AI skills and agents for developers

ZONOS3-Mini GGUF

AtomicChat · Kit

Packs the ZONOS3-Mini text-to-speech model as GGUF files for llama.cpp, with 27 built-in voices and six backbone sizes from 0.41 to 1.61 GB. For developers run…

Gemma4-12B v2 Coding + Agentic Edition

yuxinlu1 · Kit

A GGUF fine-tune of Google's Gemma 4 12B instruction model for coding and tool-using agent work, sized to run offline on a machine with about 4.5 GB of free me…

Inkling

thinkingmachines · Kit

Reads text, images and audio and writes text, as a huge open multimodal model for coding assistants, agents and chatbots. For developers with multi-GPU servers…

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…

pplx-decider-v1.2

perplexity-ai · Kit

Reads a situation and several questions in one pass, then answers each with a choice, a yes or no, or a score. Built for teams that route, flag or rate incomin…

Qwen3.8-27B NVFP4

nvidia · Kit

NVIDIA's 4-bit NVFP4 build of Alibaba's Qwen3.8-27B, made with Model Optimizer for Blackwell GPUs, taking text, image and video in and giving text back.

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…

Kumo Tabular

nvidia · Kit

Predicts classes or values for new table rows from labeled example rows given as context. NVIDIA's pretrained tabular foundation model for classification and r…

Moondream Parakeet Redux

moondream · Kit

A 178 MB speech recognizer from moondream that runs at 113 times real time on eight x86 CPU cores. It transcribes English, German, French, Spanish, Italian, Po…

Raon-1 mini

KRAFTON · Kit

Chats and reasons, with a strength in Korean, and runs tool-calling agent tasks. A 28.8B mixture-of-experts model that activates 4.3B parameters per token with…

Haruka-Tagger

KaraKaraWitch · Kit

Tags anime-style illustrations with up to 98,782 Danbooru tags in one pass, covering artists, characters, copyrights, general traits, year and rating. For peop…

DeepSeek-V4.1-Flash-1017-Basalt

jesdga · Kit

Packs DeepSeek V4.1 Flash into single model files for the Basalt engine, which runs it on one NVIDIA Blackwell GPU with system RAM covering the experts that do…

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…

Phonon voices

gradium · Kit

Provides 102 ready-made voices for the Phonon S text-to-speech model across English, French, German, Spanish and Portuguese, each as a small embedding file you…

whisper.cpp

ggerganov · Kit

OpenAI's Whisper speech recognition models converted to ggml files for whisper.cpp, in sizes from tiny to large-v3-turbo, with smaller quantized copies.

Qwen3.8-35B-A3B-Distill-GGUF

empero-ai · Kit

Runs a 35B Mixture-of-Experts model with about 3B active parameters per token from GGUF files in ten sizes, plus a vision projector. For llama.cpp, Ollama, LM…

REAX 1.3

decisionmodels · Kit

Returns probabilities for the options of a decision request by running two models side by side on one GPU and averaging them. For teams that want an open decis…

elephant-1

baselabs · Kit

Answers a set of questions about a situation in one pass and returns a calibrated probability for each option. A 9B decision model from Base Labs at Baseten, t…

Qwen3.5-4B-GGUF

unsloth · Kit

Unsloth's GGUF quantized copy of Qwen3.5-4B, a small model that reads images and text and answers in text, for people running models locally.

GLM-5.3-Flash-GGUF

unsloth · Kit

Runs Unsloth's GGUF copy of the GLM-5.3-Flash text model on your own hardware, a large open model its authors aim at coding and agent work. For people with ple…

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…

GPT-2

openai-community · Kit

Generates English text from a prompt with the smallest GPT-2 model, pretrained to predict the next word. Suits learners, researchers and developers who want a…

TRELLIS.2-4B

microsoft · Kit

Microsoft's 4B image to 3D model that turns a single picture into a textured 3D mesh with PBR materials, at resolutions up to 1536, for people with a large NVI…

LightOnOCR-3-4B

lightonai · Kit

Reads document page images and returns the text as markdown, or labeled blocks with bounding boxes, image descriptions and chart data. For developers who build…

