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Verbiflow Python SDK

Agent-native Python client for Verbiflow Growth workflows. Requires Python 3.14.

Run checkout tests with bun run sdk:python:test:unit from the repository root. Use bun run sdk:python:install to refresh a local installation. It rebuilds the package and replaces an older Python environment with Python 3.14. For an ad hoc non-editable uv consumer, use uv sync --reinstall-package verbiflow after deleting SDK files; uv's timestamp cache does not reliably detect deletions. SDK tests reject installations whose packaged files differ from the checkout.

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, and vf.files; there is no public vf.tools or MCP-shaped growth_* alias layer.

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