{"kind":"rig-report","html":"https://insidethemachine.ai/my?ram=32","md":"https://insidethemachine.ai/my.md?ram=32","uploaded":false,"rig":{"ram":32,"os":null,"osv":"","chip":"","hw":"","gpu":"","vram":null,"disk":null,"apps":[],"app":"","model":"","tools":[],"saved":"","h":"","stt":"","tts":"","img":"","vid":""},"machine":null,"memory_for_models_gb":24,"memory_basis":"0.75 × memory (estimate). Not scanned, so the chip and graphics card are unknown","kind_of_memory":"unknown","hardware_scanned":false,"standard_tier_gb":32,"models_that_fit":64,"best_models":[{"id":"qwen3.8-27b","name":"Qwen3.8 27B","min_memory_gb":22.7,"aa_index":33.7,"vs_frontier_pct":59,"ollama":"ollama run qwen3.8:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.8-27B-4bit --prompt 'hello'","runs_here":true},{"id":"qwen3.5-27b","name":"Qwen3.5 27B","min_memory_gb":21.5,"aa_index":22.9,"vs_frontier_pct":40,"ollama":"ollama run qwen3.5:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.5-27B-4bit --prompt 'hello'","runs_here":true},{"id":"qwen3.6-27b","name":"Qwen3.6 27B","min_memory_gb":21.5,"aa_index":21.4,"vs_frontier_pct":37,"ollama":"ollama run qwen3.6:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.6-27B-4bit --prompt 'hello'","runs_here":true},{"id":"muse-glimmer-30b","name":"Muse Glimmer 30B","min_memory_gb":22.7,"aa_index":17.5,"vs_frontier_pct":30,"ollama":"ollama run muse-glimmer:30b","mlx":"mlx_lm.generate --model mlx-community/Muse-Glimmer-30B-4bit --prompt 'hello'","runs_here":true},{"id":"gemma-4-26b-a4b","name":"Gemma 4 26B-A4B","min_memory_gb":22.7,"aa_index":16.7,"vs_frontier_pct":29,"ollama":"ollama run gemma4:26b","mlx":"mlx_lm.generate --model mlx-community/gemma-4-26b-a4b-it-4bit --prompt 'hello'","runs_here":true}],"best_by_job":{"chat":{"id":"qwen3.8-27b","name":"Qwen3.8 27B","min_memory_gb":22.7,"aa_index":33.7,"vs_frontier_pct":59,"ollama":"ollama run qwen3.8:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.8-27B-4bit --prompt 'hello'","runs_here":true},"coding":{"id":"qwen3.8-27b","name":"Qwen3.8 27B","min_memory_gb":22.7,"aa_index":33.7,"vs_frontier_pct":59,"ollama":"ollama run qwen3.8:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.8-27B-4bit --prompt 'hello'","runs_here":true},"agent":{"id":"qwen3.8-27b","name":"Qwen3.8 27B","min_memory_gb":22.7,"aa_index":33.7,"vs_frontier_pct":59,"ollama":"ollama run qwen3.8:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.8-27B-4bit --prompt 'hello'","runs_here":true},"vision":{"id":"qwen3.8-27b","name":"Qwen3.8 27B","min_memory_gb":22.7,"aa_index":33.7,"vs_frontier_pct":59,"ollama":"ollama run qwen3.8:27b","mlx":"mlx_lm.generate --model mlx-community/Qwen3.8-27B-4bit --prompt 'hello'","runs_here":true}},"best_by_job_rule":"The smartest model that fits for each job, the same pick /models and /best name. runs_here is false when it has no Ollama tag (or no MLX build on an Apple chip).","frontier":{"name":"Claude Opus 5.5","aa":57.6},"recommended_app":{"id":"ollama","name":"Ollama","what":"One command to download and run a model.","href":"/setups/ollama","why":"Every recipe on this site uses it. One command to install.","installed":false},"also_try":null,"recipes":[{"id":"chat","title":"A private ChatGPT","state":"tight","label":"runs, but tight","needs_gb":null,"set_by_model":true,"min_gb":8,"good_gb":16,"runs_well_on":"24, 48–128, 256+ GB","html":"https://insidethemachine.ai/do/chat","install":"https://insidethemachine.ai/install/chat.sh"},{"id":"code","title":"A coding helper","state":"tight","label":"runs, but tight","needs_gb":null,"set_by_model":true,"min_gb":16,"good_gb":32,"runs_well_on":"48–128, 256+ GB","html":"https://insidethemachine.ai/do/code","install":"https://insidethemachine.ai/install/code.sh"},{"id":"docs","title":"Chat with your files","state":"tight","label":"runs, but tight","needs_gb":null,"set_by_model":true,"min_gb":16,"good_gb":32,"runs_well_on":"48–128, 256+ GB","html":"https://insidethemachine.ai/do/docs","install":"https://insidethemachine.ai/install/docs.sh"},{"id":"voice","title":"Speech to text","state":"good","label":"runs well","needs_gb":null,"set_by_model":false,"min_gb":8,"good_gb":16,"runs_well_on":"16+ GB","html":"https://insidethemachine.ai/do/voice","install":"https://insidethemachine.ai/install/voice.sh"},{"id":"images","title":"Make images","state":"good","label":"runs well","needs_gb":null,"set_by_model":false,"min_gb":16,"good_gb":32,"runs_well_on":"32+ GB","html":"https://insidethemachine.ai/do/images","install":"https://insidethemachine.ai/install/images.sh"},{"id":"agent","title":"An agent that does tasks","state":"tight","label":"runs, but tight","needs_gb":null,"set_by_model":false,"min_gb":32,"good_gb":64,"runs_well_on":"64–128, 256+ GB","html":"https://insidethemachine.ai/do/agent","install":"https://insidethemachine.ai/install/agent.sh"}],"recipe_rule":"The worse of two rules on the standard size: the whole recipe (good from good_gb, tight from min_gb, no below it) and the model the recipe installs (tight when it leaves under 10% of usable memory free, no when it does not fit). The same label as the recipe sheets and /do/<id>.","disk_warning":null,"saved_stack":null,"new_models_that_fit":[{"date":"2026-10-26","type":"model-new","id":"nemotron-3.5-bolt-e4b","name":"Nemotron 3.5 Bolt E4B","fit":16,"aa":null,"url":"/models?tier=16&find=nemotron-3.5-bolt-e4b#all"},{"date":"2026-10-20","type":"model-new","id":"nemotron-labs-dory1.0-4b","name":"NVIDIA Nemotron Labs Dory 1.0 4B","fit":8,"aa":null,"url":"/models?tier=8&find=nemotron-labs-dory1.0-4b#all"},{"date":"2026-10-15","type":"model-new","id":"apertus-1.5-8b","name":"Apertus 