JobSpy MCP Server
JobSpy MCP server enabling AI agents to search job listings across multiple platforms — scraping LinkedIn, Indeed, Glassdoor, and ZipRecruiter for job postings, filtering by role, location, salary, and experience level, and integrating multi-platform job search into agent-driven career management and recruiting automation workflows.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
Scraping — ToS risk. HTTPS. No credentials. Community MCP. Personal use only — avoid high-volume automation.
⚡ Reliability
Best When
A job seeker or recruiter needs aggregated job listings from multiple platforms — searching LinkedIn, Indeed, and Glassdoor simultaneously without separate API keys.
Avoid When
You need guaranteed uptime or official API access — JobSpy's scraping approach may break with platform changes and may violate ToS.
Use Cases
- • Searching job listings across multiple platforms from career advisor agents
- • Finding matching roles based on skills and preferences from job matching agents
- • Monitoring new job postings for specific roles from job alert agents
- • Aggregating salary data from multiple job boards from compensation research agents
- • Building job recommendation pipelines from career development agents
- • Automating job application sourcing from recruiting workflow agents
Not For
- • Official API access (JobSpy uses scraping — may violate LinkedIn/Indeed ToS)
- • High-volume automated job applications (against platform ToS)
- • Teams in regions where LinkedIn/Indeed aren't primary job markets
Interface
Authentication
No authentication required — JobSpy scrapes public job listings. LinkedIn may require cookies for some searches. No official API keys needed.
Pricing
JobSpy library is free open source. Community MCP is free. Scraping job platforms — use responsibly and comply with platform ToS.
Agent Metadata
Known Gotchas
- ⚠ Scraping approach — may violate LinkedIn/Indeed ToS; use at your own risk
- ⚠ Search results depend on scraping reliability — platform changes can break JobSpy
- ⚠ Slow searches (2-10 seconds) as it scrapes multiple sites — add appropriate timeouts
- ⚠ LinkedIn searches may be limited without login cookies
- ⚠ Community MCP wrapping JobSpy library — double layer of maintenance dependency
- ⚠ Location-based searches work best with exact city/state — imprecise locations reduce results
Alternatives
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Scores are editorial opinions as of 2026-03-07.