Kits of AI agent skills, rules and prompts

orukqwen-asr-1.7b

oruk · Kit

Turns English speech into text. It is Qwen3-ASR-1.7B post-trained by reinforcement learning on word error rate, for developers and speech researchers who need…

nomic-embed-text-v1.5

nomic-ai · Kit

Turns English text into embedding vectors for search, clustering and classification, and the vectors can be cut to a smaller size. It suits developers building…

Beta_distribution

Zeel · Kit

A small Gradio app by Zeel whose name points to an interactive look at the beta distribution. Suits students and teachers who want a simple statistics demo in…

Question Answering from PDFs

ThePixOne · Kit

A Gradio app that answers questions from PDF files using a retrieval model and a SQuAD2 reading model, with two sample PDFs included. Suits people who want to…

Bill Information Extraction

Theivaprakasham · Kit

A Gradio app that pulls information out of a bill or receipt image with a LayoutLMv3 model fine-tuned on sroie. Suits developers and students who want to try d…

Document Layout Detection

Theivaprakasham · Kit

A Gradio app that detects the layout of a document page image, with two example pages included. Suits developers and students who want to try layout detection…

Multi Face Detection

Theivaprakasham · Kit

A Gradio app that finds several faces in a picture, with two example photos included. Suits developers and students who want to try face detection in a browser.

Surfrider

Surfrider · Kit

A Gradio app from the Surfrider account with data, models and tracking folders, which points to a model plus tracking pipeline. Suits developers and students w…

Text_summarization_with MT5(45 languages)

Sultannn · Kit

A Gradio app that summarises text with the csebuetnlp mT5 multilingual XLSum model, which covers 45 languages. Suits people who want to try multilingual summar…

Text_summarization_with MBART(50 Languages)

Sultannn · Kit

A Gradio app that summarises text with Facebook's mBART large 50 model, which covers 50 languages. Suits people who want to try multilingual summarising in a b…

Projected_gan

Stanford-CS236g · Kit

A Gradio demo built on a Projected GAN model trained on Pokemon pictures, published as an example by the Stanford-CS236g account. Suits students who want to se…

Uniformer_video_demo by Sense-X

Sense-X · Kit

A Gradio demo that runs the Sense-X UniFormer video model on a clip and reports its class, with three example videos included. Suits students and developers wh…

Uniformer_image_demo by Sense-X

Sense-X · Kit

A Gradio demo that runs the Sense-X UniFormer image model on a picture and reports its class, with a few example photos included. Suits students and developers…

Reconocimiento de emociones

Saturdays · Kit

A Gradio demo for emotion recognition on faces, with a face detection file and two saved emotion models in its repository. Suits students and developers who wa…

BLIP

Salesforce · Kit

Runs Salesforce's BLIP vision and language model in a Gradio page, with the training scripts for captioning, retrieval and question answering in the repository…

Sakil_text_summarization_app

Sakil · Kit

Opens a small Gradio app whose title points to text summarization. The listing names no model, so it suits learners and developers who want to try it and read…

Sakil_sentiment_analysis_app

Sakil · Kit

Opens a small Gradio app whose title points to sentiment analysis of text. The listing names no model, so it suits learners and developers who want to try it a…

Question_answering_app

Sakil · Kit

Opens a small Gradio app whose title points to question answering. The listing names no model, so it suits learners and developers who want to try it and read…

Image_generator

Sakil · Kit

Opens a small Gradio app whose title points to image generation. The listing names no model, so it suits learners and developers who want to try it and read th…

Essay_generator_app

Sakil · Kit

Writes a draft essay from your prompt with the small distilgpt2 model in a Gradio page. For students and developers who want a quick text generation demo.

English_to_german_translator_app

Sakil · Kit

Opens a small Gradio app whose title says it translates English to German. The listing does not say which model it uses, so it suits learners and developers wh…

English_audio_transcriptor

Sakil · Kit

Turns spoken English into text with the wav2vec2 base model in a Gradio page, with four example dialogue clips included. For students, developers and anyone wh…

Cramer_v_test_on_categorical_features

Sakil · Kit

Runs a Cramer's V test on categorical columns in a Gradio page, with a students performance CSV file included. For students and analysts checking how two categ…

A_cover_letter_generator_for_jobs

Sakil · Kit

Drafts a job cover letter with a T5 model fine-tuned for that task, in a Gradio page. For job seekers who want a starting draft and developers who want a small…

Persian ASR

SajjadAyoubi · Kit

Turns spoken Persian into text with a wav2vec2 speech model in a Gradio page. For students, developers and anyone who needs a transcript of Persian audio.

