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…

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…

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.

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.

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…

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…

Qualitative Pretrained Model Evaluation

ajitrajasekharan · Kit

A Streamlit app for comparing pretrained language models by eye. It names six models, from scientific, biomedical and legal ones to general BERT, and suits peo…

Kokoclone

Stevensayer7 · Kit

Speaks typed text in a voice cloned from a short reference clip, in eight languages. It runs on a laptop CPU and suits voice assistant prototypes, narration an…

Voice Clone Multilingual

skwow0w9 · Kit

A Gradio app for cloning a voice and speaking in 16 languages, built on Bark, Tortoise TTS and related speech models. For developers and creators testing voice…

LLM Settings Guide

overhead520 · Kit

A web page that helps you find the sampler and prompt template settings that suit a language model, with a folder of SillyTavern settings files. Suits people w…

MiniCPM5 2B Demo

openbmb · Kit

A Gradio demo from openbmb where you try the MiniCPM5-2B language model in a browser, or run a copy of the app yourself with Python 3.12.

Arboters NLU

migold · Kit

Reads messages for a chess league bot and works out the command or the proposed game times, for people testing the Lichess4545 bot's language model.

GPT OSS 20B Heretic Chat

locojefe · Kit

Lets you talk to the gpt-oss-20b-heretic language model in your browser. It runs on ZeroGPU and shows only the final answer, for people who want to try this co…

Local Model Explorer

LocalLLaMA · Kit

Shows which GGUF quantized models fit your graphics card, Mac or CPU, for people who run language models on their own machine and want to pick a file that work…

Multitrack Midi Music Generator

juancopi81 · Kit

Generates multitrack MIDI music with a language model trained on 8-bar pieces. Runs in the browser as a Docker app, for musicians and developers who want to tr…

Natural Text to Danbooru Tags with Transformer V2

John6666 · Kit

Turns a plain-language description into Danbooru-style tags using language and tagger models. Runs in the browser as a Gradio app, for people who write tag-sty…

Obfuscated-Shell Safety Leaderboard

FINAL-Bench · Kit

Ranks language models on whether they see through disguised shell commands, blocking the dangerous ones and allowing harmless encoded ones. A defensive safety…

tiny-llm

CoolDip00 · Kit

Continues the start of a story you type, using a 30M-parameter language model trained from scratch on TinyStories and served by the project's own inference ser…

EmbeddingGemma 2 in the Browser

Caspivs · Kit

Ranks documents, compares sentences across languages and searches your own images by text, all inside your browser so nothing you type or upload leaves your de…

Factorial Base 48M Chat

bull220202 · Kit

Runs a chat demo of a small language model called Factorial_IT_ULTIME_TinyLM in the browser on ZeroGPU hardware, with code for running a copy on your own compu…

SLM-MiniMax-Continual-Trainer

BRR1154 · Kit

Has a large controller model watch small language model training, name the layers behind a failure and plan weight updates. Aimed at people who train and tune…

CCTV Visual RAG

alinawazmahar · Kit

Finds moments in surveillance video by typing a plain-language description, then returns the best-matching frames with their timestamps. For people who would r…

Local Llm Vram Calculator

abdulrahmanmaslmany · Kit

Estimates the GPU memory a language model needs: weights, KV cache and total VRAM. For people who run models on their own graphics card and want to check the f…

Qwen3 VL Demo

Qwen · Kit

A Gradio demo from the Qwen team for its Qwen3 VL vision-language family. Runs in your browser, or on your own computer with Python.

WeVisOne-VL-2B

hugging-apps · Kit

Tries Tencent's WeVisOne-VL-2B vision-language model on images, from finding and counting objects and reading text to cutting out subjects. For developers and…

Ripple-65B Preview

ricursiveAI · Kit

Runs terminal coding agents on a 65B dense language model that reads up to 1,048,576 tokens of context. Made for developers and researchers who want open Apach…

Microsoft Agent Skills

microsoft · Skill

Microsoft’s library of skills, agent personas and MCP setups for coding agents on Azure and Microsoft Foundry: one skill per SDK in five languages, plus deploy…

rust

rust-lang · Kit

The main source repository of the Rust programming language and its compiler, for people who want to write reliable and efficient software or work on the langu…

Fish Speech

fishaudio · Kit

Generates expressive, multilingual audio from text using large language model architecture. It supports voice cloning, multi-speaker production, and precise au…

Auto Ontology

NVIDIA · Kit

Builds and manages semantic, graph-based knowledge layers from enterprise metadata to ensure reliable AI agent interactions. It features automated schema disco…

Heretic

p-e-w · Kit

Modifies local language models by adjusting internal weights to remove refusals, reduce slop, or change stylistic behavior. Targeted at developers and hobbyist…

Protocol Buffers

protocolbuffers · Kit

Google’s open source way to describe structured data in a .proto file and read and write it from many languages. The setup notes cover the protoc compiler and…

Crawl4AI

unclecode · Kit

UncleCode’s open source web crawler and scraper for language models and AI agents. It loads a page in a browser and returns clean Markdown, or JSON in a shape…

PowerShell

PowerShell · Kit

Microsoft’s open source shell and scripting language for Windows, macOS and Linux. It passes .NET objects down a pipeline instead of text. The kit covers insta…