Skip to main content

tau-sim

LLM-assisted MuJoCo simulation IDE — runs in your browser, locally on your laptop, or as a hosted demo. Edit MJCF / Python on the left, watch episodes render live in the center, and ask any model (OpenRouter / OpenAI / Gemini) to propose changes that appear as reviewable diffs.

Built by Tau Intelligence.

Try it

One command, anywhere with Python ≥ 3.10

uvx tau-sim     # or: pipx run tau-sim

That installs everything (FastAPI, MuJoCo, OSMesa-friendly bindings) in an isolated environment and opens http://127.0.0.1:7860 in your browser. Project files are stored under ~/.tau/projects/.

If you've already got uv, you can also do:

uv tool install tau-sim
tau --help

From source

cd backend
python -m venv .venv && source .venv/bin/activate
pip install -e .
cp .env.example .env       # (optional) configure default LLM provider
tau

Frontend dev server

cd frontend
npm install
npm run dev      # http://localhost:5173 (proxies /api and /ws to :8000)

When developing the frontend separately, run the backend via uvicorn app.main:app --reload --port 8000 so the Vite proxy targets the right port.

Architecture

┌──────────────────────────┐         ┌──────────────────────────────┐
│ React + Vite + Monaco    │  HTTP   │ FastAPI                      │
│  - Editor (MJCF / Py)    │ ──────▶ │  /api/projects   (CRUD)      │
│  - Viewer (frames)       │         │  /api/chat       (LLM diff)  │
│  - Chat + Diff review    │ ◀────── │  /ws/sim/{id}    (frames)    │
│  - BYOK settings         │   WS    └──────────────┬───────────────┘
└──────────────────────────┘                        │
                                          ┌─────────▼────────┐
                                          │ subprocess sand- │
                                          │ box (cloud only) │
                                          └─────────┬────────┘
                                                    │
                                            ┌───────▼────────┐
                                            │ MuJoCo runner  │
                                            │ (offscreen GL) │
                                            └────────────────┘

Deploy as a single container

The repo ships a multi-stage Dockerfile that builds the React app, installs MuJoCo + OSMesa, and serves the SPA + API + WS from one FastAPI process on $PORT (default 7860).

docker build -t tau-sim .
docker run --rm -p 7860:7860 tau-sim
# open http://localhost:7860

The container defaults to multi-tenant mode: each visitor gets a cookie session, projects are stored under /tmp/projects_data/<session>/, and user env code runs inside a subprocess sandbox with CPU + wall-clock limits. For local single-user runs (your laptop), the tau CLI sets TAU_SINGLE_USER=1 automatically and disables the sandbox for speed.

Hugging Face Spaces (free)

  1. Create a new Space → SDK Docker.
  2. Push this repo. Rename SPACE_README.md to README.md at the Space root (or merge its YAML header into the existing README before pushing).
  3. The Space builds the Docker image and exposes the app on its *.hf.space URL.

No API keys are baked into the image — users add their own via the in-app Settings panel (stored only in their browser).

Configuration (env vars)

Variable Default Effect
PROJECTS_DIR ~/.tau/projects (CLI) / /tmp/projects_data (Docker) Where project files live.
MUJOCO_GL egl (CLI) / osmesa (Docker) MuJoCo offscreen renderer.
TAU_SINGLE_USER 0 (Docker) / 1 (CLI) Disable cookie-based isolation.
TAU_SANDBOX 0 (CLI) / 1 (Docker) Run user env in subprocess with rlimits.
TAU_CPU_LIMIT 60 CPU seconds per episode (sandbox only).
TAU_WALL_LIMIT 120 Wall-clock seconds per episode (sandbox only).
TAU_MEM_LIMIT_MB unset Optional RLIMIT_AS cap. Don't set unless you've tested with numpy/MuJoCo.
OPENROUTER_API_KEY / OPENAI_API_KEY / GEMINI_API_KEY unset Optional server-side defaults; per-user BYOK overrides take precedence.
GITHUB_TOKEN unset Lifts menagerie-importer rate limit from 60/hr to 5000/hr.

Security note

env.py is executed by the backend whenever you press Run. The default Docker deployment runs it in a subprocess with rlimits — that protects CPU / disk / wall-clock but not arbitrary syscalls or network. For real public exposure also run the container with --memory, --pids-limit, and a no-egress network policy.

LLM-proposed diffs are never auto-applied; the user must click Apply.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

tau_sim-0.2.4.tar.gz (1.7 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

tau_sim-0.2.4-py3-none-any.whl (1.7 MB view details)

Uploaded Python 3

File details

Details for the file tau_sim-0.2.4.tar.gz.

File metadata

  • Download URL: tau_sim-0.2.4.tar.gz
  • Upload date:
  • Size: 1.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for tau_sim-0.2.4.tar.gz
Algorithm Hash digest
SHA256 82af5b412b84f6e2d6f3eeab7fd190b85fea07d86d3d6845c2bf90250937ef34
MD5 71723d6f6b8c8b37bb5c8d161be47736
BLAKE2b-256 efe79e284e6a647860a00bdd37e8c58aa7455612df148ae8d28dafa3293fc9ee

See more details on using hashes here.

File details

Details for the file tau_sim-0.2.4-py3-none-any.whl.

File metadata

  • Download URL: tau_sim-0.2.4-py3-none-any.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for tau_sim-0.2.4-py3-none-any.whl
Algorithm Hash digest
SHA256 97a5eebfa81905b64052e234311f9f7999f9ef6fc9297cf8a418fa4d492d710f
MD5 4a4a4fdb7f0964fe4bf8b1f7dcc60d85
BLAKE2b-256 43f7b56c2c43a84b0b97cb1771c4a2a3ace74652b7977c78643abc3ccdc8dba0

See more details on using hashes here.

Release history Release notifications | RSS feed

This release

0.2.4 This release

2 files

0.2.1

2 files

0.2.0

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.5

2 files

0.1.4

2 files

0.1.3

2 files

0.1.2

2 files

0.1.1

2 files

0.1.0

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page