strand-sdk

Python client for the Strand Platform: upload H&E whole-slide images, run virtual multiplex-immunofluorescence inference (H&E → spatial proteomics), and download per-marker predictions as AnnData or OME-Zarr/OME-TIFF.

📚 Full documentation: https://docs.strandai.com/sdks/python

Agent-readable API reference: https://app.strandai.com/docs/api.md · LLM index: https://app.strandai.com/llms.txt

Requires Python 3.12+.

Install

pip install strand-sdk
# or with bioinformatics extras (AnnData / zarr):
pip install "strand-sdk[anndata]"

Quickstart

One blocking call runs the full pipeline — upload, submit, wait, download:

from strand import Client

client = Client()  # reads STRAND_API_KEY; mint one at https://app.strandai.com/settings/api-keys
result = client.predict(
    "biopsy.ome.tiff",
    markers=["HER2", "CD8", "PD1"],
    output_dir="./outputs/",
)
print(f"Used {result.credits_used} credits; wrote {len(result.marker_outputs)} markers")

Everything else — uploads, model selection, async jobs, OME-TIFF export, error handling — is covered in the hosted docs.

Issues & support

File bug reports and feature requests at Strand-AI/strand-sdk-python/issues, or email support@strandai.com. This repository is a generated, read-only mirror of Strand's monorepo — pull requests opened here are overwritten by the next sync.

License

Apache 2.0

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

strand_sdk-0.14.0.tar.gz (33.8 kB view details)

Uploaded Aug 13, 2026 Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

strand_sdk-0.14.0-py3-none-any.whl (40.4 kB view details)

Uploaded Aug 13, 2026 Python 3

File details

Details for the file strand_sdk-0.14.0.tar.gz.

File metadata

Download URL: strand_sdk-0.14.0.tar.gz
Upload date: Aug 13, 2026
Size: 33.8 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for strand_sdk-0.14.0.tar.gz
Algorithm	Hash digest
SHA256	`ac432803d158a25061526219701efb57aeac540811d3d28611e35683de745d48`
MD5	`5f8021de73cb62ef3266357e086b71bd`
BLAKE2b-256	`518a664bd5416e09218decbc609bd8f853a8847ba9d4c4ed7f0a9cd0f3300b40`

See more details on using hashes here.

Provenance

The following attestation bundles were made for strand_sdk-0.14.0.tar.gz:

Publisher: sdks-publish.yml on Strand-AI/strand-official

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: strand_sdk-0.14.0.tar.gz
- Subject digest: ac432803d158a25061526219701efb57aeac540811d3d28611e35683de745d48
- Sigstore transparency entry: 2453968529
- Sigstore integration time: Aug 13, 2026
Source repository:
- Permalink: Strand-AI/strand-official@24bf33f3ac979fdbc91c8f856b1a4eab22163f4c
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Strand-AI
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: sdks-publish.yml@24bf33f3ac979fdbc91c8f856b1a4eab22163f4c
- Trigger Event: push