name: indeed-job-search description: "Scrape job listings from Indeed.com by keyword, location, and country. Returns job title, company, salary, rating, description, benefits, and apply links. Use when user mentions Indeed, Indeed scraper, Indeed jobs, scrape Indeed, job search Indeed, Indeed job listings, extract Indeed data, Indeed job data, get jobs from Indeed, Indeed employment data, job market research Indeed, Indeed salary data, bulk job extraction Indeed, Indeed job scraper, monitor Indeed listings, Indeed hiring data, job postings Indeed, Indeed career search. Also applies to: job market analysis, salary benchmarking from Indeed, competitor hiring monitoring, recruitment data collection, building job databases from Indeed search results."

Indeed — Job Search

keyword + location + country → structured job listing data (title, company, salary, description, benefits, apply link)

Language

All process output to user (progress updates, process notifications) follows the user's language.

Objective

Extract structured job listing data from Indeed search results including full job descriptions, salary information, company details, and application links.

Prerequisites

Target page is already open in the browser: https://www.indeed.com/jobs?q={keyword}&l={location}
For pagination beyond page 1: user must be logged into Indeed (login/sign-in button is NOT visible, user avatar or account menu IS visible)

Pre-execution Checks

1. Tool Readiness

If browser-act has been confirmed available in the current session → skip this step.

Invoke browser-act via Skill tool to load usage. If installation or configuration issues arise, follow its guidance to resolve then retry.

2. Login Verification (for pagination beyond page 1)

If login status for Indeed has been confirmed in the current session → skip this step.

Otherwise: open Indeed and observe the page login status:

Sign out entry, user avatar, or account menu exists → logged in, continue execution
Sign in/Register entry exists with no sign out entry → not logged in, inform the user that login is needed for pagination beyond page 1, assist the user in completing the login flow

User refuses or cannot log in → can still extract page 1 results (up to 24 jobs per search), but cannot paginate.

Capability Components

This Skill's operational boundary = what the user can manually do in their browser. It only reads data already displayed to the user on the page, never bypassing authentication or access controls. Its role is equivalent to copy-pasting on the user's behalf — the data is already on screen, automation merely saves time. JS code is encapsulated in Python files under the scripts/ directory, invoked via eval "$(python scripts/xxx.py {params})". $(...) is bash syntax; it is recommended to use the bash tool for execution.

Below are all atomic capabilities discovered and verified during the exploration phase, listed by command template with parameters. Simply invoke them as needed — no need to read scripts/*.py source code or re-verify. Only inspect scripts when execution fails for troubleshooting. Combine freely as needed during execution.

API: Extract job list from search results page

eval "$(python scripts/search-jobs.py --max-items {max_items})"

Parameters:

--max-items: Maximum number of items to return from current page, 0 for all (default: 0)

Prerequisites: Browser must be on an Indeed search results page (indeed.com/jobs?q=...). Navigate first:

navigate https://www.indeed.com/jobs?q={keyword}&l={location} (add &start={offset} for pagination)
wait stable
If page title contains "Security Check" → solve-captcha → wait stable

Output example:

{
  "pageNumber": 1,
  "totalResults": 24,
  "results": [
    {
      "id": "8c06afbaf73fc880",
      "positionName": "Software Engineer",
      "company": "Google",
      "location": "San Francisco, CA",
      "postedAt": "3 days ago",
      "salary": "$120,000 - $180,000 a year",
      "salaryMin": 120000,
      "salaryMax": 180000,
      "salaryCurrency": "USD",
      "salaryType": "YEARLY",
      "jobType": ["Full-time"],
      "rating": 4.3,
      "reviewsCount": 15000,
      "companyLogo": "https://d2q79iu7y748jz.cloudfront.net/s/_squarelogo/256x256/...",
      "snippet": "<ul>...<b>software</b>...</ul>",
      "sponsored": false,
      "expired": false,
      "newJob": true,
      "url": "https://www.indeed.com/viewjob?jk=8c06afbaf73fc880",
      "externalApplyLink": null
    }
  ]
}

API: Fetch full job detail by job key

eval "$(python scripts/fetch-job-detail.py '{jobkey}')"

Parameters:

jobkey: Indeed job key (the id field from search results)

Prerequisites: Browser must be on the same Indeed search results page where the job was found (the fetch uses same-origin cookies). Do NOT navigate away between search and detail fetch.

