Agent-Kernel Distributed
Agent-Kernel Distributed is a distributed Multi-Agent System (MAS) development framework designed to support large-scale environments using Ray for distributed execution. It is ideal for coordinating multiple intelligent agents running across different nodes or processes.
🚀 Quick Start
1. Requirements
Python ≥ 3.11
2. Install from PyPI
You can install Agent-Kernel Distributed directly from PyPI using pip.
pip install agentkernel-distributed
The distributed package depends on Ray and will install it automatically.
Installing with Optional Features
Agent-Kernel Distributed comes with optional dependencies for web services and storage solutions. You can install them as needed.
web→ Installsaiohttp,fastapi,uvicornstorages→ Installsasyncpg,pymilvus,redisall→ Installs bothwebandstorages
To install the package with these extras, use the following format:
# Install with web features
pip install "agentkernel-distributed[web]"
# Install with storage features
pip install "agentkernel-distributed[storages]"
# Install all optional features
pip install "agentkernel-distributed[all]"
Release files for agentkernel-distributed 1.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| agentkernel_distributed-1.1.0.tar.gz | 88.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| agentkernel_distributed-1.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 230.9 kB
Release files / agentkernel_distributed-1.1.0.tar.gz
| Download URL | agentkernel_distributed-1.1.0.tar.gz |
|---|---|
| Size | 88.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Provenance
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Transparency logRelease files / agentkernel_distributed-1.1.0-py3-none-any.whl
| Download URL | agentkernel_distributed-1.1.0-py3-none-any.whl |
|---|---|
| Size | 142.6 kB |
| 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? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
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 Dec 18, 2025.
Transparency log
