Instagram Analyzer Wulongcha

Analyze Instagram profiles and posts with detailed engagement metrics, view-to-follower ratios, and Reels-focused analytics including JSON/CSV export.

wulooongcha@wulooongcha

Install

openclaw skills install @wulooongcha/instagram-analyzer-wulongcha

Instagram Analyzer

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

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

🚀 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

📊 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
  }
}

📈 Engagement Metrics Explained

Metric	Formula	Interpretation
View Rate	(Views / Followers) × 100	How many followers actually watched
Engagement Rate	((Likes + Comments + Saves) / Views) × 100	Overall audience interaction
Like Rate	(Likes / Views) × 100	Content appreciation
Save Rate	(Saves / Views) × 100	Content value indicator

⚙️ 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
  }
}

📁 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

🔧 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

📝 Requirements

Python 3.8+
Playwright
Chromium browser
BeautifulSoup4
lxml parser