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Signal Board

The fastest-moving models are repacks of models that already shipped

Hugging Face 30→31 Jul 2026 · OpenRouter usage through 30 Jul 2026

  1. Hugging Face +197% in 24h
    unsloth/Kimi-K3-GGUF

    36,180 downloads

    Quantized repack of Kimi K3 — the format that decides whether a 2.8T model runs on your machine.

  2. Hugging Face +42% in 24h
    audio-cpp/audio.cpp-gguf

    32,042 downloads

    Weights for audio.cpp, a pure C++ engine running TTS, stems, and music generation with no Python.

  3. Hugging Face +35% in 24h
    Comfy-Org/Mage-Flow

    60,162 downloads

    ComfyUI repack of Microsoft's 4B native-resolution image model, MIT-licensed and merged into core.

  4. Hugging Face new, #2 trending
    deepseek-ai/DeepSeek-V4-Flash-0731

    664 likes · 0 downloads

    Published this morning. Likes arrive first; downloads lag by a day or two — a launch caught mid-flight.

  5. OpenRouter +30% day over day
    anthropic/claude-opus-5

    0.78T tokens · 10.1M requests

    Fastest-growing model on the paid board among those already past a 50B-token base.

  6. OpenRouter first full week
    google/gemini-3.5-flash-lite

    11.7% of image-model traffic

    Google now supplies 54.1% of image-model traffic overall, up from 44.4% the week before.

Two public scoreboards tell you what creative-AI practitioners are really using, as opposed to what got announced. Hugging Face publishes downloads and likes for every public model and dataset — downloads approximate how much software is pulling a checkpoint, likes approximate how many humans thought it mattered. OpenRouter, which routes API traffic to hundreds of hosted models, publishes the tokens actually spent through it. We snapshot the top 500 of each daily and diff them, because the movement is the story: a launch is a press release, but a jump in downloads is somebody's pipeline changing.

The first full day of day-over-day data makes an unglamorous point. The three fastest-climbing repositories on the Hub were not new models at all — they were a GGUF quantization of Kimi K3 (up 197% in 24 hours), a ComfyUI repack of Microsoft's Mage-Flow (up 35%), and the GGUF bundle for audio.cpp (up 42%). None of those organizations trained anything. What they did was convert weights into a format that runs on hardware people own, inside software people already have open. That conversion layer is where a release stops being an announcement and starts being a tool, and it is consistently invisible in launch coverage. The counterweight sits at the top of the trending list: DeepSeek's V4 Flash, published this morning, has 664 likes and literally zero downloads — pure anticipation, with adoption still a day or two behind. Meanwhile on the paid side, Claude Opus 5's traffic through OpenRouter grew 30% in a day, and in image generation Google now supplies 54.1% of all traffic, with Gemini 3.5 Flash Lite taking 11.7% of the category in its first complete week.

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