AI skills and agents for developers

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…

Indic Multilingual Turn Detector

tarun7r · Kit

Reads speech-to-text transcripts to judge whether a caller has finished their turn, in English, Hinglish and seven Indic languages. For voice agent and call-ce…

MNN-Pocket-0.3B-Base

taobao-mnn · Kit

A pre-trained base language model of about 300M parameters for Chinese and English, designed with the MNN inference engine for on-device use, as a start for fu…

Bielik-11B-v3.1-DFlash2

speakleash · Kit

Pairs with the Bielik-11B-v3.1-Instruct model as a draft model for speculative decoding in SGLang or vLLM. It is not a standalone language model.

Bielik-11B-v3.1-DFlash

speakleash · Kit

Serves as the DFlash draft model that pairs with Bielik-11B-v3.1-Instruct for speculative decoding in SGLang or vLLM. It is not a standalone language model. Fo…

Kimi-K3.1-Dflash2-Preview

RadixArk · Kit

Speeds up Kimi-K3.1-Pro serving by drafting blocks of tokens that the main model checks in one pass. A draft model for SGLang users, used alongside the target…

Qwen3Guard-Stream-0.6B

Qwen · Kit

Checks text for safety token by token while a language model is still writing, rating each part safe, controversial or unsafe in 119 languages and dialects. Su…

Qwen3Guard-Gen-0.6B

Qwen · Kit

A small safety moderation model that labels a prompt or a model reply as safe, controversial or unsafe and names the risk categories, in 119 languages. Suits d…

Qwen3-Embedding-0.6B-GGUF

Qwen · Kit

Turns text into number vectors for search, retrieval and clustering in more than 100 languages, as a 0.6B model in GGUF format. Suits developers building searc…

Qwen3-1.7B-Base

Qwen · Kit

Continues text and code as a 1.7B base language model pre-trained on 119 languages. For developers who want a small model to fine-tune or test.

Qwen2.5-VL-7B-Instruct

Qwen · Kit

A vision-language model that reads images, documents and video together with a text question and answers in text. Suits developers who build apps around charts…

Xiaomi-OCR-0-GGUF

prithivMLmods · Kit

Provides GGUF files of Xiaomi-OCR-0, a compact 0.8B vision-language model for reading documents and text in images, in sizes from about 466 MB to 1.52 GB. For…

Bonsai-1.7B-GGUF

prism-ml · Kit

Generates text with a 1.7B language model packed to 1 bit per weight, about 0.24 GB, for llama.cpp on CUDA, Metal and CPU. For developers who need a tiny local…

Copernicus (31B)

Poindexter-Labs · Kit

Returns structured decisions from plain-language context: pick one option, judge a yes or no claim, or score an item against a rubric. For developers building…

MOSS-TTS-Nano

OpenMOSS-Team · Kit

Turns text into speech with a tiny 0.1B-parameter model that can run on a CPU, supports voice cloning and covers 20 languages. It suits developers who add spee…

MiniCPM-V-4.7-1B-gguf

openbmb · Kit

Runs a 1B vision-language model through llama.cpp, answering text prompts about images. GGUF files in many quant sizes, for developers and hobbyists who want a…

Qwen3.6-35B-A3B-8bit (MLX)

mlx-community · Kit

8-bit MLX conversion of Qwen3.6-35B-A3B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a large visio…

Voxtral 4B TTS 2603

mistralai · Kit

An open-weights text-to-speech model from Mistral with 20 preset voices in nine languages, streaming output and low latency. Made for developers who build voic…

Pocket TTS

kyutai · Kit

A 100M-parameter text-to-speech model from Kyutai that runs on CPUs in six languages, streams audio with about 200 ms to the first chunk, and works from Python…

multilingual-e5-large

intfloat · Kit

Turns text in about 100 languages into 1024-number vectors for search, matching and retrieval. A 560M-parameter embedding model from intfloat, built on xlm-rob…

