MAgent2 is a library for the creation of environments where large numbers of pixel agents in a gridworld interact in battles or other competitive scenarios.
MAgent2 is a maintained fork of the original MAgent codebase. It contains some reference environments implemented using the PettingZoo API. These environments used to be included in PettingZoo itself, but have been moved here to exist independently. They are being regularly maintained and will receive bug fixes, support new versions of Python, etc. Development used to take place at github.com/Farama-Foundation/MAgent but was moved to github.com/Farama-Foundation/MAgent2 so that the distinction from the original MAgent library is clear to users.
Installation
Install using pip: pip install magent2. See docs for usage information.
Requirements
MAgent2 supports Linux and macOS and Python 3.8+.
References
@inproceedings{zheng2018magent,
title={MAgent: A many-agent reinforcement learning platform for artificial collective intelligence},
author={Zheng, Lianmin and Yang, Jiacheng and Cai, Han and Zhou, Ming and Zhang, Weinan and Wang, Jun and Yu, Yong},
booktitle={Thirty-Second AAAI Conference on Artificial Intelligence},
year={2018}
}
If you wish to cite this repo with it's modifications specifically, please cite:
@misc{magent2020,
author = {Terry, Jordan K and Black, Benjamin and Jayakumar, Mario},
title = {MAgent},
year = {2020},
publisher = {GitHub},
note = {GitHub repository},
howpublished = {\url{https://github.com/Farama-Foundation/MAgent}}
}
Project Maintainers
- Project Manager: Travis Virgil -
travis@farama.org - Maintenance for this project is also contributed by the broader Farama team: farama.org/team.
Metadata
Release files for magent2 0.3.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| magent2-0.3.4.tar.gz | 4.2 MB | Details |
Built distributions (wheels)
Total release size: 14.3 MB
Release files / magent2-0.3.4.tar.gz
| Download URL | magent2-0.3.4.tar.gz |
|---|---|
| Size | 4.2 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
5dd4d6e9ac354637cfd75ecb88d6c4683bd91b102bfc5accd760469478e56baf
|
|
BLAKE2b-256 checksum How to use checksums |
04726e8702e0ae0708c07c327523576fe79312f789823bbd6a4f07f8cbc7ca9e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp314-cp314-win_amd64.whl
| Download URL | magent2-0.3.4-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 167.4 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6fc006642e6298911d2f3bc7624a2ef1074f5d76a6c3799f99be5180b0f9b6df
|
|
BLAKE2b-256 checksum How to use checksums |
5e9728eb18bdcd2f7bd89a257bc1ae15f6b59a20e55187bcf5ff7ee7f1accf1c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | magent2-0.3.4-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
dd434f2b31398251c704c9a0b456a4a9d48756ad615a4fc314378b912014c25b
|
|
BLAKE2b-256 checksum How to use checksums |
5c33192ddba3f3923c5f1973951674fb60bc457524cf512a354e794379dd28f8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | magent2-0.3.4-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 174.0 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f1b4942d6cd3414212f981ebc631cc3df369a5b965e728ed7e8c4a88bb7c52ff
|
|
BLAKE2b-256 checksum How to use checksums |
1d9b59ab3c51f60230fdc3b7f454454eb44c132ba4e554283123e81f9e08d632
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp313-cp313-win_amd64.whl
| Download URL | magent2-0.3.4-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4ee6bce14f1493a5a52b1e8fde79720071da7f7174064aad9afd1f00d8aa4413
|
|
BLAKE2b-256 checksum How to use checksums |
c506091269a7ab84a8b2695b9d32e3636e4b0f28293629393eff933edf7dd2d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | magent2-0.3.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
cbc812273623dc8485661e99aed2b988fb2117e1fe6699098ca1787e64263da4
|
|
BLAKE2b-256 checksum How to use checksums |
a04eb9f394c1096be6c483d3d15b3a11cd590096177fdc8c2ed35935f8cbbaf0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | magent2-0.3.4-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 174.0 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
b3fc100e73a83f95c967faf8b03c2d0552b7ddf6a46f0faa9f59693d370ba86a
|
|
BLAKE2b-256 checksum How to use checksums |
7b895d3079fc8b03f5b3d029ed93e54af534ce57dc595c39e2fd50c488ec94bd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp312-cp312-win_amd64.whl
| Download URL | magent2-0.3.4-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
5756a5a3d00c35133b01d5764f390316da950cc285adb4de798407b5e47a84a8
|
|
BLAKE2b-256 checksum How to use checksums |
9546ef237bba2d842076a95f964dc23d25b5baa3e398b975af9302b0e5d7aaa8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | magent2-0.3.4-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
5ec103dbecab51ee3a75a08f1f1cb8d9ef7cfeec94044df842ea105b08b5e41a
|
|
BLAKE2b-256 checksum How to use checksums |
b40ecec6bb352a2c8ab9c05cbae6e9959ca93f49eab7bee7c531a4971a34f40b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | magent2-0.3.4-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 174.0 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d45d7c6ab8beca2fe646bf151dca0f36f3f3e46b50a1069213217fd1d443f44c
|
|
BLAKE2b-256 checksum How to use checksums |
a4f7f87e7aed8095939714073e82450e93b691680ee7388471a142a68e82cadd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp311-cp311-win_amd64.whl
| Download URL | magent2-0.3.4-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c695f19a0bcc9b1efb54fb85ba0c2653f8008908f9ef686726709f00d0479b0d
|
|
BLAKE2b-256 checksum How to use checksums |
b37cd197e5e905b06f2b01e583b7e6334a200dd048ca26c79c08d84ce2b7a3f5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | magent2-0.3.4-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
71dfe614987a2d36553bc1be39d74f2b97acd3f9aba41456fe87c60db39073af
|
|
BLAKE2b-256 checksum How to use checksums |
b7eb9ee29947c9b6ada963a1249308a3aa61d3c163136400b59a4988541d8a9f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | magent2-0.3.4-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 174.0 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e6ede511ec5e6c622ff3dd23d0836e0e126d1f76916789b5cb785fd766ebe43a
|
|
BLAKE2b-256 checksum How to use checksums |
0f23761fc9ce8189e96205b9accd7e0c60457aa138ef0026889fc18add07e172
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp310-cp310-win_amd64.whl
| Download URL | magent2-0.3.4-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 163.4 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d0f2ef277bddca1274dfa958dabed3afa6372013dd5ffbcb27775f18417a15b6
|
|
BLAKE2b-256 checksum How to use checksums |
0546042f284e825726843fbf338566cc1344bbe417ae72c5854043bdae0a3792
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | magent2-0.3.4-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
c3ced67e34f968b5e1554285f4d967a4018fecd7f4cf403aa24b42363bf9f598
|
|
BLAKE2b-256 checksum How to use checksums |
a50764a320ba8e8933f4b6913b516891af8c859a550ddd8ae6e6a185edfdd11c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency logRelease files / magent2-0.3.4-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | magent2-0.3.4-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 174.0 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
da924056cc39bc2bdee19b814d08dfad829961d9d6aeb09b161bfac7e30b3c17
|
|
BLAKE2b-256 checksum How to use checksums |
26007524a8afd0cbf1d3ab699daa205fab59b9b8f435dc852f0a40df1761c552
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 May 23, 2026.
Transparency log