job-market-scraping

job-market-scraping is a skill for Claude Code, Codex from thirdwatch-dev/scraping-skills. It costs 132 tokens per session (1,625 once invoked), scanned A, original, MIT.

A routing guide for collecting public job listings, salary information, company ratings, and candidate profiles from job websites.

In plain words
What is it for?
Use it to build job aggregators, compare salaries, monitor listings, collect company ratings, or source candidates from supported employment sites.
Why use it?
It explains which public data is available and how to handle job boards that block ordinary automated requests.

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 job aggregators, compare salaries, monitor listings, collect company ratings, or source candidates from supported employment sites.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/thirdwatch-dev/scraping-skills/job-market-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 job-market-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 job-market-scraping

README.md
[![agentmods](https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/job-market-scraping/github.svg)](https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/job-market-scraping)
Your own site
<a href="https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/job-market-scraping"><img src="https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/job-market-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 job-market-scraping

Your own site · 80×15
<a href="https://agentmods.dev/skills/thirdwatch-dev/scraping-skills/job-market-scraping"><img src="https://agentmods.dev/badge/skills/thirdwatch-dev/scraping-skills/job-market-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 1,625 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 $0.01625
Opus 5 $0.00066 $0.00813
Sonnet 5 $0.00026 $0.00325
Haiku 4.5 $0.00013 $0.00162

Measured 11d ago against content hash eb9d9bfe9f7d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

job-market-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 11d 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~linkedin-jobs-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
skills/job-market-scraping/SKILL.md · 66 lines

How it starts

The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Job Market Scraping

Routing skill for getting jobs, salaries, company ratings, and candidate/profile data off the web.

The realistic approach: most job boards publish their listings on public, indexable pages — that's the data you want, and it's the data these scrapers target. A few sites guard listings behind anti-bot (LinkedIn and Indeed both run aggressive challenges; Glassdoor, Monster, ZipRecruiter, Upwork, and Wellfound use DataDome/Cloudflare Turnstile). You do not need to log in for any of it. The fields that matter across a job feed are consistent: title, company, location, salary (or estimate), skills/tags, posted date, description, and the apply URL. For salary benchmarking add company ratings (Glassdoor, AmbitionBox); for sourcing you want public profiles, not listings.

Ready-made scrapers

Don't fight Cloudflare/DataDome yourself — these are maintained and billed pay-per-result.

Target Scraper From Notes
Indeed indeed-jobs-scraper $0.008/result 22 fields, 60+ countries, full descriptions
LinkedIn Jobs linkedin-jobs-scraper $0.002/result public listings, parsed salary, no login
LinkedIn Profiles linkedin-profile-scraper $0.005/result public profiles, no login
LinkedIn Candidate Finder linkedin-candidate-finder-scraper $0.003/result source by role/skills/location
LinkedIn Company Employees linkedin-company-employees-scraper $0.003/result team rosters by company
Glassdoor glassdoor-scraper $0.008/result jobs + salary estimates + company reviews
Google Jobs google-jobs-scraper $0.008/result aggregates 20+ boards, apply URLs
Naukri naukri-jobs-scraper $0.002/result India's #1 board, salary + skills
RemoteOK remoteok-jobs-scraper $0.0015/result remote-only, salary + tags
Wellfound (AngelList) wellfound-jobs-scraper $0.008/result startup jobs, equity
Monster monster-jobs-scraper $0.008/result large US board
ZipRecruiter ziprecruiter-scraper $0.018/result US board
SimplyHired simplyhired-jobs-scraper $0.008/result US aggregator
Reed.co.uk reed-jobs-scraper $0.003/result UK's largest board
Adzuna adzuna-jobs-scraper $0.0015/result 19-country aggregator
Upwork upwork-jobs-scraper $0.008/result freelance jobs, budget + skills
CutShort cutshort-jobs-scraper $0.005/result India tech jobs, skills
AmbitionBox ambitionbox-scraper $0.006/result India company salaries + ratings
Craigslist craigslist-scraper $0.0015/result local gigs/jobs by city

Read the full file on GitHub · 66 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. 11d ago First seen · 66 lines · 132 tokens per session scan A eb9d9bfe9f7d

Subscribe to this mod's changes

job-market-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 1,625 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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