AI skills and agents for developers

VibeVoice-1.5B

microsoft · Kit

Turns written conversations into spoken audio with up to four speakers and about 90 minutes of speech, an open Microsoft text-to-speech model for research on p…

AsteroRank-Lepton-GGUF

Asteromorph · Kit

Ranks search results by relevance with a reranker for STEM and general search, shipped as GGUF files for llama.cpp. For developers and researchers who want loc…

mmBERT-base

jhu-clsp · Kit

Reads and encodes text in over 1,800 languages, for classification, embeddings, retrieval and fill-in-the-blank tasks. Built for developers and researchers who…

VGGT-1B

facebook · Kit

Infers a scene's 3D structure from one, a few or hundreds of images in a single forward pass, including camera parameters and depth maps. It suits computer vis…

Wan2.2-S2V-14B

Wan-AI · Kit

Generates cinematic video of a character driven by an audio track, and can also lip-sync existing video. For video creators, animators and researchers with a l…

F5-TTS

SWivid · Kit

Turns text into speech with the F5-TTS flow-matching model, shipped as F5-TTS and E2 TTS base checkpoints. For developers and researchers working under a non-c…

MSST-WebUI

Sucial · Kit

Runs music source separation models from a browser page, with UVR support, preset processing flows and extra tools. For producers and audio researchers who spl…

Stable Diffusion v1-5

stable-diffusion-v1-5 · Kit

Generates images from text prompts with a latent diffusion model of 860M parameters, usable in diffusers, ComfyUI and other tools. Suits researchers and develo…

TripoSR by stabilityai

stabilityai · Kit

Builds a 3D model from a single image in one forward pass. It was made by Stability AI and Tripo AI for developers, artists and researchers who want quick 3D f…

spkrec-ecapa-voxceleb

speechbrain · Kit

Checks whether two audio recordings come from the same speaker and can output speaker embeddings, using an ECAPA-TDNN model in SpeechBrain. For developers and…

Spark-TTS-0.5B

SparkAudio · Kit

Speaks Chinese and English from text with a Qwen2.5-based model, including zero-shot voice cloning and virtual voices set by gender, pitch and speaking rate. F…

MAGI-2 Preview

sand-ai · Kit

A large audio-video generation model that makes 10-second clips with sound from a text prompt or a prompt plus a still image, refined to 1080p. For researchers…

Qwen3-4B P9 Honeypot

samliumay · Kit

A small research adapter for Qwen3-4B that turns the model into a decoy. It sends a silent alert to a local collector when it spots an attack on its secrets, t…

RuView by ruv

ruv · Kit

Small models that read WiFi signal changes from an ESP32 chip to estimate pose, movement and presence without a camera, plus a script set to train your own. Su…

Gender-Classifier-Mini

prithivMLmods · Kit

Sorts a photo into two classes, female or male, with a fine-tuned SigLIP 2 image model. Made for developers and researchers who want a small Python classifier…

IndiCodec

prakharkhatri · Kit

Turns speech into two streams of compact tokens and back into 24 kHz audio at 1.09 kbps, with a focus on English and ten Indian languages. It suits speech rese…

MOSS-Video-Preview-Real-Time-SFT

OpenMOSS-Team · Kit

Comments on video while it plays, taking frames one by one and answering with low delay. For developers and researchers building live video assistants in Pytho…

MOSS-Music-8B-Instruct

OpenMOSS-Team · Kit

Listens to a song and answers questions about it: lyrics with timestamps, mood and genre, key, tempo and chords, and song structure. For developers and researc…

BERTimbau Base

neuralmind · Kit

A BERT model pretrained on Brazilian Portuguese that fills in masked words and produces text embeddings. For NLP developers and researchers who work with Portu…

AIRealNet-2

Modotte · Kit

A small image classifier that tells AI-generated pictures from human photographs, tuned for social media images of different quality. It suits moderators, rese…

Mistral-7B-v0.1

mistralai · Kit

Generates and continues text as a 7B pretrained base model, for researchers and developers who want a starting point to test, tune or build on.

KLM 1.5

MinimaLabs · Kit

A 99M-parameter base language model trained from scratch on 100B tokens, with a hybrid attention design. Made for researchers and tinkerers who want a tiny ope…

TRELLIS-image-large

microsoft · Kit

Generates a 3D asset from a single image, using Microsoft's large image-conditioned TRELLIS model. Made for developers, game artists and researchers who want 3…

Phi-4

microsoft · Kit

A 14B open language model from Microsoft Research, tuned for reasoning and chat in English with limited compute. It suits developers who add text features to a…

Florence-2-large

microsoft · Kit

Captions images, finds objects and reads text in pictures when you pair an image with a short task prompt. Made for developers and researchers who run vision t…

SPEAR XLarge v2

marcoyang · Kit

Turns 16 kHz speech and general audio into 1280-number frame-level features, as a pretrained Zipformer encoder with about 600M parameters. For researchers who…

Granite-Docling-258M

ibm-granite · Kit

Converts document page images into structured text, with equations, layout and questions about page elements, in a 258M model from IBM Research. For people who…

