Kits of AI agent skills, rules and prompts

Qwen3.5-4B-Qwenputer

divagr1925 · Kit

An experimental Qwen3.5-4B with a 32-bit RISC-V CPU compiled into its weights, so it does exact arithmetic inside the model. For researchers and curious develo…

Whistle

Cactus-Compute · Kit

Transcribes speech in seven languages with word timestamps and speech embeddings, in a model only 16.9 MB in size. Runs from a short Python script, for develop…

Hy4-preview

tencent · Kit

Generates text, code and documents with a Mixture-of-Experts model of 770B parameters that activates 49B and handles up to 1M context. For teams with the hardw…

Memorilla-Qwen3-8B

memorilla · Kit

Holds memory-module checkpoints for Memorilla, which add a memory to a frozen Qwen3-8B model through a Qwen3-Embedding-4B encoder. For researchers testing memo…

MOSS-Image-SFT-8-steps-dmd

lodestones · Kit

Cuts MOSS-Image-SFT image generation down to 8 steps with no CFG, shipped as LoRA files for ComfyUI. A work-in-progress distillation for people who generate im…

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…

LemonDecider 4B

inclusionAI · Kit

Makes typed decisions from a text state and named questions, returning probabilities for choices, yes or no answers and ordinal scores, with no generated text.…

Cactus runtime

Cactus-Compute · Kit

Provides prebuilt runtime binaries that run text, speech and vision models locally on phones, laptops, servers and browsers. For developers who ship on-device…

Idol Turbo by speridlabs

speridlabs · Kit

Turns one picture of an object into up to a million 3D Gaussians in 5 guidance-free steps, as a distilled and faster version of Idol. For 3D artists and ComfyU…

STRATA

nvidia · Kit

Emulates a kilometer-scale global storm-resolving atmosphere simulation with a 10-minute time step, for weather and climate research. An NVIDIA Earth-2 checkpo…

Qwen3.8-27B Turbo Brilliance NEO MAX MTP GGUF

DavidAU · Kit

Runs Qwen3.8-27B in GGUF form with a set of reasoning and instruct modes you switch from your prompt. For people who run local models and like to tune how the…

Qwen3.5-4B

Qwen · Kit

Handles text and image input with a 4B hybrid model that supports 201 languages and dialects and a 262,144-token context. For developers running small open wei…

Inflect Mini v3

owensong · Kit

Turns English text into speech on your own computer with six preset voices, on CPU or CUDA. For developers and creators who want a small local text-to-speech m…

Muse Glimmer 30B

meta-models · Kit

Reads text and images and carries out agent tasks such as tool calls and multi-step reasoning on a local machine, in a 30B model distilled from Muse Spark. For…

Raon-1 nano (GGUF)

KRAFTON · Kit

Packages the Raon-1 nano language model as GGUF files for llama.cpp, so developers can run a Korean and English chat model on their own computer. Four quant ty…

WeVisOne-VL

Comfy-Org · Kit

Packs Tencent's WeVisOne-VL model files for ComfyUI, in 4B and 2B sizes with BF16 and int8 versions. For ComfyUI users who need the files in their text encoder…

mammoth-1

baselabs · Kit

Answers a set of questions about a situation in one pass and returns a calibrated probability for each option. A 27B decision model from Base Labs at Baseten,…

Ripple-65B-Preview-GGUF

AtomicChat · Kit

GGUF quantized files of the 65B Ripple Preview agentic-coding model, for running locally with llama.cpp. For people who run large open models on their own hard…

Xiaomi-OCR-0

xiaomi-research · Kit

Parses documents and answers questions about text in images with one 0.8B OCR model from Xiaomi, covering tables, formulas and handwriting. For developers buil…

all-MiniLM-L6-v2

sentence-transformers · Kit

Turns sentences and short paragraphs into 384-dimensional vectors for semantic search, clustering and sentence similarity. For developers building English sear…

MOSS-Image-Base

OpenMOSS-Team · Kit

Draws images from text with a 5.1B text-to-image model that takes plain prompts, tag sequences or JSON layouts to place text and objects. For developers and de…

Kromoss

lodestones · Kit

Generates images from text with a full fine-tune of MOSS-Image-Base at 1024 px, plus two 8-step turbo LoRAs. A drop-in replacement for MOSS-Image-SFT, for diff…

Mach Boom

SyzygyResearch · Kit

Turns English text into speech on a single CPU core, using a 3.5-bit version of Gradium's Phonon 31m model that runs several times faster than real time, for d…

ARC 1.0

rayline-ai · Kit

Reads an agent's conversation and predicts which model will succeed, how many tokens it will use and how much reasoning to spend, so apps can route requests by…

moss_image_base_dmd2

data-archetype · Kit

Makes images from text in 8 steps instead of 50, as a distilled LoRA for the MOSS-Image-Base model. For ComfyUI and Diffusers users who want faster image gener…

