當使用者想要規劃、設計或實作 A/B 測試或實驗，或建立成長實驗計畫時使用。
這個技能旨在協助開發者與產品團隊規劃、設計和實作 A/B 測試與其他成長實驗。它涵蓋從建立假設、定義變體、計算所需樣本量與統計顯著性，到建構系統化的實驗計畫（如 ICE 評分、實驗 backlog 管理）等完整流程。支援的平台包括一般網頁應用、行動應用及後端服務，並且能與 analytics-tracking 技能（用於追蹤實作）及 page-cro（用於頁面層級的轉換優化）搭配使用。技能運作方式為：當使用者提到與 A/B 測試、分割測試、實驗、變體文案、多變量測試、假設等相關關鍵字時，便會觸發此技能，以便使用者比較兩種方法並衡量哪種表現更佳。它也能幫助使用者建立一套持續成長的實驗文化與作業模式。
npx skills add https://github.com/coreyhaines31/marketingskills/tree/main/skills/ab-test-setupInstalled? Explore more 寫作與編輯 skills: steipete/notion, langchain-ai/langchain, bytedance/podcast-generation · View all 6 →
當使用者想要規劃、設計或實作 A/B 測試或實驗，或建立成長實驗計畫時使用。同時也適用於使用者提及「A/B 測試」、「分割測試」、「實驗」、「測試這個變更」、「變體文案」、「多變量測試」、「假設」、「我該測試這個嗎」、「哪個版本比較好」、「測試兩個版本」、「統計顯著性」、「我應該執行這個測試多長時間」、「成長實驗」、「實驗速度」、「實驗 backlog」、「ICE 評分」、「實驗計畫」或「實驗手冊」。每當有人在比較兩種方法並想衡量哪種表現更好，或他們想要建立一套系統化的實驗做法時，使用此技能。若要實作追蹤，請參閱 analytics-tracking。若要進行頁面層級的轉換優化，請參閱 page-cro。
This repo contains 20 individual skills — each has its own dedicated page.
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions
When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions
When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers. Also use when the user mentions
When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions
When the user wants to audit or optimize an App Store or Google Play listing. Also use when the user mentions
When the user wants to figure out which marketing actually drives conversions and revenue, choose or interpret an attribution model, or reconcile conflicting numbers across tools. Also use when the user mentions
When the user wants to reduce churn, build cancellation flows, set up save offers, recover failed payments, or implement retention strategies. Also use when the user mentions
Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, sales development emails, or SDR emails. Also use when the user mentions
When the user wants to find co-marketing partners, plan joint campaigns, or brainstorm partnership opportunities. Use when the user says
Build and leverage online communities to drive product growth and brand loyalty. Use when the user wants to create a community strategy, grow a Discord or Slack community, manage a forum or subreddit, build brand advocates, increase word-of-mouth, drive community-led growth, engage users post-signup, or turn customers into evangelists. Trigger phrases: \
When the user wants to research, profile, or analyze competitors from their URLs. Also use when the user mentions
When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions
When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions
When the user wants to edit, review, or improve existing marketing copy, or refresh outdated content. Also use when the user mentions
When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says
When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," "tracking plan," "how do I measure this," "track conversions," "attribution," "Mixpanel," "Segment," "are my events firing," or "analytics isn't working." Use this whenever someone asks how to know if something is working or wants to measure marketing results. For A/B test measurement, see ab-test-setup.
When the user wants to audit or optimize an App Store or Google Play listing. Also use when the user mentions 'ASO audit,' 'app store optimization,' 'optimize my app listing,' 'improve app visibility,' 'app store ranking,' 'audit my listing,' 'why aren't people downloading my app,' 'improve my app conversion,' 'keyword optimization for app,' or 'compare my app to competitors.' Use when the user shares an App Store or Google Play URL and wants to improve it.
When the user wants to create competitor comparison or alternative pages for SEO and sales enablement. Also use when the user mentions 'alternative page,' 'vs page,' 'competitor comparison,' 'comparison page,' '[Product] vs [Product],' '[Product] alternative,' 'competitive landing pages,' 'how do we compare to X,' 'battle card,' or 'competitor teardown.' Use this for any content that positions your product against competitors. Covers four formats: singular alternative, plural alternatives, you vs competitor, and competitor vs competitor. For sales-specific competitor docs, see sales-enablement.
When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," "lifecycle emails," "trigger-based emails," "email funnel," "email workflow," "what emails should I send," "welcome series," or "email cadence." Use this for any multi-email automated flow. For cold outreach emails, see cold-email. For in-app onboarding, see onboarding-cro.
When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead form conversions," "form friction," "form fields," "form completion rate," "contact form," "nobody fills out our form," "form abandonment," "too many fields," "demo request form," or "lead form isn't converting." Use this for any non-signup form that captures information. For signup/registration forms, see signup-flow-cro. For popups containing forms, see popup-cro.
Notion CLI/API for pages, Markdown content, data sources, files, comments, search, Workers, and raw API calls.
The agent engineering platform.
Use this skill when the user requests to generate, create, or produce podcasts from text content. Converts written content into a two-host conversational podcast audio format with natural dialogue.
Analyze and optimize tweets for maximum reach using Twitter's open-source algorithm insights. Rewrite and edit user tweets to improve engagement and visibility based on how the recommendation system ranks content.
Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging, problems, and creative approaches are working. Helps inspire and improve your own ad campaigns.
Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors