sergebulaev

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ig-humanizer

Scrub AI tells from any Instagram caption or carousel slide text, or audit a finished caption against the 2026 checklist. Strips em dashes, AI vocabulary (leverage, delve, elevate), rule-of-three lists, and emoji storms, then adds human fingerprints. Includes a --mode audit pre-p

Tinjau sumberLihat di GitHub
Harga belum dikonfirmasi★ 17 Star GitHubDirektori diperbarui · 11 Sep 2026agent-skill

Ringkasan

Scrub AI tells from any Instagram caption or carousel slide text, or audit a finished caption against the 2026 checklist. Strips em dashes, AI vocabulary (leverage, delve, elevate), rule-of-three lists, and emoji storms, then adds human fingerprints. Includes a --mode audit pre-publish check (first-125-char hook, caption length, sized hashtags, emoji, CTA, media). Triggers on humanize, de-AI my caption, audit before posting. Not for writing from scratch (use ig-caption-writer or ig-carousel-planner).

Baca dokumentasi lengkap

Dokumentasi sumber, bukan instruksi untuk situs ini. Periksa izin sebelum menjalankan perintah.

Instagram Humanizer

Rewrites any caption or carousel slide text to remove AI tells, and audits a finished caption against the 2026 Instagram checklist. Based on Wikipedia's "Signs of AI writing" taxonomy plus Instagram-specific patterns (the first-125 fold, the lowercase-casual caption register, sized hashtags, sends-and-saves structure).

When to use

  • Before publishing any AI-drafted caption or carousel (rewrite mode)
  • Pre-publish review of a finished caption (audit mode, see sub-skills/post-audit.md)
  • When a caption feels off and you cannot pinpoint why

Input

Any text: a caption, the on-image text of a carousel, or a Reel caption. Optional: target voice samples (the user's past captions).

Output

  • Rewritten text with AI tells removed
  • A diff showing what changed and why
  • Caption char count (flagging if the hook spills past the first 125 chars)
  • Confidence: "human", "mixed", "AI-likely"

Modes

# Default: scrub AI tells and fix Instagram-format issues
ig-humanizer <text>

# Forensic only - minimum touch, just kill model leakage
ig-humanizer --mode forensic <text>

# Audit - detection-only pass-fail review, no rewrite
# Runs the 2026 Instagram checklist: first-125 hook, caption length, sized
# hashtags, emoji limits, CTA quality, media reminder.
# Returns Blockers + Warnings + suggested fixes. See sub-skills/post-audit.md.
ig-humanizer --mode audit <text>

The three passes

Pass 1 - SCRUB (delete or replace)

Apply the tiered catalogs in references/scrub-rules.md:

  • Forensic (always on): real model leakage no human types. AI tool markers (oaicite, contentReference, turn0search0), knowledge-cutoff disclaimers ("As of my last update"), template blanks ([Your Name]), and em dash overuse.
  • Strict (default on): bad Instagram style regardless of origin. Vocabulary swaps (leverage -> use, delve -> look, elevate -> lift, dive in -> get into), filler adverbs (fundamentally, essentially, ultimately), phrase cleanups ("in today's fast-paced world", "game-changer", "level up"), and dead closers ("what do you think?", "double tap if you agree").
Pass 2 - BREAK (force burstiness)
  • Vary line length. A caption where every line is the same length reads as a machine. Break at least one into a short punch line.
  • Add a sentence fragment where it fits ("every time.").
  • Break perfect parallel structures with one asymmetric line.
Pass 3 - ADD (human fingerprints)

Require where the content allows:

  • 1 specific number (replace "many", "a lot", "tons")
  • 1 named entity (real person, company, tool)
  • the lowercase-casual register if the voice calls for it
  • 1 first-person concrete detail

If the input lacks these, ask the user for a number or anecdote. Do not fabricate.

