# Verbiflow Python SDK

Agent-native Python client for Verbiflow Growth workflows.

```python
import verbiflow as vf

job = vf.rows.qualify(
    [{"email": "a@example.com", "title": "VP Engineering"}],
    rubric="Pass senior engineering and product leaders.",
)
print(job.job_id, job.artifact_id)
```

The SDK runs local row transforms in Python and sends provider/platform side
effects through the Verbiflow Bridge API.

First-class direct Bridge namespaces include `vf.session`, `vf.billing`,
`vf.senders`, `vf.sequences`, and `vf.linkedin` for the server-backed operator
paths.

The public SDK is typed-only. Use namespaces such as `vf.sources.people`,
`vf.enrichment`, `vf.sequences`, `vf.linkedin`, `vf.files`, and `vf.host`;
there is no public `vf.tools` or MCP-shaped `growth_*` alias layer.
