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humanizer

بواسطة blader · blader/humanizer

Rewrite AI-generated prose to lose the em-dashes, tricolons, and hedged claims that scream "ChatGPT wrote this".

Humanizer is a Claude Code skill that identifies and removes the telltale markers of AI writing: aggressive em-dash use, rule-of-three cadence, unnecessary hedging ("It's important to note"), and generic emphatic adjectives ("delve", "navigate", "robust"). Works on your drafts before you ship.

▶ شاهد العرض 📦 التثبيت 💡 حالات الاستخدام

لماذا تستخدمه

الميزات الأساسية

عرض مباشر

كيف يبدو في الممارسة

جاهز

التثبيت

اختر العميل

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "humanizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/blader/humanizer",
        "~/.claude/skills/humanizer"
      ],
      "_inferred": true
    }
  }
}

افتح Claude Desktop → Settings → Developer → Edit Config. أعد التشغيل بعد الحفظ.

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "humanizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/blader/humanizer",
        "~/.claude/skills/humanizer"
      ],
      "_inferred": true
    }
  }
}

يستخدم Cursor نفس مخطط mcpServers مثل Claude Desktop. إعدادات المشروع أولى من الإعدادات العامة.

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "humanizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/blader/humanizer",
        "~/.claude/skills/humanizer"
      ],
      "_inferred": true
    }
  }
}

انقر على أيقونة MCP Servers في شريط Cline الجانبي، ثم "Edit Configuration".

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "humanizer-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/blader/humanizer",
        "~/.claude/skills/humanizer"
      ],
      "_inferred": true
    }
  }
}

نفس الصيغة مثل Claude Desktop. أعد تشغيل Windsurf لتطبيق التغييرات.

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "humanizer-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/blader/humanizer",
        "~/.claude/skills/humanizer"
      ]
    }
  ]
}

يستخدم Continue مصفوفة من كائنات الخادم بدلاً من خريطة.

~/.config/zed/settings.json
{
  "context_servers": {
    "humanizer-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/blader/humanizer",
          "~/.claude/skills/humanizer"
        ]
      }
    }
  }
}

أضف إلى context_servers. يعيد Zed التحميل تلقائيًا عند الحفظ.

claude mcp add humanizer-skill -- git clone https://github.com/blader/humanizer ~/.claude/skills/humanizer

أمر من سطر واحد. تحقق باستخدام claude mcp list. احذف باستخدام claude mcp remove.

حالات الاستخدام

استخدامات عملية: humanizer

Strip AI tells from a draft blog post before publishing

👤 Writers who use AI assistance but don't want to sound like everyone else ⏱ ~20 min beginner

متى تستخدمه: You drafted a post with Claude, and it reads like every LinkedIn thought-leader post from 2025.

المتطلبات الأساسية
  • Skill installed — git clone https://github.com/blader/humanizer ~/.claude/skills/humanizer
الخطوات
  1. Diagnose
    Use humanizer. Analyze /drafts/post.md. List the AI tells — em-dashes, rule-of-three, hedged opener, generic adjectives — with counts.✓ تم النسخ
    → Concrete tell inventory, not vibes
  2. Rewrite conservatively
    Rewrite paragraph by paragraph. Change only the AI tells. Keep my voice. Show diff.✓ تم النسخ
    → Minimal diff, voice preserved
  3. Spot-check
    Read the revised version aloud (just the first 200 words). Does it still sound like me?✓ تم النسخ
    → Sampled read; flag anything that drifted

النتيجة: A post that doesn't trigger the AI-detection reflex in readers.

المزالق
  • Over-aggressive rewrite flattens your actual voice — Run conservatively first; only escalate sentence-by-sentence on problem areas
اجمعها مع: filesystem

Make technical docs sound written, not generated

👤 Teams auto-generating README/API docs ⏱ ~45 min intermediate

متى تستخدمه: Your auto-generated docs all have "This comprehensive guide will navigate you through..." — and users hate it.

الخطوات
  1. Scan a batch
    Use humanizer on every .md under /docs. For each, report the tell density (tells per 100 words).✓ تم النسخ
    → Doc-by-doc density report
  2. Fix worst offenders
    Rewrite the 5 with highest density. Stay technical — no vibes, just strip the filler.✓ تم النسخ
    → Diffs show removed fluff without losing substance

النتيجة: Docs that read like a human wrote them, which in technical writing means "read like they have something to say".

المزالق
  • Stripping hedging where it was actually a safety note — Review diffs — if a "note that..." was a real warning, keep it
اجمعها مع: filesystem

التركيبات

اجمعها مع خوادم MCP أخرى لتحقيق نتائج x10

humanizer-skill + filesystem

Bulk-humanize a folder of drafts

Run humanizer on every .md under /blog/drafts.✓ تم النسخ
humanizer-skill + github

Humanize a PR's auto-generated description

Humanize the description of PR #2341 and push the update.✓ تم النسخ

الأدوات

ما يوفره هذا الـ MCP

الأداةالمدخلاتمتى تستدعيهاالتكلفة
diagnose text: str Before rewriting, to see what's wrong 0
rewrite text: str, intensity: conservative|aggressive Apply the fix 0
compare_voice sample_a, sample_b Check voice preservation after rewrite 0

التكلفة والحدود

تكلفة التشغيل

حصة API
N/A
الرموز لكل استدعاء
Proportional to text length
التكلفة المالية
Free
نصيحة
Diagnose first — cheap. Rewrite only what needs it.

الأمان

الصلاحيات والأسرار ونطاق الأثر

تخزين بيانات الاعتماد: None
نقل البيانات الخارجي: None — skill is prompt-level

استكشاف الأخطاء

الأخطاء الشائعة وحلولها

Rewrite sounds just as AI as before

You're in conservative mode. Switch to aggressive, and provide 3–5 sample paragraphs of your actual voice as reference.

Skill not activating

Mention it explicitly: "use humanizer". Auto-activation depends on skill metadata.

Voice drifts after rewrite

Pin your voice with a sample: "rewrite to match this paragraph's voice"

البدائل

humanizer مقابل البدائل

البديلمتى تستخدمهاالمقايضة
Humanizer-zhYou're writing in ChineseChinese-tuned patterns
Manual editingShort piece; faster to just editNo systematic pattern catch

المزيد

الموارد

📖 اقرأ ملف README الرسمي على GitHub

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