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.
Metadata
Release files for verbiflow 0.2.31
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| verbiflow-0.2.31.tar.gz | 8.1 MB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| verbiflow-0.2.31-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 16.0 MB
Release files / verbiflow-0.2.31.tar.gz
| Download URL | verbiflow-0.2.31.tar.gz |
|---|---|
| Size | 8.1 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
|
Release files / verbiflow-0.2.31-py3-none-any.whl
| Download URL | verbiflow-0.2.31-py3-none-any.whl |
|---|---|
| Size | 7.9 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
|
Security for verbiflow 0.2.31
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