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public-business-lead-research

public-business-lead-research is a skill for Claude Code, Codex from Akakaui/visual-browser-agent. It costs 34 tokens per session (883 once invoked), scanned A, original, MIT.

A research workflow for collecting specific business details from public directories and company websites into cleaned lead lists. It allows only business name, website, category, location, public contact details, services, and source URL.

In plain words
What is it for?
Use it to research businesses, collect public listings and services, normalize records, deduplicate lead lists, and retain the source page for each entry.
Why use it?
It removes repetitive manual collection and helps prevent duplicate records or unsupported personal-data gathering. Human approval is required before contacting any leads.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 0repo 2mo ago A scan 34 tokens original MIT

Good fit Use it to research businesses, collect public listings and services, normalize records, deduplicate lead lists, and retain the source page for each entry.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/akakaui/visual-browser-agent/public-business-lead-research
View source ↗ Akakaui/visual-browser-agent
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 Akakaui/visual-browser-agent --skill public-business-lead-research
Clone the repo
git clone --depth 1 https://github.com/Akakaui/visual-browser-agent

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 public-business-lead-research

README.md
[![agentmods](https://agentmods.dev/badge/skills/akakaui/visual-browser-agent/public-business-lead-research/github.svg)](https://agentmods.dev/skills/akakaui/visual-browser-agent/public-business-lead-research)
Your own site
<a href="https://agentmods.dev/skills/akakaui/visual-browser-agent/public-business-lead-research"><img src="https://agentmods.dev/badge/skills/akakaui/visual-browser-agent/public-business-lead-research/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 public-business-lead-research

Your own site · 80×15
<a href="https://agentmods.dev/skills/akakaui/visual-browser-agent/public-business-lead-research"><img src="https://agentmods.dev/badge/skills/akakaui/visual-browser-agent/public-business-lead-research.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 883 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. 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 $0.00034 $0.00883
Opus 5.5 $0.00014 $0.00353
Sonnet 5.5 $0.00007 $0.00177
Haiku 4.5 $0.00003 $0.00088

Measured 2mo ago against content hash 331ff303bac4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

public-business-lead-research scanned grade A with 0 findings 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 2mo 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/public-business-lead-research/SKILL.md · 107 lines

How it starts

The opening of the file, as written. The whole thing — 107 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Public Business Lead Research Skill

When to Use

Use this skill to build lead lists from lawful public sources:

  • Public business directories and listing sites
  • Company "About" and "Contact" pages
  • Public services/pricing pages
  • Industry association member lists (public view)

Allowed Fields - NOTHING Else

Extract ONLY these lawful public business fields:

Field Typical Source
businessName directory listing, site header
website listing link, site footer
category directory taxonomy
location published business address/city
email publicly listed business email
phone publicly listed business phone
services services/products page content
sourceUrl the page each record came from

No individual names, no personal mobile numbers, no inferred or enriched data.

Instructions

Extraction Workflow

  1. browser_connect(profile) using an authorized/default browser profile
  2. navigate(url) to the public directory or business page
  3. inspect_page() and extract ONLY the allowed fields
  4. Attach sourceUrl to every record - records without it are invalid
  5. Move on politely at any access barrier (see Hard Rules)

Name Normalization

  • Trim whitespace; collapse repeated spaces and punctuation
  • Normalize legal suffixes: LLC = L.L.C., Inc = Incorporated
  • Strip duplicated location suffixes ("Bistro, Downtown" → "Bistro")
  • Preserve official capitalization from the primary source

Deduplication

Merge on normalized (businessName, location) pairs:

  1. Normalize both candidate records
  2. Compare names case-insensitively after suffix normalization
  3. Compare locations at city/region granularity, ignoring formatting
  4. On match: merge, keep the richest field set, union all sourceUrls

Domain Validation

  • Accept only well-formed URLs with a resolvable host (https:// preferred)
  • Flag parked domains and suspicious TLDs as domainStatus: unverified
  • Confirm the domain loads during navigation; mark dead sites accordingly

Read the full file on GitHub · 107 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. 2mo ago First seen · 107 lines · 34 tokens per session scan A 331ff303bac4

Subscribe to this mod's changes

public-business-lead-research is a skill published in the GitHub repository Akakaui/visual-browser-agent (0 stars, last pushed 2mo ago), licensed MIT. It adds 34 tokens to every session and 883 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Marketing and SEOResearch
Related

public-business-lead-research compared with skills from other repositories

public-business-lead-research next to 6 skills from other repositories
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