Political Party Symbol Detector V1

Sa-m · Kit

Finds political party symbols in a picture with a YOLOv5 detector in a Gradio page. For students and developers who want to try object detection on party logos…

Apontador

Reyne · Kit

Runs a saved logistic regression model in a Gradio page, with the model file and a training script in the repository. The listing does not say what it predicts…

PaddleOCR

PaddlePaddle · Kit

Reads text out of pictures in several languages with PaddleOCR in a Gradio page, with Chinese, English and Japanese example images. For anyone who needs the wo…

OFA-Visual_Question_Answering

OFA-Sys · Kit

Answers questions about a picture with OFA in a Gradio page, with example pictures included and the full OFA code in the repository. For researchers and develo…

SharkTank_Analysis

Murtada · Kit

Opens a static page whose title points to an analysis of Shark Tank, made from one HTML file and one style sheet that you view in a browser. The listing does n…

WeatherPrediction

Muedgar · Kit

Opens a small Gradio app whose title points to weather prediction. The listing does not say what it predicts or how, so it suits students and developers who wa…

Demo Integrated Gradients Alibi Gradio

mawady · Kit

A Gradio demo that, going by its title, shows the integrated gradients explanation method from the Alibi library. Suits students and developers who want to see…

Pheonix_Data_Dashboard

Masaaki · Kit

Opens a static dashboard page built from one HTML file and one style sheet, which you view in a browser. The listing does not say what data it shows, so it sui…

Persian Image Captioning

MahsaShahidi · Kit

Writes a caption in Persian for a picture, using a vision model and a Persian language model in a Gradio page, with three example images included. For students…

NST ML

LuisG07 · Kit

Runs a Gradio app whose name points to neural style transfer, with its code in an NST folder. The listing gives few details, so it suits developers and student…

Image_Retrieval

leopoldmaillard · Kit

Finds pictures similar to a query picture in a small holiday photo collection, with three saved methods named naive, bovw and cnn. For students and developers…

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…

Spacy Ner

kingfisher · Kit

Opens a Streamlit app whose title points to named entity recognition with spaCy, for students and developers who want to see names picked out of text. The list…

Smart Search

kingfisher · Kit

Opens a small Streamlit app whose title points to a search tool. The listing does not say what it searches, so treat it as a demo for developers and students t…

Similarity Heatmap

kingfisher · Kit

Opens a small Streamlit app whose title points to a similarity heatmap. The listing does not say what it compares, so treat it as a demo for developers and stu…

Ner Demo

kingfisher · Kit

Finds named entities in text with the dslim/bert-base-NER model in a Streamlit page. Aimed at students and developers who want to see entity recognition work o…

Monocular Depth Estimation

kingabzpro · Kit

Turns a single photo into a depth map using the Savta Depth open source project, with code, data and models kept together. For hobbyists making 3D photos and d…

Rick & Morty Bot

kingabzpro · Kit

Chats back in the voice of Rick from Rick and Morty, using a DialoGPT model in a Gradio page. A character chat demo for fans and for developers who want a smal…

Pegasus Text Summarizers

khxu · Kit

Summarizes text with six Pegasus models from Google in a Gradio page, so you can compare how each one shortens the same passage. Aimed at writers, students and…

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…

TFClassificationForest

keras-io · Kit

Shows a forest-based classifier built in TensorFlow inside a Gradio page, from an example by Khalid Salama and adapted by Tannia Dubon. For students and develo…

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…

Supervised Contrastive Learning

keras-io · Kit

Lets you try a Keras model built for supervised contrastive learning in a Gradio page, in a browser or on your own computer. Aimed at students and developers w…

Super Resolution

keras-io · Kit

Increases the resolution of an image with a Keras super-resolution model in a Gradio page, with two sample pictures included. For photographers, learners and d…

Semi-Supervised Contrastive Learning with SimCLR

keras-io · Kit

Runs an image classifier trained with SimCLR contrastive learning and few labels, from the Keras team, in a Gradio page with example images. For machine learni…

RandAugment for Image Classification

keras-io · Kit

Demonstrates RandAugment, a random data augmentation method for image classification, with a Keras model in a Gradio page and four sample pictures. For machine…

