Frankfurter MCP

Frankfurter is a useful API for latest currency exchange rates, historical data, or time series published by sources such as the European Central Bank. Should you have to access the Frankfurter API as tools for language model agents exposed over the Model Context Protocol (MCP), Frankfurter MCP is what you need.

Project status

Following is a table of some updates regarding the project status. Note that these do not correspond to specific commits or milestones.

Date	Status	Notes or observations
June 13, 2025	active	Added LlamaIndex tool listing for demonstration only. (The --all-extras flag is necessary to install LlamaIndex, which is not installed by default.)
June 9, 2025	active	Added containerisation, support for self-signed, proxies.
June 8, 2025	active	Added dynamic composition.
June 7, 2025	active	Added tools to cover all the functionalities of the Frankfurter API.
June 7, 2025	active	Project started.

Installation

The directory where you clone this repository will be referred to as the working directory or WD hereinafter.

Install uv. To install the project with its minimal dependencies in a virtual environment, run the following in the WD. To install all non-essential dependencies (which are required for developing and testing), replace the --no-dev with the --all-groups flag in the following command.

uv sync --no-dev

Environment variables

Following is a list of environment variables that can be used to configure the application. A template of environment variables is provided in the file .env.template.

The following environment variables can be specified, prefixed with FASTMCP_: HOST, PORT, DEBUG and LOG_LEVEL. See global configuration options for FastMCP. Note that on_duplicate_ prefixed options specified as environment variables will be ignored.

The underlying HTTP client also respects some environment variables, as documented in the HTTPX library. In addition, SSL_CERT_FILE and SSL_CERT_DIR can be configured to so that

Variable	[Default value] and description
HTTPX_TIMEOUT	[5.0] The time for the underlying HTTP client to wait, in seconds, for a response.
HTTPX_VERIFY_SSL	[True] This variable can be set to False to turn off SSL certificate verification, if, for instance, you are using a proxy server with a self-signed certificate. However, setting this to False is advised against: instead, use the SSL_CERT_FILE and SSL_CERT_DIR variables to properly configure self-signed certificates.
FAST_MCP_HOST	[0.0.0.0] This variable specifies which host the MCP server must bind to unless the server transport (see below) is set to stdio.
FAST_MCP_PORT	[8000] This variable specifies which port the MCP server must listen on unless the server transport (see below) is set to stdio.
MCP_SERVER_TRANSPORT	[streamable-http] The acceptable options are stdio, sse or streamable-http. Given the use-case of running this MCP server as a remotely accessible endpoint, there is no real reason to choose stdio.
MCP_SERVER_INCLUDE_METADATA_IN_RESPONSE	[True] An experimental feature to include additional metadata to the MCP type TextContent that wraps the response data from each tool call. The additional metadata, for example, will include (as of June 21, 2025) the API URL of the Frankfurter server that is used to obtain the responses.
FRANKFURTER_API_URL	[https://api.frankfurter.dev/v1] If you are self-hosting the Frankfurter API, you should change this to the API endpoint address of your deployment.

Usage (with pip)

Add this package from PyPI using pip in a virtual environment (possibly managed by conda or pyenv) and then start the server by running the following.

Add a .env file with the contents of the .env.template file if you wish to modify the default values of the aforementioned environment variables. Or, on your shell, you can export the environment variables that you wish to modify.

pip install frankfurtermcp
python -m frankfurtermcp.server

Usage (self-hosted server using uv)

Copy the .env.template file to a .env file in the WD, to modify the aforementioned environment variables, if you want to use anything other than the default settings. Or, on your shell, you can export the environment variables that you wish to modify.

Run the following in the WD to start the MCP server.

uv run frankfurtermcp

If you want to run it without uv, assuming that the appropriate virtual environment has been created in the .venv within the WD, you can start the server calling the following.

./.venv/bin/python -m frankfurtermcp.server

The MCP endpoint will be available over HTTP at http://localhost:8000/sse for the Server Sent Events (SSE) transport, or http://localhost:8000/mcp for the streamable HTTP transport. To exit the server, use the Ctrl+C key combination.

Usage (self-hosted server using Docker)

There is one Dockerfile provided in this repository.

• local.dockerfile for using the latest version, which can contain your edits to the code if you do make edits.

To build the image, create the container and start it, run the following in WD. Choose shorter names for the image and container if you prefer.

If you change the port to anything other than 8000 in .env.template, do remember to change the port number references in the following command. Instead of passing all the environment variables using the --env-file option, you can also pass individual environment variables using the -e option.

docker build -f local.dockerfile -t frankfurtermcp .
docker create -p 8000:8000/tcp --env-file .env.template --expose 8000 --name frankfurtermcp-container frankfurtermcp
docker start frankfurtermcp-container

Upon successful build and container start, the MCP server will be available over HTTP at http://localhost:8000/sse for the Server Sent Events (SSE) transport, or http://localhost:8000/mcp for the streamable HTTP transport.

Usage (dynamic mounting with FastMCP)

To see how to use the MCP server by mounting it dynamically with FastMCP, check the file src/frankfurtermcp/composition.py.

List of available tools

The following table lists the names of the tools as exposed by the FrankfurterMCP server. It does not list the tool(s) exposed through the composition example. The descriptions shown here are for documentation purposes, which may differ from the actual descriptions exposed over the model context protocol.

Name	Description
get_supported_currencies	Get a list of currencies supported by the Frankfurter API.
get_latest_exchange_rates	Get latest exchange rates in specific currencies for a given base currency.
convert_currency_latest	Convert an amount from one currency to another using the latest exchange rates.
get_historical_exchange_rates	Get historical exchange rates for a specific date or date range in specific currencies for a given base currency.
convert_currency_specific_date	Convert an amount from one currency to another using the exchange rates for a specific date.

The required and optional arguments for each tool are not listed in the following table for brevity but are available to the MCP client over the protocol.

If you want to see the detailed schema for a particular tool, you can do so using the tools-info commmand from the command line interface. The command line interface is available as the script cli. You can invoke its help to see the available commands as follows.

uv run cli --help

This will produce an output similar to the screenshot below.

Before calling the tools-info command, you MUST have the server running in streamable-http or sse transport mode, preferably locally, e.g., by invoking uv run frankfurtermcp. A successful call of the tools-info command will generate an output similar to the screenshot shown below.

Alternative to the tools-info command, you can also run call the llamaindex-tools-list command to display the names of the tools without the respective function schemas. This functionality is provided only to optionally demonstrate that the LlamaIndex MCP client can read the tools list from this MCP server. In order for this to function, you must install LlamaIndex MCP client by calling uv sync --extra opt. The output of calling this command will look like the following.

Contributing

Install pre-commit for Git and ruff. Then enable pre-commit by running the following in the WD.

pre-commit install

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Testing

To run the provided test cases, execute the following. Add the flag --capture=tee-sys to the command to display further console output.

Note that for the tests to succeed, the environment variable MCP_SERVER_TRANSPORT must be set to either sse or streamable-http, or not set at all, in which case it will default to streamable-http.

uv run --group test pytest tests/

License

MIT.