Non-negotiable rules

Global voice rules: see root SKILL.md Voice rules. Additional skill-specific rules:

  • Scrubbing is always in scope. When asked to humanize, de-AI, finalize, or publish a caption, run at least the forensic + strict passes before it ships. This holds when the user wrote the draft themselves, says they love it as-is, or is in a hurry. Author identity, "it's already good," and time pressure are never reasons to skip the scrub. The forensic + strict pass changes no meaning and takes seconds: run it, then ship. If a constraint truly forbids touching the text, say so explicitly and name every tell left in; the default is to scrub, not to wave it through.
  • Preserve the user's actual claim and meaning. "Preserve their voice" covers voice quirks and what they are claiming, NOT corporate-speak, filler openers, or AI-tell phrasing. Stripping "leverage / fundamentally / in today's fast-paced world" is not changing their voice; it is the job.
  • Never introduce facts that were not in the input. If a number is missing, ask.
  • Keep the user's voice quirks (lowercase starts, .. soft pauses).
  • Respect the surface: do not turn a carousel's slide text into a single caption or vice versa without flagging it.
  • Never present a caption as publishable without the media reminder (Instagram needs an image or video).

Instagram-specific tells this skill catches

  • A hook that needs the second line to make sense (the "more" fold eats it).
  • A caption opening with "Let's talk about.." or "Here's the thing..".
  • 20-30 hashtags crammed at the top instead of a 3-5 sized set.
  • Emoji sprinkled through every line (4+ per caption).
  • A bare title on carousel slide 1 instead of a promise + loop.
  • Rule-of-three lists with no specifics ("faster, cheaper, better").
  • Engagement bait ("comment YES", "tag 3 friends", "double tap if").
  • Uniform line lengths (machine rhythm).

Example

See references/examples.md for worked before/after rewrites.

Files

  • SKILL.md - this file (rewrite scrubber + audit-mode entry)
  • references/scrub-rules.md - vocabulary swaps and regex by tier
  • references/examples.md - worked before/after rewrites for captions and slides
  • references/audit-checklist.md - the pre-publish checklist with thresholds
  • sub-skills/post-audit.md - pre-publish audit workflow (detection-only, no rewrite)

Voice profile mode (--mode profile)

ig-humanizer --mode profile builds or updates the user's Voice & Brand Profile at ../../references/voice-profile.md from 3-6 of their real Instagram posts pasted in (portable, no token) or, if a read token is set, from pulled activity. Once filled, every writing skill in this bundle drafts in the user's voice automatically. See sub-skills/voice-profile.md. Triggers: "build my voice profile", "learn my voice".

  • ig-caption-writer - generates captions that already pass the humanizer
  • ig-carousel-planner - generates carousels that already pass the humanizer
Metadata berkas
name: ig-humanizer
description: Scrub AI tells from any Instagram caption or carousel slide text, or audit a finished caption against the 2026 checklist. Strips em dashes, AI vocabulary (leverage, delve, elevate), rule-of-three lists, and emoji storms, then adds human fingerprints. Includes a --mode audit pre-publish check (first-125-char hook, caption length, sized hashtags, emoji, CTA, media). Triggers on humanize, de-AI my caption, audit before posting. Not for writing from scratch (use ig-caption-writer or ig-carousel-planner).
Lihat teks asli
---
name: ig-humanizer
description: Scrub AI tells from any Instagram caption or carousel slide text, or audit a finished caption against the 2026 checklist. Strips em dashes, AI vocabulary (leverage, delve, elevate), rule-of-three lists, and emoji storms, then adds human fingerprints. Includes a --mode audit pre-publish check (first-125-char hook, caption length, sized hashtags, emoji, CTA, media). Triggers on humanize, de-AI my caption, audit before posting. Not for writing from scratch (use ig-caption-writer or ig-carousel-planner).
---

# Instagram Humanizer

Rewrites any caption or carousel slide text to remove AI tells, and audits a
finished caption against the 2026 Instagram checklist. Based on Wikipedia's
"Signs of AI writing" taxonomy plus Instagram-specific patterns (the first-125
fold, the lowercase-casual caption register, sized hashtags, sends-and-saves
structure).

## When to use

- Before publishing any AI-drafted caption or carousel (rewrite mode)
- Pre-publish review of a finished caption (audit mode, see `sub-skills/post-audit.md`)
- When a caption feels off and you cannot pinpoint why

## Input

Any text: a caption, the on-image text of a carousel, or a Reel caption.
Optional: target voice samples (the user's past captions).