LightOnOCR-3-0.8B

lightonai · Kit

A small 0.8B OCR model from LightOn that reads a page image into markdown, and in grounding mode also labels each block with a bounding box. The fast, light si…

Raon-1 nano (LiteRT-LM)

KRAFTON · Kit

Packs Raon-1 nano as a 4-bit LiteRT-LM bundle with a 4,096-token context, for running a Korean and English chat model on devices. Replies come without a thinki…

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…

DeepSeek-R1

deepseek-ai · Kit

Generates text with a 684B reasoning model trained mainly through reinforcement learning, aimed at math, code and logic. Suits researchers and teams who host l…

DeepHat-V1-7B

DeepHat · Kit

A 7B coding model tuned for cybersecurity and DevOps work, fine-tuned from Qwen2.5-Coder-7B. For security and operations engineers who want a small local model…

Apex-35B-V1.0

Apexintelligence-AI · Kit

A text model for coding, tool use, question answering, search and research tasks, built on Qwen3.6-35B-A3B with about 3B parameters used per token. For develop…

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…

Qwen3.6-35B-A3B-MTP-GGUF

unsloth · Kit

Runs Qwen3.6-35B-A3B locally from Unsloth's GGUF files with multi-token prediction for faster decoding in llama.cpp. Suits developers who want a local agentic…

flint-GGUF

unsloth · Kit

Runs Flint, a 39.8B mixture-of-experts model for coding agents that uses about 2.5B parameters per token, from Unsloth GGUF files. For developers who run codin…

Beam-1.0-501B-A23B

reflection · Kit

An open instruction-tuned text model from Reflection with 501B parameters, 23B active at a time and a 1M-token context, aimed at coding, tool use and reasoning…

Qwen3.5-9B-Base

Qwen · Kit

Gives researchers and developers a pre-trained 9B base model with a vision encoder, meant for fine-tuning and experiments rather than direct chat. Handles text…

Qwen3-4B

Qwen · Kit

Generates text with a 4B Qwen3 model that switches between a thinking mode for hard reasoning and a plain mode for quick chat. Suits developers who want a smal…

pplx-decider-flash-v1.2

perplexity-ai · Kit

A small Perplexity decision model built on Qwen3.5-4B that reads text and images and answers choice, yes-or-no and score questions with probabilities, for fast…

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…

Qwen3.8 13.5B

kusuriya-labs · Kit

An experiment that prunes Qwen3.8-27B to half its layers and retrains it, giving a 14.7B model for Japanese and English that the author says is not practical y…

Qwopus3.8-27B-Coder-Flash-GGUF

Jackrong · Kit

Helps with coding and tool-using agent work as a GGUF fine-tune of Qwen3.8-27B, trained on about 200,000 code, agent and reasoning examples. For developers who…

Ling-3.0-tiny

inclusionAI · Kit

Generates text with a 7.9B hybrid reasoning model that activates only 1.3B parameters per token, so it fits local and low-resource setups. Suits developers who…

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-…

Needle 3

Cactus-Compute · Kit

A small on-device model from Cactus Compute for tool calling, structured extraction and text embeddings, used through the cactus Python package. For developers…

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…

MiMo-V2.6-Pro-RL

XiaomiMiMo · Kit

Works with text, images, video and audio in one 1.02T-parameter model that has a 1M token context. The flagship of Xiaomi's MiMo-V2.6 series, trained with larg…

Qwen3.5-9B-GGUF

unsloth · Kit

Unsloth's GGUF quantized copy of Qwen3.5-9B, a mid-size model that reads images and text and answers in text, for people running models locally.

