mostlyright-data
Mostly Right turns public weather, economic, financial, and satellite data into datasets for analysis and prediction. It keeps source links, timestamps, and check results with each dataset version.
mostlyright-data is the command-line client. It starts hosted research and build work, follows
run status, and downloads completed Parquet datasets.
Requirements
Use CPython 3.13.
Install
python -m pip install mostlyright-data
The default install is the hosted client. It works on Linux, macOS, and Windows.
Sign in
mr-data login
mr-data whoami
login stores a device key on the current machine. whoami checks that key.
Check the installation
mr-data --version
mr-data --help
Use mr-data research-open, mr-data research-status, and mr-data research-close for hosted
research sessions. research-status shows the current state.
Local tools
The optional local tools require Linux:
python -m pip install "mostlyright-data[local]"
They build and check worker inputs. They are not required for the hosted client.
Documentation
Use mr-data --help for the full command list and options. Commands that support
--json write one JSON object.
For local builds, --input-root and --output may use relative paths.
Limits and behavior
mr-data review --local RUN_DIRexits 1 when a check fails.- The weather Reader accepts one extracted GRIB2 record. It refuses a multi-record GFS or HRRR file.
- Hosted credential-free acquisition is limited to one single-address public HTTPS object. Bounded collections require both local attestations.
Verification
make test-fast
make test-fast is non-authoritative and is useful while editing. make verify is required
before review or merge.
Development
uv sync --locked --extra dev
The local test suite requires Linux for worker-boundary tests. The hosted client is tested on Linux, macOS, and Windows.
1 maintainer
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