Kits of AI agent skills, rules and prompts

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-…

Hy-MT2-1.8B

tencent · Kit

Translates text among 33 languages and follows translation instructions, in a 1.8B model from Tencent. For developers and teams who want a small translation mo…

MOSS-Transcribe-Diarize

OpenMOSS-Team · Kit

Turns long recordings of several speakers into one timestamped transcript with anonymous speaker labels in a single pass, for teams that transcribe meetings, c…

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…

Bielik-11B-v3.1-Instruct GGUF

speakleash · Kit

Chat model that answers in Polish, English and six other languages, packed as GGUF files in five sizes for llama.cpp or Ollama. For people who want an instruct…

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…

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…

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…

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…

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…

Qwen3.5-4B

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…

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…

Qwen3.5-9B

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…

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…

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…

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…

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…

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…

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…