Model recipes
Pick a model, inspect its runtime, and copy a command that matches your machine.
On this page
267 modelsruntime data from repository manifests
ModelTasksRuntimePythonCUDACheckpoint
AC3DCamera-Control VideoWorldFoundry vendors the official AC3D inference runtime under worldfoundry/synthesis/visual_generation/ac3d/ac3d_runtime; WorldFoundry owns path resolution, command construction, output loading, and pipeline/catalog exposure.
camera-control-videotext-to-video+1Runner verifiedDedicated environment3.1012.4—AnimateDiffguoywwVerified against the official repo default RealisticVision scripts.animate demo; file SHA256, decoded pixel SHA256, and artifact size match exactly.text-to-videolegacy-unet-diffusionRunner verifiedUnified environment3.1112.8guoyww/animatediffAstraEvanEternalIn-tree Astra inference route is registered under worldfoundry/synthesis/visual_generation/kling/astra_runtime.image-to-videocamera-control+1Runner verifiedUnified environment3.1112.8EvanEternal/AstraBeing-H0.5BeingBeyondWorldFoundry keeps the inference-only Being-H0.5 architecture and policy runtime directly under worldfoundry/synthesis/action_generation/being_h05.vlavla.policy_rollout+2Runner verifiedDedicated environment3.10Cu118 Or NewerBeingBeyond/Being-H05-2BCameraCtrlCamera-Control VideoRuntime code is vendored in-tree; checkpoints remain external assets under the normal hfd/ckpt cache.worldvideo+2Runner verifiedUnified environment3.1011.3hehao13/CameraCtrlCogVideoXTHUDMHF cardData reports Apache-2.0 for 2B and 'other' for several larger variants.text-to-videoimage-to-videoRunner verifiedUnified environment3.1112.81137dacfcDepth Any PanoramasInsta360-ResearchIntegrated as an independent geometric prior at worldfoundry/base_models/three_dimensions/depth/depth_anything/depth_anything_v1.panoramic-depth-estimationmetric-depth-estimation+1Runner verifiedUnified environment3.1112.8Insta360-Research/DAP-weightsDepth Anything 3 Priordepth-anythingIntegrated as an independent depth prior at worldfoundry/base_models/three_dimensions/depth/depth_anything/depth_anything_v3.monocular-depth-estimationmetric-depth-estimation+1Runner verifiedUnified environment3.1112.8depth-anything/DA3METRIC-LARGEDepth Anything V1LiheYoungIn-tree Depth Anything V1 pipeline is registered for relative depth and geometry artifact export.depthgeometry+1Runner verifiedUnified environment3.1112.8LiheYoung/depth-anything-large-hfDepth Anything V2 Priordepth-anythingIntegrated as an independent depth prior at worldfoundry/base_models/three_dimensions/depth/depth_anything/depth_anything_v2.monocular-depth-estimationmetric-depth-estimation+1Runner verifiedUnified environment3.1112.8depth-anything/Depth-Anything-V2-LargeDualCamCtrlCamera-Control VideoRuntime code is integrated in-tree; checkpoints use the default Hugging Face/local cache loading path.worldvideo+4Runner verifiedUnified environment3.1112.8FayeHongfeiZhang/DualCamCtrlDUSt3RNAVER LABS EuropeWorldFoundry vendors DUSt3R under worldfoundry.base_models.three_dimensions.general_3d.dust3r.feed-forward multi-view 3D reconstruction and geometry estimationRunner verifiedUnified environment3.1112.8—DUSt3R Base ModelnaverBase-model profile for the DUSt3R catalog entry; exposed through the shared geometry-prior pipeline/operator contract.geometry3d-reconstruction+1Runner verifiedUnified environment3.1112.8—FantasyWorldAMAP and Beijing University of Posts and Telecommunications authorsWorldFoundry exposes the in-tree FantasyWorld Wan2.1 and Wan2.2 camera-control pipelines.geometry-consistent world modelingRunner verifiedUnified environment3.1112.8acvlab/FantasyWorld-Wan2.1-I2V-14B-480PFlashWorldFlashWorld authorsWorldFoundry exposes the in-tree FlashWorld pipeline, operator, and representation runtime.fast 3D scene generation from image or textRunner verifiedUnified environment3.1112.8imlixinyang/FlashWorldGeoCalib PriorcvgIntegrated as an independent