1.5 8B","fit":16,"aa":null,"url":"/models?tier=16&find=apertus-1.5-8b#all"},{"date":"2026-10-15","type":"model-new","id":"userrepgen-4b","name":"UserRepGen 4B","fit":8,"aa":null,"url":"/models?tier=8&find=userrepgen-4b#all"},{"date":"2026-10-10","type":"model-new","id":"youtu-parsing-omni","name":"Youtu-Parsing-Omni 5B","fit":8,"aa":null,"url":"/models?tier=8&find=youtu-parsing-omni#all"}],"changes":"https://insidethemachine.ai/changes.json","scan":{"sh":"https://insidethemachine.ai/scan.sh","ps1":"https://insidethemachine.ai/scan.ps1"},"chat_models_total":121,"smartest_that_fits_and_runs":null,"smartest_that_fits":{"id":"qwen3.8-27b","name":"Qwen3.8 27B","maker":"Alibaba Qwen","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":33.7,"vs_frontier_pct":59},"coding":null,"run":"ollama run qwen3.8:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.8-27B","commercial_ok":null},"smarter_but_not_here":null,"helper_24_7":{"rule":"brain + ears + voice always loaded together (ears and voice up to 15% of memory each); images and video load on demand while the brain pauses","app":{"id":"hermes-agent","name":"Hermes Agent","what":"Personal agent with a messaging gateway","href":"/setups/hermes-agent"},"always_on_gb":16.2,"memory_for_ai_gb":24,"on_demand_room_gb":19,"disk_gb":34.2,"brain":{"id":"gemma-4-12b","name":"Gemma 4 12B","maker":"Google","memory_gb":11.2,"memory_estimated":false,"quality":{"aa_index":14.2,"vs_frontier_pct":25},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:12b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},"ears":{"id":"qwen3-asr-1-7b","name":"Qwen3-ASR 1.7B","maker":"Alibaba Qwen","memory_gb":3,"memory_estimated":false,"quality":"5.4% errors · 0.85 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","qwen-asr"],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-ASR-1.7B","commercial_ok":true},"voice":{"id":"magpie-tts-multilingual","name":"Magpie TTS Multilingual 357M","maker":"NVIDIA","memory_gb":2,"memory_estimated":false,"quality":"Elo 1,063 · 267 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/magpie_tts_multilingual_357m","commercial_ok":true},"images":{"id":"z-image-turbo","name":"Z-Image Turbo","maker":"Alibaba (Tongyi-MAI)","memory_gb":4,"memory_estimated":false,"quality":"Elo 936 · 281 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/Tongyi-MAI/Z-Image-Turbo","commercial_ok":true},"video":{"id":"hunyuanvideo-1-5","name":"HunyuanVideo 1.5","maker":"Tencent","memory_gb":14,"memory_estimated":false,"quality":"Elo 1,134 · 234 behind Gemini Omni Flash","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["ComfyUI","stable-diffusion.cpp","Diffusers"],"source":"checked","url":"https://huggingface.co/tencent/HunyuanVideo-1.5","commercial_ok":true},"notes":[],"why_this_brain":{"question":"Why is the brain Gemma 4 12B, not Qwen3.8 27B?","lead":"Qwen3.8 27B is the smartest model that fits on its own (59%). The helper shares memory with its ears and voice.","reasons":["Qwen3.8 27B needs 22.7 GB. Next to the ears and voice, the brain has 19 GB left."]}},"fits_by_job":{"brain":{"label":"Chat models","fit":64,"of":121,"summary":"64 of 121 chat models fit in 24 GB. 5 of them need a Mac with an Apple chip. 6 have no one-line run command in our data yet.","new_on_hugging_face":24,"unknown_size":0,"top":[{"id":"qwen3.8-27b","name":"Qwen3.8 27B","maker":"Alibaba Qwen","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":33.7,"vs_frontier_pct":59},"coding":null,"run":"ollama run qwen3.8:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.8-27B","commercial_ok":null},{"id":"qwen3.5-27b","name":"Qwen3.5 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":22.9,"vs_frontier_pct":40},"coding":{"v":32.6,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-27B/blob/main/LICENSE","commercial_ok":null},{"id":"qwen3.6-27b","name":"Qwen3.6 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":21.4,"vs_frontier_pct":37},"coding":{"v":34.8,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.6:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.6-27B/blob/main/LICENSE","commercial_ok":null},{"id":"k2-horizon-7b","name":"K2 Horizon 7B","maker":"IFM (MBZUAI)","memory_gb":8.6,"memory_estimated":false,"quality":{"aa_index":20.6,"vs_frontier_pct":36},"coding":null,"run":null,"runs_here":false,"mac_only":true,"runs_with":[],"source":"checked","url":"https://huggingface.co/IFM/K2-Horizon-7B","commercial_ok":null},{"id":"muse-glimmer-30b","name":"Muse Glimmer 30B","maker":"Meta","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":17.5,"vs_frontier_pct":30},"coding":null,"run":"ollama run muse-glimmer:30b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/meta-models/Muse-Glimmer-30B","commercial_ok":null},{"id":"gemma-4-26b-a4b","name":"Gemma 4 26B-A4B","maker":"Google","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":16.7,"vs_frontier_pct":29},"coding":{"v":25,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:26b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"glm-4.7-flash","name":"GLM-4.7-Flash 30B-A3B","maker":"Z.ai","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":14.9,"vs_frontier_pct":26},"coding":{"v":22,"b":"Terminal-Bench Hard"},"run":"ollama run glm-4.7-flash","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/zai-org/GLM-4.7-Flash","commercial_ok":null},{"id":"gemma-4-12b","name":"Gemma 4 12B","maker":"Google","memory_gb":11.2,"memory_estimated":false,"quality":{"aa_index":14.2,"vs_frontier_pct":25},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:12b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"qwen3.5-9b","name":"Qwen3.5 9B","maker":"Alibaba Qwen","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":13.3,"vs_frontier_pct":23},"coding":{"v":24.