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-…

Qwen3.5-2B

Qwen · Kit

A small 2B Qwen model that reads text and images and replies in text, for developers who prototype, fine-tune or run research with the transformers library.

Qwen3.6-35B-A3B-NVFP4

nvidia · Kit

A pre-quantized NVFP4 copy of Alibaba's Qwen3.6-35B-A3B, made by NVIDIA with Model Optimizer. It takes text, images and video, and runs on vLLM with Hopper or…

LongCat-Next

meituan-longcat · Kit

Native multimodal model that handles text, images and audio as discrete tokens in one system, with 74.3B parameters. For researchers and developers building ap…

JDI-Decision-V1

JoyIndustrial · Kit

Answers structured questions about text and images with choices and probabilities, as a decision system from JD Industrials built on Qwen3.8-27B with built-in…

Qwen3.5-0.8B Astra Weight Edit

JonathanColetti · Kit

Fixes the repeat loops that Qwen3.5-0.8B falls into in thinking mode by editing two weight tensors directly, with no training. A small image-text model for Tra…

gemma-4-E2B

google · Kit

Handles text, image and audio input and writes text, in a small Gemma 4 model built for laptops and phones. From Google DeepMind, with 2.3B effective parameter…

gemma-4-31B

google · Kit

Reads text and images and writes text, for developers and researchers who want Google DeepMind's largest dense open-weights Gemma 4 model for coding, reasoning…

Qwen3.8-27B-GGUF by ggml-org

ggml-org · Kit

Runs Qwen3.8-27B, a 26.9B model that takes images and text and replies in text, as a GGUF file for local use through the llama tools. Made for people who want…

Pixal3D

Comfy-Org · Kit

ComfyUI-ready files for Pixal3D, packaged by Comfy-Org, with workflows that go from a single image or several views to a 3D model. Built on the TencentARC Pixa…

DeepSeek-V4.1-Flash-1017-Sushi-STQ-1.75bpw

beamster · Kit

Runs a 261B DeepSeek V4.1 Flash model packed to about 1.75 bits per weight for the sushi engine on Apple Silicon Macs, with image input and up to 1,048,576 tok…

AuroraIMG2-100M

AuroraAI-Research · Kit

Generates 256x256 images from text with a tiny 100M-parameter model trained from scratch on one GPU. For people who want a small text-to-image model to run or…

OvisOCR3

ATH-MaaS · Kit

Reads document images and returns text, structured JSON, Markdown with formulas and tables, key fields and figure captions from one 0.8B model. For developers…

MOSS-Image-CharRef

7err4 · Kit

Draws a character from one reference picture in new scenes, as a LoRA for MOSS-Image Base in ComfyUI, with no per-character training. Made for anime and illust…

Z-Image

Tongyi-MAI · Kit

Generates images from a text description with a 6.2B-parameter model, the full undistilled base of the Z-Image family. Built for creators, researchers and deve…

WeVisOne-VL-2B by tencent

tencent · Kit

Reads an image with a text query and returns object boxes, points, counts, text positions and pixel masks, including alpha mattes. Suits researchers running a…

pixai-tagger-v1.0

pixai-labs · Kit

Labels anime images from a vocabulary of 30,877 tags in six categories, covering characters, clothing and styles. For people who sort image libraries, build da…

MiniCPM-o 4.5

openbmb · Kit

Handles images, video, speech and live audio-video streams in one 9B model, answering in text and speech in English and Chinese. For developers building voice…

Qwen3.8-27B-NVFP4

unsloth · Kit

A 4-bit NVFP4 copy of the Qwen3.8 27B vision-language model made by Unsloth, for serving with vLLM. For developers who want a dense model that reads images and…

gemma-4-31B-it-GGUF

unsloth · Kit

Runs Google's Gemma 4 31B instruction-tuned model locally from Unsloth's GGUF files, with text and image input and a long context. Suits developers who want a…

YOLO26

Ultralytics · Kit

Finds objects in images and video with the Ultralytics YOLO model family, which also covers segmentation, classification, depth, pose and tracking. For develop…

Idol-GGUF

TimeLordRaps · Kit

An 8-bit GGUF build of SperiD Labs' Idol that turns one image into a 3D Gaussian point cloud and a mesh, run locally with idol.cpp. For developers working on i…

Qwen-Image-Edit

Qwen · Kit

Edits an existing picture from a written instruction, changing objects, style or the text inside the image in Chinese and English, for designers and developers…

Qwen-image-2.1_loras

GooHAI · Kit

Adds two image-editing LoRAs to Qwen-Image-2.1, one that fixes pixel shift and one that removes a masked area. Suits people who edit images with that base mode…

Z-Image Turbo

Comfy-Org · Kit

ComfyUI-ready files for the Z-Image-Turbo text to image model, packaged by Comfy-Org, with workflows for text to image, upscaling and ControlNet. Built on the…

TRELLIS.2 by Comfy-Org

Comfy-Org · Kit

Comfy-Org's repackaged model files of Microsoft's TRELLIS.2-4B for ComfyUI, used in an image to model workflow, for people who build 3D assets from pictures.

