# stemwijzer

A small project that uses QWEN embeddings for semantic features. The codebase includes an example Ansible package under packages/@ansible/example and helper scripts for deployment.

Embeddings
- This project uses QWEN embeddings (model: `qwen/qwen3-embedding-4b`) via OpenRouter-compatible APIs.
- Preferred environment variable: `OPENROUTER_API_KEY` with a fallback to `OPENAI_API_KEY`.

Publishing and deploying the Ansible package

- Package location: `packages/@ansible/example` — this contains the Ansible playbooks and packaging used by CI.
- To publish the package (CI): create a git tag for the version and provide `NPM_TOKEN` as a secret to the CI runner so it can publish to npm.
- To deploy the package (CI): set the following repository secrets in your CI pipeline:
  - `DEPLOY_HOST` (default: `motief.sgeboers.nl`)
  - `DEPLOY_SSH_KEY` (private key for the `webapps` user)
  - `DEPLOY_USER` (default: `webapps`)

Defaults
- DEPLOY_HOST: `motief.sgeboers.nl`
- DEPLOY_USER: `webapps`

See docs/deployment/ansible-package-deploy.md for more detailed deploy instructions and defaults.