camera-calibration prior at worldfoundry/base_models/three_dimensions/general_3d/geocalib.camera-calibrationgravity-estimation+1Runner verifiedUnified environment3.1112.8—GigaBrain-0open-gigaaiWorldFoundry in-tree GigaBrain-0.1 runtime emitted a checkpoint-backed CUDA action_trace using converted LeRobot RobotWin stats.vlavla.action_prediction+3Runner verifiedUnified environment3.1112.8open-gigaai/GigaBrain-0-3.5B-BaseHunyuan Game CrafttencentIn-tree Hunyuan GameCraft pipeline is registered; official inference uses the HYGameCraft conda profile and torchrun dispatch.interactive-world-modelimage-to-video+1Runner verifiedDedicated environment3.1012.4022caa869HunyuanVideotencentTencent-Hunyuan GitHub and tencent Hugging Face repos were both reachable.text-to-videoimage-to-videoRunner verifiedDedicated environment3.1012.46204ad6aeHunyuanVideo 1.5tencentAdded as a high-priority current open-weight video model. Native T2V and I2V infer-only `generate.py` paths are now ported in-tree and release-validation verified with local checkpoint assets.text-to-videoimage-to-videoRunner verifiedUnified environment3.1112.89b49404b3HunyuanWorld-MirrorTencent Hunyuan / HY-WorldWorldFoundry exposes framework inference through the in-tree HunyuanMirrorPipeline and vendored inference-only WorldMirror model code.three_dimensionRunner verifiedUnified environment3.1012.8tencent/HunyuanWorld-MirrorHunyuanWorld-VoyagerTencent Hunyuan / HY-WorldExisting in-tree runtime is now exposed through a BaseSynthesis subclass.worldvideo+1Runner verifiedUnified environment3.1112.8ef280b832HY-WorldPlayTencent Hunyuan / HY-WorldExisting in-tree runtime is now exposed through a BaseSynthesis subclass.worldvideo+1Runner verifiedUnified environment3.1112.8tencent/HY-WorldPlayInfinite-WorldMeiGen-AIIn-tree Infinite-World runtime resolves local or Hugging Face checkpoint layouts without relying on an external repository at inference time.worldvideo+1Runner verifiedUnified environment3.1112.8thuml/InfiniteWorldInSpatio-WorldinspatioThe in-tree InSpatio-World pipeline generated and visually validated a 297-frame video through Workspace on 2026-07-10.video-conditioned-world-generationtrajectory-conditioned-video+1Runner verifiedUnified environment3.1112.8inspatio/worldInSpatio-WorldFMInSpatioThe WorldFoundry runner supports the official meta.json demo in the unified environment profile with local WorldFM assets.worldvideo+1Runner verifiedUnified environment3.1112.8—Kairos SensenovaEmbodied World ModelUses the in-tree Apache-2.0 official torchrun runtime under worldfoundry/synthesis/visual_generation/kairos/kairos_runtime.text-to-videoimage-to-video+2Runner verifiedDedicated environment3.1012.8kairos-agi/kairos-sensenova-robot-4B-480P-distilledLingBot-WorldLingBotLingBot-World wrapper now only resolves local HFD or explicit checkpoint directories and no longer downloads at runtime.worldcamera_control+1Runner verifiedDedicated environment3.1012.16fc824ffcLoGeRJunyi42In-tree LoGeR point-cloud navigation pipeline is registered for reconstruction and trajectory rendering.3d-reconstructiontrajectory+1Runner verifiedUnified environment3.1112.8Junyi42/LoGeRLyraNVIDIA Spatial Intelligence LabWorldFoundry exposes in-tree Lyra-1 and Lyra-2 pipelines backed by vendored runtime adapters.open generative 3D and 4D world modelsRunner verifiedDedicated environment3.1012.4depth-anything/DA3NESTED-GIANT-LARGE-1.1Matrix-Game 2.0Matrix-GameMatrix-Game 2 already uses an in-tree runtime and no external repo_root dependency was found.worldinteractive+1Runner verifiedUnified environment3.1112.8f1729d99aMatrix-Game 3.0Matrix-GameMatrix-Game 3 runtime is vendored under worldfoundry/synthesis/visual_generation/matrix_game/matrix_game_3_runtime.worldinteractive+1Runner verifiedUnified environment3.1112.8382aa382aMetric3D PriorJUGGHMIntegrated as an independent metric-depth prior at worldfoundry/base_models/three_dimensions/depth/metric3d.monocular-depth-estimationmetric-depth-estimation+1Runner