clapback-reactions

Automated reaction GIFs for broken prompts are generated by detecting self-contradictions, typos, and vagueness in a user message, then triggering a single dry one-liner alongside a contextual GIF rendered via the MCP server.

Multilingual clapback detection works across non-English inputs by identifying prompt issues like impossible asks and self-roasts, then delivering a language-specific single-line response paired with a reaction GIF in the user's detected language.

Handling meme requests and self-roasts in chat prompts is best done by detecting these explicit patterns and responding with a single dry one-liner from a fixed bank, paired with a non-intrusive reaction GIF for quick visual feedback.

Reaction GIFs can be used safely because the detection enforces safety-first rules that avoid triggering on distress cases, while also maintaining a strict one-reaction-per-turn discipline to keep responses non-harmful.

The clapback response limits to one GIF per turn to enforce non-intrusive feedback discipline, ensuring the reaction remains a quick visual cue rather than overwhelming the user's chat interface with multiple animations.

Automated prompt detection should not be used when a user message indicates distress or requires genuine empathetic assistance, as the safety rules deliberately bypass clapback reactions in those sensitive contexts.