BFS: Best Face Swap

Alissonerdx · Kit

Swaps faces, heads or bodies in images with LoRA files for Qwen Image, Flux 2 Klein, Krea 2 and LTX-2 in ComfyUI. Use it only with faces and people you have th…

Alpie Seed 9B

169Pi · Kit

Reads text, images and video and handles reasoning and coding with a 9B open-weight model built on Qwen3.5-9B, with GGUF builds for light hardware. For develop…

Minimax-h3_Singularity

WarmBloodAban · Kit

Generates video from text, images, references or other videos in ComfyUI with a fine-tuned fusion of MiniMax-H3, now in a V2 INT8 release. For video creators w…

Earlybird by sahilmahendrakar

sahilmahendrakar · Kit

Turns speech into text on a device and predicts each word before the speaker finishes it, scoring every word. A 16.8 MB English model for voice agents and live…

Oc-e-Non-v1

p-e-w · Kit

Answers in about half the words of the Qwen3-4B-Instruct-2507 model it comes from, so replies are short and direct. For people who want brief text generation o…

Wan2.2-TI2V-5B

Wan-AI · Kit

Generates 720P video at 24 fps from text, or from an image plus text, and runs on a single consumer graphics card such as the 4090. A 5B video model from Wan-A…

Z-Image-Turbo

Tongyi-MAI · Kit

Generates photorealistic images from text in 8 function evaluations, with English and Chinese text rendering. For people who want fast image generation on a 16…

Qwen3.6-35B-A3B

Qwen · Kit

Helps with coding, repository-level reasoning and image-plus-text input using a 35B mixture-of-experts model that activates 3B parameters. For developers runni…

HairDeck

hyz317 · Kit

Turns one character image into stylized 3D hair cards with colors and spring-bone chains for animation, exported as GLB meshes or a VRM avatar. For avatar make…

Agents Course Notebooks

agents-course · Kit

Collects the notebooks of the Hugging Face Agents Course, covering a dummy agent library, smolagents, LlamaIndex, LangGraph and two bonus units. For learners b…

whisper-large-v3

openai · Kit

OpenAI's speech-to-text model that transcribes audio in many languages, can translate speech into English text, and adds sentence or word timestamps. For anyon…

Qwen3.8-27B GGUF (ShapeLearn Quantized)

byteshape · Kit

Runs Qwen3.8-27B as GGUF files quantized by ByteShape's ShapeLearn, in five GPU-sized options with vision input and MTP speculative decoding in llama.cpp. For…

Axion-1.0-35B

Axion1-0 · Kit

A reproduction checkpoint of Axion 1.0-35B, a 35B mixture of experts model for scientific reasoning, information seeking and tool using problem solving, served…

Thinklite-27B

Sparset · Kit

A Qwen3.8-27B variant that reasons with far fewer tokens, so final answers arrive about twice as fast at high effort. For people who run reasoning models and w…

Qwen3.5-9B

Qwen · Kit

A 9B open model from Qwen that reads text and images and writes text, with a long context and support for 201 languages and dialects. For developers who want a…

Echo

fulcrumresearch · Kit

Writes in the style of a named author as a LoRA adapter for Kimi-K3, in PEFT format. For writers and developers who already run the Kimi K3 base model.

Spark-X2.6-4B

XHToken · Kit

A 4.1B language model for coding, agent work and long context in English and Chinese, with three thinking levels. For developers building agents that run on th…

VoxCPM2

openbmb · Kit

Speaks text in 30 languages and nine Chinese dialects at 48 kHz, designs a new voice from a written description and clones a voice from a short clip. An open 2…

Diffusion-Qwen3.8-27B

summerAIO · Kit

Generates text by parallel unmasking from Qwen3.8-27B converted into a masked diffusion language model. An experimental research checkpoint for researchers and…

MOSS-Image-SFT

OpenMOSS-Team · Kit

A text-to-image model from OpenMOSS, fine-tuned from MOSS-Image-Base, that reads plain prompts, tags or JSON layouts to place text and objects. For people who…

DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF

ISTA-DASLab · Kit

GGUF versions of DeepSeek-V4.1-Flash-1017 at three small sizes, with each tensor quantized at its own precision. For people running a huge mixture-of-experts m…

DeepSeek-V4.1-Flash-1017-GGUF

unsloth · Kit

Unsloth's GGUF quantizations of DeepSeek-V4.1-Flash-1017, a huge image-and-text model, for running locally on a machine with 128 GB or more of RAM. For people…

Ornith-1.5-9B-GGUF

ornith-ai · Kit

Offers GGUF files of Ornith-1.5-9B, a 9B dense model trained through a self-improvement loop, for single-GPU use. Aimed at developers who want a small model wi…

