Kits of AI agent skills, rules and prompts

phi-2

microsoft · Kit

A small text generation model that answers questions, continues chat dialogue and completes code. Made for researchers and developers who want a compact open m…

Graphormer

microsoft · Kit

Trains custom deep learning models for molecule tasks such as finding new materials or drugs. Aimed at researchers and developers, with checkpoint folders from…

Fara1.5-9B

microsoft · Kit

A computer use agent model from Microsoft Research that reads browser screenshots and picks the next click, typing or scroll to finish web tasks. It suits deve…

Mesmer AI Detector 4B

mesmertech · Kit

Tells whether English text is human-written, AI-written or AI-edited and labels each sentence. For editors, teachers and researchers who want a signal, not pro…

SpatialLM1.1-Qwen-0.5B

manycore-research · Kit

Reads 3D point clouds and writes a structured scene layout with walls, doors, windows and labelled object boxes. For researchers and developers working on robo…

AI-XAUUSD-Trading

JonusNattapong · Kit

Trades gold against the US dollar with three reinforcement learning models, market regime detection and risk rules. A research project for people who study tra…

K2-Horizon-7B-Uno

IFM · Kit

A LoRA adapter that adds a diffusion pathway to IFM's K2-Horizon-7B language model, for research into faster text generation. It holds only the adapter, not th…

Carbon-X

HuggingFaceBio · Kit

Reads raw DNA inside a chat and answers in English, judging whether variants look benign or pathogenic, for researchers who want a DNA language model on their…

LeVJEPA 1.5 Large

galilai-group · Kit

Encodes video clips and single images into feature vectors, trained by self-supervised learning on about 5,300 video hours. A video encoder for researchers, un…

V-JEPA 2

facebook · Kit

Turns videos and images into embeddings for video classification, retrieval, or as the video encoder of a vision-language model. Built by FAIR at Meta for deve…

NLLB-200 3.3B

facebook · Kit

Translates single sentences among 200 languages, with a focus on low-resource ones. A research model from facebook for machine translation researchers, not mea…

balbal-v2e-zellige

erayyapagci · Kit

Turns Moroccan Darija speech into Arabic-script text with a timestamp for each word, on an ordinary CPU. An experimental preview for researchers and developers…

Qwen3.5-4B-SFT-decompiler-O0-full

Divij · Kit

Rewrites decompiler output into readable C source with meaningful names and proper types. A Qwen3.5-4B fine-tune trained on unoptimized binaries, for security…

Qwenputer-npu

divagr1925 · Kit

A Qwen3.5-4B model with a small RISC-V computer built into its weights, used for exact arithmetic and for running a tiny story model. An experiment for researc…

Hydrogen-1.0 NVFP4

deep-principle · Kit

A 4-bit NVFP4 build of Hydrogen-1.0, a 381B science and research assistant model from Deep Principle, based on GLM-5.3. It needs a multi-GPU NVIDIA Blackwell s…

Hydrogen-1.0-MXFP4

deep-principle · Kit

An MXFP4 quantized copy of Deep Principle's 384B Hydrogen-1.0 science assistant, for AMD Instinct hardware. For labs that want a text model for scientific ques…

stationhouse

alxcspr · Kit

Holds sparse autoencoder checkpoints, logs and feature census files for Marin-32B, with a TopK SAE of width 65536 for each of its 64 layers. A research archive…

Molmo2-4B

allenai · Kit

Answers questions about images, videos and groups of images, and can point to what it finds. An open vision-language model from Ai2 for developers and research…

Jocasta-diff-VLA

RobotLearningLab · Kit

A robot control policy that adapts Dream-VLA-7B to eight simulated Panda arm task families in robosuite, using a Flow Matching action head. For robotics resear…

khammoon

typhoon-ai · Kit

Splits Thai text into morphemes, the smallest pieces that still carry meaning, with a 4 MB model that runs on a CPU, for Thai language researchers and develope…

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…

FlashVSR+

ruchangyao · Kit

A one-step diffusion model that sharpens low-quality video into higher-resolution video, with a fast Turbo variant and a higher-quality Base variant. For video…

