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Bank Statement Parser

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Parses and validates bank statements across multiple formats for AI agents.

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Parses and validates bank statements across multiple formats for AI agents.

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bankstatementparser-mcp

Model Context Protocol server exposing the bankstatementparser library as first-class agent tools for reading bank statements.

PyPI version Python versions PyPI downloads Tests Coverage License Glama MCP server score


Contents

Getting started

Library reference

  • Tools — the five tools, one resource, one prompt
  • Using the tools — call them in-process from Python

Operational


What is bankstatementparser-mcp?

The Model Context Protocol (MCP) is an open standard that lets AI agents discover and call external tools in a uniform way. bankstatementparser-mcp is the MCP server that turns the bankstatementparser library into first-class agent tools — so an assistant can read, validate, and summarise bank statements in formats such as ISO 20022 CAMT.053, SWIFT MT940, OFX/QFX, and CSV directly from a conversation.

Every tool is a thin wrapper over the bankstatementparser parser core (create_parser, detect_statement_format), so the results behave identically to the CLI. Because an MCP client does not share the server's filesystem, the tools take inline statement content (plus a filename hint) and materialise it in a private temporary file for the duration of a single call. Tools return JSON-serialisable data.

Concern How bankstatementparser-mcp handles it
Transport stdio (FastMCP default); zero config beyond the client manifest
Input model Inline content + filename hint; no shared filesystem required
Format fidelity Tools delegate to bankstatementparser's create_parser pipeline
Format detection detect_format mirrors the library's detect_statement_format
Validation validate_statement is a dry run that returns structured results
Isolation Each call writes to a private temp file that is deleted on exit

The ISO 20022 MCP Suite

bankstatementparser-mcp is the ingestion layer of eight coordinated, vendor-neutral MCP servers that together cover the ISO 20022 bank-statement workflow and the November 2026 structured-address cutover — statement depth, whole-catalogue routing, reconciliation, multi-format ingestion, and address remediation. Dependency ranges are kept aligned across the suite, so the servers co-install cleanly in a single Python environment: start with one, add the rest as your workflow grows.

Server Scope Surface Install Use it when
camt053-mcp ISO 20022 camt.053/camt.052 bank statements: parse, validate, filter, reverse; MT940/MT942 migration; CBPR+ readiness; journal export 22 MCP tools · 4 prompts · 3 resources pip install camt053-mcp You work with bank-to-customer statements end to end — the suite's flagship
iso20022-mcp Unified gateway: search / describe / validate / generate / parse meta-tools routed across the pain · pacs · camt · acmt families 7 meta-tools pip install "iso20022-mcp[all]" You want one entry point to every message family
reconcile-mcp Matches expected pain.001 payments against observed camt.053 entries — exact, partial, one-to-many, many-to-one, every match scored and explained 7 MCP tools pip install reconcile-mcp You need explainable statement/payment reconciliation
bankstatementparser-mcp Multi-format statement ingestion: ISO 20022 CAMT.053 and pain.001, SWIFT MT940, OFX/QFX, CSV 5 MCP tools · 1 prompt · 1 resource pip install bankstatementparser-mcp Your statements arrive in mixed or legacy formats — this package
structured-address-fix-mcp ISO 20022 postal-address classification, assessment & remediation for the November 2026 structured-address cutover, plus a high-level orchestration layer — readiness scoring, clearing-profile linting, and audit evidence (pacs.008 / pain.001 debtor & creditor addresses) 9 MCP tools pip install structured-address-fix-mcp You need debtor/creditor addresses cliff-ready ahead of 14 Nov 2026
iso20022-readiness-suite-mcp Orchestration gateway: detect → structurally validate → clearing-profile lint → readiness score, plus automated remediation and pacs.002 bank-response simulation — a meta-client over the foundational servers 4 MCP tools pip install iso20022-readiness-suite-mcp You want one high-level readiness / orchestration entry point over the suite
iso20022-bank-profile-mcp Manages, validates and serves bank-specific clearing profiles / rule packs (CBPR+, SEPA_Instant, FedNow, Generic); premium rule-pack entitlement gating 4 MCP tools pip install iso20022-bank-profile-mcp You lint payments against your own institution's market practice
iso20022-evidence-pack-mcp Compiles readiness findings, remediation diffs and simulated responses into a sealed, Ed25519-signable audit evidence pack 6 MCP tools pip install iso20022-evidence-pack-mcp You need tamper-evident audit / certification artifacts

In one line each: camt053-mcp is the bank-statement flagship (deepest camt.05x surface, stdio + authenticated streamable HTTP); iso20022-mcp is the generic message toolkit (a handful of verbs over the whole catalogue); reconcile-mcp is the reconciliation workflow (did the money we expected actually arrive?); bankstatementparser-mcp is the ingestion layer (many formats in, one transaction shape out); and structured-address-fix-mcp is the postal-address specialist (debtor/creditor addresses cliff-ready for the Nov 2026 cutover).


Install

Channel Command Notes
PyPI pip install bankstatementparser-mcp Pulls in bankstatementparser >= 0.0.11 + MCP SDK
Source git clone https://github.com/sebastienrousseau/bankstatementparser-mcp && cd bankstatementparser-mcp && poetry install For development
Docker (GHCR) docker pull ghcr.io/sebastienrousseau/bankstatementparser-mcp:latest Multi-arch (linux/amd64, linux/arm64); runs bankstatementparser-mcp over stdio

Requires Python 3.10 or later. Works on macOS, Linux, and Windows.

