Summary
This is the story of how I went from 0 to 30 published Dev.to articles in a single day. Each article is an original deep dive into an open-source AI project (24K★ to 131K★). The pipeline uses Codex CLI + DeepSeek for writing, browser_use for automation, and GEO optimization for AI visibility. Total cost: under $3.
The Pipeline
GitHub Trending → Scout Script → Deep Dive Analysis → Article Writing (Codex CLI + DeepSeek) → Dev.to Publishing (browser_use) → GEO Audit (geo-optimizer-skill)
The Tool Stack
| Tool | Role | Cost |
|---|---|---|
| Codex CLI | AI coding agent | Free |
| DeepSeek | LLM via codex-shim | ~$0.3 |
| browser_use | Browser automation | Free |
| geo-optimizer-skill | GEO audit | Free |
| QwenPaw | Multi-agent management | Free |
Time per Article
| Phase | Time |
|---|---|
| Scout + Deep Dive | 15 min |
| Write + Edit | 10 min |
| Publish (automated) | 3 min |
| GEO Audit | 2 min |
| Total | 30 min |
Content Categories (30 Articles)
| Category | Examples | Stars |
|---|---|---|
| AI Coding Tools | Codex CLI, Free Claude Code | 29.5K★ |
| Content Automation | MoneyPrinterV2, social-auto-upload | 30.5K★ |
| LLM Infrastructure | One API, CLIProxyAPI, Local Engines | 24-34.7K★ |
| Agent Frameworks | ECC, Compound Engineering | 18.3-199K★ |
| Research Tools | AutoResearchClaw, Omni-SimpleMem | 13-44.8K★ |
| File Tools | MarkItDown (131K★), Zerox | 131K★ |
GEO Optimization (Key to AI Discovery)
| Factor | Impact |
|---|---|
| Summary paragraph | +15% citation |
| Data tables | +20% citation |
| FAQ section | +25% citation |
| Fan-out query structure | +35% citation |
| Natural language URL | +8.67% citation |
The Results
| Metric | Value |
|---|---|
| Total articles | 30 |
| Total stars covered | 1,200,000+ |
| Avg article length | 800-1200 words |
| Total writing time | ~15 hours |
| Total cost | ~$3 (DeepSeek API) |
| Tools used | 7 (all open-source) |
Key Lessons
1. The Harness > The Model — Anthropic proved it. Systems matter more than models.
2. GEO Is the New SEO — Writing for AI discovery drives developer traffic.
3. Speed Comes From Systems — Article production went from 2h to 10min per article.
4. 30 Articles Is Just the Start — 30,000 open-source projects on GitHub are worth covering.
FAQ
Q: AI-generated articles? A: AI-assisted, human-curated. Original analysis with AI structure.
Q: Total cost $3? A: Yes. DeepSeek ~$0.3/1M tokens. Each article ~$0.10.
Q: What's next? A: Series-based publishing, Medium distribution, newsletter.
30 articles. 24 hours. $3. One person. Open-source tools.
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