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cooperative-marl-labs

PyPIInfrastructure

PulseGate's liveness check found it on 5 Oct 2026; it is registered on GitHub and PyPI and has been in the index since 4 Sep 2026. How this is checked

cooperative-marl-labs is an open-source Python package containing lightweight environments and utilities for cooperative multi-agent reinforcement learning. It is intended for researchers and developers working with PettingZoo, Gymnasium, and related learning experiments.

Inferred · not functionally tested

Open SourceMITCLISelf-hosted
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Overview

5 features

Purpose: Building and experimenting with cooperative multi-agent reinforcement learning environments and utilities.

Inferred · not functionally tested

Audience: reinforcement learning researchers and developers

Inferred · not functionally tested

Functions: Unknown

Interfaces: API: unknown · MCP: unknown · CLI: indicated (inferred, not tested) · Self-hosting: indicated (inferred, not tested)

Recorded constraints: pricing: open_source · license: MIT · platforms: CLI · deployment: cli, self_hosted

Constraint provenance is unknown; confirm requirements with the publisher.

Record sources: pypi.org · github.com. These links do not verify the individual claims.

In the Frameworks & runtimes space, cooperative-marl-labs takes a focused approach. Inferred · not functionally tested: It focuses on building and experimenting with cooperative multi-agent reinforcement learning environments and utilities. Inferred · not functionally tested: It is built as an open-source project for reinforcement learning researchers and developers. Basis unknown · not verified: The project is open source (MIT). Basis unknown · not verified: cooperative-marl-labs is available on the command line, and it can be self-hosted.

It is developed by Rex Similoluwah, and it first shipped in 2026. Development happens publicly on GitHub with 4 commits in the last 90 days. Inferred · not functionally tested: Among its 5 catalogued features are Cooperative Environments, Multi-agent Learning, and Reinforcement Learning Utilities.

Summary written by a language model from the project’s public pages.

Tasks: Inferred · not functionally tested

  • Cooperative Environments
  • Multi-agent Learning
  • Reinforcement Learning Utilities
  • PettingZoo Support
  • Gymnasium Support

Topics: Inferred · not functionally tested

Tags
multi-agent-reinforcement-learningcooperative-learningpettingzoo-environmentsgymnasium-utilities
AI capabilities
Structured
Inference: Local

JSON profile · Text profile · Access guide

Built with & integrations

Framework
Astro
Runs on
CLISelf-hosted

Trust & compliance

License
MIT
Public signals
HTTPSOpen SourceFree tierGitHubActive maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed4 Sep · 16:14 UTC
    cooperative-marl-labs seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open

Frequently asked questions about cooperative-marl-labs

What does cooperative-marl-labs do?
Inferred · not functionally tested: Cooperative-marl-labs focuses on building and experimenting with cooperative multi-agent reinforcement learning environments and utilities. It is catalogued under Frameworks & runtimes on PulseGate.
Who is cooperative-marl-labs for?
Inferred · not functionally tested: cooperative-marl-labs is an open-source project built for reinforcement learning researchers and developers.
Is cooperative-marl-labs free?
Basis unknown · not verified: Yes — cooperative-marl-labs is open source under the MIT license and free to use.
What platforms does cooperative-marl-labs run on?
Basis unknown · not verified: cooperative-marl-labs runs on the command line. It can also be self-hosted.
Is cooperative-marl-labs still active?
PulseGate's liveness check found it on 5 Oct 2026. Its GitHub repository shows 4 commits in the last 90 days.
What are alternatives to cooperative-marl-labs?
Similar projects tracked by PulseGate include marlbench, MARLA, and MARL-BattleGrounds.marlbenchMARLAMARL-BattleGrounds
Who develops cooperative-marl-labs?
cooperative-marl-labs is developed by Rex Similoluwah.
How long has cooperative-marl-labs been around?
cooperative-marl-labs first shipped in 2026.

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