Prose Coach

AI writing filter that flags patterns in drafts that read as machine-made.

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Prose Coach is an AI writing filter that connects to Claude, Cursor, or Codex via MCP and checks a draft against 43 patterns associated with machine-made writing. Instead of a single score, it gives a coaching brief naming the specific lines to change and why, aimed at writers who want AI-assisted drafts to read more naturally.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of Prose Coach - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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