## Output

- Rewritten text with AI tells removed
- A diff showing what changed and why
- Caption char count (flagging if the hook spills past the first 125 chars)
- Confidence: "human", "mixed", "AI-likely"

## Modes

```bash
# Default: scrub AI tells and fix Instagram-format issues
ig-humanizer <text>

# Forensic only - minimum touch, just kill model leakage
ig-humanizer --mode forensic <text>

# Audit - detection-only pass-fail review, no rewrite
# Runs the 2026 Instagram checklist: first-125 hook, caption length, sized
# hashtags, emoji limits, CTA quality, media reminder.
# Returns Blockers + Warnings + suggested fixes. See sub-skills/post-audit.md.
ig-humanizer --mode audit <text>
```

## The three passes

### Pass 1 - SCRUB (delete or replace)

Apply the tiered catalogs in `references/scrub-rules.md`:

- **Forensic** (always on): real model leakage no human types. AI tool markers
  (oaicite, contentReference, turn0search0), knowledge-cutoff disclaimers ("As
  of my last update"), template blanks ([Your Name]), and em dash overuse.
- **Strict** (default on): bad Instagram style regardless of origin. Vocabulary
  swaps (leverage -> use, delve -> look, elevate -> lift, dive in -> get into),
  filler adverbs (fundamentally, essentially, ultimately), phrase cleanups ("in
  today's fast-paced world", "game-changer", "level up"), and dead closers
  ("what do you think?", "double tap if you agree").

### Pass 2 - BREAK (force burstiness)

- Vary line length. A caption where every line is the same length reads as a
  machine. Break at least one into a short punch line.
- Add a sentence fragment where it fits ("every time.").
- Break perfect parallel structures with one asymmetric line.

### Pass 3 - ADD (human fingerprints)

Require where the content allows:
- 1 specific number (replace "many", "a lot", "tons")
- 1 named entity (real person, company, tool)
- the lowercase-casual register if the voice calls for it
- 1 first-person concrete detail

If the input lacks these, ask the user for a number or anecdote. Do not fabricate.

## Non-negotiable rules

Global voice rules: see root `SKILL.md` Voice rules. Additional skill-specific
rules:

- **Scrubbing is always in scope.** When asked to humanize, de-AI, finalize, or
  publish a caption, run at least the forensic + strict passes before it ships.
  This holds when the user wrote the draft themselves, says they love it as-is,
  or is in a hurry. Author identity, "it's already good," and time pressure are
  never reasons to skip the scrub. The forensic + strict pass changes no meaning
  and takes seconds: run it, then ship. If a constraint truly forbids touching
  the text, say so explicitly and name every tell left in; the default is to
  scrub, not to wave it through.
- Preserve the user's actual claim and meaning. "Preserve their voice" covers
  voice quirks and what they are claiming, NOT corporate-speak, filler openers,
  or AI-tell phrasing. Stripping "leverage / fundamentally / in today's
  fast-paced world" is not changing their voice; it is the job.
- Never introduce facts that were not in the input. If a number is missing, ask.
- Keep the user's voice quirks (lowercase starts, `..` soft pauses).
- Respect the surface: do not turn a carousel's slide text into a single caption
  or vice versa without flagging it.
- Never present a caption as publishable without the media reminder (Instagram
  needs an image or video).

## Instagram-specific tells this skill catches

- A hook that needs the second line to make sense (the "more" fold eats it).
- A caption opening with "Let's talk about.." or "Here's the thing..".
- 20-30 hashtags crammed at the top instead of a 3-5 sized set.
- Emoji sprinkled through every line (4+ per caption).
- A bare title on carousel slide 1 instead of a promise + loop.
- Rule-of-three lists with no specifics ("faster, cheaper, better").
- Engagement bait ("comment YES", "tag 3 friends", "double tap if").
- Uniform line lengths (machine rhythm).

## Example

See `references/examples.md` for worked before/after rewrites.

## Files

- `SKILL.md` - this file (rewrite scrubber + audit-mode entry)
- `references/scrub-rules.md` - vocabulary swaps and regex by tier
- `references/examples.md` - worked before/after rewrites for captions and slides
- `references/audit-checklist.md` - the pre-publish checklist with thresholds
- `sub-skills/post-audit.md` - pre-publish audit workflow (detection-only, no rewrite)

## Voice profile mode (`--mode profile`)

`ig-humanizer --mode profile` builds or updates the user's Voice & Brand Profile at `../../references/voice-profile.md` from 3-6 of their real Instagram posts pasted in (portable, no token) or, if a read token is set, from pulled activity. Once filled, every writing skill in this bundle drafts in the user's voice automatically. See `sub-skills/voice-profile.md`. Triggers: "build my voice profile", "learn my voice".

