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bankstatementparser mcp

bankstatementparser mcp

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@sebastienrousseau1PythonUpdated 6 days ago

MCP server for parsing bank statements (BAI2, MT940/MT942, CAMT.053, OFX) via stdio.

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bankstatementparser-mcp

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

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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.

ConcernHow bankstatementparser-mcp handles it
Transportstdio (FastMCP default); zero config beyond the client manifest
Input modelInline content + filename hint; no shared filesystem required
Format fidelityTools delegate to bankstatementparser's create_parser pipeline
Format detectiondetect_format mirrors the library's detect_statement_format
Validationvalidate_statement is a dry run that returns structured results
IsolationEach 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.

ServerScopeSurfaceInstallUse it when
camt053-mcpISO 20022 camt.053/camt.052 bank statements: parse, validate, filter, reverse; MT940/MT942 migration; CBPR+ readiness; journal export22 MCP tools · 4 prompts · 3 resourcespip install camt053-mcpYou work with bank-to-customer statements end to end — the suite's flagship
iso20022-mcpUnified gateway: search / describe / validate / generate / parse meta-tools routed across the pain · pacs · camt · acmt families7 meta-toolspip install "iso20022-mcp[all]"You want one entry point to every message family
reconcile-mcpMatches expected pain.001 payments against observed camt.053 entries — exact, partial, one-to-many, many-to-one, every match scored and explained7 MCP toolspip install reconcile-mcpYou need explainable statement/payment reconciliation
bankstatementparser-mcpMulti-format statement ingestion: ISO 20022 CAMT.053 and pain.001, SWIFT MT940, OFX/QFX, CSV5 MCP tools · 1 prompt · 1 resourcepip install bankstatementparser-mcpYour statements arrive in mixed or legacy formats — this package
structured-address-fix-mcpISO 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 toolspip install structured-address-fix-mcpYou need debtor/creditor addresses cliff-ready ahead of 14 Nov 2026
iso20022-readiness-suite-mcpOrchestration gateway: detect → structurally validate → clearing-profile lint → readiness score, plus automated remediation and pacs.002 bank-response simulation — a meta-client over the foundational servers4 MCP toolspip install iso20022-readiness-suite-mcpYou want one high-level readiness / orchestration entry point over the suite
iso20022-bank-profile-mcpManages, validates and serves bank-specific clearing profiles / rule packs (CBPR+, SEPA_Instant, FedNow, Generic); premium rule-pack entitlement gating4 MCP toolspip install iso20022-bank-profile-mcpYou lint payments against your own institution's market practice
iso20022-evidence-pack-mcpCompiles readiness findings, remediation diffs and simulated responses into a sealed, Ed25519-signable audit evidence pack6 MCP toolspip install iso20022-evidence-pack-mcpYou 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

ChannelCommandNotes
PyPIpip install bankstatementparser-mcpPulls in bankstatementparser >= 0.0.18 + MCP SDK
Sourcegit clone https://github.com/sebastienrousseau/bankstatementparser-mcp && cd bankstatementparser-mcp && poetry installFor development
Docker (GHCR)docker pull ghcr.io/sebastienrousseau/bankstatementparser-mcp:latestMulti-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):

TargetWhat it runs
make checkAll gates (REQUIRED before commit)
make testpytest --cov=bankstatementparser_mcp --cov-branch --cov-fail-under=100
make lintruff check + black --check
make type-checkmypy --strict
make docsinterrogate --fail-under=100 (docstring coverage)

Current state (v0.0.19): 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:

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

MCP Registry

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


Ecosystem

bankstatementparser is part of a modular financial ecosystem. Optional companion packages provide specialized loaders, writers, AI agents, language servers, and transport protocol adapters:

PackageGitHub RepositoryPyPIRoleDescription
bankstatementparsersebastienrousseau/bankstatementparserPyPICore EngineUnified parser for CAMT (052/053), PAIN.001, CSV, OFX, QFX, MT940, and PDF statements
bankstatementparser-mcpsebastienrousseau/bankstatementparser-mcpPyPIAI ProtocolModel Context Protocol (MCP) server exposing statement tools to LLMs & AI agents
bankstatementparser-lspsebastienrousseau/bankstatementparser-lspPyPIDeveloper ToolingLanguage Server Protocol (LSP) with live SWIFT MT940 statement validation & diagnostics
bankstatementparser-transport-ebicssebastienrousseau/bankstatementparser-transport-ebicsPyPITransportAutomated bank statement retrieval over EBICS 3.0 (H005) and 2.5 (H004) protocols
bankstatementparser-writer-xlsxsebastienrousseau/bankstatementparser-writer-xlsxPyPIOutput WriterFormats and exports parsed banking transactions into styled Microsoft Excel (.xlsx) workbooks
bankstatementparser-writer-qifsebastienrousseau/bankstatementparser-writer-qifPyPIOutput WriterSerializes transactions into standard Quicken Interchange Format (.qif) exchange files
bankstatementparser-writer-ofxsebastienrousseau/bankstatementparser-writer-ofxPyPIOutput WriterSerializes transactions into standard Open Financial Exchange (.ofx) XML/SGML files
bankstatementparser-writer-swiftsebastienrousseau/bankstatementparser-writer-swiftPyPIOutput WriterExports transactions to SWIFT MT940 customer statements and MT942 interim reports
bankstatementparser-loader-bai2sebastienrousseau/bankstatementparser-loader-bai2PyPIInput LoaderParses BAI2 cash-management and account balance statements
bankstatementparser-loader-mt942sebastienrousseau/bankstatementparser-loader-mt942PyPIInput LoaderParses SWIFT MT942 interim transaction reports with credit/debit summary reconciliation
bankstatementparser-loader-cfonbsebastienrousseau/bankstatementparser-loader-cfonbPyPIInput LoaderParses French CFONB 120 / AFB120 120-byte fixed-width banking statement files
bankstatementparser-loader-camt054sebastienrousseau/bankstatementparser-loader-camt054PyPIInput LoaderIngests ISO 20022 CAMT.054 real-time debit/credit notification stream XML
bankstatementparser-loader-sepasebastienrousseau/bankstatementparser-loader-sepaPyPIInput LoaderIngests ISO 20022 SEPA PAIN.002 payment status reports and PAIN.008 direct debit mandates
bankstatementparser-loader-bacssebastienrousseau/bankstatementparser-loader-bacsPyPIInput LoaderParses UK BACS Standard 18 / Faster Payments 106-byte fixed-width transmission files

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