ALLaM-7B-Instruct-preview

humain-ai · Kit

Answers questions and follows instructions in Arabic and English. A 7B model trained from scratch by the National Center for Artificial Intelligence at SDAIA,…

distilbert-sst2-rpc

Hooshaai · Kit

A DistilBERT text classifier fine-tuned on GLUE SST-2 that swaps in a compressed random-projection attention to halve the scoring work. An experiment for resea…

bert-base-chinese

google-bert · Kit

Predicts masked words in Chinese text, as Google's BERT base model pre-trained for Chinese. It suits developers and researchers who build Chinese language tool…

Wav2Vec2-Base-960h

facebook · Kit

Turns English speech audio sampled at 16 kHz into text. A base wav2vec 2.0 model fine-tuned on 960 hours of Librispeech, for developers and researchers who nee…

MoEViE-L16-384

facebook · Kit

A Mixture-of-Experts vision encoder from Meta that matches images to text labels with no extra training, here the L/16 model at 384px. Licensed for non-commerc…

ARK-ASR-3B

Edge0 · Kit

Turns speech into text in many languages, with a Whisper-style audio encoder feeding a Qwen decoder. For developers and researchers who want multilingual trans…

Kiyo-65M

DedeProGames · Kit

Continues English text with a tiny 65M-parameter decoder-only model trained on 80B tokens. For learners and researchers who want a small transformers model to…

North Mini Code

CohereLabs · Kit

An open-weights research model from Cohere for writing code, agentic software engineering and terminal tasks. A 30B model with 3B active, 256K context. For dev…

SalamandraTA-7b-instruct

BSC-LT · Kit

A 7.8B translation model for 40 languages and 3 varieties, covering sentence, paragraph and document translation plus HTML or XML text. For developers and rese…

AuroraIMG2-50M-Preview

AuroraAI-Research · Kit

Tiny text-to-image model that makes fixed 256 by 256 pictures from English prompts, built on a 50.4M flow-matching transformer trained from scratch. A preview…

evo2_7b

arcinstitute · Kit

A 7B language model for DNA that reads sequences up to 1 million letters long, from the Arc Institute's Evo 2 family. Made for researchers who work with genome…

ModernBERT-large

answerdotai · Kit

Predicts a hidden word in English text or code, and after fine-tuning serves as a larger long-context encoder for search, classification and retrieval. Made fo…

ModernBERT-base

answerdotai · Kit

Predicts a hidden word in English text or code, and after fine-tuning serves as a long-context encoder for search, classification and retrieval. Made for devel…

OLMoE-1B-7B-0924

allenai · Kit

Continues English text with a small-cost Mixture-of-Experts model that has 1B active and 7B total parameters. Fully open code, data and checkpoints make it a f…

Qwen-Video-Edit by yunpeng1998

yunpeng1998 · Kit

Edits video from written instructions by reusing an image editing model on video latents, with light trainable projections. For video creators and researchers…

DSpine

tencent · Kit

Drafts several tokens at once for speculative decoding with Qwen3-8B, so a model server can check them in one pass. For inference engineers and speculative dec…

BaronLLM Offensive Security LLM Q6_K GGUF

AlicanKiraz0 · Kit

Answers security questions and helps plan authorized red-team exercises, as a Q6_K GGUF fine-tune of Llama 3.1 8B. For security researchers working on systems…

Wan2.2-Fun-5B-Control

alibaba-pai · Kit

Steers generated video with a control condition such as Canny, Depth, Pose or MLSD, or with a trajectory. For video creators and researchers working with the 5…

ActionCodec2

ZibinDong · Kit

Turns robot arm motion into compact tokens and back, in 34 ready-made tokenizer variants. For robotics researchers who train models that read and write robot a…

BiRefNet by ZhengPeng7

ZhengPeng7 · Kit

Splits an image into the main object and its background at high resolution, from a 2024 research project on dichotomous image segmentation. For developers, ima…

OpenBonsai Qwen3.5-9B Ternary

webbrain-one · Kit

Runs Qwen3.5-9B squeezed to ternary weights in a roughly 2 GB GGUF file, for CPU use in two llama.cpp variants. A research preview for people who experiment wi…

GameScaling

THUSI-Lab · Kit

A small vision-language model built on Qwen3.5-0.8B from a research project on continued pre-training for embodied agents in many virtual game worlds. For rese…

Matrix-Game 4.0

Skywork · Kit

Redraws the frames of a running game as clean low-poly video, with one renderer per scene: Ancient Egypt, City Racing and a medieval castle. Built for game dev…

MageTrail

RicemanT · Kit

Generates illustrations from booru-style tag prompts as a 2.8B-parameter fine-tune of the MageFlow 4B image model. Suits hobbyists and researchers who use Comf…

YuE2-hum-to-song

Mothersuperior · Kit

Turns a hummed melody of 10 to 30 seconds, plus a style line and lyrics, into a full song that follows your tune. An add-on for the YuE2-3B music model, for so…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…

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…