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mjbatch

A Python library for running thousands of MuJoCo simulations in parallel on CPU

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GITHUB · launched Sep 10, 2026 · 474 upvotes (top 1%) · 0 views

Niche: physics and engineering simulation software · 104 launches, 8 in the last 7 days ▲ +14% · Explore this niche →

Category and tags

  • Horizontal
  • Dev tools
  • Developer
  • Not AI
  • Hobby / open-source project
  • mpc
  • mujoco
  • reinforcement-learning
  • simulation

Visit website ↗ Source listing ↗

Could you build this?

No Writing high-throughput parallel physics simulation software on CPU requires specialized expertise in low-level multithreading, memory layout optimization, and deep integration with MuJoCo's C API.

What it would actually take: This requires wrapping the C API of MuJoCo using Cython or C++ (pybind11), managing shared-memory buffers without Python GIL contention, and implementing lock-free task distribution across CPU cores with AVX/vectorized math considerations. Deep understanding of rigid body dynamics engines, memory alignment, and cache locality is mandatory.

Competitors

Other products that read as similar to this one : 2588 launches clear the similarity bar, closest 8 shown.

Attention rank: #36 of 2589 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 316 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.