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swarmbots

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

Swarmbots is an open-source GPU-vectorized benchmark for training and evaluating multi-agent reinforcement learning systems in self-assembling modular robot environments. It targets robotics researchers and developers using MuJoCo-based simulation workflows.

Inferred · not functionally tested

Open SourceApache-2.0CLISelf-hosted
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1star
5features
2023since

Overview

5 features

Purpose: Benchmarking multi-agent reinforcement learning for self-assembling modular robots.

Inferred · not functionally tested

Audience: robotics and reinforcement learning researchers

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: Apache-2.0 · 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, swarmbots takes a focused approach. Inferred · not functionally tested: It focuses on benchmarking multi-agent reinforcement learning for self-assembling modular robots. Inferred · not functionally tested: swarmbots is an open-source project aimed at robotics and reinforcement learning researchers. Basis unknown · not verified: The project is open source (Apache-2.0). Basis unknown · not verified: It runs on the command line, and it can be self-hosted.

It is developed by brn-dev, and it first shipped in 2023. Development happens publicly on GitHub with 187 commits in the last 90 days. Inferred · not functionally tested: Key capabilities include GPU vectorization, multi-agent benchmarks, and reinforcement learning.

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

Tasks: Inferred · not functionally tested

  • GPU vectorization
  • Multi-agent benchmarks
  • Reinforcement learning
  • MuJoCo simulation
  • Modular robotics

Topics: Inferred · not functionally tested

Tags
multi-agent-rlrobotics-simulationmodular-robotsgpu-vectorization

JSON profile · Text profile · Access guide

Built with & integrations

Runs on
CLISelf-hosted

Trust & compliance

License
Apache-2.0
Public signals
HTTPSOpen SourceFree tierGitHub · ★ 1Active maintenance

Indexing history

2

What PulseGate has recorded for this listing

  1. Indexed4 Oct · 22:22 UTC
    swarmbots seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  2. Indexed4 Oct · 13:48 UTC
    swarmbots seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about swarmbots

What does swarmbots do?
Inferred · not functionally tested: Swarmbots focuses on benchmarking multi-agent reinforcement learning for self-assembling modular robots. It is catalogued under Frameworks & runtimes on PulseGate.
Who should use swarmbots?
Inferred · not functionally tested: swarmbots is an open-source project built for robotics and reinforcement learning researchers.
Does swarmbots have a free plan?
Basis unknown · not verified: Yes — swarmbots is open source under the Apache-2.0 license and free to use.
What platforms does swarmbots run on?
Basis unknown · not verified: swarmbots runs on the command line. It can also be self-hosted.
Is swarmbots still active?
PulseGate's liveness check found it on 4 Oct 2026. Its GitHub repository shows 187 commits in the last 90 days.
What projects are similar to swarmbots?
Similar projects tracked by PulseGate include swarmbreaker, swarmsim, and Swarms AI.swarmbreakerswarmsimSwarms AI
Who makes swarmbots?
swarmbots is developed by brn-dev.
When did swarmbots launch?
swarmbots first shipped in 2023.

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