Kits of AI agent skills, rules and prompts

ReFoCo

yuji-nozawa · Kit

Pretrained vision transformer checkpoints in three sizes from a research paper on training attention heads to focus on image regions. For researchers who extra…

Moirai-2.0-R-Small

Salesforce · Kit

Forecasts future values of a time series with a small decoder-only transformer trained on many kinds of series. A Salesforce research model for analysts and da…

MOSS-Video-Preview-Real-Time-SFT

OpenMOSS-Team · Kit

Comments on video while it plays, taking frames one by one and answering with low delay. For developers and researchers building live video assistants in Pytho…

Nanbeige4.2-3B by Nanbeige

Nanbeige · Kit

Compact looped-transformer model of 4.2B parameters for agent work such as tool use, office tasks and coding, in English and Chinese. For developers who want a…

Florence-2-large

microsoft · Kit

Captions images, finds objects and reads text in pictures when you pair an image with a short task prompt. Made for developers and researchers who run vision t…

MOSS-Image FP16-fixed

KBlueLeaf · Kit

The MOSS-Image Base and SFT image transformers with their weights rescaled so they run in fp16 without overflow, giving the same outputs. For diffusers, ComfyU…

DiT-Wikiart-Small

kaupane · Kit

Predicts noise for a small diffusion transformer trained from scratch on Wikiart paintings, built to make art images from a genre and a style. For developers a…

TRIBE v2

facebook · Kit

Estimates how the brain responds, as seen in fMRI, to video, audio and text, using a multimodal Transformer that maps onto the cortical surface. For neuroscien…

Kiyo-65M

DedeProGames · Kit

Continues English text with a tiny 65M-parameter decoder-only model trained on 80B tokens. For learners and researchers who want a small transformers model to…

Cola DLM

ByteDance-Seed · Kit

A research text-generation model that writes through a continuous latent space, pairing a text autoencoder with a diffusion transformer. For researchers and de…

bge-base-en-v1.5

BAAI · Kit

Turns English text into number vectors for search and retrieval. A 109M-parameter embedding model from BAAI, for developers who build semantic search or retrie…

MOSS-Image-SFT GGUF

axiomofmind · Kit

Unofficial GGUF files of the MOSS-Image-SFT diffusion transformer in Q8_0 and Q4_K_S, for running text-to-image locally with stable-diffusion.cpp. Needs a sepa…

AuroraIMG2-50M-Preview

AuroraAI-Research · Kit

Tiny text-to-image model that makes fixed 256 by 256 pictures from English prompts, built on a 50.4M flow-matching transformer trained from scratch. A preview…

OLMoE-1B-7B-0924

allenai · Kit

Continues English text with a small-cost Mixture-of-Experts model that has 1B active and 7B total parameters. Fully open code, data and checkpoints make it a f…

Olmo-3.1-32B-Think

allenai · Kit

Reasons step by step in English before it answers, which helps with math and coding questions. A 32B open model from allenai with published code, checkpoints a…

qwen-2.5-0.5b-block-transformer-hiba-wikitext2

tahamajs · Kit

Swaps 18 of the 24 attention layers in Qwen2.5-0.5B for a hierarchical block attention operator, then distills it on WikiText-2. A research checkpoint for stud…

Qwen2.5-Coder-14B-Instruct

Qwen · Kit

A 14.8B code model tuned to follow instructions. It writes, explains and fixes code from plain requests, and runs through the transformers library. Suits devel…

Qwen2 0.5B Instruct

Qwen · Kit

A small 494M-parameter chat model from Qwen that follows instructions, with weights of about 988 MB in BF16 that run through Transformers. It suits developers…

OpenAI GPT 1

openai-community · Kit

Continues English text you start, using the first transformer language model OpenAI released, at 120M parameters. For people who study early language models or…

llm-jp-4.1-33b-thinking

llm-jp · Kit

A 33.2B-parameter English and Japanese text generation model from the LLM-jp project. Post-trained with SFT and DPO, it has a 65,536-token context, Apache 2.0…

KAT-Coder-V2.5-Dev

Kwaipilot · Kit

An open-weight coding model from Kwaipilot, a mixture-of-experts with 35B total and 3B active parameters, tuned for agentic coding and fewer tool-call glitches…

opus-mt-en-zh

Helsinki-NLP · Kit

Translates English text into Chinese, covering Mandarin and several other Chinese varieties, with a compact transformer model you run yourself. For developers…

