Find what actually drove their GitHub stars
Paste a repository. Analook reconstructs growth stages, distribution channels and the content that moved attention — with original links, confidence scores and clear uncertainty.
OpenMontage growth archaeology
A public-evidence reconstruction of how an agentic video repository moved from launch assets to developer communities and creator-led distribution.
Repository, positioning, quick-start assets and a concrete “AI coding assistant → video studio” promise establish the conversion surface.
Multiple Hacker News discussions and practical integration content expose the repo to high-intent technical audiences.
YouTube tutorials, Reddit use cases and short-form demos translate the technical product into visible outcomes.
Representative content evidence
Hacker News · high confidenceTurn your AI coding assistant into a full video production studioProduct capability + outcome demo ↗Reddit · high confidenceClaude via OpenMontage can now make documentaries or ads for $0Free/open-source alternative ↗YouTube · high confidenceOpenMontage: Prompt a Full Video (38,000 Stars)Visual product proof ↗Evidence you can act on
Analook separates observed links and dates from inferred impact, so the report remains useful without pretending public data is first-party analytics.
Repository creation, launch waves, inflection windows and ongoing amplification.
GitHub, Hacker News, Reddit, YouTube, LinkedIn, editorial and more.
Original URLs, hooks, formats, source type and evidence strength.
Reusable plays mapped to the project’s current growth stage.
From stars to revenue signals
Start with the repository, then continue inside Analook to understand how attention becomes search demand, website traffic and monetization.
Attribution report
Understand the project’s growth stages, active channels and content evidence.
Full competitor intelligence
Add website evolution, SEO, traffic, Product Hunt, pricing and AI strategic verdict.
30-day action plan
Turn the evidence into a prioritized execution plan for your own product.
Reverse-engineer your next open-source competitor
New accounts get two free reports. Continue with a $5 single report or Pro at $19/month for 30 reports and Markdown exports.
Analyze a GitHub repoTurn research into a growth plan →Is this the same as a GitHub star-history chart?
No. Star charts show what happened. Analook connects repository milestones to public distribution evidence and influential content to explain what likely drove each stage.
Can Analook prove an exact channel percentage?
Not without first-party referral and UTM data. The report explicitly separates observed facts from directional attribution and includes confidence and uncertainty.
What happens after the repository analysis?
You can continue into Analook’s full competitor report for website, SEO, traffic, launch, pricing and business-model signals, or generate a 30-day Growth Audit.