Everything here is a building block — open-source, production-tested, built in public.
Most marketing AI tools are either too generic (ChatGPT wrappers) or too technical (need a data scientist to operate).
I'm building something different: an AI assistant that understands growth marketing — campaign mechanics, retention economics, voucher design, segment analysis. The kind of stuff that takes a senior PM 3 hours and should take 3 minutes.
This GitHub is the open-source foundation. Every repo is a module. Follow the journey.
| Module | Repo | What it does | Status |
|---|---|---|---|
| 🧠 Data & Analysis | growth-mcp | MCP server — cohort analysis, churn prediction, A/B testing, campaign math | v1.0 · PyPI · ★9 |
| 📝 Prompt Engine | ai-growth-prompts | 40+ prompts for campaign brief, voucher design, segmentation, game mechanics | ★9 |
| 🤖 Agent Skills | ai-growth-agents-for-marketers | Installable agent skills — npx skills add thaolst/ai-growth-agents-for-marketers |
★5 |
| 🔄 Social Auto-Pilot | tara-agent | Telegram agent for LinkedIn, Facebook, Threads automation | ★5 |
| tara-bot · travel-growth-playbook | Side projects — flight search + travel marketing frameworks | ★57 + ★3 |
Coming next: Web UI for growth-mcp → marketers use it without CLI. Campaign Brief Generator. Retention Analyzer.
| Workflow | Before | After | Module |
|---|---|---|---|
| Campaign brief | 3 hours | 20 min | prompts |
| A/B test analysis | 3 hours | 15 min | mcp |
| MEU planning | 2-3 days | 30 min | prompts |
| Campaign history query | 30 min | 30 sec | mcp + agents |
| Voucher design | 2 hours | 15 min | prompts |
Q3 2026
├── 🎯 growth-mcp Web UI (Streamlit) — MVP
├── 📦 Campaign Brief Generator — first end-to-end tool
├── 📈 Retention Cohort Analyzer — upload CSV → insights
└── 📝 Daily skill drops — new growth marketing skill every 1-2 days
Q4 2026
├── 🧩 Unified AI Assistant — combine MCP + prompts + agents
├── 🌐 Public beta — invite-only
└── 📊 Community features — share campaigns, templates
2027
├── 🚀 Full launch
└── 🔌 Plugin ecosystem — 3rd party tools
New skills and tools added regularly. Follow the repos or check back.
growth-mcp · ★9
MCP server for growth marketing and loyalty program economics. 25 tools, 3 prompts, 2 resources, 130 tests.
pip install growth-mcp — works with Claude, Cursor, any MCP client.
Data & analysis backbone of the AI assistant.
ai-growth-prompts · ★9
Prompt library from live fintech campaigns. Voucher design, user segmentation, game mechanics, retention loops. 8 categories, tested in production.
The prompt engine — what the assistant says and how it thinks.
Prompts and Python agents for growth marketing work. Installable as Agent Skills.
npx skills add thaolst/ai-growth-agents-for-marketers
The agent layer — multi-step workflows and automations.
tara-bot · ★57
Personal AI agent on Telegram. Flight search in natural language. Side project.
Growth marketer. Building AI tools for marketers in public. Fork, star, follow — this is just the beginning.