{"slug":"smolvla","name":"SmolVLA","domain":"huggingface.co","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank SmolVLA #11 of 11 for robotics foundation model. Source: https://modelsagree.com/product/smolvla (modelsagree.com, CC BY 4.0).","best_rank":11,"categories":1,"entries":[{"slug":"best-robotics-foundation-model","title":"Best robotics foundation model","rank":11,"of":11,"score":1,"appearances":1,"modelRanks":{"Claude":5},"reason":"Purpose-built for the typical practitioner's actual budget — sub-1B parameters, trains and runs on a single consumer GPU, tight LeRobot integration with cheap arms (SO-100/101), making it the lowest-friction on-ramp to real VLA work.","reasons":[{"model":"Claude","reason":"Purpose-built for the typical practitioner's actual budget — sub-1B parameters, trains and runs on a single consumer GPU, tight LeRobot integration with cheap arms (SO-100/101), making it the lowest-friction on-ramp to real VLA work."}],"fixes":[{"model":"Claude","fix":"Small-model ceiling — it cannot match frontier generalization or dexterity, so it suits learning, prototyping, and narrow tasks rather than a genuinely general-purpose robot."}],"updated":"2026-07-15","api":"https://modelsagree.com/api/v1/best/best-robotics-foundation-model.json"}],"page":"https://modelsagree.com/product/smolvla","check":"https://modelsagree.com/check?q=SmolVLA","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}