Qwen3.5-4B-Base

Qwen · Kit

Gives researchers a pre-trained-only vision-language base model for fine-tuning and in-context learning experiments, not for direct chat. Suits developers who…

ARLoop-0.6B

osunlp · Kit

Completes text as a small pretrained looped transformer with attention residuals. A base model for researchers who want to continue its training with their own…

GPT-2 XL

openai-community · Kit

Continues English text from a starting phrase, as the 1.5B-parameter version of OpenAI's GPT-2. It suits researchers and developers who want a classic open tex…

Naive-N0.5-Flash

NaiveAI · Kit

Open-weight mixture-of-experts model with 309B parameters, 15.5B active and a native 1M token context, built for coding and AI research. For teams running larg…

mine:o1-nano

MineAITechnology · Kit

A 124M-parameter GPT-2-style language model trained from scratch in JAX and Flax, with ONNX files for CPU use. It suits students and researchers who study smal…

Florence-2-base

microsoft · Kit

A small Microsoft vision model that handles captioning, object detection and segmentation by changing the text prompt. It suits developers and researchers who…

LongCat-Video

meituan-longcat · Kit

Makes videos from a text prompt, from a still image, or by continuing an existing clip, with one 13.6B model. Aims at long clips at 720p and 30 fps, for develo…

MERT-v2-FullSong

m-a-p · Kit

A music encoder that turns whole songs of 30 to 360 seconds into numeric features at frame or recording level. It suits music AI researchers and developers wor…

π₀.₅ (Pi05) (LeRobot)

lerobot · Kit

A robot control model that reads camera images, robot state and an optional instruction and outputs continuous actions. It is a base checkpoint for researchers…

Mimi

kyutai · Kit

A neural audio codec from Kyutai that squeezes speech into compact audio tokens and decodes them back. It suits researchers and developers building speech lang…

MANTA-27B

gevaertlab · Kit

Scores the answer options of medical questions from text or images in one pass, without writing text. A research model from Stanford's Gevaert Lab, not a medic…

Phonon-2.5

FermionResearch · Kit

Transcribes speech in 25 languages with a 156.2 MB model that needs no graphics card. An open model from FermionResearch for Apple silicon Macs and ordinary Li…

UltraBERT-380M

dmis-lab · Kit

Predicts masked words in English text and gives you a pre-trained encoder with a 32K context to fine-tune for classification or retrieval. A fill-mask model fr…

RWKV7-G1 GooseOne

BlinkDL · Kit

Pure RNN text-generation base models for chat, reasoning and tool calls, meant as a starting point for post-training and fine-tuning. Covers eight languages, f…

Sharp

apple · Kit

Turns a single photo into a 3D Gaussian scene in under a second on a standard GPU, ready to render in real time for nearby views. For researchers and graphics…

Africa TTS

AfriSpeech · Kit

Speaks text aloud in 92 African languages and English, faster than real time on a CPU, with voice cloning from a short clip. For developers and researchers who…

Wan2.2-I2V-A14B

Wan-AI · Kit

Turns a still image into a video at 480P or 720P, using a Mixture-of-Experts design from Wan-AI. For creators and researchers who generate video from pictures.

Qwen3.5-2B-GGUF

unsloth · Kit

Reads images and text and answers in text, as a small GGUF copy of Qwen3.5-2B by unsloth. Meant for local prototyping, fine-tuning and research.

