> browse/registry

> evaluating-machine-learning-models

This skill allows Claude to evaluate machine learning models using a comprehensive suite of metrics. It should be used when the user requests model performance analysis, validation, or testing. Claude can use this skill to assess model accuracy, precision, recall, F1-score, and other relevant metrics. Trigger this skill when the user mentions "evaluate model", "model performance", "testing metrics", "validation results", or requests a comprehensive "model evaluation".

> setting-up-experiment-tracking

This skill automates the setup of machine learning experiment tracking using tools like MLflow or Weights & Biases (W&B). It is triggered when the user requests to "track experiments", "setup experiment tracking", "initialize MLflow", or "integrate W&B". The skill configures the necessary environment, initializes the tracking server (if needed), and provides code snippets for logging experiment parameters, metrics, and artifacts. It helps ensure reproducibility and simplifies the comparison of d

> preprocessing-data-with-automated-pipelines

This skill empowers Claude to preprocess and clean data using automated pipelines. It is designed to streamline data preparation for machine learning tasks, implementing best practices for data validation, transformation, and error handling. Claude should use this skill when the user requests data preprocessing, data cleaning, ETL tasks, or mentions the need for automated pipelines for data preparation. Trigger terms include "preprocess data", "clean data", "ETL pipeline", "data transformation"

> detecting-data-anomalies

This skill empowers Claude to identify anomalies and outliers within datasets. It leverages the anomaly-detection-system plugin to analyze data, apply appropriate machine learning algorithms, and highlight unusual data points. Use this skill when the user requests anomaly detection, outlier analysis, or identification of unusual patterns in data. Trigger this skill when the user mentions "anomaly detection," "outlier analysis," "unusual data," or requests insights into data irregularities.

> engineering-features-for-machine-learning

This skill empowers Claude to perform feature engineering tasks for machine learning. It creates, selects, and transforms features to improve model performance. Use this skill when the user requests feature creation, feature selection, feature transformation, or any request that involves improving the features used in a machine learning model. Trigger terms include "feature engineering", "feature selection", "feature transformation", "create features", "select features", "transform features", "i

Get animated video clips ready to post, without touching a single slider. Upload your still images (JPG, PNG, WEBP, HEIC, up to 200MB), say something like "animate this image with a slow zoom and subtle motion effect", and download 1080p MP4 when it's done. Built for social media creators who move fast and want to bring still images to life without manual animation skills.

edit raw video footage into polished edited clips with this skill. Works with MP4, MOV, AVI, WebM files up to 500MB. small business owners and content creators use it for replacing a human video editor with AI-automated cuts and finishing — processing takes 1-2 minutes on cloud GPUs and you get 1080p MP4 files.

Skip the learning curve of professional editing software. Describe what you want — pull clips from my NAS, trim the best moments, and add transitions — and get edited MP4 clips back in 1-2 minutes. Upload MP4, MOV, AVI, MKV files up to 500MB, and the AI handles NAS-based AI editing automatically. Ideal for home studio creators and prosumers with NAS storage who want to edit large video libraries stored on NAS without downloading files locally.

Skip the learning curve of professional editing software. Describe what you want — cut the pauses, add transitions, and export a clean final cut — and get edited MP4 clips back in 1-2 minutes. Upload MP4, MOV, AVI, WebM files up to 500MB, and the AI handles AI video editing automatically. Ideal for content creators and marketers who want quick professional edits without learning complex software.

Turn a 200-word product description script into 1080p generated video files just by typing what you need. Whether it's generating videos programmatically from text scripts via API or quick social content, drop your text prompts and describe the result you want. No timeline dragging, no export settings — 1-3 minutes from upload to download.

Turn five product photos in JPG format into 1080p animated video clips just by typing what you need. Whether it's converting photo collections into shareable videos or quick social content, drop your still images and describe the result you want. No timeline dragging, no export settings — 1-2 minutes from upload to download.

> data-scraper-agent

Build a fully automated AI-powered data collection agent for any public source — job boards, prices, news, GitHub, sports, anything. Scrapes on a schedule, enriches data with a free LLM (Gemini Flash), stores results in Notion/Sheets/Supabase, and learns from user feedback. Runs 100% free on GitHub Actions. Use when the user wants to monitor, collect, or track any public data automatically.

> experiment-plan

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.

Get compressed MP4 files ready to post, without touching a single slider. Upload your video files (MP4, MOV, AVI, WebM, up to 500MB), say something like "compress this video down to 8MB without losing too much quality", and download 720p MP4 when it's done. Built for students, job applicants, social media users who move fast and need to meet strict file size limits for email attachments or platform uploads.

Skip the learning curve of professional editing software. Describe what you want — generate Bangla subtitles and add them to my video — and get Bangla captioned videos back in 30-60 seconds. Upload MP4, MOV, AVI, WebM files up to 500MB, and the AI handles Bangla video generation automatically. Ideal for Bangla content creators who need Bangla language captions or voiceover added to videos quickly.

Skip the learning curve of professional editing software. Describe what you want — turn this text into a 30-second promotional video with visuals and background music — and get text-based videos back in 1-2 minutes. Upload TXT, DOCX, PDF, copied text files up to 500MB, and the AI handles AI video generation automatically. Ideal for marketers who want to create videos from scripts without recording footage.

Turn a two-sentence description of a product launch into 1080p text-to-video clips just by typing what you need. Whether it's generating videos from plain text descriptions or quick social content, drop your text prompts and describe the result you want. No timeline dragging, no export settings — 1-2 minutes from upload to download.

Turn a 150-word product description paragraph into 1080p text-based videos just by typing what you need. Whether it's converting written content into shareable videos or quick social content, drop your written text and describe the result you want. No timeline dragging, no export settings — 1-2 minutes from upload to download.

Turn a 100-word product description paragraph into 1080p auto-generated videos just by typing what you need. Whether it's generating videos automatically from written scripts or prompts or quick social content, drop your text prompts and describe the result you want. No timeline dragging, no export settings — 1-2 minutes from upload to download.

> fetching-dbt-docs

Retrieves and searches dbt documentation pages in LLM-friendly markdown format. Use when fetching dbt documentation, looking up dbt features, or answering questions about dbt Cloud, dbt Core, or the dbt Semantic Layer.