Pixel CNN MNIST

keras-io · Kit

Generates small handwritten-digit images with a PixelCNN model from the Keras team in a Gradio page. For machine learning learners curious about image generati…

Augmenting CNNs with attention-based aggregation

keras-io · Kit

Shows the attention map behind an image classifier's decision, using a CNN with attention-based aggregation trained on ImageNette, in a Gradio page. For machin…

NeRF

keras-io · Kit

Demonstrates a Keras NeRF, a neural radiance field model that learns a 3D scene from pictures, in a Streamlit page. For computer vision learners and 3D graphic…

Zero DCE Low Light Image Enhancement

keras-io · Kit

Brightens dark photos with the Zero-DCE low-light enhancement model from the Keras team in a Gradio page, with sample images included. For photographers and le…

Involution

keras-io · Kit

Runs an image model built with involution layers from the Keras team in a Gradio page, with example images included. For machine learning learners and vision r…

Integrated Gradients

keras-io · Kit

Shows which parts of an image drove a model's prediction, using the integrated gradients method in a Gradio page, with an elephant photo to try. For machine le…

Human Part Segmentation

keras-io · Kit

Labels the parts of a person in a photo, such as limbs and torso, with a DeepLabV3+ model from Keras in a Gradio page, with example images. For learners and co…

Flowers Classification MobileViT

keras-io · Kit

Identifies flower types in a photo with a small MobileViT model from Keras in a Gradio page, with example images included. For machine learning learners and pl…

Deep Dream

keras-io · Kit

Applies the DeepDream effect to a picture with a Keras model in a Gradio page, with a sky photo included to try. For machine learning learners and image hobbyi…

Character LSTM

keras-io · Kit

Runs a character-level LSTM sequence-to-sequence model from the Keras team in a Gradio page, turning input text into output text one character at a time. For m…

ESPNet2 ASR Librispeech word vs bpe tokens

jkang · Kit

Compares three English speech recognition models from one ESPnet2 Conformer setup, using bpe, character and word tokens, in a Gradio page with example audio. F…

ESPNet2 ASR Librispeech Conformer (100h)

jkang · Kit

Transcribes English speech to text with an ESPnet2 Conformer model trained on 100 hours of Librispeech, in a Gradio page with example audio. For speech researc…

Storytelling

jitesh · Kit

Generates stories with GPT-2 in a Streamlit page and uses an emotion classifier model alongside it. For writers, students and developers exploring emotion-awar…

TFM_SimilitudSemantica_Fichero

jfarray · Kit

Compares how close in meaning texts are, using a multilingual BERT model in a Gradio page, with a sample JSON file included. For NLP students and researchers.

Dialogatexto

jcmachicao · Kit

Answers Spanish questions from a text using two named Spanish question answering models in a Streamlit page. For Spanish speakers, students and developers tryi…

Make24

jacklinquan · Kit

Solves make-24 number puzzles in a Gradio page, using a small solver module, for puzzle fans, teachers and students who like arithmetic games.

Practica1 by Jacampo

Jacampo · Kit

Runs a saved image model in a Gradio page, with two example pictures to try. The model file is named for blindness, but the record does not say what it predict…

Mushroom_edibility_classifier

inigosarralde · Kit

Classifies mushroom pictures with a saved CNN model in a Gradio page, with the notebooks for scraping, training and the web app included. A learning project, n…

Zero Shot Nlp Classifier Multi Lang

iamkb · Kit

Sorts text into labels you choose, without training, across languages, using several named zero-shot models in a Gradio page. For analysts, researchers and NLP…

Anime Face Detector

hysts · Kit

Finds anime faces in an image and estimates 28 landmark points on each, in plain PyTorch behind a Gradio page. For artists, dataset builders and machine learni…

Indic Trans

hussain-shk · Kit

Translates English text into Indic languages in a Gradio page, built with inference code, an API folder and a punctuation restoring model. For writers, student…

Inpaint_Me

Huertas97 · Kit

Fills in or repairs chosen parts of an image with inpainting in a Streamlit page, with example images and results included. For photo editors and machine learn…

DeepFilterNet

hshr · Kit

Cleans background noise out of speech audio with DeepFilterNet in a Gradio page, with sample clips included. For anyone tidying voice recordings and for audio…

Tabla Transcriber

HridayKharpude · Kit

Works on tabla audio with a saved model in a Gradio page, with sample recordings named after tabla rhythms. For tabla students and music-tech hobbyists.