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:9b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-9B/blob/main/LICENSE","commercial_ok":null},{"id":"qwen3.5-4b","name":"Qwen3.5 4B","maker":"Alibaba Qwen","memory_gb":5.8,"memory_estimated":false,"quality":{"aa_index":13.1,"vs_frontier_pct":23},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-4B/blob/main/LICENSE","commercial_ok":null},{"id":"granite-4.2-30b","name":"Granite 4.2 30B","maker":"IBM","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":12.7,"vs_frontier_pct":22},"coding":null,"run":"ollama run granite4.2:30b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/ibm-granite/granite-4.2-30b","commercial_ok":null},{"id":"minicpm5-2b","name":"MiniCPM5 2B","maker":"OpenBMB","memory_gb":3.9,"memory_estimated":false,"quality":{"aa_index":12.5,"vs_frontier_pct":22},"coding":null,"run":null,"runs_here":false,"mac_only":true,"runs_with":[],"source":"checked","url":"https://huggingface.co/openbmb/MiniCPM5-2B","commercial_ok":null},{"id":"granite-4.2-8b","name":"Granite 4.2 8B","maker":"IBM","memory_gb":8.1,"memory_estimated":false,"quality":{"aa_index":11.1,"vs_frontier_pct":19},"coding":null,"run":"ollama run granite4.2:8b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/ibm-granite/granite-4.2-8b","commercial_ok":null},{"id":"gpt-oss-20b","name":"gpt-oss-20b","maker":"OpenAI","memory_gb":15.4,"memory_estimated":false,"quality":{"aa_index":10,"vs_frontier_pct":17},"coding":{"v":10.6,"b":"Terminal-Bench Hard"},"run":"ollama run gpt-oss:20b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/openai/gpt-oss-20b","commercial_ok":null},{"id":"north-mini-code-1.0","name":"North Mini Code 1.0 30B-A3B","maker":"Cohere","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":9.9,"vs_frontier_pct":17},"coding":{"v":31.1,"b":"Terminal-Bench Hard"},"run":"ollama run north-mini-code-1.0","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/CohereLabs/North-Mini-Code-1.0","commercial_ok":null}],"hf_top":[{"id":"hf:Qwen/Qwen2.5-VL-7B-Instruct","name":"Qwen2.5-VL-7B-Instruct","maker":"Qwen","memory_gb":7.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen3-VL-4B-Instruct","name":"Qwen3-VL-4B-Instruct","maker":"Qwen","memory_gb":5.1,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-VL-4B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen3-4B-Instruct-2507","name":"Qwen3-4B-Instruct-2507","maker":"Qwen","memory_gb":4.8,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507","commercial_ok":null},{"id":"hf:Qwen/Qwen3-VL-2B-Instruct","name":"Qwen3-VL-2B-Instruct","maker":"Qwen","memory_gb":3.5,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-VL-2B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen2.5-VL-3B-Instruct","name":"Qwen2.5-VL-3B-Instruct","maker":"Qwen","memory_gb":4.6,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct","commercial_ok":null}]},"stt":{"label":"Ears (speech to text)","fit":21,"summary":"21 models in our list fit.","new_on_hugging_face":0,"unknown_size":0,"top":[{"id":"granite-speech-5-0-2b","name":"Granite Speech 5.0 2B","maker":"IBM","memory_gb":6,"memory_estimated":false,"quality":"5.06% errors · 0.51 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","llama.cpp","Transformers","vLLM"],"source":"checked","url":"https://huggingface.co/ibm-granite/granite-speech-5.0-2b","commercial_ok":true},{"id":"qwen3-asr-1-7b","name":"Qwen3-ASR 1.7B","maker":"Alibaba Qwen","memory_gb":3,"memory_estimated":false,"quality":"5.4% errors · 0.85 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","qwen-asr"],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-ASR-1.7B","commercial_ok":true},{"id":"cohere-transcribe","name":"Cohere Transcribe (03-2026)","maker":"Cohere","memory_gb":5,"memory_estimated":false,"quality":"5.77% errors · 1.22 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","transcribe.cpp"],"source":"checked","url":"https://huggingface.co/CohereLabs/cohere-transcribe-03-2026","commercial_ok":true},{"id":"canary-qwen-2-5b","name":"Canary-Qwen 2.5B","maker":"NVIDIA","memory_gb":6,"memory_estimated":false,"quality":"5.94% errors · 1.39 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/canary-qwen-2.5b","commercial_ok":true},{"id":"granite-speech-4-1-2b","name":"Granite Speech 4.1 2B","maker":"IBM","memory_gb":6,"memory_estimated":false,"quality":"5.96% errors · 1.41 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b","commercial_ok":true},{"id":"parakeet-tdt-0-6b-v2","name":"Parakeet TDT 0.6B v2","maker":"NVIDIA","memory_gb":3,"memory_estimated":false,"quality":"6.02% errors · 1.47 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Parakeet MLX","MLX-Audio","NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/parakeet-tdt-0.6b-v2","commercial_ok":true},{"id":"moss-transcribe-diarize","name":"MOSS-Transcribe-Diarize 0.9B","maker":"OpenMOSS","memory_gb":2.5,"memory_estimated":false,"quality":"6.17% errors · 1.62 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/OpenMOSS-Team/MOSS-Transcribe-Diarize","commercial_ok":true},{"id":"parakeet-tdt-0-6b-v3","name":"Parakeet TDT 0.6B v3","maker":"NVIDIA","memory_gb":3,"memory_estimated":false,"quality":"6.18% errors · 1.63 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Parakeet MLX","MLX-Audio","Handy","NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/parakeet-tdt-0.6b-v3","commercial_ok":true},{"id":"qwen3-asr-0-6b","name":"Qwen3-ASR 0.6B","maker":"Alibaba Qwen","memory_gb":1,"memory_estimated":false,"quality":"6.24% errors · 1.69 