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一分鐘完成驗證Growth Marketing OS | Mahmoud Omar — open-source AI marketing prompts, Claude skills, agents & growth playbooks (EN + AR)
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🧠 Growth Marketing OS | Mahmoud Omar The open-source growth stack: AI marketing prompts, Claude skills, agents, workflows & playbooks — built from 15+ years of real campaigns. By Mahmoud Omar — Growth & E-commerce Consultant · MENA & Global English + العربية — the first bilingual AI marketing asset library on GitHub.檢視完整 README ↗
An open-source library of AI marketing assets — prompts, Claude skills, agents, playbooks and sourced benchmarks — in English and العربية. Built and used by Mahmoud Omar on real e-commerce, SaaS and lead-gen accounts across Egypt, the GCC and global markets.
العربية · How to use · Asset catalog · MENA Ads plugin · Contributing · MIT License
60 original assets, plus 13 openly licensed community resources curated in with full attribution.
| Type | Count | Best for |
|---|---|---|
| Prompts | 25 | One task, one answer — paste into Claude, ChatGPT or Gemini |
| Skills | 8 original + 11 community | Repeatable workflows your AI assistant runs on demand |
| Agents and GPTs | 2 + 3 | A standing advisor set up once as a system prompt, Project or Custom GPT |
| Benchmarks | 7 | "Is this number good?" — every figure cited to a named study |
| Swipe files | 4 | Hooks, subject lines, CTAs and WhatsApp scripts in EN + AR |
| Playbooks and frameworks | 3 + 2 | Step-by-step launches and the mental models behind them |
| Worked examples | 4 | Full decision walkthroughs (fictional scenarios, real benchmark data) |
| MCP recipes and |
| If you want to… | Open this |
|---|---|
| Get real market feedback before you launch | Pre-Launch Validation Playbook + Experiment Log template |
| Get one result in 10 minutes, no setup | Beginner path → Meta Ads Creative Diagnosis |
| Find out why sales dropped | Funnel Decomposition Analyst |
| Check if a metric is actually bad | Benchmarks + Benchmark Analyst skill |
| Audit or scale paid ads in the Arab world | MENA Ads Command Center |
| See if ChatGPT, Claude and Gemini recommend your brand | GEO LLM Visibility Audit |
| Write Arabic copy that doesn't read like a translation | Arabic Copy Localizer + Bilingual Hook Bank |
A complete paid-ads skill for the Arab world (مركز قيادة الإعلانات): scored account audits, media plans, scale/kill decisions, Arabic ad copy by dialect, delivered-order ROAS for COD, Snapchat and Click-to-WhatsApp playbooks, and Ramadan planning across Meta, Google, TikTok, Snapchat, LinkedIn and X.
Install in Claude Code:
/plugin marketplace add growthack88/growth-marketing-os
/plugin install mena-ads@growth-marketing-os
Using ChatGPT, Gemini, Cursor or Codex? → Install guide for every AI · ChatGPT / Gemini config
مدرب التجارب is a growth-experiment lead that lives in your chat. Tell it "I have an idea, help me check it before I build" and it finds the riskiest assumption, writes the interview script, computes your pass line, sample and budget, writes the smoke-test page and ads, and judges the results against a rule written before the data. After launch it ranks experiments, sizes A/B tests and reads them out. It works with GrowthLab simulation exports and never invents benchmark numbers.
Install in Claude Code:
/plugin marketplace add growthack88/growth-marketing-os
/plugin install experiment-coach@growth-marketing-os
Using ChatGPT, Gemini or another AI? → Install guide for every AI · ChatGPT / Gemini config
Level: 🟢 beginner · 🟡 intermediate · 🔴 advanced. Language: EN, or EN + AR for assets with native Arabic versions.
