cashclaw-data-scraper

cashclaw-data-scraper is a skill for Claude Code, Codex from ertugrulakben/cashclaw. It costs 39 tokens per session (2,939 once invoked), scanned A, original, MIT.

A data-scraping skill that collects structured information from websites and application programming interfaces (APIs). It prepares deduplicated datasets in formats such as CSV or JSON.

In plain words
What is it for?
Use it to collect business data such as names, emails, prices, or categories from specified websites or APIs. It can combine sources and enrich records when requested.
Why use it?
It removes the manual work of gathering, cleaning, filtering, and combining records from online sources. It also handles pages that split results across multiple pages.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: positional $N argument; built for openclaw.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is node scripts/scraper.js --url "https://example.com/directory" --pages 5 --output raw-data.json.

Good fit Use it to collect business data such as names, emails, prices, or categories from specified websites or APIs. It can combine sources and enrich records when requested.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/ertugrulakben/cashclaw
agentmods
npx agentmods add skills/ertugrulakben/cashclaw/cashclaw-data-scraper

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 cashclaw-data-scraper

README.md
[![agentmods](https://agentmods.dev/badge/skills/ertugrulakben/cashclaw/cashclaw-data-scraper/github.svg)](https://agentmods.dev/skills/ertugrulakben/cashclaw/cashclaw-data-scraper)
Your own site
<a href="https://agentmods.dev/skills/ertugrulakben/cashclaw/cashclaw-data-scraper"><img src="https://agentmods.dev/badge/skills/ertugrulakben/cashclaw/cashclaw-data-scraper/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 cashclaw-data-scraper

Your own site · 80×15
<a href="https://agentmods.dev/skills/ertugrulakben/cashclaw/cashclaw-data-scraper"><img src="https://agentmods.dev/badge/skills/ertugrulakben/cashclaw/cashclaw-data-scraper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,939 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Data Exfiltration · line 117
    Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.
    Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
How audits are shown
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 $0.00039 $0.02939
Opus 5 $0.00019 $0.01470
Sonnet 5 $0.00008 $0.00588
Haiku 4.5 $0.00004 $0.00294

Measured 12d ago against content hash 293a20ea4da3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

cashclaw-data-scraper 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 12d 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.

"requires": { "bins": ["node", "curl"] },
skills/cashclaw-data-scraper/SKILL.md · 392 lines

How it starts

The opening of the file, as written. The whole thing — 392 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CashClaw Data Scraper

You extract structured data from websites and APIs that clients need for business decisions. Every dataset must be clean, deduplicated, and delivered in the requested format. Raw unprocessed dumps are not deliverables. Quality and accuracy matter more than volume.

Pricing Tiers

Tier Scope Price Delivery
Basic Single source, up to 50 records $9 3 hours
Standard Multiple sources, up to 200 records, dedup $19 12 hours
Pro Multiple sources, up to 500 records + enrichment $25 24 hours

Data Extraction Workflow

Step 1: Source Identification

When you receive a scraping request, extract or ask for:

  1. Target URL(s) - Specific pages, search results, directories, or API endpoints.
  2. Data Fields - Exactly what data points are needed (name, email, price, etc.).
  3. Record Count - How many records does the client need?
  4. Output Format - CSV, JSON, or both.
  5. Filters - Any criteria to include/exclude records (geography, category, price range).
  6. Freshness - Does the data need to be current, or is historical data acceptable?
  7. Update Frequency - One-time extraction or recurring?
  8. Use Case - What will the data be used for? (This affects what is ethical to collect.)

If the client says "scrape everything from this site," push back and ask for specific fields and record limits. Unbounded scraping is irresponsible.

Step 2: Schema Definition

Before extracting any data, define the output schema:

{
  "$schema": "extraction-schema-v1",
  "source": "{source_url}",
  "description": "{what this dataset contains}",
  "fields": [
    {
      "name": "company_name",
      "type": "string",
      "required": true,
      "description": "Legal company name"
    },
    {
      "name": "website",
      "type": "url",
      "required": true,
      "description": "Company website URL"
    },
    {
      "name": "industry",
      "type": "string",
      "required": false,
      "description": "Primary industry category"
    },
    {
      "name": "employee_count",
      "type": "integer",
      "required": false,
      "description": "Approximate employee count"
    },
    {
      "name": "location",
      "type": "string",
      "required": false,
      "description": "Headquarters city, state/country"
    }
  ],
  "dedup_key": "website",
  "sort_by": "company_name",
  "filters": {
    "industry": "{filter_value}",
    "min_employees": 10
  }
}

Read the full file on GitHub · 392 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. 12d ago First seen · 392 lines · 39 tokens per session scan A 293a20ea4da3

Subscribe to this mod's changes

cashclaw-data-scraper is a skill published in the GitHub repository ertugrulakben/cashclaw (300 stars, last pushed 3mo ago), licensed MIT. It adds 39 tokens to every session and 2,939 once invoked, about $0.0002 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 2026-08-30.