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","qwen-asr"],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-ASR-0.6B","commercial_ok":true},{"id":"granite-speech-5-0-turboctc","name":"Granite Speech 5.0 470M TurboCTC","maker":"IBM","memory_gb":1,"memory_estimated":false,"quality":"6.38% errors · 1.83 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/ibm-granite/granite-speech-5.0-470m-turboctc","commercial_ok":true},{"id":"distil-large-v3-5","name":"Distil-Whisper large-v3.5","maker":"Hugging Face (distil-whisper)","memory_gb":2,"memory_estimated":false,"quality":"6.76% errors · 2.21 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["whisper.cpp","faster-whisper","Whisper","MLX-Audio"],"source":"checked","url":"https://huggingface.co/distil-whisper/distil-large-v3.5","commercial_ok":true},{"id":"whisper-large-v3","name":"Whisper large-v3","maker":"OpenAI","memory_gb":3.9,"memory_estimated":false,"quality":"7.16% errors · 2.61 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["whisper.cpp","WhisperKit","faster-whisper","Whisper","Handy"],"source":"checked","url":"https://huggingface.co/openai/whisper-large-v3","commercial_ok":true},{"id":"voxtral-mini-3b","name":"Voxtral Mini 3B (2507)","maker":"Mistral AI","memory_gb":9.5,"memory_estimated":false,"quality":"7.25% errors · 2.7 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","vLLM"],"source":"checked","url":"https://huggingface.co/mistralai/Voxtral-Mini-3B-2507","commercial_ok":true},{"id":"canary-1b-v2","name":"Canary 1B v2","maker":"NVIDIA","memory_gb":4.5,"memory_estimated":false,"quality":"7.27% errors · 2.72 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/canary-1b-v2","commercial_ok":true},{"id":"whisper-large-v3-turbo","name":"Whisper large-v3-turbo","maker":"OpenAI","memory_gb":2,"memory_estimated":false,"quality":"7.64% errors · 3.09 points more errors than OtterAI speech-v3.1","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["whisper.cpp","WhisperKit","MLX-Audio","faster-whisper","Whisper","Handy"],"source":"checked","url":"https://huggingface.co/openai/whisper-large-v3-turbo","commercial_ok":true}],"hf_top":[]},"tts":{"label":"Voice (text to speech)","fit":21,"summary":"21 models in our list fit.","new_on_hugging_face":8,"unknown_size":0,"top":[{"id":"breeze-tts-2","name":"Breeze TTS 2","maker":"BreezeBlue","memory_gb":8,"memory_estimated":false,"quality":"Elo 1,221 · 109 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/BreezeBlue/Breeze-TTS-2","commercial_ok":false},{"id":"fish-audio-s2-pro","name":"Fish Audio S2 Pro","maker":"Fish Audio","memory_gb":8,"memory_estimated":false,"quality":"Elo 1,118 · 212 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Fish Speech","MLX-Audio","vLLM-Omni"],"source":"checked","url":"https://huggingface.co/fishaudio/s2-pro","commercial_ok":false},{"id":"step-audio-editx","name":"Step-Audio-EditX","maker":"StepFun","memory_gb":12,"memory_estimated":false,"quality":"Elo 1,096 · 234 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Step-Audio-EditX code"],"source":"checked","url":"https://huggingface.co/stepfun-ai/Step-Audio-EditX","commercial_ok":true},{"id":"voxtral-tts","name":"Voxtral TTS (4B)","maker":"Mistral AI","memory_gb":16,"memory_estimated":false,"quality":"Elo 1,088 · 242 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","vLLM-Omni"],"source":"checked","url":"https://huggingface.co/mistralai/Voxtral-4B-TTS-2603","commercial_ok":false},{"id":"magpie-tts-multilingual","name":"Magpie TTS Multilingual 357M","maker":"NVIDIA","memory_gb":2,"memory_estimated":false,"quality":"Elo 1,063 · 267 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["NeMo (Parakeet)"],"source":"checked","url":"https://huggingface.co/nvidia/magpie_tts_multilingual_357m","commercial_ok":true},{"id":"kokoro-82m","name":"Kokoro 82M v1.0","maker":"hexgrad","memory_gb":0.5,"memory_estimated":false,"quality":"Elo 1,061 · 269 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","kokoro"],"source":"checked","url":"https://huggingface.co/hexgrad/Kokoro-82M","commercial_ok":true},{"id":"maya1","name":"Maya1","maker":"Maya Research","memory_gb":8,"memory_estimated":false,"quality":"Elo 1,045 · 285 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/maya-research/maya1","commercial_ok":true},{"id":"higgs-tts-3","name":"Higgs TTS 3 (4B)","maker":"Boson AI","memory_gb":11,"memory_estimated":false,"quality":"Elo 1,037 · 293 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","SGLang-Omni"],"source":"checked","url":"https://huggingface.co/bosonai/higgs-tts-3-4b","commercial_ok":false},{"id":"chatterbox","name":"Chatterbox (Multilingual V3)","maker":"Resemble AI","memory_gb":3.5,"memory_estimated":false,"quality":"Elo 1,025 · 305 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Chatterbox","MLX-Audio"],"source":"checked","url":"https://huggingface.co/ResembleAI/chatterbox","commercial_ok":true},{"id":"vibevoice-1-5b","name":"VibeVoice 1.5B","maker":"Microsoft","memory_gb":6.5,"memory_estimated":false,"quality":"Elo 956 · 374 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["VibeVoice code"],"source":"checked","url":"https://huggingface.co/microsoft/VibeVoice-1.5B","commercial_ok":null},{"id":"xtts-v2","name":"XTTS v2","maker":"Coqui","memory_gb":2.5,"memory_estimated":false,"quality":"Elo 914 · 416 behind Eleven v4 (ElevenLabs)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Coqui TTS"],"source":"checked","url":"https://huggingface.co/coqui/XTTS-v2","commercial_ok":false},{"id":"qwen3-tts-1-7b","name":"Qwen3-TTS 1.7B","maker":"Alibaba