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Publisher model cards reviewed on 20 September 2026. These are useful starting points, not a latest-release ranking.
Multilingual assistant with switchable thinking and non-thinking modes for everyday work and complex reasoning.
Apache-2.0ReasoningDeepSeek R1 0528Reasoning-focused checkpoint for multi-step mathematics, programming and general logic tasks.
MITText generationLlama 3.3 70B InstructInstruction-tuned multilingual model for assistant conversations and text generation.
Llama 3.3 Community LicenseVisionGemma 3 27B ITMultimodal assistant that accepts text and images for question answering, summaries and visual analysis.
Gemma Terms of UseText generationMistral Small 3.1Text-and-vision assistant with function calling and JSON output for document workflows and conversational agents.
Apache-2.0CodingQwen3 Coder 30B A3BMixture-of-experts coding model with a long native context and function calling for software agents.
Apache-2.0Image generationFLUX.1 SchnellText-to-image model distilled for image generation in one to four steps.
Apache-2.0Image generationFLUX.1 DevGuidance-distilled text-to-image model for detailed visual generation and creative experimentation.
FLUX.1 Dev Non-Commercial LicenseImage generationStable Diffusion 3.5 LargeDiffusion transformer for image creation with an emphasis on prompt understanding and typography.
Stability AI Community LicenseVisionQwen2.5 VL 7BVision-language assistant for interpreting images, documents and video with text responses.
Apache-2.0VisionSmolVLM2 2.2BCompact multimodal model for questions about images and videos, visual comparison and captioning.
Apache-2.0AudioWhisper Large V3 TurboMultilingual speech-recognition checkpoint for turning recorded audio into text.
MITAudioKokoro 82MLightweight multilingual text-to-speech model for adding spoken output to applications.
Apache-2.0EmbeddingsBGE M3Multilingual retrieval model combining dense, sparse and multi-vector representations for long documents.
MITEmbeddingsNomic Embed Text V1.5Long-context text embeddings with adjustable output dimensions for search and document retrieval.
Apache-2.0EmbeddingsAll MiniLM L6 V2Compact sentence and short-paragraph encoder producing 384-dimensional vectors for semantic search.
Apache-2.0