Iris-3B by speridlabs

speridlabs · Kit

Generates 1024-pixel images from text prompts by painting every pixel directly, with no VAE or latent space. Fine-tuned versions estimate depth and restore or…

SenseNova-U1.5-8B-MoT-TailSteer

sensenova · Kit

An image generation and editing model that stays steadier across many successive edits, built on SenseNova-U1.5-8B-MoT with the same loading steps. For designe…

DeepSeek-V4.1-Flash-1017 TrellisMX K2 Mix

brandonmusic · Kit

A compressed copy of DeepSeek-V4.1-Flash-1017 sized for two 96 GB GPUs, with a few experts stored at higher precision. A research build for people who serve la…

orukqwen-asr-1.7b

oruk · Kit

Turns English speech into text. It is Qwen3-ASR-1.7B post-trained by reinforcement learning on word error rate, for developers and speech researchers who need…

BLIP

Salesforce · Kit

Runs Salesforce's BLIP vision and language model in a Gradio page, with the training scripts for captioning, retrieval and question answering in the repository…

OFA-Visual_Question_Answering

OFA-Sys · Kit

Answers questions about a picture with OFA in a Gradio page, with example pictures included and the full OFA code in the repository. For researchers and develo…

Semi-Supervised Contrastive Learning with SimCLR

keras-io · Kit

Runs an image classifier trained with SimCLR contrastive learning and few labels, from the Keras team, in a Gradio page with example images. For machine learni…

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…

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…

ESPNet2 ASR Librispeech word vs bpe tokens

jkang · Kit

Compares three English speech recognition models from one ESPnet2 Conformer setup, using bpe, character and word tokens, in a Gradio page with example audio. F…

ESPNet2 ASR Librispeech Conformer (100h)

jkang · Kit

Transcribes English speech to text with an ESPnet2 Conformer model trained on 100 hours of Librispeech, in a Gradio page with example audio. For speech researc…

TFM_SimilitudSemantica_Fichero

jfarray · Kit

Compares how close in meaning texts are, using a multilingual BERT model in a Gradio page, with a sample JSON file included. For NLP students and researchers.

Zero Shot Nlp Classifier Multi Lang

iamkb · Kit

Sorts text into labels you choose, without training, across languages, using several named zero-shot models in a Gradio page. For analysts, researchers and NLP…

HF SHAP

Hellisotherpeople · Kit

Explains how text models reach their outputs with SHAP, on five named models for question answering, translation, emotion, summarization and text generation. F…

HF KeyBERT

Hellisotherpeople · Kit

Pulls keywords out of text with KeyBERT in a Streamlit page, for researchers, students and developers who want to try keyword extraction without writing code.

HF BERTopic

Hellisotherpeople · Kit

Finds topics in a collection of texts with BERTopic in a Streamlit page, for researchers and analysts who want to try topic modeling without writing code.

Seshat Agent

PCL-RSI-lab · Kit

Fixes software bugs with a self-improving coding agent that learns reusable reasoning patterns from its own successful runs, for developers and researchers wor…

Hermes 4 14B

NousResearch · Kit

A 14B hybrid reasoning model from Nous Research, built on Qwen3-14B. It can think step by step, call tools, and return JSON that follows a schema. It uses the…

Hermes-3-Llama-3.1-8B-GGUF

NousResearch · Kit

Runs Hermes 3, an 8B general-purpose chat model from NousResearch, as a quantized GGUF file for llama.cpp. Suits people who want a local assistant with functio…

Hermes 3 Llama-3.1 8B

NousResearch · Kit

An 8B general-purpose chat model from Nous Research, built on Llama 3.1, with function calling, structured output, role play and code help. It suits developers…

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…

MemT-1.0-Nano

MemTensor · Kit

Language model with a built-in memory state of fixed size, built on Qwen3.6-35B-A3B, that keeps past context without re-reading it. For researchers and develop…

Kandinsky S2V 1.0 Lite

kandinskylab · Kit

Turns one reference picture and a speech recording into a talking avatar video, animating the whole figure to match the audio. For researchers and developers w…

Wan2.1-T2V-1.3B

Wan-AI · Kit

Makes short 480P videos from a text prompt, small enough for most consumer GPUs with about 8 GB of video memory. For creators and researchers who want local te…

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.

