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SimForge docs

Install the simforge CLI, download the runtime and a map, render a scenario in 2D, schematic or 3D, train a policy with reinforcement learning, and run the same commands in the cloud.

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SimForge simulates driving scenarios in SimForge Worlds: real-world HD maps with their digital twins. Traffic reacts to your vehicle, the renderer produces camera images, and SimForge Gym, a Gymnasium environment, lets a learning policy drive. One command line, simforge, does all of it.

How the pieces fit#

PieceWhat it isLicence
simforge CLIThe one command line. It prints JSON, so people, scripts and AI agents use it the same way.Apache-2.0
simforge-rlSimForge Gym: the Python Gymnasium client for reinforcement learning.Apache-2.0
RuntimeThe simulation engine and the renderer the CLI drives. A separate download after you sign in.Closed binary under PolyForm Noncommercial 1.0.0, downloaded under the SimForge account and download terms
SimForge WorldsEach World is an HD map of a real-world road network and its digital twin, the 3D environment the renderer draws. Downloaded after you sign in.SimForge account and download terms: non-commercial, no redistribution
CloudSimForge Cloud: the same commands with --cloud, run on SimForge's machines. New accounts start with $10 in free credits.Paid, with a cost cap on every run

Commercial licences and questions about the license and terms: contact@simforge.ai.

Commands run on your machine by default. Add --cloud and the same command runs hosted. Nothing ever switches between the two on its own: a missing runtime or a refused cloud run is an error that names the fix.

From install to first render#

The quickstart does all of it in four steps. In more detail:

  1. Install the CLI.
  2. Sign in and install the runtime.
  3. Download a map.
  4. Author a scenario with typed operations.
  5. Render it in 2D, schematic or 3D.

Then train a policy locally, or run renders in the cloud.

For AI agents#

Agents use the same CLI. Start at For AI agents: it lists the machine-readable command surface, the skills pack for Claude Code, Codex and AGENTS.md agents, and /llms.txt.