$npx skillfedfor your agent

humanize

Humanize identifies and rewrites text that bears hallmarks of AI generation, replacing patterns like promotional language, superficial analyses, and vague attributions with natural alternatives. The skill preserves meaning while restoring voice and personality—injecting opinions, varying sentence rhythm, and adding specificity where sterile writing would otherwise remain.

Humanize removes AI writing patterns from text to make it sound more natural and human-written.

AI-generated summary based on this skill's SKILL.md

182 14 MITupdated by pproenca

Decision gist · record as of 2026-07-24

Humanize removes AI writing patterns from text to make it sound more natural and human-written. Humanize identifies and rewrites text that bears hallmarks of AI generation, replacing patterns like promotional language, superficial analyses, and vague attributions with natural alternatives. The skill preserves meaning while restoring voice and personality—injecting opinions, varying sentence rhythm, and adding specificity where sterile writing would otherwise remain.

manual: git clone https://github.com/pproenca/dot-skills → cp -r dot-skills/skills/.experimental/humanize ~/.claude/skills/humanize
skills/.experimental/humanize/SKILL.md · version 4535555f

Use it when

  • Humanize targets excessive em dashes, superficial -ing analyses, inflated symbolism, weasel words, chatbot hedging.
  • Yes.

Verify before relying

Read SKILL.md below before installing (2 files). Open directory: indexed for reading, not audited.

Same gist for agents: .md · .json

Install

pproenca/dot-skills/humanize · repository language: Shell

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

How does humanize remove AI writing patterns from my text?

Humanize scans for telltale AI markers—em dashes, rule-of-three lists, hedging phrases, vague attributions, and promotional language—then rewrites them into natural alternatives. It replaces sterile phrasing with varied sentence rhythm, specific details, and authentic voice, preserving your meaning while stripping the robotic tone.

What specific AI vocabulary and linguistic markers does humanize detect?

Humanize targets excessive em dashes, superficial -ing analyses, inflated symbolism, weasel words, chatbot hedging, and promotional flourishes. It flags vague attributions, rule-of-three overuse, and filler phrases that signal machine generation, then suggests rewrites that sound like a real person wrote them.

Can humanize make my writing sound more human and authentic?

Yes. Humanize adds personality, voice, and specificity to bland writing by injecting opinions, varying sentence structure, and replacing generic phrasing with genuine alternatives. It transforms sterile AI-generated content into text that reads as though written by someone with a real perspective and natural cadence.

Does humanize edit out promotional language and inflated symbolism?

Humanize identifies and rewrites promotional language, excessive symbolism, and marketing-speak that often accompanies AI generation. It strips inflated phrasing and restores straightforward, credible tone—removing the polished-but-hollow feel that signals machine authorship.

How does humanize fix vague attributions and superficial analyses?

Humanize detects superficial -ing constructions, vague attributions, and analyses that lack depth or specificity. It flags these patterns and suggests rewrites that ground claims in concrete detail, eliminate weasel words, and replace surface-level observations with more substantive alternatives.

What license does humanize use?

Humanize is released under the MIT license, allowing free use, modification, and distribution with minimal restrictions.

SKILL.md

Rendered from the published skill. Quoted content, verbatim.

Humanizer: Remove AI Writing Patterns

You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.

Your Task

When given text to humanize:

  1. Identify AI patterns - Scan for the patterns listed below
  2. Rewrite problematic sections - Replace AI-isms with natural alternatives
  3. Preserve meaning - Keep the core message intact
  4. Maintain voice - Match the intended tone (formal, casual, technical,

(truncated - see the full file via the links below)

File tree — 2 files
skills/.experimental/humanize/SKILL.md
skills/.experimental/humanize/metadata.json

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 › “Remove AI writing patterns and make text sound more natural”

Give your agent the search over MCP, or paste the wish link into any chat. No install? Search from any chat →

Related skills

Human Writing
by Factory-AI · Factory-AI/factory-plugins

Human Writing identifies and removes telltale signs of AI-generated text—promotional language, superficial analyses, vague attributions, and overused vocabulary—so your writing sounds like it came from a real person. Beyond just stripping AI patterns, it guides you to add genuine voice: opinions, varied rhythm, specificity, and personality that make prose feel alive.

no license declared → metadata onlyupdated Jul 2026
★ 97repo stars
Inno Humanizer
by OpenLAIR · OpenLAIR/dr-claw

Inno Humanizer identifies and eliminates signs of AI-generated writing—including promotional language, vague attributions, excessive em dashes, and superficial analyses—to restore a natural voice to your text. Beyond pattern removal, it helps inject genuine personality and perspective into writing that might otherwise feel sterile or algorithmic.

no license declared → metadata onlyupdated Jul 2026
★ 1,038repo stars
humanizer
by softaworks · softaworks/agent-toolkit

Humanizer identifies and rewrites AI-generated text patterns to restore natural voice and authenticity. It detects issues like promotional language, superficial analyses, excessive conjunctive phrases, and vague attributions, then replaces them with genuine alternatives. Beyond pattern removal, it helps inject personality and human perspective back into writing.

MITupdated Mar 2026
★ 2,243repo stars
writing-humanizer
by hairyf · hairyf/skills

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.

MITupdated Jun 2026
★ 24repo stars
humanizer
by nanoAgentTeam · nanoAgentTeam/research-claw

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.

MITupdated Jun 2026
★ 291repo stars
Humanizer
by zed-industries · zed-industries/zed

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.

no license declared → metadata onlyupdated Jul 2026
★ 87,615repo stars

More skills unslop (MIT) · writing-humanizer-zh (MIT) · Unslop (unlicensed) · Humanizer Zh (unlicensed) · fuck-slop (MIT) · writing-anti-ai (MIT) · humanizer (Apache-2.0)

Tags
ai-detectionwriting-authenticitytone-restorationcontent-editingvoice-injectionpattern-removalnatural-languagetext-refinementpersonality-enhancementauthenticity-check