model Context Protocol servers, templates, tools and more.

Model Context Protocol (MCP) server exposing the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools.

Created 6/18/2026
Updated about 4 hours ago
Repository documentation and setup instructions

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pain001-mcp

Model Context Protocol server exposing the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools.

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A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as tools for AI agents and assistants - discover supported message versions, inspect input schemas, validate payment records and financial identifiers, and generate validated XML, all from your favourite MCP client.

Latest release: v0.0.52 - eleven MCP tools over stdio, all backed by the pain001 public API, for Python 3.10+. See what's new →

Contents

Overview

The Model Context Protocol (MCP) is an open standard that lets AI agents and assistants discover and call external tools in a uniform way. pain001-mcp is an MCP server that turns the pain001 library into a set of first-class agent tools, so an assistant can generate and validate ISO 20022 pain.001 Customer Credit Transfer Initiation XML messages - the standardised payment instructions that drive SEPA and cross-border credit transfers - directly from a conversation.

Every tool is a thin, typed wrapper over the pain001 public API (validators, schema loaders, and generate_xml_string) so all interfaces behave identically to the CLI and REST API. Tools return JSON-serialisable data; on a validation error they return an {"error": ...} payload rather than raising.

This package is part of the pain001 suite - a set of independently installable packages built around the pain001 library:

  • pain001 - the core library (CLI + REST API)
  • pain001-mcp - this package, the Model Context Protocol server
  • pain001-lsp - the Language Server Protocol server for editors
flowchart LR
    A["MCP client<br/>(Claude Desktop, IDE, agent)"] -->|stdio| B["pain001-mcp"]
    B -->|delegates to| C["pain001"]
    C -->|render + validate| D["ISO 20022 pain.001 XML"]

Install

pain001-mcp runs on macOS, Linux, and Windows and requires Python 3.10+ and pip. It pulls in the core pain001 library and the MCP SDK automatically.

python -m pip install pain001-mcp
Using an isolated virtual environment (recommended)
python -m venv venv
source venv/bin/activate        # macOS/Linux
venv\Scripts\activate           # Windows
python -m pip install -U pain001-mcp

Quick Start

Launch the server over stdio (the FastMCP default transport):

pain001-mcp

Register it with any MCP client (e.g. Claude Desktop) by adding it to the client's configuration:

{
  "mcpServers": {
    "pain001": { "command": "pain001-mcp" }
  }
}

The agent can then call the tools below to validate payment data and generate ISO 20022 messages on demand.

Tools

All tools delegate to the pain001 public API, so they behave identically to the CLI and REST API.

| Tool | Purpose | |------|---------| | list_message_types | List the supported pain.001 / pain.008 message versions | | get_required_fields | Required input fields for a message type | | get_input_schema | Full input JSON Schema for a message type | | validate_records | Validate flat records against a message type | | validate_identifier | Validate an IBAN or BIC | | generate_message | Generate a validated pain.001 XML message | | generate_message_async | Async variant of generate_message for long batches | | generate_message_from_file | Render directly from a CSV path on disk | | list_supported_formats | List the data formats pain001 can load (CSV, SQLite, JSON, JSONL, Parquet) | | parse_camt053 | Parse a camt.053 bank statement XML into structured data | | parse_pain002 | Parse a pain.002 payment-status report XML into structured data |

Using the tools

You can invoke the tools in-process - without a transport - straight through the FastMCP instance. This mirrors what an agent receives over stdio. The runnable version of this snippet lives in examples/01_mcp_tools.py. See the examples/ folder for a validation pipeline (02_validate_pipeline.py) and a bank-reply parser walkthrough (03_parse_bank_replies.py).

import asyncio

from pain001_mcp.server import server

# A single flat payment record satisfying pain.001.001.09.
record = [
    {
        "id": "MSG-0001",
        "date": "2026-01-15T10:30:00",
        "nb_of_txs": 1,
        "ctrl_sum": 100.00,
        "initiator_name": "Acme Embedded Finance Ltd",
        "payment_information_id": "PMT-INFO-0001",
        "payment_method": "TRF",
        "batch_booking": False,
        "service_level_code": "SEPA",
        "requested_execution_date": "2026-01-20",
        "debtor_name": "Acme Embedded Finance Ltd",
        "debtor_account_IBAN": "DE89370400440532013000",
        "debtor_agent_BIC": "DEUTDEFFXXX",
        "charge_bearer": "SLEV",
        "payment_id": "PAY-0001",
        "payment_amount": 100.00,
        "currency": "EUR",
        "creditor_agent_BIC": "NWBKGB2LXXX",
        "creditor_name": "National Westminster Bank",
        "creditor_account_IBAN": "GB29NWBK60161331926819",
        "remittance_information": "Invoice 0001",
    }
]


async def main() -> None:
    async def call(name, args):
        result = await server.call_tool(name, args)
        content = result[0] if isinstance(result, tuple) else result
        return content[0].text if content else ""

    # Validate an identifier.
    print(await call("validate_identifier",
                     {"kind": "iban", "value": "DE89370400440532013000"}))
    # -> {"kind": "iban", "value": "DE89370400440532013000", "valid": true}

    # Generate a validated ISO 20022 Customer Credit Transfer Initiation.
    xml = await call("generate_message",
                     {"message_type": "pain.001.001.09", "records": record})
    print(xml[:46])  # -> <?xml version="1.0" encoding="UTF-8"?> ...


asyncio.run(main())

Run it directly:

python examples/01_mcp_tools.py

Development

pain001-mcp uses Poetry and mise.

git clone https://github.com/sebastienrousseau/pain001-mcp.git && cd pain001-mcp
mise install
poetry install
poetry shell

A Makefile orchestrates the quality gates (kept in lockstep with CI):

make check        # all gates (REQUIRED before commit)
make test         # pytest
make lint         # ruff + black
make type-check   # mypy --strict

Licence

Licensed under the Apache Licence, Version 2.0. Any contribution submitted for inclusion shall be licensed as above, without additional terms.

Contribution

Contributions are welcome - see the contributing instructions. Thanks to all contributors.

Acknowledgements

Built on the pain001 ISO 20022 Customer Credit Transfer Initiation library and the Model Context Protocol Python SDK.

Quick Setup
Installation guide for this server

Installation Command (package not published)

git clone https://github.com/sebastienrousseau/pain001-mcp
Manual Installation: Please check the README for detailed setup instructions and any additional dependencies required.

Cursor configuration (mcp.json)

{ "mcpServers": { "sebastienrousseau-pain001-mcp": { "command": "git", "args": [ "clone", "https://github.com/sebastienrousseau/pain001-mcp" ] } } }