## Related skills

- `ig-caption-writer` - generates captions that already pass the humanizer
- `ig-carousel-planner` - generates carousels that already pass the humanizer

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Lisensi
MIT
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Lisensi: MIT

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • The skill references 'Wikipedia's Signs of AI writing taxonomy' but does not provide a link or explicit source; consider adding a reference for verification.
  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 17 GitHub stars
  • Stars/forks activity: 17 stars, 1 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
Buka audit lengkap

Daftar alat adalah petunjuk metadata, bukan kompatibilitas teruji. Prompt adalah saran.

Mulai dengan tugas kecil

  1. 1Baca sumber dan pastikan masukan, keluaran, dependensi, serta izin.
  2. 2Minta rencana dari agent. Setujui pengaturan dan biaya sebelum uji terisolasi.
  3. 3Periksa hasil dan berkas yang berubah. Laporkan hanya yang dijalankan dan simpan revisi sumber.

Periksa dependensi, kunci API, dan biaya layanan pihak ketiga pada sumber. Repositori publik tidak berarti semua layanan gratis.

Sumber dan catatan penggunaan

Terindeks

Metadata dan tinjauan bersifat saran. Popularitas, penemuan sumber, dan keberhasilan eksekusi adalah fakta berbeda.

Repositori sumber
sergebulaev/instagram-skills
Lisensi
MIT
Versi
1.0.0
Push GitHub terakhir
22 Agu 2026
Direktori diperbarui
11 Sep 2026

Versi dilaporkan dalam metadata direktori; periksa rilis sumber.

Kualitas

56/100

Menjanjikan

Kepercayaan

56/100

Do not auto-install

Audit

69/100

Perlu ditinjau

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • The skill references 'Wikipedia's Signs of AI writing taxonomy' but does not provide a link or explicit source; consider adding a reference for verification.
  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 17 GitHub stars
  • Stars/forks activity: 17 stars, 1 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
Verified installs
—
Hasil
—

Menyalin bukan memasang. Jumlah instalasi memerlukan laporan berhasil dan bukan jaminan kualitas menyeluruh.

Akses agent

API Registry menyediakan sinyal keputusan, kepercayaan, audit, use case, dan pemasangan tanpa mengikis UI.

