How does relevance and sorting work?

Last updated: 3 months ago

Cathopic uses advanced algorithms to show you the most relevant results and offers multiple sorting options to help you find exactly what you need.

Default relevance

When you search, results are automatically ranked by relevance based on:

  • Keyword matching: How well your search term matches the image title, description, and tags

  • Typo tolerance: The search engine can understand and correct minor typos

  • Proximity: How close search terms appear together in the content

  • Recent popularity: Images that have been downloaded frequently in the past week are prioritized

This default ranking is powered by Algolia, our search provider, which uses machine learning to continuously improve result quality.

Available sorting options

You can change how results are sorted using the sort dropdown:

Popular (default):

  • Shows images with recent download activity

  • Calculated based on all-time downloads minus downloads from the past week

  • Highlights trending and currently popular content

Most recent:

  • Shows newest uploads first

  • Great for discovering fresh content

  • Helps you see what contributors have recently added

Popular all-time:

  • Shows images sorted by total number of downloads ever

  • Displays the most downloaded content in Cathopic's history

  • Great for finding proven, widely-used images

Most voted:

  • Shows images sorted by number of user votes

  • Highlights content that the community has explicitly endorsed

  • Can reveal hidden gems that users love

How sorting interacts with search

  • When you use the search bar, relevance is always considered first

  • Sorting options then re-order those relevant results

  • This ensures you get both relevant AND well-organized results

Empty searches

If you browse without a search term, sorting becomes the primary ranking method, letting you explore content organized purely by popularity, recency, or votes.

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