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Scrape Leads

skill-aiagentwithdhruv-skills-scrape-leads · by aiagentwithdhruv

Scrape and verify business leads using Apify, classify with LLM, enrich emails, and save to Google Sheets. Use when user asks to find leads, scrape businesses, generate prospect lists, or build lead databases for any industry or location.

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Install

$ agentstack add skill-aiagentwithdhruv-skills-scrape-leads

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • ✓ Prompt-injection patterns
  • ✓ Secret / credential exfiltration
  • ✓ Dangerous shell & filesystem operations
  • ✓ Untrusted network calls
  • ✓ Known-malicious package signatures

What it can access

  • ✓ Network access No
  • ✓ Filesystem access No
  • ✓ Shell / process execution No
  • ● Environment & secrets Used
  • ✓ Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

✓ Security review passed
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● 3mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Lead Scraping & Verification

Goal

Scrape leads using Apify (code_crafter/leads-finder), verify their relevance (industry match > 80%), and save them to a Google Sheet. For large scrapes (1000+ leads), use parallel scraping for 3-5x faster performance.

Inputs

  • Industry: The target industry (e.g., "Plumbers", "Software Agencies")
  • Location: The target location (e.g., "Texas", "United States", "California"). Scripts auto-format to Apify's required format (US states get ", us" suffix automatically).
  • Total Count: The total number of leads desired

Scripts

All scripts are in ./scripts/:

  • scrape_apify.py - Single scrape, for 80% "unclear", improve scrape keywords

Environment

Requires in .env:

APIFY_API_TOKEN=your_token
GOOGLE_APPLICATION_CREDENTIALS=path/to/credentials.json
ANTHROPIC_API_KEY=your_key
ANYMAILFINDER_API_KEY=your_key

Schema

Inputs

| Name | Type | Required | Description | |------|------|----------|-------------| | industry | string | Yes | Target industry (e.g., 'Plumbers', 'Software Agencies') | | location | string | Yes | Target location (e.g., 'Texas', 'United States') | | total_count | integer | Yes | Total number of leads desired | | classification_type | string | No | LLM classification type (e.g., 'product_saas') |

Outputs

| Name | Type | Description | |------|------|-------------| | sheet_url | string | Google Sheet URL with scraped leads | | lead_count | integer | Number of leads found |

Credentials

| Name | Source | |------|--------| | APIFY_API_TOKEN | .env | | GOOGLE_APPLICATION_CREDENTIALS | .env | | ANTHROPIC_API_KEY | .env | | ANYMAILFINDER_API_KEY | .env |

Composable With

Skills that chain well with this one: classify-leads, casualize-names, instantly-campaigns, onboarding-kickoff

Cost

$0.01-0.02 per lead + $0.30/1K for classification

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.

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