verifiedUnified environment3.1112.8JUGGHM/Metric3DMolmoAct2allenaiWorldFoundry in-tree MolmoAct2 runtime lives under worldfoundry/synthesis/action_generation/molmoact2 and no longer depends on the external molmoact2 checkout at runtime.vlavla.action_prediction+2Runner verifiedUnified environment3.1112.8allenai/MolmoAct2-DROIDMonST3RMonST3R authorsWorldFoundry vendors the MonST3R infer-time components in-tree.geometry estimation in the presence of motionRunner verifiedUnified environment3.1112.8—MotionCtrlCamera/Object Motion ControlRuntime code is vendored in-tree; checkpoints remain external assets under the normal hfd/ckpt cache.Runner verifiedUnified environment3.1112.8—NeoVerseCASIA and CreateAI authorsWorldFoundry exposes the in-tree NeoVerse pipeline and vendored DiffSynth runtime adapter.4D world modeling from in-the-wild monocular videosRunner verifiedUnified environment3.1112.8Yuppie1204/NeoVerseOpenVLAopenvlaIn-tree OpenVLA HF runtime is registered through the WorldFoundry pipeline binding.vlavla.action_prediction+1Runner verifiedUnified environment3.1011.347a0ec7fcPrior Depth AnythingRain729Integrated as an independent depth-completion prior at worldfoundry/base_models/three_dimensions/depth/priorda.depth-completionmetric-depth-estimation+1Runner verifiedUnified environment3.1112.8Rain729/Prior-Depth-AnythingReCamMasterKling Team / Kuaishou, Zhejiang University, CUHK, and HUST authorsWorldFoundry exposes the in-tree ReCamMaster pipeline, operator, and synthesis runtime under the Kling namespace.camera-controlled video rerenderingRunner verifiedUnified environment3.1112.84f3f73917RoboFlamingorobovlmsRoboFlamingo/OpenFlamingo architecture and inference source are vendored in-tree; public pipeline CUDA action_trace validation passed.vlavla.policy_rollout+2Runner verifiedUnified environment3.8Prepare Onlyrobovlms/RoboFlamingoSCOPEzizhaotongOfficial SCOPE inference source, DiffSynth fork, README, license, and examples are vendored under worldfoundry.synthesis.visual_generation.scope.scope_runtime.interactive-world-modelgame-world-model+2Runner verifiedUnified environment3.1012.8zizhaotong/SCOPEShow-oshowlabRuntime source is vendored in-tree; current WorldFoundry wrapper supports t2i image generation.multimodal-generationtext-to-imageRunner verifiedUnified environment3.1011.3c2c6f548cSkyReels V3SkyworkWorldFoundry registers SkyReels V3 through a model-specific pipeline backed by the in-tree runtime shim.reference-to-videoaudio-guided-video+2Runner verifiedUnified environment3.1112.8Skywork/SkyReels-V3-R2V-14BSolarisnyu-visionxIn-tree inference-only Solaris runtime is packaged under worldfoundry/synthesis/visual_generation/solaris/solaris_runtime.video_generationmulti-agent-world-model+1Runner verifiedUnified environment3.1112.8nyu-visionx/solarisSplatt3RbrandonsmartRuntime code is vendored in-tree under worldfoundry/base_models/three_dimensions/general_3d/splatt3r/splatt3r_runtime; checkpoints remain external assets.3d-reconstructiongaussian-splattingRunner verifiedUnified environment3.1011.3brandonsmart/splatt3r_v1.0StarVLAStarVLAWorldFoundry runtime executed official StarVLA QwenOFT predict_action with local Qwen3-VL-OFT-LIBERO-4in1 checkpoint and Qwen3-VL-4B base VLM on an 80GB CUDA GPU.vlawam+2Runner verifiedUnified environment3.1012.81947454beVchitect-2.0 T2VVchitectUse id vchitect-2-t2v. The in-tree Vchitect runtime emits generated_video when local checkpoints and runtime dependencies are available.text-to-videovideo-generationRunner verifiedUnified environment3.1112.8379368187VGGT-OmegaHuggingfaceVGGT-Omega uses an official-architecture representation runner plus the existing WorldFoundry VGGTResult/save interface.3d-reconstructiongaussian-splatting+1Runner verifiedUnified environment3.1112.8facebook/VGGT-OmegaVMemliguang0115In-tree VMem runtime at worldfoundry/synthesis/visual_generation/vmem/vmem_runtime; no