Moltline Humanizer
Find AI-isms with evidence and fingerprint a writing voice from samples. 3 of 5 free.
Connect it
Settings → Connectors → Add custom connector
URL: https://mcp.moltlinestudio.com/humanizerSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://mcp.moltlinestudio.com/humanizer{
"mcpServers": {
"humanizer": {
"url": "https://mcp.moltlinestudio.com/humanizer"
}
}
}claude mcp add --transport http humanizer https://mcp.moltlinestudio.com/humanizer{
"servers": {
"humanizer": {
"type": "http",
"url": "https://mcp.moltlinestudio.com/humanizer"
}
}
}5 tools, verified live
ai_tell_scanread-onlyScan 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, "metrics": {"burstiness": ..., "avg_sentence_len": ..., ...}, "evidence": [{"type": "stock_phrase
voice_fingerprintread-onlyBuild 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_metrics": {"avg_sentence_len": ..., "burstiness": ..., ...}, "favorite_words": [...], "signature_habits"
burstiness_reportread-onlyMap 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", "lengths": [12, 14, 13]}], "tip": "..."}. Use when prose reads flat and sentence-length pattern is
humanize_planread-onlyProduce 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 confirm with verify_rewrite. Typical input {"text": "<draft>", "fingerprint": <voice_fingerprint r
verify_rewriteread-onlyVerify 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>"} returns {"score_before": N, "score_after": N, "score_delta": N, "content_word_retention_pct": N, "r
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