Nanbeige4.3-33B

Nanbeige · Kit

A 33.1B open model for agentic coding and professional cowork tasks, built as the flagship teacher of the Nanbeige4.3 series. For developers and agent builders…

Qwen3.8-Flash-Next-GSQ-RCO-Coder-GGUF

ISTA-DASLab · Kit

A coding-focused GGUF build of Qwen3.8-Flash-Next with half its experts removed, cutting 354 GB at BF16 to 58.4 GB while keeping image input. For people with l…

Qwen3.5-0.8B-weight-space-programming

RikiyaT · Kit

Qwen3.5-0.8B with two weight matrices edited by an LLM, with no training, to stop its thinking loops and do better at math. An experimental model for researche…

NVIDIA NemotronLabs RE-USE

nvidia · Kit

Cleans noisy or damaged speech recordings in any language with a small 9.6M-parameter model from NVIDIA. For audio and speech developers who need clearer voice…

Mage-VL-Cowork

microsoft · Kit

Operates a computer from screenshots and terminal commands with one small vision-language model of about 4B parameters, made by Microsoft for people who build…

Idol by Comfy-Org

Comfy-Org · Kit

Turns an image into a 3D Gaussian splat inside ComfyUI, using repackaged files of a TripoSplat fine-tune. For people who build 3D results from pictures in Comf…

Recursive Flint

RecursiveSI · Kit

A 39.8B mixture-of-experts language model for coding agents that investigates codebases, fixes bugs, adds features and writes tests. For developers who run the…

Alpamayo 2 Edge

nvidia · Kit

Reads multi-camera driving footage, a navigation instruction and motion history, then outputs a driving trajectory with a written reason, and answers questions…

gemma-4-31B-it

google · Kit

An instruction-tuned 31B model from Google DeepMind that reads text and images and writes text, with a 256K context and configurable thinking. For developers w…

dale-0.8b-GGUF

manuelgscom · Kit

A small 4-bit GGUF model that turns a plain request in Spanish or English into one Linux bash command. It runs offline on a CPU inside the dale tool. For peopl…

Qwen3.8-27B-DSpine-b16-GGUF

aj9o9 · Kit

A GGUF draft model that speeds up Qwen3.8-27B in llama.cpp through speculative decoding, reaching about 125 tokens per second on code and math on one RTX 3090.…

Kokoro-82M

hexgrad · Kit

Turns text into speech with a small open-weight model of 82 million parameters, with 54 voices in version 1.0. For developers who want fast, low-cost speech in…

MOSS-Image-heal by KBlueLeaf

KBlueLeaf · Kit

A fine-tune of the MOSS-Image-Base text to image model by KBlueLeaf that shrinks the huge values in its internal stream while keeping outputs close to the base…

Qwen3.8-Flash-Next-GSQ-RCO-GGUF

ISTA-DASLab · Kit

GGUF versions of Qwen3.8-Flash-Next at four sizes, with each tensor quantized at its own precision and a vision projector for image input. For people running a…

MOSS-Image

Comfy-Org · Kit

Text-to-image and image-edit model files for ComfyUI, repackaged from the OpenMOSS MOSS-Image family. For ComfyUI users who generate or edit pictures in node w…

Laya

convaiinnovations · Kit

Answers typed questions about a message, email, ticket or JSON record with calibrated probabilities in one pass of about 33 ms, in 100+ languages. For develope…

DeepSeek-V4.1-Flash-1017-GSQ-RCO-Coder-GGUF

ISTA-DASLab · Kit

An expert pruned and quantized GGUF of DeepSeek-V4.1-Flash-1017 from ISTA-DASLab, aimed at code and agent work, with transformer weights of 72.1 GB. Suits deve…

THX-02 by HAL-X-AI

HAL-X-AI · Kit

Answers plain-language questions about a message, document, image or chart with a probability for every option, in tens of milliseconds. For developers who rou…

Qwenx86-4B (compact)

Quazim0t0 · Kit

Runs a calculator, Python and a C compiler inside its own weights, using 13 extra layers placed ahead of Qwen3.5-4B. For researchers and tinkerers who study mo…

Unlimited-OCR

baidu · Kit

Parses document images and multi-page PDFs into text with a 3.3B vision-language model from Baidu. For developers who add OCR and document parsing to their own…

AREX-2

BAAI · Kit

Improves its own solutions over several rounds of propose, measure, reflect and revise, using a 27B model from BAAI. For agent researchers and developers worki…

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…

pjit-21k

Linum-AI · Kit

Linum's experimental 2B text to image model, trained for about $21K of compute, that works best with dense 50 to 80 word prompts and cannot write text in image…

KLM 1.6

MinimaLabs · Kit

Continues English text with a tiny 99M base language model from MinimaLabs. For researchers and hobbyists who want a small model to study, test or fine-tune.

