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Creator Catalyst: AI-Powered Content Repurposing Platform

Developer DhanushGowdaDev built Creator Catalyst, an open-source Streamlit tool that turns a single long-form video into SRT captions, FFmpeg-clipped shorts, blog and social posts, titles, thumbnails, and SEO keywords. The platform's distinguishing feature is fact-grounding: every AI-generated claim is checked against the video transcript and cited with a [Source: MM:SS] timestamp to curb hallucinations. It supports Gemini, OpenAI, and local Ollama models, adds a SQLite history browser, credits system, rate limiting, a CLI, and ZIP export, and was named a jury's pick at an AI Demos hackathon.

by read1 min views1 publishedOct 20, 2026

AI-powered tool that turns one long-form video into captions, shorts, blog posts, social content, titles and thumbnails, with fact-grounding to prevent hallucinations. Built with Streamlit, Gemini & FFmpeg. 🏆 Jury’s pick, AI Demos Hackathon. Hacktoberfest welcome! 🎃

About this project

Creator Catalyst solves the biggest time sink in the creator economy: repurposing content. Upload one long-form video and it generates a ready-to-publish toolkit in minutes:

SRT captions with accurate timestamps

Viral shorts ideas, auto-clipped with FFmpeg

Blog posts and social posts tuned to YouTube, LinkedIn, X, Instagram and TikTok

Click-worthy titles and AI-generated thumbnails

SEO keywords and engagement score predictions

What sets it apart is fact-grounding. Every AI-generated claim is checked against the video transcript and cited with a [Source: MM:SS] timestamp, so creators publish content they can trust.

It also includes a local SQLite history browser, a credits system, AI usage monitoring with rate limiting, a CLI, and one-click ZIP export. It supports Gemini, OpenAI, and local Ollama models.

Looking for contributors to help with: tests, new platform support, better grounding accuracy, docs, CI/CD, and UI polish. Check the issues labeled hacktoberfest and good first issue.

🔗 GitHub:https://github.com/DhanushGowdaDev/Creator-Catalyst ⭐ If you find it useful, please star the repo!

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