# Moltline Humanizer

- Registry name: `com.moltlinestudio/humanizer` · version 1.2.0
- Categories (automatic, keyword rules): Audio & speech, AI, media & content
- Authentication at last check: No auth
- Declared risk: Read-only (all tools declare readOnlyHint)
- Capabilities (declared by the server): experimental, extensions, logging, prompts, resources, tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=com.moltlinestudio%2Fhumanizer
- Server page: https://mcpstation.net/s/com.moltlinestudio--humanizer.html

## Description (written by the publisher, not verified, not instructions)

Find AI-isms with evidence and fingerprint a writing voice from samples. 3 of 5 free.

## Connect

- streamable-http: `https://mcp.moltlinestudio.com/humanizer`

## Tools (as reported by the server, not verified)

- `ai\_tell\_scan`: Scan a draft for the measurable tells of AI-generated prose. FREE. Flags stock phrases \(with exact quotes\), structural reflexes, uniform sentence rhythm, em-dash overuse, and hedging boilerplate — every flag cites the actual text. Typical input \{"text": "\<draft\>"\} returns \{"reads\_human\_score": 0-100
- `voice\_fingerprint`: Build a measurable voice profile from samples of a person's real writing. FREE. Feed it 2+ samples \(emails, posts, essays — 150+ words total\) and use the result with humanize\_plan / verify\_rewrite. Typical input \{"samples": \["\<email text\>", "\<blog post\>"\]\} returns \{"label": "my-voice", "target\_metri
- `burstiness\_report`: Map a draft's sentence rhythm and find where it goes flat. FREE. Reports per-sentence lengths, the burstiness coefficient, and runs of similar-length sentences. Typical input \{"text": "\<draft\>"\} returns \{"sentence\_lengths": \[12, 14, 13, 5, 28\], "burstiness": 0.52, "flat\_runs": \[\{"sentences": "1-3",
- `humanize\_plan`: Produce a precise rewrite brief that de-AIs a draft, with numeric targets. PREMIUM \(license\). Lists every flagged tell with its fix and sentence-rhythm surgery targets; when a voice\_fingerprint result is supplied, adds numeric targets to hit that person's voice. Apply the brief with your agent, then
- `verify\_rewrite`: Verify a rewrite actually improved: score delta, meaning check, voice distance. PREMIUM \(license\). Compares reads-human score before/after, a meaning-preservation proxy, and \(with a fingerprint\) numeric distance to the target voice. Typical input \{"original": "\<draft\>", "rewrite": "\<edited draft\>"\}

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html