external checkout is required.video-generationmemory+2Runner verifiedUnified environment3.1112.8ac5921080Wan2.1Wan-AIOnly official Wan-Video GitHub and Wan-AI Hugging Face repos are listed.text-to-videoimage-to-videoRunner verifiedUnified environment3.1112.837ec51262Wan2.1 VACEWan-AIRuntime no longer depends on external local Wan source checkouts.video-editingvideo-to-video+2Runner verifiedUnified environment3.1112.8Wan-AI/Wan2.1-VACE-14BWarp-as-Historyyyfz233Official Warp-as-History source, Helios diffusers runtime, Pi3 submodule code, CLI scripts, and demo assets are vendored under worldfoundry.synthesis.visual_generation.warp_as_history.warp_as_history_runtime.image-to-videocamera-controlled-video-generationRunner verifiedDedicated environment3.1012.1yyfz233/warp-as-historyWorldCamKAIST / Adobe Research / MAUM AIWorldCam runtime code is in-tree and the wrapper now supports load_model=False planning without external checkout dependency.worldcamera_control+1Runner verifiedUnified environment3.1112.8worldcam/worldcamYUMEYUME authorsWorldFoundry exposes in-tree YUME and YUME-1.5 pipelines backed by vendored runtime adapters.image/video conditioned interactive world video generationRunner verifiedUnified environment3.1112.8stdstu123/Yume-I2V-540PZeroScopeHuggingfaceCC-BY-NC-4.0 requires benchmark policy review before commercial or automated benchmark use.text-to-videolegacy-unet-diffusionRunner verifiedUnified environment3.1112.8cerspense/zeroscope_v2_576wAction Chunking TransformertonyzhaozhThe ACT policy, DETR-VAE, transformer, ResNet backbone, preprocessing, and action-chunk aggregation execute from the flattened in-tree package.action_chunking_policyrobot_policy+2IntegratedDedicated environment3.10Cu118 Or Newer—AlayaWorldLTX-2.3 World ModelsThe runtime reuses WorldFoundry's existing LTX-2.3 Transformer, VAE, Gemma connector, RoPE, patchifier, attention dispatcher, and distributed helpers.image-to-videocamera-controlled-video+2IntegratedUnified environment3.1112.8e3f1adebeAllegrorhymes-aiGitHub verification succeeded after retry; the first attempt hit a transient TLS error.text-to-videoimage-to-videoIntegratedUnified environment3.1112.8c1b9207bbATI-Wan2.1-14BCamera-Control VideoOnly ATI's official inference delta is vendored; the unchanged Wan2.1 implementation is reused from worldfoundry/base_models.camera-controlled-videoimage-to-videoIntegratedUnified environment3.1112.8bytedance-research/ATIWhat a recipe records
Each detail page is assembled from the repository manifests rather than a hand-maintained marketing table. A recipe keeps these claims separate:
| Record | What it tells you |
|---|---|
| Catalog | Stable model ID, tasks, official sources, aliases, and integration status. |
| Runtime profile | Input contract, artifact contract, backend stage, and runtime readiness. |
| Environment | Python, CUDA tier, pinned packages, validation imports, and dedicated vs. unified routing. |
| Pipeline binding | The runner and concrete pipeline target used by WorldFoundry. |
| Evidence | Native-demo and WorldFoundry-runner parity; a catalog entry alone is not proof of a successful GPU run. |
Unknown values remain Not recorded. WorldFoundry does not turn a catalog entry into a stronger “supported” claim without runtime or evidence records.
Common commands
# Inspect the complete catalog manifest.
worldfoundry-eval zoo model-show \
--model-id <model-id> \
--include-manifest \
--json
# Resolve checkpoints, credentials, and local asset blockers without downloading.
worldfoundry-eval zoo model-download \
--model-id <model-id> \
--check-local \
--json
# Resolve and install the environment manifest for one runtime profile.
bash scripts/setup/model_env_install.sh --model <model-id>For the full request-file and artifact flow, continue to Run inference. For environment routing policy, see Environment reference.














































