From signal to story.
An open-source pipeline that monitors software trends and produces Instagram reviews — Reels, Carousels, Stories — with AI handling the heavy lifting at $35/month.
View on GitHub →Pipeline
Seven stages transform raw software signals into publish-ready Instagram content.
Monitor
Scan ProductHunt, Hacker News, Reddit, and 40+ sources for emerging software.
Score
Rank signals by relevance, trending velocity, and audience fit.
Script
Generate hooks, captions, and carousel copy with Claude AI.
Design
Create thumbnails, carousel slides, and story templates.
Produce
AI voiceover, screen recording, and automated video assembly.
Review
Quality gates with human-in-the-loop approval at every checkpoint.
Publish
Schedule across formats, cross-post, and track performance analytics.
By the numbers
60–66%
Production time saved with AI-assisted workflow
6/week
Target content cadence across Reels, Carousels, and Posts
$35/mo
Total operating cost at the standard tier
14
Pipeline phases from signal detection to published content
Built with
TypeScript
Node.js
PostgreSQL
Redis
Express
Claude AI
Sharp
Cheerio
Zod
node-cron
Winston
Open source, end to end.
The full pipeline, research, and specs are on GitHub. Fork it, run it, make it yours.