Automate SIGNATE Competition Submissions with a CLI Tool: signate-deploy

The Problem SIGNATE is a Japanese data science competition platform, similar to Kaggle. I previously wrote about running SIGNATE competitions entirely on GitHub Actions — no local GPU needed. But the manual setup for each competition was tedious: creating workflows, configuring CLI auth, managing secrets. So I built a CLI tool to automate it. signate-deploy pip install signate-deploy PyPI : https://pypi.org/project/signate-deploy/ GitHub : https://github.com/yasumorishima/signate-deploy The tool handles the entire workflow: signate-deploy init-repo ← Initialize repo + generate GitHub Actions signate-deploy setup-token ← Configure SIGNATE API token signate-deploy init ← Authenticate SIGNATE CLI signate-deploy submit ← Submit via GitHub Actions Setup Flow 1. Initialize a competition repository python -m signate_deploy init-repo my-competition cd my-competition This auto-generates: .github/workflows/signate-submit.yml (submission workflow) .github/workflows/signate-download.yml (data down