business-lead-data-scraping

business-lead-data-scraping is a skill for Claude Code, Codex from thirdwatch-dev/scraping-skills. It costs 132 tokens per session (1,007 once invoked), scanned A, original, MIT.

A guide to collecting business and company information from listings, supplier directories, professional networks, government records, and trade databases. The data can include names, contact details, locations, ratings, company employees, tax registrations, and trade activity.

In plain words
What is it for?
Use it to build local prospect lists, find suppliers, enrich company records, verify legal entities, identify employees, and study import or export activity.
Why use it?
It removes the need to gather and verify business leads manually from many different sources. It also helps separate ordinary listings from records used for company checks or market sizing.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it to build local prospect lists, find suppliers, enrich company records, verify legal entities, identify employees, and study import or export activity.

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Install with agentmods
npx agentmods add skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add thirdwatch-dev/scraping-skills --skill business-lead-data-scraping
Clone the repo
git clone --depth 1 https://github.com/thirdwatch-dev/scraping-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for business-lead-data-scraping

README.md
[![agentmods](https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping/github.svg)](https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping)
Your own site
<a href="https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping"><img src="https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for business-lead-data-scraping

Your own site · 80×15
<a href="https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping"><img src="https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/business-lead-data-scraping.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 132 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,007 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00132 $0.01007
Opus 5 $0.00066 $0.00504
Sonnet 5 $0.00026 $0.00201
Haiku 4.5 $0.00013 $0.00101

Measured 10d ago against content hash 29d48b58dab3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

business-lead-data-scraping scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -X POST "https://api.apify.com/v2/acts/thirdwatch~google-maps-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
skills/business-lead-data-scraping/SKILL.md · 58 lines

How it starts

The opening of the file, as written. The whole thing — 58 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Business & Lead Data Scraping

Getting B2B leads and company data off the web. Two kinds of sources matter here:

  • Business listings & directories (Google Maps, IndiaMart, JustDial) give you the prospecting basics: company name, phone, website, category, location, rating. Best for building local lead lists and supplier shortlists.
  • Registry / verification sources (GST Verification, UN Comtrade) are authoritative — they confirm a legal entity, its status, or its trade activity. Best for KYB/due-diligence and market sizing.

The fields that carry a lead: company, contact (phone/website), category, location — plus a verification or enrichment field (GSTIN, employee roster, HS-code trade volume) when you need to qualify it.

Ready-made scrapers

Each is a maintained Thirdwatch actor on the Apify Store, billed pay-per-result.

Target Scraper From Notes
Google Maps Google Maps $0.002/result name/phone/website/rating/GPS/hours by query + location
IndiaMart IndiaMart Supplier $0.002/result B2B suppliers, contact, GST, MOQ
JustDial JustDial Business $0.002/result India local listings + contact + reviews
LinkedIn Company Employees LinkedIn Company Employees $0.003/result team rosters by company, filter by title/location
LinkedIn Candidate Finder LinkedIn Candidate Finder $0.003/result people by role/skills/location
GST Verification India GST Verification India $0.01/result verify GSTIN → legal/trade name, status, jurisdiction
UN Comtrade Trade Data UN Comtrade Trade Data $0.0015/result bilateral import/export by HS code, 200+ countries
Product Hunt Product Hunt $0.003/result launches/products/leaderboard, votes

Read the full file on GitHub · 58 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 58 lines · 132 tokens per session scan A 29d48b58dab3

Subscribe to this mod's changes

business-lead-data-scraping is a skill published in the GitHub repository thirdwatch-dev/scraping-skills (3 stars, last pushed 2mo ago), licensed MIT. It adds 132 tokens to every session and 1,007 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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