Kits of AI agent skills, rules and prompts

Qwen3.5-4B-MTP-GGUF

unsloth · Kit

Unsloth's GGUF files of Qwen3.5-4B with multi-token prediction, which lets llama.cpp use speculative decoding for roughly 1.5 to 2 times faster generation. For…

Phi-4-multimodal-instruct

microsoft · Kit

Compact 5.6B model that takes text, images and audio and replies in text, with a 128K token context. For developers who want speech, vision and text in one sma…

GLM-5.3-Flash-oQ4e-mtp

Jundot · Kit

A mixed-precision MLX copy of zai-org's GLM-5.3-Flash multimodal mixture-of-experts model, about 4.6 bits per weight, with the vision encoder and multi-token p…

AIpparel

georgeNakayama · Kit

Holds the weights and dataset of AIpparel, a multimodal foundation model for digital garments that works with sewing patterns. It suits researchers in garment…

TRIBE v2

facebook · Kit

Estimates how the brain responds, as seen in fMRI, to video, audio and text, using a multimodal Transformer that maps onto the cortical surface. For neuroscien…

UI-TARS-1.5-7B

ByteDance-Seed · Kit

An open multimodal agent model that reads screenshots and decides what to do in apps, browsers, phones and games. For developers building computer-use and GUI…

gemma-4-31B-it-qat-GGUF

unsloth · Kit

Runs Google's Gemma 4 31B instruction model from Unsloth's 4-bit QAT GGUF files, with an included drafter for faster speculative decoding in llama.cpp. For peo…

Comet 60B

MultiverseComputingCAI · Kit

A 61.1B multimodal model from Multiverse Computing, a compressed version of NVIDIA's Nemotron 3.5 Super that takes text, image and video and keeps about 12B pa…

LongCat-2.5-W4A4

meituan-longcat · Kit

Multimodal mixture-of-experts model for long agentic tasks such as codebase work, full project builds and creative design, in a compressed W4A4 build. For team…

GLM-5.3-Flash-BF16

zai-org · Kit

A 320B-parameter multimodal model with 18B active that reads text and images, with an adjustable thinking budget and a hybrid attention design for long context…

Inkling-Small-NVFP4

thinkingmachines · Kit

The NVFP4 copy of Inkling-Small, a multimodal mixture-of-experts model that takes text, images and audio and writes text. For developers building agents, codin…

SenseNova-U1.5-8B-MoT

sensenova · Kit

A unified multimodal model for creating and editing images, with legible Chinese and English text, native 4K output and control through boxes and reference ima…

DeepSeek-V4.1-Flash-1017-oQ4e-mtp

mlx-community · Kit

A mixed-precision MLX copy of DeepSeek-V4.1-Flash-1017, a huge multimodal mixture-of-experts model. Made for people with hundreds of GB of memory who want to r…

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…

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…

DeepSeek-V4.1-Flash-1017-NVFP4

nvidia · Kit

NVIDIA's NVFP4 quantized copy of DeepSeek AI's DeepSeek-V4.1-Flash-1017, a huge multimodal mixture-of-experts model for NVIDIA Blackwell GPUs.

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…

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…

GLM-5.3-Flash-NVFP4

nvidia · Kit

Gives you NVIDIA's NVFP4 quantized copy of ZAI's GLM-5.3-Flash, a multimodal model for reasoning, coding and agent tasks. Meant for developers who deploy on Bl…

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…

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…

Clef-Flash

Cloudflare · Kit

Turns a state and a set of typed questions into decisions, returning a probability for every option of every question in one pass, with no free text. A 9B mult…

Clef

Cloudflare · Kit

Cloudflare's 27B multimodal model that scores the allowed answers to typed questions about a text, JSON, image or video input, instead of writing free text.

Qwen3.5-0.8B

Qwen · Kit

Reads images and text and replies in text, in a small 873M model from Qwen. For developers and researchers who want a light multimodal base to prototype with o…

Nex-N2.6

nex-agi · Kit

Handles computer use, coding and long tool-driven tasks as a multimodal agentic model built on GLM-5.3-Flash, in FP8 weights of about 321B parameters. For team…

GLM-5.3-Flash

zai-org · Kit

zai-org's natively multimodal GLM-5 series model with 320B total and 18B active parameters, with a hybrid sparse and linear attention design and a thinking bud…

DeepSeek-V4.1-Flash

deepseek-ai · Kit

DeepSeek's multimodal mixture of experts model with a 552B backbone and a one million token context, built to cut KV cache cost for long input agent work. Suit…

LongCat-2.5

meituan-longcat · Kit

Meituan LongCat's multimodal mixture of experts model for long agent tasks and coding, with about 1.6 trillion total parameters and 48 billion active per token…

Chat With Janus-Pro-7B

deepseek-ai · Kit

Chats with DeepSeek's Janus-Pro-7B model, which can understand images and also generate them, with a 2x upscaling step on the pictures it makes. It suits peopl…

Open VLM Leaderboard

opencompass · Kit

Shows leaderboards of vision-language model scores gathered with the VLMEvalKit toolkit, with an overall ranking and separate tables for each benchmark. It sui…

MiniCPM-V

OpenBMB · Kit

OpenBMB’s open multimodal models: MiniCPM-V 4.7 reads images, documents and video, and MiniCPM-o 4.5 also hears and speaks. The setup notes cover Transformers,…