humanize
Skill425 starsChanged 5 months agoMITView on GitHub
Use when the user says 'humanize', 'clean up writing', 'make it sound natural', or wants text to not sound AI-generated.
74 other projects use a version of this, 1 of them edited.
Adopted by
Most recently taken up by
- pedrohcgs/claude-code-my-workflowtheir own version, first seen Nov 8, 2026
- jmusick/skillstheir own version, first seen Nov 8, 2026
- Nossie/humanizetheir own version, first seen Nov 8, 2026
- droxey/skillstheir own version, first seen Nov 8, 2026
- lalulali/vespyrtheir own version, first seen Nov 6, 2026
- angusfretwell/skillstheir own version, first seen Nov 4, 2026
Used with
Projects with it also use humanize-redo, humanize-korean and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
dawn840705Skillhumanize-redo
가장 최근 윤문 결과를 2차로 다시 다듬는다 — 특정 카테고리·문단·강도 조정도 가능. humanize-korean 의 윤문 콜을 기존 run_id 에 재실행해 잔존 finding 을 처리한다. 트리거 — "$humanize-redo". **명시적 슬래시 호출 전용** — 자연어 후속 요청은 `humanize-korean` 오케스트레이터가 받는다.
Also in 5 projects that use this
mskim8717Skillhumanize-korean
AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 "사람이 쓴 글처럼" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — "AI 티 없애줘", "AI 같은 글 자연스럽게", "GPT/ChatGPT 문체", "AI 번역투 고쳐", "사람이 쓴 것처럼 윤문", "AI 윤문", "ChatGPT 티 제거", "한글 AI 탐지·윤문", "AI 글 사람처럼", "번역투 제거", "영어 인용 많은 글 윤문", "AI 글 티 안 나게", "휴머나이저", "humanize Korean", "AI detector bypass 한글". 후속 작업 — "특정 카테고리만 다시", "윤문 강도 조정", "장르 바꿔서", "이 문단만", "2차 윤문" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.
Also in 3 projects that use this
CoralGameSkillperf-profile
Structured performance profiling workflow. Identifies bottlenecks, measures against budgets, and generates optimization recommendations with priority rankings.
Also in 3 projects that use this
Rayan55050Skillcontent
Создание контента: посты, статьи, тексты
Also in 3 projects that use this
luischanciSkillproofread
Run the proofreading protocol on manuscript files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files.
Also in 3 projects that use this
insight68Skillpricing
Help figure out pricing for a product or service using minimalist entrepreneur principles. Use when someone is setting prices, considering price changes, or struggling with what to charge.
Also in 3 projects that use this
Other versions74 projects use a version of this.
Word for word · 0
None found.
Edited · 1
- vbrevik/claude_code_skills★ 098% same
Wrote their own version · 73
- epoko77-ai/im-not-ai★ 6ksame name
- pedrohcgs/claude-code-my-workflow★ 1.7ksame name
- PolyArch/humanize★ 1.5ksame name
- Mathews-Tom/armory★ 340same name
- whawkinsiv/solo-founder-skills★ 260same name
- whawkinsiv/claude-code-skills★ 258same name
- c-kick/hnl-agent-skills★ 56same name
- tzengyuxio/skills★ 45same name
- amondnet/yoonmoon★ 17same name
- dawn840705/codex-code-studios★ 17same name
63 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository87 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- memstack-automation-api-integrationSkill
- memstack-automation-content-pipelineSkill
- memstack-automation-cron-schedulerSkill
- memstack-automation-hosted-mcp-catalogSkill
- memstack-automation-n8n-workflow-builderSkill
- memstack-automation-webhook-designerSkill
- memstack-business-client-onboardingSkill
- memstack-business-contract-templateSkill
- memstack-business-financial-modelSkill
- memstack-business-freelancer-toolkitSkill
- memstack-business-gdprSkill
- memstack-business-invoice-generatorSkill
- memstack-business-licensingSkill
- memstack-business-proposal-writerSkill
- memstack-business-scope-of-workSkill
- memstack-business-sop-builderSkill
- compressSkill
- memstack-content-blog-postSkill
- memstack-content-email-sequenceSkill
- memstack-content-landing-page-copySkill
- memstack-content-newsletterSkill
- memstack-content-product-descriptionSkill
- memstack-content-tiktok-scriptSkill
- memstack-content-twitter-threadSkill
- memstack-content-youtube-scriptSkill
- memstack-deployment-ci-cd-pipelineSkill
- memstack-deployment-docker-setupSkill
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- memstack-deployment-hetzner-setupSkill
- memstack-deployment-netlify-deploySkill
- memstack-deployment-railway-deploySkill
- memstack-development-api-designerSkill
- memstack-development-changelog-generatorSkill
- memstack-development-code-reviewerSkill
- memstack-development-mentorSkill
- memstack-development-migration-plannerSkill
- memstack-development-performance-auditSkill
- memstack-development-refactor-plannerSkill
- memstack-development-test-writerSkill
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- diarySkill
- echoSkill
- familiarSkill
- forgeSkill
- goalSkill
- governorSkill
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- memstack-marketing-competitor-analysisSkill
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- memstack-marketing-google-adSkill
- memstack-marketing-launch-planSkill
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- memstack-marketing-pricing-strategySkill
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- memstack-marketing-webinar-scriptSkill
- memstack-product-feature-specSkill
- memstack-product-feedback-analyzerSkill
- memstack-product-mvp-scoperSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 6 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 64 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 13
When this skill activates, output:
- Distinctive: line 58
Bullet-point-itis: Every section as bullets → Mix in short paragraphs
- Distinctive: line 66
Lead with the point: Don't build up to it
- Distinctive: line 67
Shorter sentences: If a sentence has a comma and an "and", consider splitting it
- Distinctive: line 71
Cut the filler: If removing a word doesn't change the meaning, remove it
- Distinctive: line 72
Read it aloud: If it sounds like a press release, rewrite it
“Common” is measured: kept by at least 6 in 10 of the 64 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
✍️ Humanize: Rewriting for Natural Voice...
