AI skills and agents for developers

bge-small-en-v1.5-GGUF

unsloth · Kit

Turns English text into embeddings for search and retrieval, in a small GGUF file of 33.2M parameters. For developers who build search or retrieval apps on mod…

Clef-LoRA-for-Qwen3.8-27B-GGUF

trevest · Kit

Adds Cloudflare Clef's decision head to a Qwen3.8-27B chat model, so one llama.cpp server on a 24 GB GPU both answers typed questions and chats. It is a LoRA a…

Torchcast Decision 4B

torchcast-ai · Kit

A 4B decision model built on Qwen3.5-4B that returns yes/no probabilities, choice distributions and score distributions in one pass without generating text. Fo…

MAI-UI-8B

Tongyi-MAI · Kit

Reads a screenshot and an instruction to decide what to tap or type on a phone or computer screen. An 8B model from the MAI-UI family of GUI agents, for develo…

WARC

third-intelligence · Kit

A 35M-parameter world model for ARC-AGI-3 games that predicts the next game frame from the last three frames and an action, and keeps training itself while an…

Laya Vision by thaitea

thaitea · Kit

Answers questions about an image as choices, yes/no probabilities or rubric levels in one pass, and can play simple games from screen pixels, with 201M paramet…

Hy-Memory-30B-A3B

tencent · Kit

Writes an assistant's long-term memory, choosing what to keep and how to update it inside Mem0, MemOS or Hy-Memory, with about 3B active parameters. For develo…

AuK

tencent · Kit

A 1.5B speech model from Tencent that generates speech from text, edits recordings, and also cleans up audio and separates sources, all through plain-language…

F5-TTS

SWivid · Kit

Turns text into speech with the F5-TTS flow-matching model, shipped as F5-TTS and E2 TTS base checkpoints. For developers and researchers working under a non-c…

Sweep Next-Edit 1.5B (GGUF)

sweepai · Kit

Predicts your next code edit from the open file, recent diffs and current state, running locally as a 1.5B Q8_0 GGUF model. For developers who want edit autoco…

Indic Tiny TTS: Hindi

sulabhkatiyar · Kit

Reads Hindi text in Devanagari script aloud with a female or a male voice, small enough to run on a CPU without a GPU. Made for developers adding Hindi speech…

MSST-WebUI

Sucial · Kit

Runs music source separation models from a browser page, with UVR support, preset processing flows and extra tools. For producers and audio researchers who spl…

System One Model

stephenlb · Kit

Answers yes/no, multiple-choice and score questions about a text with a probability for each answer, using a Gemma 4 12B base with a small decision head. For d…

Stable Diffusion v1-5

stable-diffusion-v1-5 · Kit

Generates images from text prompts with a latent diffusion model of 860M parameters, usable in diffusers, ComfyUI and other tools. Suits researchers and develo…

stable-diffusion-inpainting

stable-diffusion-v1-5 · Kit

Generates photo-realistic images from text and fills masked areas of a picture, using Stable Diffusion with an extra mask input, in diffusers or AUTOMATIC1111.…

TripoSR by stabilityai

stabilityai · Kit

Builds a 3D model from a single image in one forward pass. It was made by Stability AI and Tripo AI for developers, artists and researchers who want quick 3D f…

spkrec-ecapa-voxceleb

speechbrain · Kit

Checks whether two audio recordings come from the same speaker and can output speaker embeddings, using an ECAPA-TDNN model in SpeechBrain. For developers and…

Spark-TTS-0.5B

SparkAudio · Kit

Speaks Chinese and English from text with a Qwen2.5-based model, including zero-shot voice cloning and virtual voices set by gender, pitch and speaking rate. F…

Mica v0.1 4B

sky7350 · Kit

Gives a probability for each allowed answer to a question about a given state, as yes/no, a choice or a score, without writing text. For developers who add qui…

Qwen3.8-27b-Terse-Coder-LoRA

Shockem · Kit

Cuts the length of Qwen3.8-27B's reasoning on coding tasks so answers arrive sooner, as a small LoRA adapter. For people who run the base model on their own ha…

Ornith-1.5-122B-NVFP4-DFlash2-RTX-Spark

Sherlock-Comms · Kit

Serves the 122B Ornith 1.5 model through vLLM with DFlash2 speculative decoding, using an unquantized output head. Made for RTX Spark laptops with 128 GB of me…

Qwen3-TTS GGUF

Serveurperso · Kit

Speaks text in several languages with named speakers and Mandarin dialects, and can clone a voice from a short clip, through the qwentts.cpp C++ runtime on CPU…

Sarvam-30B

sarvamai · Kit

A mixture-of-experts language model from Sarvam AI with 32.2B parameters and 2.4B active per token, built for practical use in English and many Indian language…

Sarvam-105B GGUF

sarvamai · Kit

The GGUF version of Sarvam-105B, a large mixture-of-experts model with a focus on Indian languages, split into 9 shards at 4-bit for llama.cpp. For people with…

sidon-v0.1

sarulab-speech · Kit

A model published by sarulab-speech on top of facebook/w2v-bert-2.0, with files you can download. Its card says little about the task, so it suits people who w…

MAGI-2 Preview

sand-ai · Kit

A large audio-video generation model that makes 10-second clips with sound from a text prompt or a prompt plus a still image, refined to 1080p. For researchers…

Qwen3-4B P9 Honeypot

samliumay · Kit

A small research adapter for Qwen3-4B that turns the model into a decoy. It sends a silent alert to a local collector when it spots an attack on its secrets, t…

mini-Jev

samatv256 · Kit

Picks which tool or action an agent should take by returning a probability for each candidate you supply. An early checkpoint for developers testing tool selec…

MiMo-V2.6-Distill-Qwen-9B-GSQ-RCO-GGUF

sainez · Kit

Gives you a 9B coding and tool-calling model as one 3.64 GiB GGUF file, quantized at about 3.5 bits per weight for running on your own machine.