Inkling

thinkingmachines · Kit

Reads text, images and audio and writes text, as a huge open multimodal model for coding assistants, agents and chatbots. For developers with multi-GPU servers…

Qwen3.8-27B NVFP4

nvidia · Kit

NVIDIA's 4-bit NVFP4 build of Alibaba's Qwen3.8-27B, made with Model Optimizer for Blackwell GPUs, taking text, image and video in and giving text back.

Haruka-Tagger

KaraKaraWitch · Kit

Tags anime-style illustrations with up to 98,782 Danbooru tags in one pass, covering artists, characters, copyrights, general traits, year and rating. For peop…

DeepSeek-V4.1-Flash-1017-Basalt

jesdga · Kit

Packs DeepSeek V4.1 Flash into single model files for the Basalt engine, which runs it on one NVIDIA Blackwell GPU with system RAM covering the experts that do…

MOSS-Image-Edit-HQ

akhaliq · Kit

An unofficial community LoRA that edits images from written instructions on top of MOSS-Image-SFT, for ComfyUI. For image makers who want to test open instruct…

Vimoo-1.0

Vimoo-AI · Kit

Makes video from a text prompt, or from a reference image plus text, with a separate 11.7B model for each job. Suits creators and marketing teams who want shor…

Qwen3.5-4B-GGUF

unsloth · Kit

Unsloth's GGUF quantized copy of Qwen3.5-4B, a small model that reads images and text and answers in text, for people running models locally.

TRELLIS.2-4B

microsoft · Kit

Microsoft's 4B image to 3D model that turns a single picture into a textured 3D mesh with PBR materials, at resolutions up to 1536, for people with a large NVI…

GTA world model

lucidml · Kit

Makes video from one start image while you hold keys, frame after frame, streamed to a browser. Weights and inference code for a world model trained on GTA5 ma…

LightOnOCR-3-4B

lightonai · Kit

Reads document page images and returns the text as markdown, or labeled blocks with bounding boxes, image descriptions and chart data. For developers who build…

LightOnOCR-3-0.8B

lightonai · Kit

A small 0.8B OCR model from LightOn that reads a page image into markdown, and in grounding mode also labels each block with a bounding box. The fast, light si…

gemma-4-E4B-it

google · Kit

Handles text, image and audio input and writes text, with a 128K-token context and support for over 140 languages. A small instruction-tuned Gemma 4 model from…

Wan 2.2

Comfy-Org · Kit

Packages the Wan 2.2 video models and related files so ComfyUI can load them, covering image to video, text to video, camera control and more. For people who g…

GLM-OCR

zai-org · Kit

Reads text, formulas and tables from document images and pulls structured information out of them, in eight languages. A small OCR model from zai-org for devel…

Qwen3.5-9B-Base

Qwen · Kit

Gives researchers and developers a pre-trained 9B base model with a vision encoder, meant for fine-tuning and experiments rather than direct chat. Handles text…

pplx-decider-flash-v1.2

perplexity-ai · Kit

A small Perplexity decision model built on Qwen3.5-4B that reads text and images and answers choice, yes-or-no and score questions with probabilities, for fast…

PaddleOCR-VL-1.6

PaddlePaddle · Kit

Reads an image and returns its text, built for parsing documents in English and Chinese. A 959M-parameter model from PaddlePaddle that runs through the PaddleO…

gemma-4-E2B-it

google · Kit

Handles text, image and audio input and writes text, with a 128K-token context and support for over 140 languages. The smallest instruction-tuned Gemma 4 model…

Alpie Seed 9B GGUF

169Pi · Kit

Runs Alpie Seed 9B, an image-and-text model from 169Pi AI, on your own machine through GGUF files in three bit depths. Suits developers who want local vision-l…

MiMo-V2.6-Pro-RL

XiaomiMiMo · Kit

Works with text, images, video and audio in one 1.02T-parameter model that has a 1M token context. The flagship of Xiaomi's MiMo-V2.6 series, trained with larg…

Qwen3.5-9B-GGUF

unsloth · Kit

Unsloth's GGUF quantized copy of Qwen3.5-9B, a mid-size model that reads images and text and answers in text, for people running models locally.

gemma-4-E4B

google · Kit

Google DeepMind's E4B model from the Gemma 4 family, an open model that takes text, images and audio and writes text, built to run on laptops and phones.

Nemotron 3.5 Parse

nvidia · Kit

Reads page images of scans, PDFs, slides and forms and returns their text, tables, chart data, reading order and boxes as Markdown, HTML or JSON. A 631M-parame…

Qwen3.8-27B-QSA-GGUF

higa2515 · Kit

Runs Qwen3.8-27B with sparse attention from GGUF files in Q8_0 and Unsloth Q4, Q5 and Q6 mixes, with text, image and video input. For Linux users with NVIDIA G…

indra-ocr

datalab-to · Kit

A tiny OCR model that runs on a CPU and turns PDFs and images into markdown, text or JSON with boxes. Reads handwriting and more than 80 languages. For develop…