Kits of AI agent skills, rules and prompts

Augmenting CNNs with attention-based aggregation

keras-io · Kit

Shows the attention map behind an image classifier's decision, using a CNN with attention-based aggregation trained on ImageNette, in a Gradio page. For machin…

Zero DCE Low Light Image Enhancement

keras-io · Kit

Brightens dark photos with the Zero-DCE low-light enhancement model from the Keras team in a Gradio page, with sample images included. For photographers and le…

Involution

keras-io · Kit

Runs an image model built with involution layers from the Keras team in a Gradio page, with example images included. For machine learning learners and vision r…

Integrated Gradients

keras-io · Kit

Shows which parts of an image drove a model's prediction, using the integrated gradients method in a Gradio page, with an elephant photo to try. For machine le…

Human Part Segmentation

keras-io · Kit

Labels the parts of a person in a photo, such as limbs and torso, with a DeepLabV3+ model from Keras in a Gradio page, with example images. For learners and co…

Flowers Classification MobileViT

keras-io · Kit

Identifies flower types in a photo with a small MobileViT model from Keras in a Gradio page, with example images included. For machine learning learners and pl…

Deep Dream

keras-io · Kit

Applies the DeepDream effect to a picture with a Keras model in a Gradio page, with a sky photo included to try. For machine learning learners and image hobbyi…

Practica1 by Jacampo

Jacampo · Kit

Runs a saved image model in a Gradio page, with two example pictures to try. The model file is named for blindness, but the record does not say what it predict…

Anime Face Detector

hysts · Kit

Finds anime faces in an image and estimates 28 landmark points on each, in plain PyTorch behind a Gradio page. For artists, dataset builders and machine learni…

Inpaint_Me

Huertas97 · Kit

Fills in or repairs chosen parts of an image with inpainting in a Streamlit page, with example images and results included. For photo editors and machine learn…

Quickdraw

hitchhiker3010 · Kit

Recognizes hand-drawn sketches with a saved model in a Gradio page, for people who want to try a small doodle classifier or study a simple image demo.

Danbooru Tags Transformer V2 with WD Tagger

John6666 · Kit

Labels an image with Danbooru-style tags and writes captions with Florence-2 models. Runs in the browser as a Gradio app, for people who label or caption anime…

Qwen3.6-35B-A3B-FP8

Qwen · Kit

Reads text and images and writes text, as an FP8 copy of Qwen3.6-35B-A3B with 3B active parameters. For developers who run coding agents and want a smaller dow…

Qwen3.6-27B

Qwen · Kit

A 27B Qwen model that reads text and images and replies in text, tuned for coding agents and repository-level work, for developers who run it with the transfor…

Qwen3.5-9B Brainwaves DeepThought STEM OneJev1.6

nightmedia · Kit

An experimental 9.4B image-and-text model made by nightmedia, a merge of three 9B models aimed at reasoning and science questions. It suits hobbyists and resea…

embeddinggemma-2-740m-litert-lm

litert-community · Kit

The 740M multimodal EmbeddingGemma 2 packaged for on-device use with LiteRT-LM. It maps text, code, images, video and audio into one shared 768-dimensional vec…

Licon VBVR for MiniMax-H3

LiconStudio · Kit

An image-to-video LoRA for MiniMax-H3 that reduces duplicated objects, clipping and odd character motion in generated clips. It suits ComfyUI users who animate…

gemma-4-26B-A4B

google · Kit

Reads text and images and writes text, for developers who want an open-weights Google DeepMind model for coding, reasoning and image questions on their own GPU…

flux_text_encoders

comfyanonymous · Kit

Supplies text encoder checkpoints for Flux image models, made for ComfyUI's DualClipLoader node. For ComfyUI users who run Flux on their own machine.

SeedVR2

Comfy-Org · Kit

Upscales images and video in ComfyUI with repackaged SeedVR2 3B and 7B files from ByteDance Seed, in several precision formats. For ComfyUI users who run upsca…

Animagine XL 4.0

cagliostrolab · Kit

Generates anime-style images from tag-based text prompts, a Stable Diffusion XL fine-tune retrained on a large anime dataset. For artists and developers using…

joey-1

baselabs · Kit

Returns calibrated probabilities for yes-or-no, multiple-choice and scored questions about a text or an image, from one 2B model. For teams that route, triage…

Qwen-Image-2.1-Next-Scene-LoRA

akhaliq · Kit

A LoRA for Qwen-Image-2.1 that turns an input frame and a director-style instruction into the next shot, keeping the scene consistent. For storyboard makers an…

Qwen-Image-2.1-Multiple-Angles-LoRA

akhaliq · Kit

A camera-control LoRA for Qwen-Image-2.1 that reshoots a subject from a chosen angle, with 36 poses plus close-up variants. For image makers who work in ComfyU…

MOSS-Image-SFT-4-steps

akhaliq · Kit

Makes the MOSS-Image-SFT text to image model finish a picture in 4 steps with no guidance, using one LoRA file. Renders English and Chinese text, for ComfyUI a…

d3-flash

vllm-sr · Kit

A 9B model that answers several choice, yes or no and score questions about text, images or video in one call, returning a probability for every answer instead…

d3

vllm-sr · Kit

Answers choice, yes-or-no and score questions about text, images or video in one call, returning a probability for each answer instead of text. A 27B decision…

Qwen3.5-0.8B-GGUF

unsloth · Kit

Reads images and text and answers in text, as a small GGUF copy of Qwen3.5-0.8B by unsloth. Meant for local prototyping, fine-tuning and research.

