Open-source AI marketing skills — growth experiments, sales pipeline, content ops, outbound, SEO, and finance automation https://www.singlegrain.com
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Alfred Claw a96d0d8889 Initial commit: 6 AI marketing skill categories
- growth-engine: Autonomous experiment engine (Karpathy autoresearch for marketing)
- sales-pipeline: RB2B router, deal resurrector, trigger prospector, ICP learner
- content-ops: Expert panel, quality gate, editorial brain, quote miner
- outbound-engine: Cold outbound optimizer, lead pipeline, competitive monitor
- seo-ops: Content attack briefs, GSC optimizer, trend scout
- finance-ops: CFO briefing, cost estimate, scenario modeler

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2026-03-27 20:14:52 -07:00
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README.md Initial commit: 6 AI marketing skill categories 2026-03-27 20:14:52 -07:00

AI Marketing Skills

Open-source Claude Code skills for B2B marketing and sales teams. Built by the team at Single Grain — battle-tested on real pipelines generating millions in revenue.

These aren't prompts. They're complete workflows — scripts, scoring algorithms, expert panels, and automation pipelines you can plug into Claude Code (or any AI coding agent) and run today.


🗂️ Skills

Category What It Does Key Skills
Growth Engine Autonomous marketing experiments that run, measure, and optimize themselves Experiment Engine, Pacing Alerts, Weekly Scorecard
Sales Pipeline Turn anonymous website visitors into qualified pipeline RB2B Router, Deal Resurrector, Trigger Prospector, ICP Learner
Content Ops Ship content that scores 90+ every time Expert Panel, Quality Gate, Editorial Brain, Quote Miner
Outbound Engine ICP definition to emails in inbox — fully automated Cold Outbound Optimizer, Lead Pipeline, Competitive Monitor
SEO Ops Find the keywords your competitors missed Content Attack Briefs, GSC Optimizer, Trend Scout
Finance Ops Your AI CFO that finds hidden costs in 30 minutes CFO Briefing, Cost Estimate, Scenario Modeler

🚀 Quick Start

Each skill category has its own README with setup instructions. The general pattern:

# 1. Clone the repo
git clone https://github.com/singlegrain/ai-marketing-skills.git
cd ai-marketing-skills

# 2. Pick a category
cd growth-engine  # or sales-pipeline, content-ops, etc.

# 3. Install dependencies
pip install -r requirements.txt

# 4. Set up environment variables
cp .env.example .env
# Edit .env with your API keys

# 5. Run
python experiment-engine.py create \
  --hypothesis "Thread posts get 2x engagement vs single posts" \
  --variable format \
  --variants '["thread", "single"]' \
  --metric impressions

🧠 How These Work with Claude Code

Every category includes a SKILL.md file. Drop it into your Claude Code project and the AI agent knows how to use the tools:

# In your project directory
cp ai-marketing-skills/growth-engine/SKILL.md .claude/skills/growth-engine.md

Then ask Claude Code: "Run an experiment testing carousel vs. static posts on LinkedIn" — it handles the rest.


📊 What Makes These Different

These aren't toy demos. Each skill was built to run real business operations:

  • Growth Engine uses bootstrap confidence intervals and Mann-Whitney U tests — real statistics, not vibes
  • Deal Resurrector has three intelligence layers including "follow the champion" — tracking departed contacts to their new companies
  • ICP Learner rewrites your ideal customer profile based on actual win/loss data — your targeting improves automatically
  • Expert Panel recursively scores content with domain-specific expert personas until quality hits 90+
  • RB2B Router does intent scoring, seniority-based company dedup, and agency classification before routing to outbound sequences

📁 Repository Structure

ai-marketing-skills/
├── README.md              ← You are here
├── growth-engine/         ← Autonomous experiments
│   ├── SKILL.md
│   ├── experiment-engine.py
│   ├── pacing-alert.py
│   ├── autogrowth-weekly-scorecard.py
│   └── ...
├── sales-pipeline/        ← Visitor → pipeline automation
│   ├── SKILL.md
│   ├── rb2b_instantly_router.py
│   ├── deal_resurrector.py
│   ├── trigger_prospector.py
│   ├── icp_learning_analyzer.py
│   └── ...
├── content-ops/           ← Quality scoring & production
│   ├── SKILL.md
│   ├── scripts/
│   ├── experts/           ← 9 expert panel definitions
│   ├── scoring-rubrics/   ← 5 scoring rubric templates
│   └── ...
├── outbound-engine/       ← Cold outbound automation
│   ├── SKILL.md
│   ├── scripts/
│   ├── references/        ← ICP template, copy rules
│   └── ...
├── seo-ops/               ← SEO intelligence
│   ├── SKILL.md
│   ├── content_attack_brief.py
│   ├── gsc_client.py
│   ├── trend_scout.py
│   └── ...
└── finance-ops/           ← Financial analysis
    ├── SKILL.md
    ├── scripts/
    ├── references/        ← Metrics, rates, ROI models
    └── ...

🤝 Contributing

Found a bug? Have an improvement? PRs welcome.

  1. Fork the repo
  2. Create your feature branch (git checkout -b feature/better-scoring)
  3. Commit your changes
  4. Push to the branch
  5. Open a Pull Request

📄 License

MIT License. Use these however you want.


🏢 About

Built by the marketing engineering team at Single Grain. We help B2B companies grow with AI-powered marketing and sales operations.

Want these skills managed for you? Talk to us — we run these systems for companies doing $10M-$500M in revenue.


Star this repo if you find it useful. It helps others discover these tools.