
Prose CoachVerifiedFeatured
@prose.coach
About Prose Coach
Deterministic writing filter. 43 AI patterns marked, each quoting the line that triggered it and attaching the fix. Connects as a remote MCP server at one URL. The free tier runs 3 drafts a day at 12,000 characters, no account needed.
Connection details
https://www.prose.coach/mcpSetup
claude mcp add prose-coach --transport http https://www.prose.coach/mcpTools
1Scan a draft for the patterns that make writing read as AI-generated: banned vocabulary, structural tells (triplets, negation formulas, summary closers, colon chains, flat rhythm), and pattern density scored against the accumulation threshold. Deterministic — the same text always returns the same findings. Run this before showing the user any outward-facing draft: an email, a post, a cover letter, marketing copy, a blog article. Returns each finding with the evidence quoted from the text and the fix.
Overview
AI gets a draft moving. It also reaches for the same moves across every draft.
Prose Coach is a deterministic writing filter that marks 43 of those moves. A fixed rule set runs over your text and flags what's there. Some findings are vocabulary. Most are structural: a triplet where two items would do, or a closer that just restates the paragraph above it. Density gets scored against an accumulation threshold, because one marker is noise and six is a habit.
Every finding quotes the sentence that triggered it and attaches the fix. Two runs on the same text return the same findings, because no language model reads what you wrote.
What it doesn't do
It doesn't score your draft for AI, and it doesn't hand back a laundered version you have to trust. Detection scores are probabilistic and can't be checked against anything. The revision happens in your own client. A finding quotes your sentence and names the rule behind it, then your model makes that edit while you watch it happen.
Tools
| Tool | Tier | What it returns |
|---|---|---|
scan_draft | Free | Every finding with the line quoted and the fix attached |
coach_draft | PRO | The scan, plus the written rule behind each finding, the scope map for your content type, and the judgment layers |
verify_revision | PRO | A before-and-after diff: patterns resolved, reduced, still present, or newly introduced |
Two prompts ship alongside them, scan and polish.
Tiers
FREE runs all 43 patterns at three drafts a day, 12,000 characters per request. Re-scanning a draft after edits doesn't count against the limit.
PRO is $5 a month or $50 a year. The daily limit comes off, requests go to 200,000 characters, and coach_draft tells your model which revision passes to run and what to leave alone.
Connect
One URL, about two minutes:
https://www.prose.coach/mcp
Per-client setup lives at prose.coach/connect. A browser scanner at prose.coach runs the same engine if you want to try it before connecting anything.
Frequently asked questions
What is the Prose Coach remote MCP server?
The Prose Coach remote MCP server is a hosted Model Context Protocol endpoint at https://www.prose.coach/mcp, so AI assistants can connect to it without installing or running anything locally.
How do I connect to the Prose Coach MCP server?
Add the endpoint https://www.prose.coach/mcp to any MCP-compatible client such as Claude Code, Cursor, or VS Code. The setup snippets on this page configure each client in one step.
Does the Prose Coach MCP server require authentication?
No. Prose Coach's MCP server does not require authentication — you can connect directly with the endpoint URL.
Which transport does the Prose Coach MCP server use?
Prose Coach exposes a Streamable HTTP endpoint, the transport used by remote MCP servers and supported by all major MCP clients.
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