Model Context Protocol (MCP) server exposing the bankstatementparser bank statement parsing library as agent tools.
Project description
bankstatementparser-mcp
Model Context Protocol server exposing the bankstatementparser library as first-class agent tools for reading bank statements.
Contents
Getting started
- What is bankstatementparser-mcp? — the problem it solves
- Install — PyPI, virtualenv, Docker
- Quick start — register with Claude Desktop in 30 seconds
Library reference
- Tools — the five tools, one resource, one prompt
- Using the tools — call them in-process from Python
Operational
- When not to use bankstatementparser-mcp — honest boundaries
- Development — gates, make targets
- Security — sandboxing posture
- Documentation — examples, guides
- Contributing — how to get changes in
- License — Apache-2.0
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 |
Install
| Channel | Command | Notes |
|---|---|---|
| PyPI | pip install bankstatementparser-mcp |
Pulls in bankstatementparser >= 0.0.9 + 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.
| Tool | Purpose |
|---|---|
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:
| Kind | Name | Purpose |
|---|---|---|
| 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
bankstatementparserCLI 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 (v0.0.10): 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_statementare returned as structured{"is_valid": false, "error": ...}payloads — never as stack traces. - Dependencies are pinned via
poetry.lockand audited bypip-auditand Bandit in CI.
To report a vulnerability, please use GitHub private vulnerability reporting rather than a public issue.
Documentation
- Runnable examples:
examples/ - Release history: CHANGELOG.md
- MCP specification: modelcontextprotocol.io
Contributing
Contributions are welcome — see the
contributing instructions.
Thanks to all the
contributors
who have helped build bankstatementparser-mcp.
License
Licensed under the Apache License, Version 2.0. Any contribution submitted for inclusion shall be licensed as above, without additional terms.
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