During February 2026, Ravenling focused on enhancing the NanmiCoder/MediaCrawler repository by addressing a critical issue in the Zhihu comment scraper. They resolved a bug in the pagination logic, ensuring that the scraper could reliably process multi-page comment threads without missing data or getting stuck. This work involved refining the asynchronous programming workflow and improving the integration with Zhihu’s API, resulting in more complete and consistent data collection for analytics. Using Python and leveraging web scraping techniques, Ravenling’s fix improved the maintainability of the codebase and laid the groundwork for future enhancements to the scraper’s pagination and data integrity.