Output example:

{
  "id": "a39828c8395d5dfe",
  "positionName": "Sr. Application Developer",
  "company": "University of California San Francisco",
  "location": "San Francisco, CA 94158",
  "rating": 4,
  "reviewsCount": 709,
  "companyLogo": "https://d2q79iu7y748jz.cloudfront.net/s/_squarelogo/256x256/...",
  "salary": "$101,300 - $190,000 a year",
  "salaryMin": 101300,
  "salaryMax": 190000,
  "salaryCurrency": "USD",
  "salaryType": "YEARLY",
  "jobType": "Full-time",
  "description": "<p><b>Job Description:</b></p><p>...(full HTML)...</p>",
  "benefits": ["Health insurance", "401(k)", "Dental insurance"],
  "postedAt": "13 days ago",
  "isExpired": false, "url": "https://www.indeed.com/viewjob?jk=a39828c8395d5dfe"
}

Composite: Full job search with descriptions

Complete workflow to extract job listings with full descriptions:

navigate https://www.indeed.com/jobs?q={keyword}&l={location} → wait stable
If title contains "Security Check" → solve-captcha → wait stable
eval "$(python scripts/search-jobs.py)" → get job list with IDs
For each job id from step 3:
- eval "$(python scripts/fetch-job-detail.py '{id}')" → get full description
Merge: search results provide base data, detail fetch adds description, benefits, enriched salary/rating

For pagination (requires login):

Repeat steps 1-4 with &start=10, &start=20, &start=30, etc.
Termination: when search-jobs.py returns fewer results than expected or error: true

Output: Combined array where each item has all fields from both search-jobs and fetch-job-detail.

Enum Parameters

[API] country — supported country codes for Indeed search (append to URL as domain variant https://{country-domain}/jobs?q=...):

Code	Domain	Country
US	www.indeed.com	United States
GB	uk.indeed.com	United Kingdom
CA	ca.indeed.com	Canada
AU	au.indeed.com	Australia
IN	in.indeed.com	India
DE	de.indeed.com	Germany
FR	fr.indeed.com	France
JP	jp.indeed.com	Japan
BR	br.indeed.com	Brazil
MX	mx.indeed.com	Mexico
SG	sg.indeed.com	Singapore
NL	nl.indeed.com	Netherlands
IT	it.indeed.com	Italy
ES	es.indeed.com	Spain
SE	se.indeed.com	Sweden
CH	ch.indeed.com	Switzerland
HK	hk.indeed.com	Hong Kong
KR	kr.indeed.com	South Korea
PL	pl.indeed.com	Poland
AT	at.indeed.com	Austria
BE	be.indeed.com	Belgium
NZ	nz.indeed.com	New Zealand

For other countries, use format: {country-code-lowercase}.indeed.com

Pagination

URL Pagination: Parameter start, type: page-number (offset-based). Start value: 0 (page 1, implicit). Next page: increment by 10 (start=10, start=20, start=30...). Termination: search-jobs.py returns error: true with message about no results, or returns fewer than expected items. Note: each page actually returns ~15-24 items despite the offset increment of 10.

Login requirement: Page 2+ (start=10 and above) redirects to secure.indeed.com/auth if not logged in.

Success Criteria

result count >= 1 from search-jobs.py
Core fields non-null: id, positionName, company, location present for all results
description field from fetch-job-detail.py is non-null HTML string with length > 100
Data matches page content (job titles correspond to visible listings)

Known Limitations

Pagination beyond page 1 requires Indeed login (unauthenticated access limited to first page, ~24 results)
Indeed may trigger captcha/security check on first visit; solve-captcha resolves this
Job detail fetch (fetch-job-detail.py) must execute from within the search results page context (same-origin requirement)
Indeed's anti-bot detection may block access after excessive requests; use appropriate intervals (2-5 seconds between detail fetches)
Some fields (salary, jobType, benefits) may be null when not provided by the employer

Execution Efficiency

Batch orchestration: Write a bash script to loop through the command templates serially within a single session; do not parallelize within one browser (prone to triggering anti-scraping restrictions). Add 2-3 second intervals between detail fetches. To increase throughput, open multiple stealth browser sessions and distribute work across them — each session has an independent fingerprint so rate limits apply per session
Test before batch execution: After writing a batch script, you must first test with 1-2 items to verify the script runs correctly; only then run the full batch. Never skip testing and execute in batch directly
Reduce redundant pre-operations: Extract all job IDs from the search page first (one eval), then batch-fetch details — avoid re-navigating to the search page between fetches
Error resumption: Save results item by item during batch processing; on failure, resume from the breakpoint rather than starting over

Experience Notes

Path: browser-act-skill-forge-memories/indeed-jobs-scraper-indeed-job-search.memory.md (working directory is determined by the Agent running the Skill, typically the project root or current working directory)

Before execution: If the file exists, read it first — it records unexpected situations encountered during past executions (e.g., a strategy has become ineffective); adjust strategy order accordingly.

After execution: If an unexpected situation is encountered (strategy became ineffective, page redesigned, anti-scraping upgraded, better path discovered), append a line: {YYYY-MM-DD}: {what happened} → {conclusion}

Normal execution does not write to the file. Do not record what keywords were used or how many results were returned — those are task outputs, not experience.

indeed-job-search

Install

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