A growth-analysis skill for examining user acquisition, referrals, customer groups, marketing returns, and product changes. It includes machine-learning models for several growth situations.
A collection of internet-data analysis skills covering experiments, attribution, content, conversion funnels, growth models, and customer lifetime value. Attribution analysis examines which sources or actions may have contributed to an outcome.
A customer-lifetime-value prediction skill based on RFM features and regression models. Customer lifetime value is the expected value of a customer over their relationship with a business; RFM summarizes how recently, how often, and how much they bought.
A recommendation-system analysis tool for turning user behaviour, product information, or ratings into personalised suggestions. It includes collaborative filtering, matrix factorisation, evaluation, and visual analysis.
Perform comprehensive regression analysis and predictive modeling using linear regression, decision trees, and random forests. Use when you need to predict continuous values like housing prices, sales forecasts, demand predictions, or any numerical target variables. Includes automated feature engineering, model…
Generates comprehensive analysis reports, executive summaries, and technical documentation. Invoke when user wants to create written reports from data analysis.
Analyze user retention and churn using survival analysis, cohort analysis, and machine learning. Calculate retention rates, build survival curves, predict churn risk, and generate retention optimization strategies. Use when working with user subscription data, membership information, or when user mentions retention…
Perform RFM (Recency, Frequency, Monetary) customer segmentation analysis on e-commerce data. Use when you need to analyze customer value, identify VIP customers, or create marketing segments. Automatically cleans data, calculates RFM metrics, applies K-means clustering, and generates visualization reports with…
A writing guide for producing Chinese business columns in the style of Liu Run. It provides article structures, reasoning patterns, reusable templates, content formats, and quality checks.
A Chinese-language writing guide based on the work of Luo Zhenyu, a Chinese media creator and speaker. It provides structures and methods for writing explanatory, inspirational, and business-focused long-form content.
A system for building and maintaining a personal knowledge base, meaning an organized collection of notes and reference material. It can organize sources such as web pages, social posts, YouTube videos, PDFs, and local files into a wiki.
Fetch any URL and convert to markdown using Chrome CDP. Saves the rendered HTML snapshot alongside the markdown, uses an upgraded Defuddle pipeline with better web-component handling and YouTube transcript extraction, and automatically falls back to the pre-Defuddle HTML-to-Markdown pipeline when needed. If local…
Extract transcripts from YouTube videos. Use when the user asks for a transcript, subtitles, or captions of a YouTube video and provides a YouTube URL (youtube.com/watch?v=, youtu.be/, or similar). Supports output with or without timestamps.
Set up and deploy Quartz v4 static site for markdown wikis. Use when the user says "部署wiki", "quartz", wants to publish wiki as a website, deploy to Cloudflare Pages/Vercel/GitHub Pages, configure Quartz, fix Quartz build errors, or troubleshoot Quartz issues. Covers initialization, configuration, YAML frontmatter…
A web-page content analysis tool for improving visibility in Google Search and Google’s AI Overviews. It takes a URL, gathers search information, and produces optimization advice in Chinese.
A workflow for improving how brand content is found and cited by AI search tools such as ChatGPT, Perplexity, and Gemini. It covers structured data, content readability, content planning, visibility tracking, and content-gap analysis.
A workflow for improving how a product website appears in answers from AI search tools. It diagnoses a site, samples AI answers, creates implementation tasks and website assets, checks whether the tasks are complete, and packages the results for delivery.
Search and query TikHub APIs for TikTok, Douyin, Xiaohongshu, Lemon8, Instagram, YouTube, Twitter, Reddit, and more. Use when user asks about needs to fetch data from social media platforms. Supports both English and Chinese queries.
Claude Code instructions for liangdabiao/tikhub_api_skill, covering claude.md, repository overview, architecture, key components and api authentication.