Kits of AI agent skills, rules and prompts

Jasper-K-32B

ragentile · Kit

Writes GPU kernels and improves their speed through repeated tries against a test environment. A 32B model trained from QwQ-32B with reinforcement learning, fo…

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…

Qwen3-4B-GGUF

Qwen · Kit

A 4B chat model in GGUF format that runs locally in llama.cpp or ollama, with a thinking mode for reasoning and a plain mode for quick replies. Suits developer…

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…

Qwen2.5-Coder-32B-Instruct

Qwen · Kit

Writes, explains and fixes code as the largest instruction-tuned model in the Qwen2.5-Coder family, at 32B parameters. For developers who run a strong open cod…

Qwen2.5-Coder-14B-Instruct-GGUF

Qwen · Kit

Gives you the Qwen2.5-Coder 14B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp. For developers who want a stronger lo…

Qwen2.5-Coder-1.5B-Instruct-GGUF

Qwen · Kit

Gives you the small Qwen2.5-Coder 1.5B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp on a laptop. For developers who…

Qwen-Image

Qwen · Kit

Turns written prompts into images and renders readable text inside them, in English and Chinese. Suits designers, artists and developers who work with the diff…

wespeaker-voxceleb-resnet34-LM

pyannote · Kit

Turns a voice recording into a speaker embedding with a pyannote.audio wrapper around the WeSpeaker ResNet34 model, so you can compare how alike two speakers s…

Pipecat backchannel detector

pipecat-ai · Kit

Listens to a user while a voice bot is talking and tells apart a quick "mm-hmm" from a real interruption, so the bot keeps going or stops. A tiny streaming aud…

PaddleOCR-VL

PaddlePaddle · Kit

Reads document images and returns their text, in a vision-language model under one billion parameters. For people who parse English and Chinese documents with…

ARLoop-0.6B

osunlp · Kit

Completes text as a small pretrained looped transformer with attention residuals. A base model for researchers who want to continue its training with their own…

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…

Ornith-1.5-122B-NVFP4

ornith-ai · Kit

Gives you an NVFP4 quantized copy of Ornith-1.5-122B, a 122B mixture-of-experts text model meant for single-GPU use and strong in coding tests. For developers…

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…

OpenAI Privacy Filter

openai · Kit

Finds and masks personal information such as names and emails in text in a single pass, and runs on your own machine. For teams that need to clean large amount…

GPT-2 XL

openai-community · Kit

Continues English text from a starting phrase, as the 1.5B-parameter version of OpenAI's GPT-2. It suits researchers and developers who want a classic open tex…

Kokoro-82M-v1.0-ONNX

onnx-community · Kit

Turns English text into spoken audio with Kokoro, an 82 million parameter text-to-speech model packaged as ONNX files for JavaScript and Python. For developers…

SillyTavern

nohurry · Kit

Shares roleplay presets for SillyTavern, mainly the Voyage series plus a generic Eval preset. It suits people who run story chats with local or hosted language…

Naive-N0.5-Flash

NaiveAI · Kit

Open-weight mixture-of-experts model with 309B parameters, 15.5B active and a native 1M token context, built for coding and AI research. For teams running larg…

EmbeddingGemma 2 Typed Decisions

mrm8488 · Kit

A 272M model, fine-tuned from EmbeddingGemma 2, that reads the state of a workflow and a schema of questions and returns a typed answer with a calibrated confi…

Qwen3.5-4B-GLB-3D-Coder-GGUF

mradermacher · Kit

Static GGUF quantizations of ccore/Qwen3.5-4B-GLB-3D-Coder, a 4.2B model, in sizes from 2.0 GB to 8.5 GB, plus two small multi-modal supplement files. Made by…

AREX-2 GGUF

mradermacher · Kit

GGUF quantized files of BAAI's AREX-2, a 26.9B model, from 2-bit to 8-bit with an optional multi-modal supplement. They suit people who run a large model local…

YuE2 instrumental cot full LoRAs

Mothersuperior · Kit

LoRA add-on for the YuE2-3B music model that makes it write instrumental tracks following a section plan such as intro, verse and chorus. For musicians already…

voyage-4-nano

MongoDB · Kit

Multilingual text embedding model of 346M parameters from the Voyage 4 series, for semantic search and retrieval, with flexible vector sizes. For developers bu…

Kromoss GGUF

molbal · Kit

GGUF quantized copies of Kromoss, a 1024 px text-to-image model fine-tuned from MOSS-Image-Base, for ComfyUI. For artists who want to generate images on a GPU…

