A niche web tool finds games, movies, and books from vague memories

Tip Of My Tongue is a web tool for finding a forgotten game, movie, show, or book when someone only remembers vague details. Regular chatbots can sometimes help with this, but they can also make up fake studios or give a confident wrong answer. This tool does not ask an LLM to guess directly from memory.

First, AI reads the messy memory and turns it into clean JSON search details. Then n8n sends the search to real through APIs, including RAWG for games, TMDB for movies and shows, and Google Books. Finally, a Judge AI step compares the search results with the original memory and scores the possible matches.

The is custom HTML, , and CSS, while the back end is built with no-code in n8n.

Key points

  • The tool helps people identify forgotten games, movies, shows, and books from vague .
  • It tries to reduce confident wrong answers by using real instead of only chatbot guessing.
  • AI turns the user’s messy memory into JSON search details.
  • n8n routes searches to APIs such as RAWG, TMDB, and Google Books.
  • A Judge AI step compares candidates with the original memory and scores them.
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