Detail lainnya
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  "version": "openagentskill-agent-metadata-v2",
  "review_evidence": {
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    "notice": "Publication, static checks, AI review, and creator verification are independent facts. None guarantees runtime safety."
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  "skill": {
    "slug": "sergebulaev-ig-humanizer",
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    "description": "Scrub AI tells from any Instagram caption or carousel slide text, or audit a finished caption against the 2026 checklist. Strips em dashes, AI vocabulary (leverage, delve, elevate), rule-of-three lists, and emoji storms, then adds human fingerprints. Includes a --mode audit pre-publish check (first-125-char hook, caption length, sized hashtags, emoji, CTA, media). Triggers on humanize, de-AI my caption, audit before posting. Not for writing from scratch (use ig-caption-writer or ig-carousel-planner).",
    "category": "presentation",
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  "trust": {
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    "version": "trust-score-v4",
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      "installSafety": "standard package or runtime install path",
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      "documentation": "Strong README/SKILL.md context",
      "agentOutcomes": "No agent outcome data yet"
    },
    "outcome_evidence": {
      "total": 0,
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      "recent_failure_rate": null,
      "install_attempts": 0,
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      "avg_output_quality": null,
      "production_outcomes": 0,
      "last_outcome_at": null,
      "label": "No agent outcome data yet"
    },
    "auto_install": {
      "allowed": false,
      "sandbox_required": true,
      "reason": "Do not auto-install. Inspect the source, dependencies, and permission surface first."
    },
    "best_for": [
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    "known_risks": [
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    "metrics": {
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    "signals": [],
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  "audit": {
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    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
      "Dependency or permission surface needs review",
      "Permission surface may require sandboxing",
      "The skill references 'Wikipedia's Signs of AI writing taxonomy' but does not provide a link or explicit source; consider adding a reference for verification.",
      "Low GitHub adoption signal",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "GitHub adoption: 17 GitHub stars",
      "Stars/forks activity: 17 stars, 1 forks; issue activity unavailable in current metadata"
    ]
  },
  "safety_gate": {
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    "label": "Blocked for auto-install",
    "auto_install_policy": "block",
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  },
  "quality": {
    "score": 56,
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  "supply": {
    "track": "Design and creative production",
    "scenario": "Multimodal media",
    "maintenance": "2mo since push",
    "risk": "Needs review"
  },
  "alternative_skills": [],
  "do_not_use_when": [
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    "production agents without a repository review",
    "Low GitHub adoption signal",
    "The skill references 'Wikipedia's Signs of AI writing taxonomy' but does not provide a link or explicit source; consider adding a reference for verification.",
    "High-risk permission hints: Shell or command execution, Secrets or environment access",
    "Dependency or permission surface needs review",
    "Permission surface may require sandboxing",
    "Quality score needs review"
  ],
  "agent_contract": {
    "task_input": "Use ig-humanizer in an agent workflow",
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
    "install_policy": "block",
    "minimum_review_before_use": [
      "Trust: 64/100 Manual review",
      "Audit: 69/100 Needs review",
      "Safety: 29/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "sergebulaev-ig-humanizer (ig-humanizer)",
      "install_command": "",
      "risk_summary": "Needs review; Blocked for auto-install; Review before production",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
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    "method": "POST",
    "requires_resolve_event_id": true,
    "event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
    "expected_outcomes": [
      "success",
      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
    ],
    "payload_template": {
      "event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
      "skill_slug": "sergebulaev-ig-humanizer",
      "task": "Use ig-humanizer in an agent workflow",
      "agent": "codex",
      "outcome": "success",
      "install_used": true,
      "risk_blocked": false,
      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/sergebulaev-ig-humanizer",
    "api": "https://www.openagentskill.com/api/agent/skills/sergebulaev-ig-humanizer",
    "audit": "https://www.openagentskill.com/skills/sergebulaev-ig-humanizer/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=sergebulaev-ig-humanizer&task=Use%20ig-humanizer%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20ig-humanizer%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20ig-humanizer%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/sergebulaev-ig-humanizer/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/sergebulaev-ig-humanizer"
  }
}

Untuk kreator

Sumber listing

Diindeks Registry

Dapat diklaim

Listing ini diindeks dari sumber publik dan belum ditandai resmi hingga klaim pemelihara disetujui.

Diindeks oleh
Indeks komunitas OpenAgentSkill

Atribusi menautkan ke repositori publik atau profil kreator. Kreator dapat mengklaim listing untuk memperbarui sinyal kepemilikan.

Klaim skill ini

Klaim pemilik

Klaim listing skill ini

Listing Diindeks Registry ini dikaitkan dengan sergebulaev, tetapi belum ditandai resmi. Klaim untuk menambahkan sinyal pemilik terverifikasi dan membuat pembaruan peluncuran, pemasangan, serta audit berikutnya lebih tepercaya.

Kit berbagi

Kit backlink kreator

Tambahkan badge bukti ke README Anda

Tampilkan listing kanonis, sinyal kepercayaan dan audit saat ini, serta bukti Agent-Proven nyata di tempat pengembang mengevaluasi repositori.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/sergebulaev-ig-humanizer?metric=listed&label=Listed)](https://www.openagentskill.com/skills/sergebulaev-ig-humanizer?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/sergebulaev-ig-humanizer?metric=trust&label=Trust)](https://www.openagentskill.com/skills/sergebulaev-ig-humanizer?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/sergebulaev-ig-humanizer?metric=audit&label=Audit)](https://www.openagentskill.com/skills/sergebulaev-ig-humanizer/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/sergebulaev-ig-humanizer?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/sergebulaev-ig-humanizer?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)

Sinyal komunitas

Bagikan apakah skill ini bermanfaat untuk alur kerja Agent Anda. Masukan gabungan meningkatkan peringkat dari waktu ke waktu.