Humanizer
Humanizer identifies telltale signs of artificial writing—promotional language, superficial analysis, excessive em dashes, and AI vocabulary—then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person.
Humanizer removes AI writing patterns to make text sound natural and authentically human-written.
AI-generated summary based on this skill's SKILL.md
Decision gist · record as of 2026-07-14
Humanizer removes AI writing patterns to make text sound natural and authentically human-written. Humanizer identifies telltale signs of artificial writing—promotional language, superficial analysis, excessive em dashes, and AI vocabulary—then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person.
Use it when
- Yes.
- Humanizer makes AI writing less obvious by identifying and removing signature AI markers—such as overly promotional phrasing.
Install
trailofbits/skills-curated/humanizer · repository language: Python
generated, unverified - the skill's exact subdirectory could not be determined; check the repository on GitHub
Open directory. Skills are indexed for reading, not audited. Review a skill's body before installing it.
Frequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
What does Humanizer do?
Humanizer identifies telltale signs of artificial writing—promotional language, superficial analysis, excessive em dashes, and AI vocabulary—then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person.
Can Humanizer convert robotic writing to natural language?
Yes. Humanizer specializes in converting robotic writing to natural language by detecting machine-generated patterns and rewriting them with authentic voice and conversational tone. It transforms stiff, templated, or obviously automated text into prose that sounds like it was written by a human.
How does Humanizer make AI writing less obvious?
Humanizer makes AI writing less obvious by identifying and removing signature AI markers—such as overly promotional phrasing, generic analysis, repetitive em dashes, and robotic vocabulary. It then rewrites the content to inject genuine personality and natural flow, reducing detectability as machine-generated text.
What kind of content can Humanizer improve?
Humanizer improves any AI-generated or templated content, including LLM drafts, automated reports, marketing copy, and robotic documentation. It polishes writing to sound more conversational and authentic, making it suitable for professional communication, creative work, and any context where human-like readability matters.
Is Humanizer available under an open license?
Yes. Humanizer is licensed under CC-BY-SA-4.0, an open license that allows you to use, modify, and share the skill freely while crediting the original work and maintaining the same license terms.
Let your AI agent find skills like this
Example. Real query, live index.
You found this page by searching. An agent finds it by wishing: SkillFed indexes 56,283 agent skills by what they can do, searchable in plain language.
wish › “Convert AI-generated or robotic text into natural, human-sounding language”
Give your agent the search over MCP, or paste the wish link into any chat. No install? Search from any chat →
Related skills
Humanizer identifies and rewrites AI-generated text patterns to restore natural, human voice. It scans for 28 specific patterns across content, language, style, and communication categories, analyzes statistical indicators like burstiness and vocabulary diversity, and suggests rewrites that preserve meaning while adding authentic personality. Use it to review drafts for AI markers or transform sterile output into writing that sounds like it came from an actual person.
Humanizer identifies telltale signs of AI-generated text—including promotional language, superficial analyses, em dash overuse, and artificial vocabulary—then rewrites problematic sections to restore natural voice. Beyond pattern removal, it injects personality and authenticity by varying sentence rhythm, adding opinions, and preserving human complexity that sterile writing lacks.
Humanizer identifies and rewrites text that bears hallmarks of AI generation, replacing sterile patterns with genuine personality and natural rhythm. It scans for 24 common AI writing signatures—from significance inflation to synonym cycling—then reconstructs passages with opinions, specificity, and human imperfection. The skill goes beyond pattern removal to inject actual voice, ensuring your writing sounds like it came from a thinking person, not an algorithm.
Humanizer transforms stiff, formulaic writing into natural prose by stripping away common LLM artifacts—vague hedging, inflated vocabulary, and boilerplate phrases. It preserves factual claims and intent while tightening rhythm and specificity. Use it when content sounds generic, overly polished, or like it came from a chatbot.
Humanizer scans text for telltale AI patterns—vague attributions, excessive em dashes, promotional phrasing, and passive constructions—then rewrites them to sound genuinely human. It can match your own writing voice if you provide a sample, and goes beyond pattern removal to inject personality and opinion where the writing feels sterile.
This skill detects and fixes telltale signs of AI-generated text—from promotional language and rule-of-three patterns to em dash overuse and AI vocabulary. Beyond removing these markers, it injects genuine voice and personality into writing, ensuring your text reads like it came from a real person, not an algorithm.
More skills humanizer (Apache-2.0) · humanizer (MIT) · unslop (MIT) · writing-anti-ai (MIT)