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 bankstatementparser-mcp

Quick start

Register the server with any MCP client (Claude Desktop shown):

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

That's it. Restart the client and the tools are available to the agent.

The server speaks JSON-RPC over stdin/stdout — it is meant to be launched by an MCP client, not used interactively.


Tools

All tools delegate to the bankstatementparser parser core, so they behave identically to the library.

  • list_supported_formats — List every bank statement format the parser can read
  • detect_format — Detect which statement format an inline payload is
  • parse_statement — Parse a statement into structured transactions plus a summary
  • validate_statement — Dry-run check whether a statement parses cleanly
  • summarize_statement — Return only the statement summary (no per-transaction rows)

Plus one resource and one prompt:

  • Resource bankstatementparser://formats — Read-only catalogue of supported formats and their file extensions
  • Prompt analyze_statement — Guided multi-step prompt that walks an agent through reading and reconciling a statement

Supported formats: camt (ISO 20022 CAMT.053, .xml), pain001 (ISO 20022 pain.001, .xml), csv (.csv), ofx (.ofx), qfx (.qfx), and mt940 (SWIFT MT940, .mt940 / .sta).


Using the tools

The tools are plain functions on the bankstatementparser_mcp.server module, so you can call them in-process:

from bankstatementparser_mcp.server import (
    detect_format,
    parse_statement,
    summarize_statement,
)

csv = (
    "date,description,amount,currency,balance\n"
    "2023-01-02,Salary,500.00,EUR,1500.00\n"
    "2023-01-03,Groceries,-40.50,EUR,1459.50\n"
)

# 1. Detect the format from the filename hint + content.
print(detect_format(csv, "statement.csv"))
# -> csv

# 2. Parse the statement into structured rows + a summary.
parsed = parse_statement(csv, "statement.csv")
print(parsed["transaction_count"], parsed["columns"])

# 3. Read just the opening/closing balances.
print(summarize_statement(csv, "statement.csv"))

The resource and prompt are plain functions too: formats_resource backs bankstatementparser://formats, and analyze_statement returns the guided multi-step prompt.

from bankstatementparser_mcp.server import (
    analyze_statement,
    formats_resource,
)

print(formats_resource())          # the supported-formats catalogue
print(analyze_statement("statement.csv"))  # the guided analysis prompt

See the examples/ folder for runnable walkthroughs, including 04_resource_and_prompt.py.


When not to use bankstatementparser-mcp

  • You're not driving an MCP-aware agent. Use the bankstatementparser CLI or library directly — it exposes the same surface with less indirection.
  • You need to parse files already on disk in bulk. The library's CLI reads paths directly and avoids the inline-content round-trip the MCP tools use.

Development

bankstatementparser-mcp uses Poetry and mise.

git clone https://github.com/sebastienrousseau/bankstatementparser-mcp.git
cd bankstatementparser-mcp
mise install
poetry install

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

Target What it runs
make check All gates (REQUIRED before commit)
make test pytest --cov=bankstatementparser_mcp --cov-branch --cov-fail-under=100
make lint ruff check + black --check
make type-check mypy --strict
make docs interrogate --fail-under=100 (docstring coverage)

Current state (v0.0.14): 100% line + branch coverage against a 100% enforced floor, mypy --strict clean, interrogate 100%.


Security

  • No persistent filesystem writes from tools. Each call writes the inline content to a private temporary file that is deleted as soon as the call returns.
  • Validation failures from validate_statement are returned as structured {"is_valid": false, "error": ...} payloads — never as stack traces.
  • Dependencies are pinned via poetry.lock and audited by pip-audit and Bandit in CI.

To report a vulnerability, please use GitHub private vulnerability reporting rather than a public issue.


Documentation


Contributing

Contributions are welcome — see the contributing instructions. Thanks to all the contributors who have helped build bankstatementparser-mcp.


Related MCP Servers

The four core servers of the ISO 20022 MCP Suite are compared in The ISO 20022 MCP Suite above. The wider family — open-source, Apache-2.0 licensed MCP servers for banking and financial-services AI agents — also includes:

Server Purpose
pain001-mcp Generate & validate ISO 20022 pain.001 payment files (v03–v12, pain.008, SEPA) with rulebook checks
pacs008-mcp Generate, validate, parse & scheme-check ISO 20022 pacs.008 FI-to-FI credit transfers + Nov-2026 address linting
acmt001-mcp Generate & validate ISO 20022 acmt account-management messages
noyalib-mcp Lossless YAML 1.2 parsing, formatting & validation (Rust, 100% spec compliance)

MCP Registry

mcp-name: io.github.sebastienrousseau/bankstatementparser-mcp


License

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


bankstatementparser.com · PyPI · GitHub

from github.com/sebastienrousseau/bankstatementparser-mcp

Installing Bank Statement Parser

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/sebastienrousseau/bankstatementparser-mcp

FAQ

Is Bank Statement Parser MCP free?

Yes, Bank Statement Parser MCP is free — one-click install via Unyly at no cost.

Does Bank Statement Parser need an API key?

No, Bank Statement Parser runs without API keys or environment variables.

Is Bank Statement Parser hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Bank Statement Parser in Claude Desktop, Claude Code or Cursor?

Open Bank Statement Parser on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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