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The Write Stuff

About

A real-time writing assistant that checks content against content style guides and provides constructive feedback with suggested rewrites.

Features

Error Highlighting

Hover over feedback to highlight corresponding text in the editor

  • Real-time analysis: Feedback appears after one stops typing
  • Three feedback types: Issues (violations), positives (on-brand writing), and suggestions (improvements)
  • Suggested rewrites: Get full text rewrites that follow the style guide
  • Shareable links: Share your text analysis via URL

Technical Details

  • Client-side RAG: Retrieval-Augmented Generation pipeline runs entirely in the browser
  • Vector search: Pre-computed style guide embeddings with cosine similarity search
  • Streaming UI: Vercel AI SDK for structured streaming output

Stack

React, Vite, TypeScript, Tailwind CSS, OpenAI embeddings, Zod schema validation