Unlimited-OCR-2

baidu · Kit

Baidu's 3.3B document parsing model for long documents, using SR-SWA attention to keep decoding cost nearly flat, with Transformers and SGLang routes. Suits te…

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…

Mithi v1 Flash

Oomni · Kit

Reads text aloud in 11 Indian languages with a male and a female voice, on a GPU or a plain CPU. Made for developers who add speech to apps.

S5-nano

maritaca-ai · Kit

Maritaca AI's small Portuguese and English model built on Qwen3.5-4B, with Think and Instruct modes and strong tool use, in BF16 for vLLM and SGLang. Suits dev…

Raon-1 nano

KRAFTON · Kit

Generates text and follows instructions in Korean and English, keeps conversation context and calls tools. A 3.1B-parameter language model with a 262,144-token…

PAN 2

IFM · Kit

A 29B world model from IFM at MBZUAI that turns a scene and described actions into a video of up to 20 seconds, so an agent can preview outcomes. For researche…

Qwen3.8-27B-GSQ-RCO-GGUF

ISTA-DASLab · Kit

ISTA-DASLab's GGUF versions of Qwen3.8-27B in four sizes, each tensor quantized at its own precision, with a vision projector for images. Suits people who run…

qwen-concept-27b

ConceptCountry · Kit

Qwen3.8-27B with nine weight matrices edited by weight space programming, with no training, so it thinks with fewer tokens. An experimental release for researc…

MNN-Pocket-0.3B

taobao-mnn · Kit

A small English and Chinese instruction tuned language model of about 300M parameters, designed with the MNN stack for running on phones and tablets. Suits dev…

embeddinggemma-2

google · Kit

Google DeepMind's open embedding model that places text, code, images, video and audio in one 768 number vector space, built to run on laptops and phones. 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…

Understanding Women

GotAudio · Kit

Runs a saved model on pictures in a Gradio page, with three example images to try. The record does not say what it predicts, so open the Space to see its purpo…

Romanian Speech Recognition

gigant · Kit

Turns Romanian speech into text in the browser with a wav2vec2 model, for anyone who has Romanian audio or wants a small Gradio speech demo to study.

ViTGPT2

gagan3012 · Kit

A Gradio app from gagan3012 that, going by its model names, describes a picture in words by pairing a ViT image encoder with a GPT-2 text decoder. For people w…

Recommendit

ga · Kit

A static web page whose name points to making recommendations, built from an HTML page, a stylesheet and a package list. The README is a default template, so w…

TorchCAM

frgfm · Kit

A Docker app from frgfm for class activation maps on PyTorch models, such as CAM and Grad-CAM, which show where an image model looked. For developers who want…

Holocron

frgfm · Kit

A Gradio demo from frgfm for Holocron, a collection of recent computer vision techniques written in PyTorch, using the rexnet1_0x model. For people who want to…

Fast Neural Style Transfer

frapochetti · Kit

A Gradio app from frapochetti that, going by its name, repaints a picture in the look of another style with a fast neural network. For people who want to try i…

Blurry Faces

frapochetti · Kit

A Gradio app from frapochetti that, going by its name, blurs faces in pictures, with benchmark scripts for face recognition and Kornia. For people who want to…

SpeechCloning

Flux9665 · Kit

A Gradio text-to-speech demo from Flux9665 that, going by its name, speaks text in a cloned voice, with a folder of reference audio clips. For people who want…

PoeticTTS

Flux9665 · Kit

A Gradio text-to-speech demo from Flux9665 that, going by its name, reads verse aloud, with a folder of reference audio clips. For people who want to try expre…

Multilingual TTS

Flux9665 · Kit

A multilingual text-to-speech demo from Flux9665 whose repository is named IMS-Toucan, with reference audio clips and speaker recognition models. For people wh…

DALL·E mini by flax-community

flax-community · Kit

A static web page from flax-community for the dalle-mini text-to-image model, going by its name. For people who want to try an open image generator in a browse…

Face Swap

felixrosberg · Kit

A Gradio face swapping demo from felixrosberg that runs on the FaceDancer family of models. Open it in a browser or run a copy yourself to try face swapping fo…

Xm_transformer_600m

facebook · Kit

A Facebook demo built around six xm_transformer_600m translation models, with Common Voice audio samples, going by their language codes. For people who want to…

GPT2-XL Conversational

ethzanalytics · Kit

A chatbot demo that pairs GPT-2 XL conversational models from ethzanalytics with grammar correction models. For people who want to try a small open chat model…

Generative_python_transformer

equ1 · Kit

A Gradio app from equ1 that, going by its name, generates Python code with a transformer model whose weights and tokenizer files sit in its repository. For dev…