Jobspy - Linkedin, Glassdoor Scraper

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Jobspy - Linkedin, Glassdoor Scraper

odin-kael/jobspy

Stably scrape job postings from recruitment platforms including Indeed and LinkedIn. Supports remote/full-time/salary filtering, custom proxies, and multi-dimensional precise search. Deploy with one click to obtain overseas job data.

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What is Jobspy ？

A CoreClaw worker that aggregates job listings across multiple platforms using JobSpy.

Platform	Key	Status	Notes
Indeed	indeed	✅Stable	Best coverage, no rate limiting
LinkedIn	linkedin	✅Stable	May rate-limit after ~10 pages per IP
Glassdoor	glassdoor	⚠️ Unreliable	API changes, location parsing issues
ZipRecruiter	zip_recruiter	❌ Blocked	Cloudflare WAF 403 Forbidden
Google Jobs	google	⚠️ Unreliable	Requires specific google_search_term syntax
Bayt	bayt	❌ Blocked	403 Forbidden (anti-bot)
Naukri	naukri	❌ Blocked	Requires CAPTCHA
BDJobs	bdjobs	❌ Bug	Upstream bug: missing user_agent param

Recommended: Use ["indeed", "linkedin"] for reliable results.

Quick Start

Upload this folder to CoreClaw as a new Script
Configure parameters in the UI
Run the script

Examples

Example 1: Basic Search (Indeed, New York)

json

{
  "site_name": [{ "string": "indeed" }],
  "search_term": "Software Engineer",
  "location": "New York",
  "country_indeed": "usa",
  "results_wanted": 15
}

Example 2: Multi-Platform Remote Jobs with Salary Comparison

json

{
  "site_name": [
    { "string": "indeed" },
    { "string": "linkedin" }
  ],
  "search_term": "Data Scientist",
  "location": "San Francisco, CA",
  "country_indeed": "usa",
  "is_remote": true,
  "results_wanted": 30,
  "enforce_annual_salary": true,
  "description_format": "markdown"
}

Example 3: Recent Full-Time Jobs in London

json

{
  "site_name": [{ "string": "indeed" }, { "string": "linkedin" }],
  "search_term": "Product Manager",
  "location": "London",
  "country_indeed": "uk",
  "job_type": "fulltime",
  "hours_old": 168,
  "results_wanted": 25
}

Example 4: Google Jobs with Custom Search Term

json

{
  "site_name": [{ "string": "google" }, { "string": "indeed" }],
  "search_term": "Machine Learning Engineer",
  "google_search_term": "ML Engineer AI jobs near Berlin since yesterday",
  "location": "Berlin",
  "country_indeed": "germany",
  "results_wanted": 20
}

Example 5: LinkedIn Company-Specific Search

json

{
  "site_name": [{ "string": "linkedin" }],
  "search_term": "Software Engineer",
  "location": "Singapore",
  "country_indeed": "singapore",
  "linkedin_fetch_description": true,
  "linkedin_company_ids": "1441,2382910",
  "easy_apply": true,
  "results_wanted": 10
}

Example 6: Full-Featured Search with Custom Proxy

json

{
  "site_name": [
    { "string": "indeed" },
    { "string": "linkedin" }
  ],
  "search_term": "DevOps Engineer",
  "location": "Tokyo",
  "country_indeed": "japan",
  "distance": 25,
  "is_remote": false,
  "job_type": "fulltime",
  "easy_apply": false,
  "results_wanted": 50,
  "description_format": "markdown",
  "enforce_annual_salary": true,
  "linkedin_fetch_description": false,
  "hours_old": 72,
  "offset": 0,
  "verbose": 1,
  "proxies": "socks5://user:pass@proxy.example.com:1080"
}

Parameters

Parameter	Type	Default	Description
`site_name`	stringList	`["indeed", "linkedin"]`	Job boards to search (multiple allowed).Concurrency split field
`search_term`	string	`"Software Engineer"`	Job title or keyword
`location`	string	`"New York"`	City, state, or country
`country_indeed`	select	`"usa"`	Country for Indeed/Glassdoor (21 options)
`distance`	integer	`50`	Search radius in miles
`is_remote`	boolean	`false`	Filter remote-only jobs
`job_type`	select	`""`	Employment type (fulltime, parttime, contract, internship, etc.)
`results_wanted`	integer	`50`	Results per site
`description_format`	select	`"markdown"`	Job description format (markdown / html / plain)
`enforce_annual_salary`	boolean	`true`	Convert all salaries to annual
`linkedin_fetch_description`	boolean	`false`	Fetch full LinkedIn descriptions (slower)
`hours_old`	integer	`0`	Only jobs posted within N hours (0 = no filter)
`offset`	integer	`0`	Skip N results (pagination)
`google_search_term`	string	`""`	Separate search term for Google Jobs
`easy_apply`	boolean	`false`	Filter one-click apply jobs (Indeed/LinkedIn)
`linkedin_company_ids`	string	`""`	Comma-separated LinkedIn company IDs
`user_agent`	string	`""`	Custom User-Agent header
`verbose`	select	`1`	Log level (0=Errors, 1=Warnings, 2=Info)
`proxies`	string	`""`	Proxy URL (leave empty for platform built-in)

Output

Each row contains 35 fields:

Category	Fields
Job Identity	id, site, job_url, job_url_direct
Job Info	title, company, location, date_posted, job_type, is_remote
Salary	salary_source, interval, min_amount, max_amount, currency
Job Details	job_level, job_function, listing_type, description
Company	company_industry, company_url, company_logo, company_url_direct, company_addresses, company_num_employees, company_revenue, company_description, company_rating, company_reviews_count
Skills & Experience	skills, experience_range, emails
Other	vacancy_count, work_from_home_type
Status	status, error

Proxy

Three proxy modes (in priority order):

User-defined — set the proxies parameter (e.g. socks5://user:pass@host:port)
Platform built-in — auto-detected via PROXY_AUTH environment variable
Direct — no proxy

Troubleshooting

No results from a platform?

Platform	Solution
ZipRecruiter	Blocked by Cloudflare WAF. No workaround available.
Glassdoor	Try different location format (e.g. "USA" instead of "New York")
Google Jobs	Use `google_search_term` with specific syntax from Google Jobs UI
Bayt	Blocked by anti-bot. No workaround available.
Naukri	Requires CAPTCHA. No workaround available.
BDJobs	Upstream bug. Wait for JobSpy update or exclude from search.

Rate Limited (429)?

Reduce results_wanted
Use rotating proxies via proxies parameter
Wait between requests

Project Structure

text

worker-jobspy/
├── main.py              # Entry point (CoreSDK + asyncio)
├── jobspy_worker.py     # Core logic (framework-independent)
├── input_schema.json    # UI parameter definitions
├── requirements.txt     # Python dependencies
├── sdk.py               # CoreClaw SDK
├── sdk_pb2.py           # gRPC protobuf
├── sdk_pb2_grpc.py      # gRPC stub
└── .gitignore

Dependencies

Package	Purpose
`python-jobspy`	Multi-platform job scraper
`pandas`	DataFrame processing
`PySocks`	SOCKS5 proxy support
`grpcio`	CoreClaw SDK gRPC communication
`protobuf`	Protocol Buffers runtime
`python-dateutil`	Date parsing

Pricing

Failed results don't count

Rating

5.0

Developer

Kael Odin

Worker Stats

94 Total runs

Success rate: 100.00%

Last updated: Apr 22, 2026

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