The article presents a command-line tool called YouTube Full Text Search, which allows users to search for specific keywords or phrases within YouTube channels or playlists. The tool uses yt-dlp to scrape subtitles and load them into a SQLite database, enabling full-text search. It also supports semantic search via OpenAI or Gemini embeddings API. The project is open-source and available on GitHub.