Qwen","memory_gb":4,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","WhisperKit","qwen-tts","llama.cpp"],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-Base","commercial_ok":true},{"id":"omnivoice","name":"OmniVoice","maker":"k2-fsa","memory_gb":2,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio","omnivoice"],"source":"checked","url":"https://huggingface.co/k2-fsa/OmniVoice","commercial_ok":false},{"id":"voxcpm2","name":"VoxCPM2","maker":"OpenBMB","memory_gb":4,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["MLX-Audio"],"source":"checked","url":"https://huggingface.co/openbmb/VoxCPM2","commercial_ok":true},{"id":"fun-cosyvoice3-0-5b","name":"Fun-CosyVoice 3 0.5B","maker":"Alibaba FunAudioLLM","memory_gb":2,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["CosyVoice","mlx-audio-plus"],"source":"checked","url":"https://huggingface.co/FunAudioLLM/Fun-CosyVoice3-0.5B-2512","commercial_ok":true}],"hf_top":[{"id":"hf:Qwen/Qwen3-TTS-12Hz-1.7B-CustomVoice","name":"Qwen3-TTS-12Hz-1.7B-CustomVoice","maker":"Qwen","memory_gb":4.4,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-CustomVoice","commercial_ok":null},{"id":"hf:Qwen/Qwen3-TTS-12Hz-0.6B-CustomVoice","name":"Qwen3-TTS-12Hz-0.6B-CustomVoice","maker":"Qwen","memory_gb":2.1,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-TTS-12Hz-0.6B-CustomVoice","commercial_ok":null},{"id":"hf:Qwen/Qwen3-TTS-12Hz-0.6B-Base","name":"Qwen3-TTS-12Hz-0.6B-Base","maker":"Qwen","memory_gb":2.1,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-TTS-12Hz-0.6B-Base","commercial_ok":null},{"id":"hf:Qwen/Qwen3-TTS-12Hz-1.7B-VoiceDesign","name":"Qwen3-TTS-12Hz-1.7B-VoiceDesign","maker":"Qwen","memory_gb":4.4,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-VoiceDesign","commercial_ok":null},{"id":"hf:OpenMOSS-Team/MOSS-TTS-v1.5","name":"MOSS-TTS-v1.5","maker":"OpenMOSS-Team","memory_gb":19.5,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/OpenMOSS-Team/MOSS-TTS-v1.5","commercial_ok":null}]},"sees":{"label":"Sees images","fit":30,"summary":"30 models in our list fit. 1 of them needs a Mac with an Apple chip. 1 has no one-line run command in our data yet.","new_on_hugging_face":10,"unknown_size":0,"top":[{"id":"qwen3.8-27b","name":"Qwen3.8 27B","maker":"Alibaba Qwen","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":33.7,"vs_frontier_pct":59},"coding":null,"run":"ollama run qwen3.8:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.8-27B","commercial_ok":null},{"id":"qwen3.5-27b","name":"Qwen3.5 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":22.9,"vs_frontier_pct":40},"coding":{"v":32.6,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-27B/blob/main/LICENSE","commercial_ok":null},{"id":"qwen3.6-27b","name":"Qwen3.6 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":21.4,"vs_frontier_pct":37},"coding":{"v":34.8,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.6:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.6-27B/blob/main/LICENSE","commercial_ok":null},{"id":"muse-glimmer-30b","name":"Muse Glimmer 30B","maker":"Meta","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":17.5,"vs_frontier_pct":30},"coding":null,"run":"ollama run muse-glimmer:30b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/meta-models/Muse-Glimmer-30B","commercial_ok":null},{"id":"gemma-4-26b-a4b","name":"Gemma 4 26B-A4B","maker":"Google","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":16.7,"vs_frontier_pct":29},"coding":{"v":25,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:26b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"gemma-4-12b","name":"Gemma 4 12B","maker":"Google","memory_gb":11.2,"memory_estimated":false,"quality":{"aa_index":14.2,"vs_frontier_pct":25},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:12b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"qwen3.5-9b","name":"Qwen3.5 9B","maker":"Alibaba Qwen","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":13.3,"vs_frontier_pct":23},"coding":{"v":24.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:9b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-9B/blob/main/LICENSE","commercial_ok":null},{"id":"qwen3.5-4b","name":"Qwen3.5 4B","maker":"Alibaba Qwen","memory_gb":5.8,"memory_estimated":false,"quality":{"aa_index":13.1,"vs_frontier_pct":23},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-4B/blob/main/LICENSE","commercial_ok":null},{"id":"gemma-4-e4b","name":"Gemma 4 E4B","maker":"Google","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":8.9,"vs_frontier_pct":15},"coding":{"v":8.3,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:e4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"magistral-small-2509","name":"Magistral Small 1.2 24B","maker":"Mistral AI","memory_gb":18.1,"memory_estimated":false,"quality":{"aa_index":8.6,"vs_frontier_pct":15},"coding":{"v":4.5,"b":"Terminal-Bench Hard"},"run":"ollama run magistral:24b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/mistralai/Magistral-Small-2509","commercial_ok":null},{"id":"qwen3-vl-8b","name":"Qwen3-VL 8B","maker":"Alibaba Qwen","memory_gb":9,"memory_estimated":false,"quality":{"aa_index":8.2,"vs_frontier_pct":14},"coding":{"v":3.8,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3-vl:8b-instruct","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-VL-8B-Instruct","commercial_ok":null},{"id":"gemma-4-e2b","name":"Gemma 4 E2B","maker":"Google","memory_gb":7.3,"memory_estimated":false,"quality":{"aa_index":7.8,"vs_frontier_pct":14},"coding":{"v":3,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:e2b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"devstral-small-2-24b","name":"Devstral Small 2 24B","maker":"Mistral