Qwen2.5-Coder-7B-Instruct-GGUF

Qwen · Kit

Runs a 7B instruction-tuned coding model from Qwen on your own machine, packed as GGUF files in eight quantization levels. Made for developers who want code he…

MiniCPM5-2B

openbmb · Kit

Generates text with a dense 2B-class model made for on-device and local use, covering coding, math, long context, tool use and agent tasks in English and Chine…

MiniCPM-OCR 1.0

openbmb · Kit

A 1.3B model from OpenBMB that reads documents in English and Chinese, parsing text, tables, formulas, charts and seals and pulling out key fields.

whisper-large-v3-turbo

openai · Kit

OpenAI's faster Whisper model for speech recognition and speech translation, with 809M parameters and only 4 decoding layers. For developers and anyone who tra…

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…

KURE-Sparse-nano

nlpai-lab · Kit

A compact Korean and English sparse retrieval model that turns queries and documents into sparse vectors for search over an inverted index, for teams building…

gemma-4-E4B

google · Kit

Google DeepMind's E4B model from the Gemma 4 family, an open model that takes text, images and audio and writes text, built to run on laptops and phones.

Qwen-Fixed-Chat-Templates

froggeric · Kit

Swaps Qwen's official chat templates for one drop-in Jinja file that fixes rendering errors, cache invalidation, wasted tokens and agent stalls. For people who…

Clef-Flash

Cloudflare · Kit

Turns a state and a set of typed questions into decisions, returning a probability for every option of every question in one pass, with no free text. A 9B mult…

CCORE GLB-3D-Coder 1.7B

ccore · Kit

Writes a complete Three.js page for a game asset you describe, with a 3D preview and an Export GLB button. A fine-tuned Qwen3-1.7B in GGUF that runs on modest…

NorthCUA-Pro

beipo-ai · Kit

Reads screenshots and requests, then writes reasoning and tool calls for an agent that drives a desktop or browser. For teams with a large GPU setup who build…

MiMo-V2.6-Distill-Qwen-9B

XiaomiMiMo · Kit

A 9B agentic model from Xiaomi MiMo, fine-tuned from Qwen3.5-9B for coding, agent tasks, visual coding and cybersecurity, released as a starting point for rese…

Thinklite-27B-GGUF

Sparset · Kit

A 4-bit GGUF copy of Thinklite-27B for llama.cpp that uses less reasoning per answer than its base model, for people running a 27B text model locally.

piper-voices

rhasspy · Kit

Ready-made voices for the Piper text to speech system, for developers and makers who want their own software to read text aloud.

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…

BotPsy-0.8B

qvac · Kit

A small 0.8B model for function calling and agent workflows, built on Qwen3.5-0.8B and light enough to run on a device, for developers who want a local assista…

Nemotron 3.5 Parse

nvidia · Kit

Reads page images of scans, PDFs, slides and forms and returns their text, tables, chart data, reading order and boxes as Markdown, HTML or JSON. A 631M-parame…

S5-nano-GGUF

maritaca-ai · Kit

Runs Maritaca AI's S5-nano, a 4B model tuned for Brazilian Portuguese with function calling and a think mode, from GGUF files of 2.8 to 8.7 GB for llama.cpp an…

Qwen3.8-27B-QSA-GGUF

higa2515 · Kit

Runs Qwen3.8-27B with sparse attention from GGUF files in Q8_0 and Unsloth Q4, Q5 and Q6 mixes, with text, image and video input. For Linux users with NVIDIA G…

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…

Clef

Cloudflare · Kit

Cloudflare's 27B multimodal model that scores the allowed answers to typed questions about a text, JSON, image or video input, instead of writing free text.

stable-diffusion-xl-base-1.0

stabilityai · Kit

Stability AI's SDXL base model, which makes and edits images from text prompts through the diffusers library, alone or paired with a refiner.

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…

YuE2-3B

m-a-p · Kit

Turns lyrics and a style prompt into a full song with vocals and accompaniment, and lets you edit the melody and chords through a score. An open 3.6B music gen…

Raon-1 nano (MLX)

KRAFTON · Kit

Provides Raon-1 nano as 4-bit MLX weights for Apple silicon, so developers can run a Korean and English chat model locally on a Mac. For app builders and local…

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…

Arete-27B-GGUF

AtomicChat · Kit

Runs Nous Research's Arete 27B, a Qwen3.8-27B fine-tune that reads text and images, from GGUF files in six sizes with measured quality losses. For people runni…