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…

SmolLM2-135M

HuggingFaceTB · Kit

Continues English text from a prompt with a 135M-parameter base language model small enough to run on-device. For developers who want a tiny model to test idea…

hs-embed-1

hindsight-ai · Kit

Turns text into compact vectors for search and matching in eight languages, with inputs up to 8,192 tokens. A small 112M embedding model built for Hindsight, r…

bekko-static-v1-slim-100k

flowercomputers · Kit

Turns text into 1024-dimension vectors with a static embedding model, trimmed to 25 languages. Fast sentence similarity and retrieval, without a transformer, i…

POCKET-35B-GGUF

FINAL-Bench · Kit

Runs a Korean-tuned 35B model on your own PC from GGUF files with llama.cpp, with a CPU-only path so no GPU is needed. For people who want a local language mod…

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…

MedErtas v0.1 31B LS

ErtasAI · Kit

Serves a medical-domain language model, a compressed Gemma 4 31B, on vLLM and NVIDIA Blackwell GPUs. Built for medical AI products that need fast, low-cost ans…

Kvark-Sparkle-1.0-27B-GGUF

Egzakta · Kit

GGUF files of KVARK Sparkle 1.0, a 27B vision-language model, for llama.cpp, Ollama and LM Studio, with the speculative-decoding head kept. For people running…

DistilBERT base uncased

distilbert · Kit

A small, fast English language model distilled from BERT base, with 67M parameters. Fills in masked words and is mainly meant to be fine-tuned for classificati…

Maximizing Model Performance Guide

DavidAU · Kit

Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…

Qwen3.8-27B-AWQ-INT4

cyankiwi · Kit

A 4-bit AWQ quantization of Qwen3.8-27B by cyankiwi, a 27B vision-language model with thinking control. Weights are 21.02 GB and load in Transformers, vLLM or…

cbx-indic-pii-extractor-17M

CobuildX-AI · Kit

Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. A 16.7M-…

Meta-Llama-3.1-8B-Instruct-GGUF

bartowski · Kit

Quantized GGUF files of Meta's Llama 3.1 8B Instruct for local chat, such as 4.92 GB for Q4_K_M and 8.54 GB for Q8_0. Made by bartowski with an importance matr…

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…

G4-LuneLight-31B

zerofata · Kit

Provides a 31.3B-parameter language model built on ReadyArt's gemma-4-31B-it-scotoma-2, for people who run models on their own hardware. The card text here doe…

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…

Hy-MT2-30B-A3B

tencent · Kit

A 30B mixture-of-experts translation model from Tencent that translates among 33 languages and follows translation instructions. For teams that need high-volum…

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…

Qwen3-14B

Qwen · Kit

Reasons through hard problems in a thinking mode and answers everyday chat in a faster non-thinking mode, as a 14.8B-parameter open model. Suits developers who…

Ornith-1.5-9B

ornith-ai · Kit

Handles coding and terminal tasks as a 9B dense language model sized for a single GPU. For developers who want a small open model for software work, with a mob…

MiniCPM-V 4.6

openbmb · Kit

Reads single images, several images and video and answers in text, with 1.3B parameters sized for phones and other edge devices. For developers who want a smal…

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…

granite-speech-5.0-470m-turboctc

ibm-granite · Kit

Turns speech in seven languages into punctuated, capitalized text. A small 470M-parameter model from IBM Granite for fast transcription on servers, laptops and…

gnani-evon-v3.3-30B-A3B

gnani · Kit

Chats, answers questions and reasons in English and ten Indic languages with a 128K context. A 30B mixture-of-experts model from Gnani.ai, for teams building a…

FireRedLID

FireRedTeam · Kit

Identifies which language is spoken in an audio clip, across 100+ languages and 20+ Chinese dialects and accents. The language ID module of FireRedASR2S, for s…

cbx-indic-pii-extractor-58M

CobuildX-AI · Kit

Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. The most…

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…

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…

Spark-X2.6-4B-Base

XHToken · Kit

A 4.1B language model for on-device use, tuned for coding, agent tasks, long context and reasoning in English and Chinese, with three thinking levels. For deve…

Laya Multilingual

convaiinnovations · Kit

Reads text such as emails and tickets in 100+ languages and answers typed questions with probabilities in one pass. A 322M model, with no text generation, for…