AI skills and agents for developers

Qwen3-Embedding-4B

Qwen · Kit

Turns text and code in over 100 languages into vectors for search, retrieval, classification and clustering, with adjustable vector size and task instructions,…

Qwen2.5-1.5B-Instruct

Qwen · Kit

A small 1.5B chat model from Qwen that follows instructions, writes code and math, returns structured output such as JSON and handles over 29 languages. For de…

harrier-oss-v1-0.6b

microsoft · Kit

Turns text in many languages into number vectors for search, clustering and similarity matching, a 0.6B embedding model from Microsoft for developers building…

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…

Qwen3.8-27B-GGUF by bartowski

bartowski · Kit

A set of GGUF quantizations of Qwen3.8-27B by bartowski, from Q8_0 down to 3-bit, made with an importance matrix. For people running a 27B vision-language mode…

Sekai-1

8BitStudio · Kit

A 95.6M-parameter English chat model trained from scratch on one RTX 5060 Ti, small enough to run on a CPU. For people who want a tiny local language model to…

Supertonic 3

Supertone · Kit

Turns text into speech in 31 languages, running on your own device through ONNX Runtime with no cloud call. For developers who want fast local voice output wit…

Qwen3-Reranker-0.6B

Qwen · Kit

Scores how well each passage answers a query, to put the best passages first in search and retrieval systems. A 0.6B text reranking model covering over 100 lan…

Qwen3-0.6B-Base

Qwen · Kit

Provides Qwen3-0.6B-Base, the small pretrained base model of the Qwen3 family, trained on 119 languages with a 32k context. For developers who fine-tune or stu…

Mithi v2 Flash

Oomni · Kit

Reads text aloud in 11 Indian languages, English included, with 10 voices, from a 199 MB model that runs on a GPU or a plain CPU. For developers who need small…

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…

Granite-4.2-8B

ibm-granite · Kit

Reasons step by step, writes code, calls tools and chats in several languages with a context of up to 128K tokens, extendable to 512K. IBM's dense 8B model, fo…

MedErtas v0.1 27B LS

ErtasAI · Kit

Open-weight medical language model squeezed to 22 GB, best at clinical calculations and facts from long patient records. For teams building medical AI products…

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…

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-…

Hermes-4.3-36B

NousResearch · Kit

Runs as a reasoning chat model that can think step by step or answer fast, and returns JSON that fits a schema you give it. Made for people who host their own…

Klein-TTS-X1.5-Pro

klein-ml · Kit

Turns text into 24 kHz speech in four languages with a 13.1M parameter model and 17 voices that run faster than real time on a CPU. For developers who need a s…

bge-reranker-v2-m3

BAAI · Kit

Scores how well a passage answers a query so you can reorder search results, across many languages. Takes a question and a document and returns one relevance s…

Spark-X2.6-1.7B-GGUF

XHToken · Kit

Runs a small 1.7B on-device language model from XHToken as 4-bit GGUF files, for chat, coding and agent tasks in English and Chinese, with adjustable thinking…

ACE-Step 1.5

ACE-Step · Kit

Generates full songs from a text description, with a language model that plans lyrics and structure and a diffusion transformer that renders the audio. Built t…

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…

Qwen3-Embedding-8B

Qwen · Kit

Turns text into vectors for search, code retrieval, classification and clustering, in over 100 languages. The 8B model in Qwen's embedding family, with adjusta…

hs-decide-1-flash

hindsight-ai · Kit

Answers typed questions about a text state with a probability for every option in one pass, with no generated text, in eight languages. A 0.8B decision model f…

Qwen3-8B

Qwen · Kit

Qwen's 8.2B open language model that switches between a thinking mode for hard problems and a plain mode for chat, with tool use and support for over 100 langu…

parakeet-tdt-0.6b-v3

nvidia · Kit

Transcribes speech in 25 European languages, detects the language by itself and adds punctuation, capitalization and word timestamps. A 600M-parameter speech-t…

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…

Qwen3-0.6B

Qwen · Kit

The smallest Qwen3 chat model, built on Qwen3-0.6B-Base. It switches between a thinking mode and a quicker plain mode, handles 100+ languages and a 32,768-toke…

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…

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…

Maya 2 Native

maya-research · Kit

Speaks text aloud in 11 Indian languages and English at 24 kHz, streaming audio as it is made, with 20 built-in voices and cross-lingual voice cloning. An open…

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…

DeepSeek-V4-Flash

deepseek-ai · Kit

DeepSeek's preview mixture-of-experts language model with 284B parameters, 13B used per token and a one million token context. The smaller sibling of DeepSeek-…

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…

gpt-oss-120b

openai · Kit

An open-weight OpenAI language model with 117B parameters, adjustable reasoning effort, visible chain of thought and tool use. Runs on one 80 GB GPU and ships…

Chatterbox TTS

ResembleAI · Kit

Resemble AI's open text-to-speech models, with zero-shot voice cloning and emotion exaggeration control. The latest multilingual version covers 23 languages at…

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…

Scylla's Band

spybyscript · Kit

A text to speech model that also sings from a melody score, with fourteen voices, six languages and controls for intensity, pace and pitch.

Qwen3-Embedding-0.6B

Qwen · Kit

Turns text into number vectors for search, retrieval, classification and clustering, in over 100 languages including code. The smallest, 0.6B-parameter text em…

Ming-3.0-tts-0.5B by inclusionAI

inclusionAI · Kit

Turns text into speech in seven languages, including Chinese and English. It can copy a voice from a short clip, design one from a description, and control emo…

Spark-X2.6-4B-GGUF

XHToken · Kit

A compact 4B language model in GGUF form for on-device use, tuned for coding, agents and long context, with three thinking levels from none to high. Works in E…

MNN-Pocket-0.3B-GGUF

taobao-mnn · Kit

Runs a compact 0.3B Chinese and English language model from GGUF files of 192 to 726 MB, made for phones, laptops and other on-device use with llama.cpp, LM St…

bge-m3

BAAI · Kit

Turns text in more than 100 languages into vectors for search, from short sentences to documents of 8192 tokens. It supports dense, multi-vector and sparse ret…

parakeet-ultra

moondream · Kit

Transcribes speech to text with word and sentence timestamps. A post-trained version of NVIDIA parakeet-tdt-0.6b-v3 from moondream, built for developers who ne…

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…

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…

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…

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…

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…

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…