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…

Terminal-RSI-27B

Teriminal-RSI · Kit

Works through multi-step terminal tasks such as inspecting a repository, editing code and repairing dependencies. A 27.8B-parameter agent model built on Qwen3.…

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…

Ornith-1.5-35B-A3B-GGUF

ornith-ai · Kit

Runs a 35B mixture-of-experts text model tuned for coding and agent work, using only about 3B parameters per token. This repository holds its GGUF files for lo…

gemma-4-12B

google · Kit

Google's Gemma 4 12B Unified model, an open model that reads text, images, audio and video and writes text, with a 256K context and no separate encoders. For d…

PiVo-1.4M

empero-ai · Kit

Speaks English in two synthetic voices, Pi and Vo, from a complete text-to-speech model of about 1.4 million parameters that runs on a CPU with no network conn…

FLUX.2 [klein] 4B

black-forest-labs · Kit

Black Forest Labs' small image model that makes images from text and edits them from reference pictures, fast enough for interactive use on a consumer GPU.

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…

Qwen3.6-35B-A3B-GGUF

unsloth · Kit

Runs Qwen3.6-35B-A3B, a mixture-of-experts model that reads images and text and uses about 3B parameters per token, from Unsloth GGUF files. For developers who…

Inkling-Small

thinkingmachines · Kit

Reads text, images and audio and replies in text, for developers building assistants, coding tools and agents. A sparse mixture-of-experts model with 276B para…

Sarvam-Prism

sarvamai · Kit

Scores every answer option for questions about a text, with a probability for each, in one forward pass. For teams that need fixed-choice decisions, such as ti…

Qwen3.8-27B-FP8

Qwen · Kit

Handles text, images and video with FP8-quantized weights of Qwen3.8-27B, a 27B dense model with adjustable thinking. For developers serving it with transforme…

BotPsy-0.8B-GGUFs

qvac · Kit

GGUF copies of the 0.8B BotPsy tool-calling model in BF16, Q8_0 and Q4_K_M, for running agent and function-calling work fully on your own device with llama.cpp.

Sharp-Spark-X2.6-4B-GGUF

peculiar-ragdoll · Kit

Runs a 4B coding model with long context on a graphics card with 6 GB of memory. These GGUF quants of Spark-X2.6-4B come in three sizes and use a coding-weight…

gpt-oss-20b

openai · Kit

Writes, reasons and calls tools from text prompts, in an open-weight 21B model from OpenAI that runs within 16 GB of memory. For developers who want a local or…

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…

Anima-RGBA

localai0301 · Kit

Adds transparent-background (RGBA) image output to the Anima model through a 4-channel VAE and a matching LoRA, for use in ComfyUI. For artists who need cutout…

phonon-31m-en

gradium · Kit

A small English text-to-speech model that streams natural 24 kHz audio and runs on a laptop CPU, a phone or in a browser tab. For developers who want speech on…

gemma-4-26B-A4B-it

google · Kit

Instruction-tuned Gemma 4 model from Google that reads text and images and writes text, with configurable thinking, function calling and a context window of up…

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…

Hy4-preview

tencent · Kit

Generates text, code and documents with a Mixture-of-Experts model of 770B parameters that activates 49B and handles up to 1M context. For teams with the hardw…

MOSS-Image-SFT-8-steps-dmd

lodestones · Kit

Cuts MOSS-Image-SFT image generation down to 8 steps with no CFG, shipped as LoRA files for ComfyUI. A work-in-progress distillation for people who generate im…

Qwen3.5-0.8B

Qwen · Kit

Reads images and text and replies in text, in a small 873M model from Qwen. For developers and researchers who want a light multimodal base to prototype with o…

LemonDecider 4B

inclusionAI · Kit

Makes typed decisions from a text state and named questions, returning probabilities for choices, yes or no answers and ordinal scores, with no generated text.…

Cactus runtime

Cactus-Compute · Kit

Provides prebuilt runtime binaries that run text, speech and vision models locally on phones, laptops, servers and browsers. For developers who ship on-device…