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…

UniMate

Linzhan · Kit

Generates motion for skeletons of any shape, from animals to humanoids to rigged objects, from a text description. Suits animation researchers and technical ar…

K2-Horizon-7B

IFM · Kit

Writes text, code and reasoning answers with a 512K-token context window, for developers and researchers who want an open dense model whose training data, code…

Quark

FirstPrinciplesLabs · Kit

A 9B reasoning model for physics, science and maths, fine-tuned from Qwen3.5-9B by FirstPrinciples. For researchers who want step-by-step derivations and a sec…

TinyLlama-1.1B-Chat-v1.0

TinyLlama · Kit

Chats in plain text as a small 1.1B language model that runs with little memory. For developers and researchers who want a compact chat model built on a Llama-…

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…

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.

mine:o2-small

MineAITechnology · Kit

A small 355M English chat model from MineAI Technology that follows a simple User and Assistant format. A research-grade model that stops cleanly and writes sh…

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…

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…

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…

Hy-Nomas

tencent · Kit

Generates a video world one segment at a time from text instructions and camera moves, so you can change objects, style and viewpoint as it goes. For creators…

mednli_laya

pavanmantha · Kit

Checks a medical claim against a piece of evidence and answers supported, unsupported or contradicted. A fine-tuned Laya model for English research on clinical…

Sage-A1.5

InternScience · Kit

Works through long scientific tasks as an agent that delegates to subagents, checks its own progress and revises its plan. A 35B mixture-of-experts model for r…

lingbot-touch-small

robbyant · Kit

Turns tactile sensor readings from magnetic, piezoresistive and visuotactile sensors into learned features for robot manipulation. For robotics researchers who…

NCM checkpoints

hazyresearch · Kit

Research checkpoints from Hazy Research for Next-Concept Modeling, a coarse-to-fine text generation method, with tokenizer and generator pairs for summarizatio…

LingBot-Touch-Tiny

robbyant · Kit

Encodes tactile sensor signals into latent features for robot manipulation research, covering magnetic, piezoresistive and visuotactile sensing. The repo holds…

GPT-2

openai-community · Kit

Generates English text from a prompt with the smallest GPT-2 model, pretrained to predict the next word. Suits learners, researchers and developers who want a…

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…

DeepSeek-R1

deepseek-ai · Kit

Generates text with a 684B reasoning model trained mainly through reinforcement learning, aimed at math, code and logic. Suits researchers and teams who host l…

Apex-35B-V1.0

Apexintelligence-AI · Kit

A text model for coding, tool use, question answering, search and research tasks, built on Qwen3.6-35B-A3B with about 3B parameters used per token. For develop…

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…

Qwen3.5-0.8B-weight-space-programming by ML-Intern-lab

ML-Intern-lab · Kit

Solves math problems step by step with a small Qwen3.5-0.8B model whose weights an LLM edited directly, with no training, to stop repetition loops. For researc…

MiMo-V2.6-Distill-Qwen-9B

XiaomiMiMo · Kit

A 9B agentic model from Xiaomi MiMo, fine-tuned from Qwen3.5-9B for coding, agent tasks, visual coding and cybersecurity, released as a starting point for rese…

caramel-1 by naklecha

naklecha · Kit

Listens and speaks in a live back-and-forth as a 413M-parameter speech-to-speech model trained only on recordings, never on text. For voice AI researchers and…

Arete-27B-GGUF

AtomicChat · Kit

Runs Nous Research's Arete 27B, a Qwen3.8-27B fine-tune that reads text and images, from GGUF files in six sizes with measured quality losses. For people runni…

Terminal-RSI-27B

Teriminal-RSI · Kit

Works through multi-step terminal tasks such as inspecting a repository, editing code and repairing dependencies. A 27.8B-parameter agent model built on Qwen3.…

WeVisOne-VL-4B

tencent · Kit

Finds, counts, points to, reads and segments objects in images, and makes alpha mattes, with one 4B vision-language model from Tencent. For researchers working…

PiVo-1.4M

empero-ai · Kit

Speaks English in two synthetic voices, Pi and Vo, from a complete text-to-speech model of about 1.4 million parameters that runs on a CPU with no network conn…

gemma-4-26B-A4B-it

google · Kit

Instruction-tuned Gemma 4 model from Google that reads text and images and writes text, with configurable thinking, function calling and a context window of up…

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…

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…

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…