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Moltline Humanizer

by GARPHENGATEOfficialWebsiteUpdated Sep 5, 2026

Voice-matching editor for AI drafts. Free: scan for AI tells with cited evidence + fingerprint your real voice. Licence: rewrite briefs with numeric targets + closed-loop verification. Not a detector-evasion tool.

writing
editing
ai-humanizer
+5
|

CONNECT • Endpoint: https://mcp.moltlinestudio.com/humanizer (MCP Streamable HTTP) • Claude Code: claude mcp add --transport http moltline-humanizer https://mcp.moltlinestudio.com/humanizer • Cursor, Codex CLI and any other Streamable HTTP client take the same URL unchanged • Free tools need no account and no API key; every tool description says FREE. or PREMIUM (...) before you call it • Machine-readable server card: https://mcp.moltlinestudio.com/humanizer/.well-known/mcp/server-card.json

OVERVIEW Most 'humanizers' are black boxes that shuffle synonyms and promise detector evasion. Moltline Humanizer is a style tool for writers: it measures the tells of AI prose with cited evidence, builds a metric fingerprint of YOUR real voice, and verifies that a rewrite actually moved toward it without changing what you said.

KEY CAPABILITIES • ai_tell_scan — 0-100 reads-human score; every flag quotes the phrase in your draft • voice_fingerprint — a measurable profile of your real voice (sentence-length and rhythm targets) from 2+ samples, 150+ words in total • burstiness_report — per-sentence lengths, the burstiness coefficient and the flat runs • Licence: humanize_plan (rewrite brief with numeric voice targets) + verify_rewrite (before/after score, a meaning-preservation proxy and, with a fingerprint, numeric distance to your voice)

USE CASES • Make an AI first draft sound like you before it ships under your name • Audit guest posts or agency copy for machine-written boilerplate • Keep a consistent voice across a team using AI assistance

WHO THIS IS FOR Writers, marketers, and founders who use AI drafts but publish under their own voice. Deliberately makes no 'undetectable' claims — if you want to disguise assessed work, this is not your tool.

WHY MOLTLINE • Every tool tested against known answers before release • One All-Access licence ($19/month, settled in cryptocurrency through NOWPayments) unlocks the premium tools on every Moltline server - send it in the X-Moltline-License header • Support: first response <24h, confirmed defects fixed <30 days


Independently audited — MCPize Verified A (94/100) on this endpoint (https://mcp.moltlinestudio.com/humanizer) · Live check result

MCPize Health