Instagram Lead Scraper

Instagram Lead Scraper (Agent Browser Edition)

Pure agent-browser scraping for high-quality insurance agent leads with full contact details.

What's Different (Agent Browser vs Brave Search)

Trade-off: Slower but way better data.

Quick Start

Run Agent Browser Scraper (50 leads, ~10-15 min)

cd skills/instagram-lead-scraper/scripts
npx tsx scrape-agent-browser.ts 50

Options

# No Google Drive upload
npx tsx scrape-agent-browser.ts 50 --no-drive

# Small test (3 leads, ~2 min)
npx tsx scrape-agent-browser.ts 3 --no-drive

How It Works

1. OPEN hashtag page (e.g., #insuranceagent)
2. EXTRACT usernames from profile pictures
3. VISIT each profile page
4. SCRAPE: bio, followers, posts, email, phone, location
5. FILTER: only insurance-related profiles
6. SAVE to database + CSV

Data Extracted

Hashtags Scraped

The scraper rotates through these hashtags:

1. #insuranceagent
2. #lifeinsuranceagent
3. #finalexpense
4. #finalexpenseagent
5. #lifeinsurance
6. #insurancebroker
7. #medicareagent
8. #healthinsuranceagent
9. #insuranceagency
10. #insurancesales

Each hashtag yields 10-15 profiles before moving to the next.

Database Schema

All fields are stored in the leads table:

{
  source: 'instagram',
  sourceType: 'profile',
  externalId: 'garcia_agency',  // username
  externalUrl: 'https://instagram.com/garcia_agency',
  fullName: 'The Garcia Agency',
  email: 'teamgarcia@amfam.com',
  phone: '470.854.2010',
  location: 'Atlanta, GA',
  bio: 'American Family Insurance...',
  followers: 4375,
  following: 493,
  posts: 196,
  leadType: 'agent',
  niche: 'auto_home',
  tags: 'has-email,has-phone,has-location',
  status: 'new',
  scrapedDate: '2026-02-02'
}

Usage

As a Skill

When you say:

• "scrape instagram leads" → Runs agent-browser scraper
• "get me 50 insurance leads" → Runs agent-browser scraper
• "find agents on instagram" → Runs agent-browser scraper

Programmatic

import { scrapeInstagramAgentBrowser } from './scripts/scrape-agent-browser';

// Get 50 leads
const result = await scrapeInstagramAgentBrowser(50);

console.log(result);
// {
//   savedLeads: [...],
//   withEmail: 12,
//   withPhone: 8,
//   duration: 847, // seconds
//   csvFile: '/path/to/file.csv'
// }

Performance

Note: Contact info (email/phone) appears in ~20-30% of bios.

Comparison: Methods

Method 1: Agent Browser (RECOMMENDED)

npx tsx scrape-agent-browser.ts 50

• ✅ Rich data (phone, email, location)
• ✅ Direct from Instagram
• ✅ Hashtag discovery
• ❌ Slower (10-15 min for 50)

Method 2: Brave Search (Legacy)

npx tsx scrape-leads-scaled.ts 50

• ✅ Fast (30s for 50)
• ✅ No browser needed
• ❌ Basic data only
• ❌ Misses hashtag leads

Recommendation: Use Agent Browser for quality, Brave Search for speed/quantity.

Files

skills/instagram-lead-scraper/
├── SKILL.md                              # This file
├── scripts/
│   ├── scrape-agent-browser.ts          # ⭐ MAIN: Agent browser scraper
│   ├── scrape-leads-scaled.ts           # Brave search version
│   ├── scrape-leads.ts                  # Original (legacy)
│   ├── apify-scraper.js                 # Apify integration
│   └── save-to-drive.py                 # Drive helper
└── references/
    ├── hashtag-guide.md
    └── quality-checklist.md

Output Example

🤖 PURE AGENT-BROWSER INSTAGRAM SCRAPER
   Target: 50 leads
   Session: instagram-scraper

📊 Existing Instagram leads in DB: 299

🏷️  Scraping hashtag: #insuranceagent
   Found 12 profiles
   🔍 @garcia_agency... ✅ SAVED
      The Garcia Agency | 4,375 followers
      📧 teamgarcia@amfam.com
      📞 470.854.2010
      📍 Atlanta
   🔍 @alexmillerofficial... ✅ SAVED
      Alex Miller | 356K followers
   Progress: 3/50

✅ COMPLETE: 50 leads | 12 emails | 8 phones | 12m 34s

Tips

Getting More Contact Info

• Agents often put phone/email in bio
• Look for "📞", "📧", "Call", "Text" patterns
• Location often marked with "📍" or "in [City]"

Rate Limiting

• Built-in 2s delay between profiles
• Built-in 3s delay between hashtags
• Uses persistent browser session

Resuming

• Check database for existing usernames before scraping
• Won't duplicate leads (UNIQUE constraint on hash)

Future Enhancements

• Auto-login for private profile access
• DM automation
• Follow automation
• Story viewing
• Comment scraping
• Engagement scoring

Last updated: 2026-02-02 Version: 3.0 (Agent Browser Edition)

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