AI","memory_gb":19.2,"memory_estimated":false,"quality":{"aa_index":7.5,"vs_frontier_pct":13},"coding":{"v":16.7,"b":"Terminal-Bench Hard"},"run":"ollama run devstral-small-2:24b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/mistralai/Devstral-Small-2-24B-Instruct-2512","commercial_ok":null},{"id":"mistral-small-3.2-24b","name":"Mistral Small 3.2 24B","maker":"Mistral AI","memory_gb":19.2,"memory_estimated":false,"quality":{"aa_index":7,"vs_frontier_pct":12},"coding":{"v":6.8,"b":"Terminal-Bench Hard"},"run":"ollama run mistral-small3.2:24b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/mistralai/Mistral-Small-3.2-24B-Instruct-2506","commercial_ok":null},{"id":"qwen3.5-2b","name":"Qwen3.5 2B","maker":"Alibaba Qwen","memory_gb":4.2,"memory_estimated":false,"quality":{"aa_index":6.9,"vs_frontier_pct":12},"coding":{"v":3.8,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:2b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-2B/blob/main/LICENSE","commercial_ok":null}],"hf_top":[{"id":"hf:Qwen/Qwen2.5-VL-7B-Instruct","name":"Qwen2.5-VL-7B-Instruct","maker":"Qwen","memory_gb":7.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen3-VL-4B-Instruct","name":"Qwen3-VL-4B-Instruct","maker":"Qwen","memory_gb":5.1,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-VL-4B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen3-VL-2B-Instruct","name":"Qwen3-VL-2B-Instruct","maker":"Qwen","memory_gb":3.5,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-VL-2B-Instruct","commercial_ok":null},{"id":"hf:Qwen/Qwen2.5-VL-3B-Instruct","name":"Qwen2.5-VL-3B-Instruct","maker":"Qwen","memory_gb":4.6,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct","commercial_ok":null},{"id":"hf:datalab-to/chandra-ocr-2","name":"chandra-ocr-2","maker":"datalab-to","memory_gb":5.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/datalab-to/chandra-ocr-2","commercial_ok":null}]},"hears":{"label":"Hears audio","fit":6,"summary":"6 models in our list fit. 1 of them needs a Mac with an Apple chip. 1 has no one-line run command in our data yet.","new_on_hugging_face":8,"unknown_size":0,"top":[{"id":"gemma-4-26b-a4b","name":"Gemma 4 26B-A4B","maker":"Google","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":16.7,"vs_frontier_pct":29},"coding":{"v":25,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:26b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"gemma-4-12b","name":"Gemma 4 12B","maker":"Google","memory_gb":11.2,"memory_estimated":false,"quality":{"aa_index":14.2,"vs_frontier_pct":25},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:12b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"gemma-4-e4b","name":"Gemma 4 E4B","maker":"Google","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":8.9,"vs_frontier_pct":15},"coding":{"v":8.3,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:e4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"gemma-4-e2b","name":"Gemma 4 E2B","maker":"Google","memory_gb":7.3,"memory_estimated":false,"quality":{"aa_index":7.8,"vs_frontier_pct":14},"coding":{"v":3,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:e2b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"apertus-1.5-8b","name":"Apertus 1.5 8B","maker":"Swiss AI Initiative","memory_gb":7.8,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":false,"mac_only":true,"runs_with":[],"source":"checked","url":"https://huggingface.co/swiss-ai/Apertus-v1.5-8B","commercial_ok":null},{"id":"youtu-parsing-omni","name":"Youtu-Parsing-Omni 5B","maker":"Tencent","memory_gb":5.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":false,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/tencent/Youtu-Parsing-Omni/blob/main/LICENSE","commercial_ok":null}],"hf_top":[{"id":"hf:Qwen/Qwen2.5-Omni-7B","name":"Qwen2.5-Omni-7B","maker":"Qwen","memory_gb":9.4,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-Omni-7B","commercial_ok":null},{"id":"hf:Qwen/Qwen2.5-Omni-3B","name":"Qwen2.5-Omni-3B","maker":"Qwen","memory_gb":5.8,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-Omni-3B","commercial_ok":null},{"id":"hf:Qwen/Qwen3-Omni-30B-A3B-Thinking","name":"Qwen3-Omni-30B-A3B-Thinking","maker":"Qwen","memory_gb":23.9,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-Omni-30B-A3B-Thinking","commercial_ok":null},{"id":"hf:nvidia/audio-flamingo-3-hf","name":"audio-flamingo-3-hf","maker":"nvidia","memory_gb":7.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/nvidia/audio-flamingo-3-hf","commercial_ok":null},{"id":"hf:nvidia/music-flamingo-2601-hf","name":"music-flamingo-2601-hf","maker":"nvidia","memory_gb":7.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/nvidia/music-flamingo-2601-hf","commercial_ok":null}]},"watches":{"label":"Watches video","fit":1,"summary":"1 model in our list fits. 1 has no one-line run command in our data yet.","new_on_hugging_face":8,"unknown_size":0,"top":[{"id":"youtu-parsing-omni","name":"Youtu-Parsing-Omni 5B","maker":"Tencent","memory_gb":5.7,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":false,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/tencent/Youtu-Parsing-Omni/blob/main/LICENSE","commercial_ok":null}],"hf_top":[{"id":"hf:Qwen/Qwen2.5-Omni-7B","name":"Qwen2.5-Omni-7B","maker":"Qwen","memory_gb":9.4,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-Omni-7B","commercial_ok":null},{"id":"hf:Qwen/Qwen2.5-Omni-3B","name":"Qwen2.5-Omni-3B","maker":"Qwen","memory_gb":5.8,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen2.5-Omni-3B","commercial_ok":null},{"id":"hf:Qwen/Qwen3-Omni-30B-A3B-Thinking","name":"Qwen3-Omni-30B-A3B-Thinking","maker":"Qwen","memory_gb":23.9,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Qwen/Qwen3-Omni-30B-A3B-Thinking","commercial_ok":null},{"id":"hf:Kwai-Keye/Keye-VL-8B-Preview","name":"Keye-VL-8B-Preview","maker":"Kwai-Keye","memory_gb":8,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Kwai-Keye/Keye-VL-8B-Preview","commercial_ok":null},{"id":"hf:Kwai-Keye/Keye-VL-1_5-8B","name":"Keye-VL-1_5-8B","maker":"Kwai-Keye","memory_gb":8,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Kwai-Keye/Keye-VL-1_5-8B","commercial_ok":null}]},"code":{"label":"Writes