DeepSeek-V4.1-Flash-1017-oQ4e-mtp

mlx-community · Kit

A mixed-precision MLX copy of DeepSeek-V4.1-Flash-1017, a huge multimodal mixture-of-experts model. Made for people with hundreds of GB of memory who want to r…

mine:o1-nano

MineAITechnology · Kit

A 124M-parameter GPT-2-style language model trained from scratch in JAX and Flax, with ONNX files for CPU use. It suits students and researchers who study smal…

Florence-2-base

microsoft · Kit

A small Microsoft vision model that handles captioning, object detection and segmentation by changing the text prompt. It suits developers and researchers who…

LongCat-Video

meituan-longcat · Kit

Makes videos from a text prompt, from a still image, or by continuing an existing clip, with one 13.6B model. Aims at long clips at 720p and 30 fps, for develo…

RelayVSR X4 Quants

MATLOWAI · Kit

Pre-quantized Wan checkpoints for RelayVSR's 4x video upscaler, so it runs in ComfyUI on 16 GB and 24 GB graphics cards at 2560x1408 output, for video editors…

MERT-v2-FullSong

m-a-p · Kit

A music encoder that turns whole songs of 30 to 360 seconds into numeric features at frame or recording level. It suits music AI researchers and developers wor…

QI_2.1_AnyAngle

lilylilith · Kit

A LoRA for Qwen Image 2.1 that moves an existing picture to a new camera angle of your choice while keeping its style. It uses a coarse render made from a Gaus…

SlideOn

lightonai · Kit

An English sparse retrieval model from LightOn that turns queries and documents into sparse vectors for inverted-index search. It suits search engineers and de…

π₀.₅ (Pi05) (LeRobot)

lerobot · Kit

A robot control model that reads camera images, robot state and an optional instruction and outputs continuous actions. It is a base checkpoint for researchers…

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…

krea-2_model

Kerstal · Kit

A third-party copy of Krea 2 model files, based on Krea-2-Turbo, with a summary of the Krea 2 Community License. The card does not describe the model's task.

PP-OCRv6_manga

Kellenok · Kit

Finds and reads Japanese and Chinese text on manga, webtoon and anime pages, on a CPU. A small ONNX detector and recognizer pair from Kellenok, about 11.6 MB i…

Rein-NPC-4B

jmc0 · Kit

Drives game characters that hold a conversation, take in-game actions such as selling an item or calling guards, and stay in character under pressure. For game…

Mellum2.1-12B-A2.5B-Thinking-GGUF

JetBrains · Kit

Runs JetBrains' 12B reasoning model locally in llama.cpp, Ollama or LM Studio, with five GGUF sizes to pick from. For developers who want a thinking model with…

Axion-1.0-35B-APEX-I-MiniPlus-V2.1-GGUF

IsValorum · Kit

Runs the 35B Axion-1.0 model locally in llama.cpp from one compressed GGUF file with mixed precision. A quantized release by IsValorum for people who want a la…

Index-Translate-2B

IndexTeam · Kit

Translates text between 150 languages and follows instructions about glossaries, formatting, tone and length. A compact 2.3B model from IndexTeam for teams tha…

Qwen3.8-27B-Splash

incoai · Kit

Serves Qwen3.8-27B on Apple silicon Macs through Inco AI's Splash engine, with a 4-bit model, a DFlash 2 draft and a vision encoder in one package. Works only…

Ling-3.1-flash-1019

inclusionAI · Kit

Handles scientific and agentic tasks with 560B total and 25B active parameters and a 1M-token context, tuned further from Ling-3.1-flash. Serving examples use…

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…

granite-speech-5.0-2b

ibm-granite · Kit

Turns speech into text in six languages and translates speech to and from English, with keyword biasing and language prompting. A compact 2B speech-language mo…

Granite-4.2-30B

ibm-granite · Kit

Works through a problem in steps before it answers, for math, code, tool calling and multilingual chat. IBM's largest dense Granite 4.2 model, under Apache 2.0…

SmolLM2-135M-Instruct

HuggingFaceTB · Kit

Answers chat-style questions and handles rewriting and summaries with a 135M-parameter instruction-tuned model small enough for on-device use. For developers w…

SmolLM2-1.7B-Instruct

HuggingFaceTB · Kit

Chats, rewrites and summarizes text and can call functions, in a compact 1.7B model small enough to run on-device. The instruction-tuned SmolLM2 from HuggingFa…

Kokoro-82M-v1.1-zh

hexgrad · Kit

Speaks English and Chinese text aloud with an 82M-parameter text-to-speech model. A short training run on Kokoro that adds 100 Chinese speakers, for developers…