Moltline Humanizer
mcp remote · streamable-http · v1.2.0 · source: crawl
https://mcp.moltlinestudio.com/humanizer
https://github.com/GarphenGate/moltline-mcp
Find AI-isms with evidence and fingerprint a writing voice from samples. 3 of 5 free.
Works
100
Verified Oct 31, 2026 · p50 544 ms · p95 614 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'moltline-humanizer' |
| tools_listed | 15 | pass | 5 tools |
| schema_complete | 15 | pass | 5 of 5 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 544 ms |
| latency_p95 | 5 | pass | p95 614 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (5)
| Name | Description | Schema |
|---|---|---|
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. Eve | typed |
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. Ty | typed |
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>"} retu | typed |
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 resul | typed |
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) nume | typed |
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[](https://app.agent-xm.com/a/com-moltlinestudio-humanizer)
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