Instagram Analyzer#

A comprehensive Instagram profile and post analysis tool with engagement metrics, view tracking, and Reels-focused analytics.

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name: instagram-analyzer-wulongcha description: "Analyze Instagram profiles and posts with engagement metrics, view counts, follower ratios, and Reels analytics. Use when: user wants to analyze Instagram data, check engagement rates, or extract Reels information." homepage: https://clawhub.com metadata: { "openclaw": { "emoji": "📊", "requires": { "bins": ["python3", "chromium"] } } }#

🎯 Features#

📊 Single Post Analysis#

• ✅ Like count
• ✅ Comment count
• ✅ Save count
• ✅ View count (Reels)
• ✅ Follower count
• ✅ View-to-Follower ratio (%)
• ✅ Time posted (hours/days ago)

👤 Profile Analysis#

• ✅ Minimum 60 posts analyzed
• ✅ Reels-focused analytics
• ✅ All Reels links extraction
• ✅ Engagement rate calculations
• ✅ JSON/CSV export

🔧 Technical#

• 🌐 Browser simulation with Playwright
• 🛡️ Stealth mode (human behavior)
• 📁 Structured JSON/CSV output
• ⚡ Batch processing support

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🚀 Usage#

Profile Analysis (Default: Reels Only! 🎯)#

bash

# Full profile analysis - REELS FOCUS (default behavior)
analyze-profile "username"

# With custom post count
analyze-profile "username" --posts 60

# All posts (including regular posts)
analyze-profile "username" --include-posts

Single Post Analysis#

bash

# Analyze a Reel/post URL
analyze-post "https://www.instagram.com/reel/ABC123xyz/"

# With JSON output
analyze-post "https://www.instagram.com/reel/ABC123xyz/" --output json

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📊 Output Examples#

Single Post Response#

json

{
  "post_type": "reel",
  "url": "https://www.instagram.com/reel/ABC123xyz/",
  "username": "example_user",
  "metrics": {
    "views": 125000,
    "likes": 8542,
    "comments": 312,
    "saves": 892,
    "followers": 125000,
    "shares": 156
  },
  "ratios": {
    "view_to_follower_percent": 100.0,
    "like_to_view_percent": 6.83,
    "comment_to_view_percent": 0.25,
    "save_to_view_percent": 0.71
  },
  "timing": {
    "posted_at": "2026-02-11T14:30:00",
    "time_ago": "6 hours ago",
    "age_hours": 6
  }
}

Profile Analysis Response#

json

{
  "profile": {
    "username": "example_user",
    "full_name": "Example User",
    "followers": 125000,
    "following": 1500,
    "posts_count": 450,
    "is_verified": false
  },
  "analysis_summary": {
    "total_posts_analyzed": 60,
    "reels_analyzed": 45,
    "analysis_mode": "reels_only",
    "total_views": 5420000,
    "average_views": 120444,
    "average_engagement_rate": 8.2,
    "top_reels": [...],
    "reels_links": [
      "https://www.instagram.com/reel/ABC123/",
      "https://www.instagram.com/reel/DEF456/",
      ...
    ]
  },
  "engagement_breakdown": {
    "avg_likes": 8542,
    "avg_comments": 312,
    "avg_saves": 892,
    "engagement_rate": 7.8
  }
}

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📈 Engagement Metrics Explained#

MetricFormulaInterpretationView Rate(Views / Followers) × 100How many followers actually watchedEngagement Rate((Likes + Comments + Saves) / Views) × 100Overall audience interactionLike Rate(Likes / Views) × 100Content appreciationSave Rate(Saves / Views) × 100Content value indicator

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⚙️ Configuration#

Edit config/analyzer_config.json:

json

{
  "scraper": {
    "headless": false,
    "min_followers": 1000,
    "posts_to_analyze": 60,
    "scroll_pause": 2,
    "timeout": 30000
  },
  "browser": {
    "stealth_mode": true,
    "human_behavior": true,
    "user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_0 like Mac OS X)"
  },
  "output": {
    "default_format": "json",
    "save_reels_links": true,
    "export_csv": true
  }
}

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📁 File Outputs#

• Profile data: data/profiles/{username}.json
• Post analysis: data/posts/{post_id}.json
• Batch results: data/output/batch_{timestamp}.json
• Reels links: data/output/{username}_reels.txt

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🔧 Troubleshooting#

Login Required#

• Some metrics require login (view count, saves)
• Configure Instagram credentials in .env

Rate Limiting#

• Increase scroll_pause in config
• Reduce batch size
• Use multiple accounts

Missing Data#

• Check if account is private
• Verify post exists and is accessible
• Instagram may hide some metrics

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📝 Requirements#

• Python 3.8+
• Playwright
• Chromium browser
• BeautifulSoup4
• lxml parser