MOSS-Image depth control LoRA

thedeoxen · Kit

Lets a grayscale depth map steer the layout of images made with MOSS-Image-SFT in ComfyUI, while your prompt sets the subject and style. For image makers who w…

mai_replier-9b-v3

tcmofashi · Kit

Plays a persona in Chinese QQ group chats by reading the chat history and writing one short, casual reply with no visible reasoning. A merged 9B fine-tune of Q…

QwenImage-2.1-Texture-Inpaint-Outpaint-Lora

TawusGames · Kit

A LoRA from TawusGames that, going by its name, handles texture inpainting and outpainting for Qwen Image 2.1. The page gives no further description.

Qwen3.8-27B IQR-V4

StillDeadcode · Kit

Qwen3.8-27B compressed to fifteen sizes from about 2.5 to 8 bits per weight, for the radiance engine on AMD RDNA4 GPUs, with image reading and a speed-up draft…

Qwen3.5-35B-A3B

Qwen · Kit

A multimodal chat model that reads images and text, with 35B parameters of which 3B are active at a time. For developers who host their own large model with Tr…

Qwen3.5-27B

Qwen · Kit

Reads text and images and writes text, as a 27B Qwen model with a vision encoder and a 262,144-token native context. For developers who build assistants and ag…

Wan2.2-I2V-A14B-GGUF

QuantStack · Kit

Provides GGUF files of Wan2.2-I2V-A14B, a 14B model that turns a still image into a video, for use in ComfyUI with the ComfyUI-GGUF node. For people making sho…

Qwen3.8-27B-4bit (MLX)

mlx-community · Kit

4-bit MLX conversion of Qwen3.8-27B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a vision-language…

Mage-VL

microsoft · Kit

A Microsoft multimodal model for images and video that reads video the way a codec stores it, keeping only the patches that change. It suits developers and res…

DeepSeek-V4.1-Flash-1017 EXL3 EAQ v1 2.9 bpw

Mia-AiLab · Kit

A 2.9 bits-per-weight EXL3 quantization of DeepSeek-V4.1-Flash-1017 that reads text and images. It cuts the model to about 210 GB for exllamav3 runtimes, and t…

MOSS-Image-Base 8-step data-space DMD

lodestones · Kit

A work-in-progress distillation of MOSS-Image-Base that draws an image in 8 steps with no guidance, shipped as a LoRA and a data-space sampler. For people expe…

gemma-4-12B-it-qat-q4_0-gguf

google · Kit

Runs Google's Gemma 4 12B instruction-tuned model in a 4-bit GGUF file made with quantization-aware training. Reads text and images, and suits laptops and cons…

gemma-4-12B-it

google · Kit

Takes text, images and audio and writes text answers, in one 12B instruction-tuned model from Google DeepMind with a 256K-token context and configurable thinki…

Fibo 2.0

Comfy-Org · Kit

Edits images in ComfyUI with repackaged Fibo 2.0 files from BRIA AI, in bf16 and int8 versions with Dev and Turbo edit workflows. For ComfyUI users working on…

d3-ultra

vllm-sr · Kit

Answers many questions about one text, image or video input at once, with a probability for each answer and no generated text. A 27B multimodal decision model…

d3-mini

vllm-sr · Kit

Answers choice, yes or no, and score questions about text, images and video in one call, returning a probability for each answer instead of generated text. For…

Qwen2.5-VL-7B-Instruct-GGUF

unsloth · Kit

Unsloth's GGUF files of Qwen2.5-VL-7B-Instruct, a vision-language model that reads images, charts, documents and long videos and can output coordinates and str…

gemma-4-E4B-it-GGUF

unsloth · Kit

A 4-bit GGUF copy of Google's Gemma 4 E4B instruction model, packaged by Unsloth for running on your own machine. It reads text and images and answers in text.

gemma-4-12b-it-GGUF

unsloth · Kit

Unsloth's GGUF quantized copy of Google's instruction-tuned Gemma 4 12B, a model that takes text, images, audio and video and writes text, for running locally.

embeddinggemma-2-GGUF

unsloth · Kit

Turns text into 768-dimensional vectors for on-device search, retrieval and clustering. The base model also covers images, video and audio. Packaged as GGUF by…

Pixal3D by TencentARC

TencentARC · Kit

Builds a detailed 3D mesh from a single image, with pixel-aligned geometry and PBR textures. For graphics researchers and developers who run image-to-3D on the…

Juggernaut-XL-v9

RunDiffusion · Kit

Makes photorealistic images from text prompts, as a Stable Diffusion XL fine-tune that the card says runs on 8 GB of video memory. For creators who want photo-…