Remove AI tells and rewrite content to sound like a human wrote it.
Activation
When this skill activates, output:
✍️ Humanize: Rewriting for natural voice...
Then execute the protocol below.
Context Guard
| Context | Status | Priority |
| User says "humanize", "make it sound human/natural" | ACTIVE: rewrite content | P1 |
| User says "clean up this writing", "remove AI tone" | ACTIVE: rewrite content | P1 |
| User says "rewrite for blog/social/client" | ACTIVE, rewrite with audience in mind | P2 |
| User is writing code or technical docs (API refs, JSDoc) | DORMANT, technical writing is fine as-is | none |
| User is writing commit messages or changelogs | DORMANT, these have their own format | none |
Protocol
Step 1: Identify AI Patterns
Scan the content for these common AI writing tells:
Words to eliminate or replace:
| AI Pattern | Replace With |
| "delve", "delve into" | "explore", "look at", "dig into" |
| "leverage" | "use", "take advantage of" |
| "utilize" | "use" |
| "facilitate" | "help", "make easier" |
| "comprehensive" | (often removable, or "thorough", "complete") |
| "robust" | "solid", "strong", "reliable" |
| "streamline" | "simplify", "speed up" |
| "moreover", "furthermore" | (cut entirely or use "also", "and") |
| "it's important to note" | (cut: just state the thing) |
| "in conclusion" | (cut, the reader knows it's the end) |
| "in today's [X] landscape" | (cut entirely) |
| "game-changer" | (be specific about the benefit) |
| "navigate" (non-literal) | "deal with", "handle", "work through" |
| "paradigm" | (use a concrete noun instead) |
| "synergy" | "overlap", "combination", "fit" |
Structural patterns to fix:
- Excessive hedging: "It might be worth considering that perhaps..." → Just say the thing
- Hollow transitions: "Now, let's turn our attention to..." → Cut, or use a heading
- Overlong intros: "In the ever-evolving world of..." → Start with the point
- Bullet-point-itis: Every section as bullets → Mix in short paragraphs
- Triple emphasis: "truly remarkable and incredibly powerful" → Pick one adjective
- Sycophantic openings: "Great question!" → Don't; just answer
- Unnecessary qualifiers: "very", "really", "quite", "rather" → Usually cuttable
Step 2: Rewrite
Apply these principles:
- Lead with the point: Don't build up to it
- Shorter sentences: If a sentence has a comma and an "and", consider splitting it
- Active voice: "The team built X" not "X was built by the team"
- Concrete over abstract: Specific examples beat general claims
- Vary rhythm: Mix short punchy sentences with longer ones. Not all the same length.
- Cut the filler: If removing a word doesn't change the meaning, remove it
- Read it aloud: If it sounds like a press release, rewrite it
Step 3: Preserve
Do NOT change:
- Technical accuracy or meaning
- Code examples or technical terms
- Proper nouns, brand names, acronyms
- Intentional formatting (headings, lists where appropriate)
- The author's actual opinions or arguments
Step 4: Present
Show the rewritten version. If the changes are substantial, briefly note what was changed:
- "Removed hedging and filler from intro"
- "Replaced passive voice throughout"
- "Cut 40%: mostly redundant transitions"
Inputs
- Text content to humanize (from user's prompt, clipboard, or a file)
- Optional: target audience (blog readers, clients, social media)
Outputs
- Rewritten content with AI patterns removed
- Brief summary of changes made
Example Usage
User: "Humanize this paragraph"
In today's rapidly evolving digital landscape, it's important to note that leveraging comprehensive AI solutions can facilitate robust workflow optimization. Moreover, these game-changing tools enable organizations to navigate complex challenges and streamline their operations.
✍️ Humanize: Rewriting for natural voice...
AI tools speed up your workflow. They handle the repetitive stuff so your
team can focus on work that actually matters.
Changes: Cut filler intro, replaced "leverage/facilitate/robust/streamline"
with plain language, removed empty transitions, reduced from 41 words to 22.Level History
- Lv.1: Base: AI pattern detection and rewrite protocol. Curated replacement table, structural fixes, voice guidelines. (Origin: MemStack v3.1, Feb 2026)
Does it work?
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
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