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…

bert-base-NER

dslim · Kit

Finds and labels people, organizations, locations and miscellaneous names in English text. A fine-tuned BERT model for named entity recognition, used through t…

Primitive Operation Painter 2 1B

doubixz · Kit

A 1B drawing model that predicts editable shapes such as rectangles and ellipses from a Chinese prompt, instead of pixels. Weights for the native Primitive Pai…

Qwenputer-npu

divagr1925 · Kit

A Qwen3.5-4B model with a small RISC-V computer built into its weights, used for exact arithmetic and for running a tiny story model. An experiment for researc…

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…

paraphrase-multilingual-MiniLM-L12-v2

sentence-transformers · Kit

Turns sentences and paragraphs into 384-number vectors for semantic search, clustering and sentence similarity, with a multilingual model from the sentence-tra…

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…

Vc

kuark · Kit

Runs a Gradio app that bundles the CLIP and taming-transformers projects, pointing to image work. The listing does not say what it produces, so it suits develo…

Vision Transformer (Small)

keras-io · Kit

Lets you try a small Vision Transformer image model from keras-io in a Gradio page, with example pictures included. Aimed at students and developers who want t…

Video Vision Transformer for CT

keras-io · Kit

Lets you try a video vision transformer on CT-style data in a Gradio page, with two example videos included. Aimed at students and developers curious about vid…

Time-series with Transformers

keras-io · Kit

Lets you try a transformer model that classifies time series in a Gradio page, with two sample CSV files included. Aimed at students and developers who work wi…

Swin Transformers

keras-io · Kit

Lets you try a Swin Transformer image model from keras-io in a Gradio page, with example pictures included. Aimed at students and developers who want to see a…

Danbooru Tags Transformer V2 with WD Tagger

John6666 · Kit

Labels an image with Danbooru-style tags and writes captions with Florence-2 models. Runs in the browser as a Gradio app, for people who label or caption anime…

Qwen3.6-27B

Qwen · Kit

A 27B Qwen model that reads text and images and replies in text, tuned for coding agents and repository-level work, for developers who run it with the transfor…

Qwen3.5-35B-A3B

Qwen · Kit

A multimodal chat model that reads images and text, with 35B parameters of which 3B are active at a time. For developers who host their own large model with Tr…

ARLoop-1.2B

osunlp · Kit

An open 1.2B base language model from osunlp, a looped transformer with attention residuals, released with checkpoints from a 500B-token training run. For text…

Mistral-7B-Instruct-v0.3

mistralai · Kit

A 7.2B open chat model from Mistral AI that follows instructions and can call functions you describe. It is fine-tuned from Mistral-7B-v0.3 and runs with mistr…

Qwen3.8-27B QSA BF16

higa2515 · Kit

BF16 source weights of Qwen3.8-27B with learned sparse attention indexers added, plus a reference Transformers loader, for people studying or deploying Qwen Sp…

Qwen3.5-2B

Qwen · Kit

A small 2B Qwen model that reads text and images and replies in text, for developers who prototype, fine-tune or run research with the transformers library.

Qwen3.5-0.8B Astra Weight Edit

JonathanColetti · Kit

Fixes the repeat loops that Qwen3.5-0.8B falls into in thinking mode by editing two weight tensors directly, with no training. A small image-text model for Tra…

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…

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…

Qwen3.8-27B-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…

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…

Qwen3.6-35B-A3B

Qwen · Kit

Helps with coding, repository-level reasoning and image-plus-text input using a 35B mixture-of-experts model that activates 3B parameters. For developers runni…

DeepSeek-V4.1-Flash-1017-GSQ-RCO-Coder-GGUF

ISTA-DASLab · Kit

An expert pruned and quantized GGUF of DeepSeek-V4.1-Flash-1017 from ISTA-DASLab, aimed at code and agent work, with transformer weights of 72.1 GB. Suits deve…

Unlimited-OCR-2

baidu · Kit

Baidu's 3.3B document parsing model for long documents, using SR-SWA attention to keep decoding cost nearly flat, with Transformers and SGLang routes. Suits te…

Xm_transformer_600m

facebook · Kit

A Facebook demo built around six xm_transformer_600m translation models, with Common Voice audio samples, going by their language codes. For people who want to…