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PrePrompt – rewrites vague prompts before they reach the LLM

PrePrompt – rewrites vague prompts before they reach the LLM

by yashdeeptehlan·Apr 28, 2026·23 points·9 comments

AI Analysis

●●SolidSlickBig Brain

Stack memory learns your preferences across sessions — FastAPI, typed code, SQLite.

Strengths
  • Pure Python heuristics classify prompts in under 1ms without API calls
  • Stack memory persists locally and compounds confidence with each prompt
  • Hooks into Claude Code UserPromptSubmit and Cursor MCP server globally
Weaknesses
  • Prompt optimization is crowded — many tools already rewrite vague requests
  • Beta-only access limits real-world testing and community feedback
Category
Target Audience

Developers using Claude Code or Cursor

Similar To

Cursor · Claude Code · PromptPerfect

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