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| Meta Ads Creative Diagnosis | Your Meta ads stopped converting and you need to know why | 🟡 | EN |
| Ad Angle Matrix | You need 12 distinct angles from one product, mapped to awareness levels | 🟡 | EN |
| Competitor Ads Teardown | You want the strategy behind a competitor's Ad Library | 🟡 | EN |
| Google Ads Search Terms Audit | Search budget is leaking into the wrong queries | 🟡 | EN |
| Retargeting Ladder Builder | Retargeting shows everyone the same message | 🟡 | EN |
| Campaign Postmortem | A campaign ended and you want the next one to inherit the lessons | 🟡 | EN |
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| GEO LLM Visibility Audit | You want to know if ChatGPT, Claude and Gemini recommend your brand | 🟢 | EN + AR |
| llms.txt Generator | Your site needs an llms.txt so AI assistants can cite it | 🟢 | EN |
| AI Citation Optimizer | You want existing content rewritten so LLMs quote it | 🟡 | EN |
| Entity Schema Builder | You need a Person and Organization JSON-LD graph | 🔴 | EN |
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| Abandoned Cart Recovery Sequence | You run e-commerce (including COD) and carts go cold | 🟢 | EN + AR |
| Welcome Sequence Builder | New subscribers need 5 emails from signup to first purchase | 🟡 | EN + AR |
| Win-Back and Reactivation Sequence | Part of your list has gone dormant | 🟡 | EN + AR |
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| Review Mining Copy Bank | You want customer reviews turned into reusable copy | 🟢 | EN + AR |
| Landing Page CRO Teardown | A page underperforms and you want the leak found before a redesign | 🟡 | EN |
| Pricing Page Optimizer | Plans, anchors, decoys or the billing toggle need an audit | 🔴 | EN |
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| Content Repurposing Matrix | One flagship piece should feed a month of distribution | 🟢 | EN + AR |
| Lead Magnet Designer | You need a freebie that pre-sells the paid product | 🟢 | EN |
| Case Study Writer | You have results but no case study people believe | 🟢 | EN + AR |
| YouTube Script Outline | Educational videos lose viewers in the first minutes | 🟡 | EN + AR |
| Arabic LinkedIn Content Engine | One insight should become a week of Arabic (عامية) posts | 🟡 | EN + AR |
| UGC Brief Generator | Creators keep sending footage you can't use | 🟡 | EN + AR |
| Prompt | Use it when | Level | Lang |
|---|---|---|---|
| Growth Experiment Designer | "Let's try stuff" needs to become a ranked testing backlog | 🟡 | EN |
| Offer Stack Builder | A good product isn't yet an offer people want | 🟡 | EN |
| Referral Program Designer | You want referral loops tied to real customer moments | 🔴 | EN |
| Asset | What it does | Lang |
|---|---|---|
| ⭐ MENA Ads Command Center | Complete paid-ads skill for the Arab world: audits, media plans, creative, tracking, COD ROAS | EN + AR |
| ⭐ Experiment Coach | Validates ideas before launch and runs experiments after it: interviews, smoke tests, pre-sales, sample sizes, A/B readouts, experiment log | EN + AR |
| Funnel Decomposition Analyst | Quantified "why did sales drop?" diagnosis from raw numbers | EN |
| Benchmark Analyst | Answers "is this number good?" with matched, sourced benchmarks | EN |
| COD Operations Analyst | Real revenue, return-to-origin cost and break-even delivery rate for COD stores | EN |
| Arabic Copy Localizer | English marketing copy → native عامية with code-switching rules | EN + AR |
| Conversion Copywriter | Direct-response copy in 5 modes: write, rewrite, audit, hook, teach | EN, AR-aware |
| Performance Media Buyer |
Plus 11 community skills (MIT) for A/B testing, churn, onboarding, positioning, ICP research, battlecards and more → skills/community.
Every number is cited to a named study with year and URL, including MENA-specific data where it exists.
| Benchmark | Covers |
|---|---|
| Paid Ads | Meta, Google and TikTok CTR, CPC, CPM and ROAS by industry |
| CRO and E-commerce | Conversion by funnel stage, AOV, COD markets |
| Email, SMS and WhatsApp | Campaigns, flows, cart recovery, COD markets |
| SEO and GEO | CTR by position, AI Overview impact, zero-click, LLM citations |
| Social Media | Engagement by platform, LinkedIn formats, MENA usage |
| Content Marketing | Blogs, newsletters, influencers, podcasts, webinars |
| SaaS and Growth | Trial conversion, activation, churn, NRR, unit economics |
| Asset | Type | Use it when |
|---|---|---|
| Pre-Launch Validation | Playbook | You want real feedback (sign-ups, then money) before building or launching |
| Lifetime Deal Launch | Playbook | Launching a digital product or SaaS at a founding price |
| Shopify Direct-Checkout Offer | Playbook | Building landing pages that skip the cart |
| COD Profit Funnel | Framework | ROAS looks fine but cash-on-delivery profit doesn't |
| Bilingual Content System | Framework | Running EN + AR marketing without doing everything twice |
| COD Store ROAS Collapse | Worked example | Learning to diagnose a collapsing ad account step by step |
| SaaS Trial at 2% | Worked example | Seeing why activation comes before persuasion |
| Monetizing an 8K Newsletter | Worked example | Comparing paid tiers, sponsorships and products with real math |
Worked examples are clearly labeled fictional scenarios built on the benchmark data.