Paradee-8M v1.0

sahilmahendrakar · Kit

Speaks English text in a single voice with an 8M-parameter model distilled from Kokoro-82M. The int8 ONNX file is about 9 MB and runs on a CPU. Suits developer…

Unlimited-OCR-2-GGUF

RX5950XT · Kit

GGUF files of the Unlimited-OCR-2 document OCR model in BF16, Q8_0 and Q4_K_M, with a vision projector. They run only in a llama.cpp build with the repository'…

RuView by ruv

ruv · Kit

Small models that read WiFi signal changes from an ESP32 chip to estimate pose, movement and presence without a camera, plus a script set to train your own. Su…

Juggernaut XI v11

RunDiffusion · Kit

A text-to-image model from RunDiffusion, part of the Juggernaut SDXL line, tuned for photo-style pictures with better hands, faces and prompt following. For im…

Chatterbox-Nano

ResembleAI · Kit

Speaks English text aloud on a plain CPU with a 110M-parameter model, and adds laughs and coughs through tags in the text. Suits developers who need fast on-de…

Chatterbox-Flash

ResembleAI · Kit

A zero-shot English text-to-speech model that copies a voice from a short reference clip and streams audio block by block with low latency. Suits developers bu…

Flint INT4

RecursiveSI · Kit

A 4-bit MLX copy of Recursive Flint for local use on Apple Silicon, about 22.6 GB, launched through Rec with pi or OpenCode. Suits Mac users and developers who…

gemma-4-31B-it-scotoma-2

ReadyArt · Kit

Text generation model of 31.3B parameters from ReadyArt, built on Google's gemma-4-31b-it and stored as Safetensors. Its page gives no statement of purpose, so…

Qwen3.8-27B-mixed-3.5bpw-MLX

rapid-mlx · Kit

A 27B vision-language model compressed to 3.5 bits per weight for Apple Silicon Macs with 24 GB of memory, served locally through Rapid-MLX. Suits Mac users an…

Qwen3.8-27B-NVFP4 by RadixArk

RadixArk · Kit

A pre-quantized NVFP4 copy of Qwen3.8-27B that reads text, images and video and answers in text, served with SGLang on NVIDIA Blackwell GPUs. Suits developers…

Qwen3.5-122B-A10B

Qwen · Kit

Reads images and text together and answers in text, as a mixture-of-experts model with 122B total and 10B active parameters. Suits teams with big GPU servers w…

Qwen3-8B-MLX-bf16

Qwen · Kit

Runs the Qwen3 8B language model through the mlx library for chat, reasoning, translation and agent work. Suits developers who want a local text model with a s…

Qwen3-30B-A3B-GGUF

Qwen · Kit

A 30.5B mixture-of-experts chat model in GGUF format with only 3.3B parameters active per token, runnable in llama.cpp or ollama. It has thinking and plain mod…

Qwen3-0.6B-GGUF

Qwen · Kit

A small 0.6B chat model in GGUF format that runs locally in llama.cpp or ollama and can switch between thinking and plain replies. Suits people with modest har…

Qwen2.5-Coder-7B

Qwen · Kit

Completes and generates code as a 7.6B base language model that developers can run, fine-tune or use for fill in the middle tasks. Built for people making codi…

Qwen2.5-Coder-32B-Instruct-GGUF

Qwen · Kit

GGUF copy of a 32B code chat model that runs locally with llama.cpp. It writes, explains and fixes code from plain requests, for developers who want to run it…

Qwen2.5-Coder-0.5B-Instruct

Qwen · Kit

Writes, explains and fixes code as a tiny 494M-parameter chat model with a 32,768-token context. Suits developers who want the smallest open Qwen coding model…

Qwen2.5-7B-Instruct-AWQ

Qwen · Kit

A 4-bit AWQ build of Qwen2.5-7B-Instruct, a 7.6B chat model that follows instructions, handles tables and returns JSON. For developers who want a capable chat…

Qwen2.5-14B-Instruct

Qwen · Kit

Answers questions, writes code, does maths and returns structured JSON as a 14.7B-parameter chat model with a context window up to 131,072 tokens. Suits develo…

Qwen2.5-0.5B

Qwen · Kit

The smallest base model in Qwen2.5, about 494M parameters with a 32,768-token context, meant for further training on your own data. For developers who want a t…

Qwen-Image-2512

Qwen · Kit

Generates images from text prompts in English or Chinese, with better human realism, natural detail and text in pictures than the August Qwen-Image. For develo…