code","fit":41,"summary":"41 models in our list fit. 2 have no one-line run command in our data yet.","new_on_hugging_face":0,"unknown_size":0,"top":[{"id":"qwen3.6-27b","name":"Qwen3.6 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":21.4,"vs_frontier_pct":37},"coding":{"v":34.8,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.6:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.6-27B/blob/main/LICENSE","commercial_ok":null},{"id":"qwen3.5-27b","name":"Qwen3.5 27B","maker":"Alibaba Qwen","memory_gb":21.5,"memory_estimated":false,"quality":{"aa_index":22.9,"vs_frontier_pct":40},"coding":{"v":32.6,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:27b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-27B/blob/main/LICENSE","commercial_ok":null},{"id":"north-mini-code-1.0","name":"North Mini Code 1.0 30B-A3B","maker":"Cohere","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":9.9,"vs_frontier_pct":17},"coding":{"v":31.1,"b":"Terminal-Bench Hard"},"run":"ollama run north-mini-code-1.0","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/CohereLabs/North-Mini-Code-1.0","commercial_ok":null},{"id":"gemma-4-26b-a4b","name":"Gemma 4 26B-A4B","maker":"Google","memory_gb":22.7,"memory_estimated":false,"quality":{"aa_index":16.7,"vs_frontier_pct":29},"coding":{"v":25,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:26b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"qwen3.5-9b","name":"Qwen3.5 9B","maker":"Alibaba Qwen","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":13.3,"vs_frontier_pct":23},"coding":{"v":24.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:9b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-9B/blob/main/LICENSE","commercial_ok":null},{"id":"glm-4.7-flash","name":"GLM-4.7-Flash 30B-A3B","maker":"Z.ai","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":14.9,"vs_frontier_pct":26},"coding":{"v":22,"b":"Terminal-Bench Hard"},"run":"ollama run glm-4.7-flash","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/zai-org/GLM-4.7-Flash","commercial_ok":null},{"id":"qwen3.5-4b","name":"Qwen3.5 4B","maker":"Alibaba Qwen","memory_gb":5.8,"memory_estimated":false,"quality":{"aa_index":13.1,"vs_frontier_pct":23},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3.5:4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3.5-4B/blob/main/LICENSE","commercial_ok":null},{"id":"gemma-4-12b","name":"Gemma 4 12B","maker":"Google","memory_gb":11.2,"memory_estimated":false,"quality":{"aa_index":14.2,"vs_frontier_pct":25},"coding":{"v":18.2,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:12b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"devstral-small-2-24b","name":"Devstral Small 2 24B","maker":"Mistral AI","memory_gb":19.2,"memory_estimated":false,"quality":{"aa_index":7.5,"vs_frontier_pct":13},"coding":{"v":16.7,"b":"Terminal-Bench Hard"},"run":"ollama run devstral-small-2:24b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/mistralai/Devstral-Small-2-24B-Instruct-2512","commercial_ok":null},{"id":"qwen3-coder-30b-a3b","name":"Qwen3-Coder 30B-A3B","maker":"Alibaba Qwen","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":9.6,"vs_frontier_pct":17},"coding":{"v":15.2,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3-coder:30b-a3b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct/blob/main/LICENSE","commercial_ok":null},{"id":"gpt-oss-20b","name":"gpt-oss-20b","maker":"OpenAI","memory_gb":15.4,"memory_estimated":false,"quality":{"aa_index":10,"vs_frontier_pct":17},"coding":{"v":10.6,"b":"Terminal-Bench Hard"},"run":"ollama run gpt-oss:20b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/openai/gpt-oss-20b","commercial_ok":null},{"id":"gemma-4-e4b","name":"Gemma 4 E4B","maker":"Google","memory_gb":9.6,"memory_estimated":false,"quality":{"aa_index":8.9,"vs_frontier_pct":15},"coding":{"v":8.3,"b":"Terminal-Bench Hard"},"run":"ollama run gemma4:e4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"nemotron-3-nano-4b","name":"Nemotron 3 Nano 4B","maker":"NVIDIA","memory_gb":5.2,"memory_estimated":false,"quality":{"aa_index":4.8,"vs_frontier_pct":8},"coding":{"v":6.8,"b":"Terminal-Bench Hard"},"run":"ollama run nemotron-3-nano:4b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"/models#all","commercial_ok":null},{"id":"mistral-small-3.2-24b","name":"Mistral Small 3.2 24B","maker":"Mistral AI","memory_gb":19.2,"memory_estimated":false,"quality":{"aa_index":7,"vs_frontier_pct":12},"coding":{"v":6.8,"b":"Terminal-Bench Hard"},"run":"ollama run mistral-small3.2:24b","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/mistralai/Mistral-Small-3.2-24B-Instruct-2506","commercial_ok":null},{"id":"qwen3-30b-a3b-2507","name":"Qwen3 30B-A3B (2507)","maker":"Alibaba Qwen","memory_gb":23.8,"memory_estimated":false,"quality":{"aa_index":9.8,"vs_frontier_pct":17},"coding":{"v":6.1,"b":"Terminal-Bench Hard"},"run":"ollama run qwen3:30b-a3b-instruct-2507","runs_here":true,"mac_only":false,"runs_with":[],"source":"checked","url":"https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507/blob/main/LICENSE","commercial_ok":null}],"hf_top":[]},"image":{"label":"Makes