Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

BioPB - AI-assisted bio-image analysis

License MIT PyPI Sonatype Central Python Tests Java Tests

The repo provides the core harness framework of the biopb project. The goal is to coordinate a LLM agent with a user in an interactive session to perform complex image ananlysis tasks relavent to scientific researches.

Quick Start

curl -fsSL https://biopb.org/install.sh | bash

biopb-tensor-server

An imaging data server for sharing large collections of imaging datasets, distributed and interfacing with both human users (GUI) and LLMs (API). Read More...

biopb-image-runtime

Deploy distributed image processing algorithms (e.g., large deep-learning models) on the network as services. Read More...

biopb-mcp

An LLM interface for the full biopb platform, so an AI agent can collaboate with a user on image analysis tasks. Data analysis is python code (ipykernel) with two input streams: (1) Jupyter notebook (human), or (2) chat -> LLM -> agent code. Read More...

SDK

Schema, utilities and cli for building your own workflow. Explore your data in jupyter notebook etc.

Python

pip install biopb[tensor]

Java

<dependency>
  <groupId>io.github.jiyuuchc</groupId>
  <artifactId>biopb</artifactId>
  <version>CURRENT_VERSION</version>
</dependency>

biopb-servers

Specific implementations of biopb-image-runtimes. Read More...

Contributing

Contributions are very welcome. Read the developement document first to understand the overall design architecture.

License

Distributed under the terms of the MIT license,

Issues

If you encounter any problems, please file an issue along with a detailed description.

Metadata

Release files for biopb 0.12.0rc3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for biopb 0.12.0rc3
File Size Uploaded
biopb-0.12.0rc3.tar.gz 4.6 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for biopb 0.12.0rc3
File Interpreter ABI Platform
biopb-0.12.0rc3-py3-none-any.whl Python 3 none any Details

Total release size: 4.9 MB

Release files / biopb-0.12.0rc3.tar.gz

Download URL biopb-0.12.0rc3.tar.gz
Size 4.6 MB
Tags Source
SHA-256 checksum
How to use checksums
8e58a6ca6fe63239697c040026309cc1033be3d9985308fc80de83cde8871d8d
BLAKE2b-256 checksum
How to use checksums
7f76827648f511070232b54eac7494d3bc902e586a2b7cc211fad9d867646bb7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / biopb-0.12.0rc3-py3-none-any.whl

Download URL biopb-0.12.0rc3-py3-none-any.whl
Size 249.9 kB
Tags Python 3
SHA-256 checksum
How to use checksums
04c0851fbe29ea9fd00eec0496bf1fbf406a199c9fa0663813908141ebcdf0a2
BLAKE2b-256 checksum
How to use checksums
a4dfb4b98019cc134879ad7d5c3e786676a1badbc7a2a9ef46c44daa72426d99
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release history Release notifications | RSS feed

0.13.0

2 release files

0.12.1

2 release files

0.12.0

2 release files

This release

0.12.0rc3 This release

2 release files

0.11.2

2 release files

0.11.1

2 release files

0.10.0

2 release files

0.9.1

2 release files

0.9.0

2 release files

0.8.0

2 release files

0.7.0

2 release files

0.6.6

2 release files

0.6.5

2 release files

0.6.4

2 release files

0.6.3

2 release files

0.6.2

2 release files

0.6.1

2 release files

0.6.0

2 release files

0.5.8

2 release files

0.5.6

2 release files

0.5.5

2 release files

0.5.4

2 release files

0.5.3

2 release files

0.5.2

2 release files

0.5.1

2 release files

0.5.0

2 release files

0.4.0

2 release files

0.3.1

2 release files

0.3.0

2 release files

0.2.5

2 release files

0.2.2

2 release files

0.2.1

2 release files

0.2.0

2 release files

0.1.4

2 release files

0.1.3

2 release files

0.1.2

2 release files

0.1.1

1 release file

0.1.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page