| Asset | What it is | Lang |
|---|---|---|
| Bilingual Hook Bank | 30 ad and content hooks | EN + AR |
| Bilingual Subject Line Bank | 24 email subject-line formulas | EN + AR |
| Arabic CTA Bank | 20 button and closing lines for MENA | EN + AR |
| COD WhatsApp Script Bank | Order confirmation, recovery and upsell messages | EN + AR |
| Shopify MCP Growth Audits | 5 store-audit recipes for Shopify connected to Claude via MCP | EN |
| Repo-to-Content Flywheel | n8n node map that turns commits into post and email drafts (spec — JSON export not yet published) | EN |
| Resource | What it is | Source |
|---|---|---|
| Awesome AI Marketing | Directory of AI marketing tools with when-to-use context | jmedia65/awesome-ai-marketing (MIT) |
| Marketing prompts from prompts.chat | 38 marketing prompts filtered from the community collection | f/prompts.chat (CC0) |
growth-marketing-os/
├── prompts/ paid-ads · seo · email · cro · content · social · growth
├── skills/ Claude / agent skills (SKILL.md) — community/ holds curated MIT skills
├── agents/ full system prompts for marketing agents
├── gpts/ Custom GPT, ChatGPT Project and Gemini Gem configs
├── benchmarks/ sourced market benchmarks
├── playbooks/ step-by-step launches and funnels
├── frameworks/ growth models and mental models
├── swipe-files/ hooks, subject lines, CTAs, WhatsApp scripts (EN + AR)
├── worked-examples/ labeled teaching scenarios
├── mcps/ MCP recipes for marketers
├── workflows/ n8n / Make blueprints
├── case-studies/ real results (template ready, first entries pending)
├── resources/ vendored community resources
├── templates/ asset, case-study and experiment-log templates
└── llms.txt machine-readable summary for AI assistants
title, category, type, level, works_with, language, last_verified). The frontmatter is machine-readable, so you can parse the repo into your own tools.skills/community/ or resources/ with its source and license preserved.Being honest about gaps is part of the format:
Want something specific? Request an asset or report something outdated.
PRs are welcome, and the bar is high: every asset must follow the master template and include a real usage scenario. Read CONTRIBUTING.md and the Code of Conduct first.
Original work is MIT licensed — free for client work, courses and agencies. Attribution to Growth Marketing OS by Mahmoud Omar (mahmoudomar.com) is appreciated; see CITATION.cff. Community skills and resources keep their original MIT or CC0 licenses, preserved next to each file.
Mahmoud Omar — Growth Cofounder and Fractional Head of Growth for companies in Egypt, the GCC and MENA. Founder of Read to Lead.
mahmoudomar.com · YouTube — Growth Hack Academy · Building Growth Machine (ماكينة النمو) · Growth OS — 17 growth tools · StartupKit Pro · DuckDoro
If this repo saves you time, a ⭐ helps other marketers find it.
| 1 + 1 |
| Connecting AI to your store and your content pipeline |
| Community resources | 2 | Vendored tool directory and prompt collection (MIT / CC0) |
| Run a cash-on-delivery store profitably | COD Profit Funnel + COD Operations Analyst |
| Install systems instead of one-off prompts | Intermediate path |
| Wire assets into your own stack | Advanced path |
| Validate an idea or run experiments just by asking your AI | Experiment Coach |
| Paid media in 6 modes: plan, build, optimize, diagnose, audit, report |
| EN |
| Growth Strategist Agent | System prompt for a senior growth advisor | EN |
| CRO Teardown Agent | System prompt for a conversion-audit specialist | EN |
| Growth Strategist GPT | Ready-to-paste Custom GPT configuration for ChatGPT | EN |
| MENA Ads GPT | MENA Ads Command Center as a ChatGPT Project or Gemini Gem | EN + AR |
| Experiment Coach GPT | Experiment Coach as a ChatGPT Project or Gemini Gem | EN + AR |
| Worked example |
| Seeing the validation ladder run on one idea, including two "in between" results |