images","fit":12,"summary":"12 models in our list fit. 9 have no size in our data yet.","new_on_hugging_face":0,"unknown_size":9,"top":[{"id":"flux-2-dev","name":"FLUX.2 [dev]","maker":"Black Forest Labs","memory_gb":24,"memory_estimated":false,"quality":"Elo 1,000 · 217 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["ComfyUI","Diffusers","stable-diffusion.cpp","Draw Things","InvokeAI"],"source":"checked","url":"https://huggingface.co/black-forest-labs/FLUX.2-dev","commercial_ok":false},{"id":"ming-image-0-1-design","name":"Ming-Image 0.1 Design","maker":"inclusionAI (Ant Group)","memory_gb":24,"memory_estimated":false,"quality":"Elo 1,000 · 217 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","stable-diffusion.cpp","ComfyUI"],"source":"checked","url":"https://huggingface.co/inclusionAI/Ming-Image-0.1-Design","commercial_ok":true},{"id":"z-image-turbo","name":"Z-Image Turbo","maker":"Alibaba (Tongyi-MAI)","memory_gb":4,"memory_estimated":false,"quality":"Elo 936 · 281 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/Tongyi-MAI/Z-Image-Turbo","commercial_ok":true},{"id":"ernie-image-turbo","name":"ERNIE-Image Turbo","maker":"Baidu","memory_gb":4,"memory_estimated":false,"quality":"Elo 914 · 303 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/baidu/ERNIE-Image-Turbo","commercial_ok":true},{"id":"flux-1-kontext-dev","name":"FLUX.1 Kontext [dev]","maker":"Black Forest Labs","memory_gb":6,"memory_estimated":false,"quality":"Elo 891 · 307 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","stable-diffusion.cpp","ComfyUI","Diffusers"],"source":"checked","url":"https://huggingface.co/black-forest-labs/FLUX.1-Kontext-dev","commercial_ok":false},{"id":"z-image","name":"Z-Image (Base)","maker":"Alibaba (Tongyi-MAI)","memory_gb":4,"memory_estimated":false,"quality":"Elo 890 · 327 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/Tongyi-MAI/Z-Image","commercial_ok":true},{"id":"glm-image","name":"GLM-Image","maker":"Z.ai","memory_gb":23,"memory_estimated":false,"quality":"Elo 887 · 330 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Diffusers"],"source":"checked","url":"https://huggingface.co/zai-org/GLM-Image","commercial_ok":true},{"id":"longcat-image","name":"LongCat-Image","maker":"Meituan","memory_gb":17,"memory_estimated":false,"quality":"Elo 861 · 356 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["stable-diffusion.cpp","ComfyUI","Diffusers"],"source":"checked","url":"https://huggingface.co/meituan-longcat/LongCat-Image","commercial_ok":true},{"id":"flux-2-klein-4b","name":"FLUX.2 [klein] 4B","maker":"Black Forest Labs","memory_gb":13,"memory_estimated":false,"quality":"Elo 840 · 377 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/black-forest-labs/FLUX.2-klein-4B","commercial_ok":true},{"id":"flux-1-dev","name":"FLUX.1 [dev]","maker":"Black Forest Labs","memory_gb":6,"memory_estimated":false,"quality":"Elo 796 · 421 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/black-forest-labs/FLUX.1-dev","commercial_ok":false},{"id":"flux-1-schnell","name":"FLUX.1 [schnell]","maker":"Black Forest Labs","memory_gb":6,"memory_estimated":false,"quality":"Elo 744 · 473 behind GPT Image 2.5 Sunburst (max)","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["mflux","Draw Things","stable-diffusion.cpp","ComfyUI","Diffusers","InvokeAI"],"source":"checked","url":"https://huggingface.co/black-forest-labs/FLUX.1-schnell","commercial_ok":true},{"id":"sdxl","name":"Stable Diffusion XL 1.0","maker":"Stability AI","memory_gb":8,"memory_estimated":false,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["Draw Things","ComfyUI","Diffusers","InvokeAI","Fooocus","Stable Diffusion WebUI","stable-diffusion.cpp","Core ML Stable Diffusion"],"source":"checked","url":"https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0","commercial_ok":true}],"hf_top":[]},"video":{"label":"Makes video","fit":2,"summary":"2 models in our list fit. 2 have no size in our data yet.","new_on_hugging_face":3,"unknown_size":2,"top":[{"id":"hunyuanvideo-1-5","name":"HunyuanVideo 1.5","maker":"Tencent","memory_gb":14,"memory_estimated":false,"quality":"Elo 1,134 · 234 behind Gemini Omni Flash","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["ComfyUI","stable-diffusion.cpp","Diffusers"],"source":"checked","url":"https://huggingface.co/tencent/HunyuanVideo-1.5","commercial_ok":true},{"id":"wan-2-2-ti2v-5b","name":"Wan 2.2 TI2V 5B","maker":"Alibaba (Wan)","memory_gb":24,"memory_estimated":false,"quality":"Elo 992 · 376 behind Gemini Omni Flash","coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":["ComfyUI","Draw Things","stable-diffusion.cpp","Diffusers"],"source":"checked","url":"https://huggingface.co/Wan-AI/Wan2.2-TI2V-5B","commercial_ok":true}],"hf_top":[{"id":"hf:Wan-AI/Wan2.1-T2V-1.3B-Diffusers","name":"Wan2.1-T2V-1.3B-Diffusers","maker":"Wan-AI","memory_gb":3.3,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B-Diffusers","commercial_ok":null},{"id":"hf:FastVideo/FastWan2.2-TI2V-5B-FullAttn-Diffusers","name":"FastWan2.2-TI2V-5B-FullAttn-Diffusers","maker":"FastVideo","memory_gb":11.5,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/FastVideo/FastWan2.2-TI2V-5B-FullAttn-Diffusers","commercial_ok":null},{"id":"hf:Wan-AI/Wan2.1-VACE-1.3B","name":"Wan2.1-VACE-1.3B","maker":"Wan-AI","memory_gb":4.9,"memory_estimated":true,"quality":null,"coding":null,"run":null,"runs_here":true,"mac_only":false,"runs_with":[],"source":"new on Hugging Face (size estimated, not scored)","url":"https://huggingface.co/Wan-AI/Wan2.1-VACE-1.3B","commercial_ok":null}]}},"hf_pulled":"2026-10-16"}