Quickdraw

hitchhiker3010 · Kit

Recognizes hand-drawn sketches with a saved model in a Gradio page, for people who want to try a small doodle classifier or study a simple image demo.

HF SHAP

Hellisotherpeople · Kit

Explains how text models reach their outputs with SHAP, on five named models for question answering, translation, emotion, summarization and text generation. F…

HF KeyBERT

Hellisotherpeople · Kit

Pulls keywords out of text with KeyBERT in a Streamlit page, for researchers, students and developers who want to try keyword extraction without writing code.

HF BERTopic

Hellisotherpeople · Kit

Finds topics in a collection of texts with BERTopic in a Streamlit page, for researchers and analysts who want to try topic modeling without writing code.

Gpt2 Home

HamidRezaAttar · Kit

Writes product descriptions with a GPT-2 based model in a Streamlit page, for sellers who want draft copy and developers who want a small text generation demo.

Persian Modernist Poetry Word Cloud

HalflingWizard · Kit

Draws a word cloud of the words a chosen Persian modernist poet uses most, from the Shereno poem dataset, for readers and students of Persian poetry.

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…

free-claude-code

Alishahryar1 · Kit

Routes coding tools such as Claude Code, Codex and Aider to models from many providers, free and local ones included, from a terminal, IDE, phone or browser. A…

qwen-code

QwenLM · Kit

Open-source AI coding agent that works in your terminal, IDE plugins, a desktop app, a web page and chat apps, with sub agents, MCP and many model providers. F…

Jasper-K-27B

ragentile · Kit

Reinforcement-learning tuned model for writing and speeding up GPU kernels, trained from a Qwen base with compile, correctness and timing feedback. For develop…

Qwen3.6-35B-A3B-FP8

Qwen · Kit

Reads text and images and writes text, as an FP8 copy of Qwen3.6-35B-A3B with 3B active parameters. For developers who run coding agents and want a smaller dow…

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-Embedding-4B

Qwen · Kit

Turns text and code in over 100 languages into vectors for search, retrieval, classification and clustering, with adjustable vector size and task instructions,…

Qwen3-Coder-Next

Qwen · Kit

Works as a coding agent model with 80B total and 3B active parameters and a 256K context. For developers who run agents in CLI and IDE tools and want to host t…

Qwen3-4B-Instruct-2507

Qwen · Kit

Answers chat prompts with a 4B model that skips visible thinking and reads up to 256K tokens of context. For developers who want a small open assistant for rea…

Qwen2.5-Coder-7B-Instruct

Qwen · Kit

Writes, explains and fixes code as a 7B instruction-tuned member of the Qwen2.5-Coder family. For developers who want a capable open coding model that fits on…

Qwen2.5-1.5B-Instruct-GGUF

Qwen · Kit

Gives you the small Qwen2.5 1.5B chat model as GGUF files in eight quantization sizes, for running with llama.cpp on a laptop or modest GPU. For people who wan…

Qwen2.5-1.5B-Instruct

Qwen · Kit

A small 1.5B chat model from Qwen that follows instructions, writes code and math, returns structured output such as JSON and handles over 29 languages. For de…

Qwen3.5-0.8B-weight-space-programming-GGUF

prithivMLmods · Kit

GGUF copies of a small Qwen3.5 0.8B model whose weights were edited directly to reduce reasoning loops. For people who want to run it locally in several quant…

Ornith-1.5-35B-A3B-GSQ-RCO-GGUF

pfeifferj · Kit

Shrinks the Ornith-1.5-35B-A3B text model to 3-bit and 3.5-bit GGUF files, about 13 and 15 GB instead of 69 GB, for people who run local models with llama.cpp.

DeepSeek-V4.1-Flash-1017 Maya GGUF

peasantsmith · Kit

Runs a 748B DeepSeek mixture-of-experts model on a home PC through two GGUF quantizations made for Project Maya. For people with a big-RAM machine and a fast S…

Seshat Agent

PCL-RSI-lab · Kit

Fixes software bugs with a self-improving coding agent that learns reusable reasoning patterns from its own successful runs, for developers and researchers wor…

MiniCPM5-2B-GGUF

openbmb · Kit

Gives you MiniCPM5-2B, a small dense text model for English and Chinese, as GGUF files for on-device and local use. Suits people who want a compact model for c…