Best MCP servers for jobs and recruiting
13 working options, checked Nov 8, 2026.
Short answer: the top picks for jobs and recruiting right now are NeverApply, ATS Jobs MCP and ModernCV Resume MCP. We list 13 options here: 9 work without sign-in, 3 need a sign-in and 1 run on your own machine.
Job MCP servers work for both sides of hiring. Job seekers can search openings and build resumes from a chat, while recruiters can find candidates and screen applicants.
Top picks
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NeverApply
AI job-search agent you can drive from any MCP client.
Tools include
search_jobs,get_matches,get_job,get_profile,list_applications -
ATS Jobs MCP
New job postings from Ashby, Greenhouse, Lever and SmartRecruiters boards
-
ModernCV Resume MCP
Build ATS resumes via MCP — free, no sign-up, JSON Resume
Tools include
list_templates,get_writing_guide,get_example_resume,get_resume_schema,create_editor_link -
CareJobs.Now
Search 170,000+ open US healthcare jobs, with posted pay, by job, state and shift.
Tools include
search_healthcare_jobs,get_healthcare_pay,get_healthcare_job_market,get_healthcare_jobs_by_state,list_healthcare_employers -
SalesJobs.Now
Search open sales jobs (SDR, BDR, account executive, account manager, customer success, sales engineer) with the base and OTE each posting states, read hourly from employers' own hiring systems.
Tools include
search_sales_jobs,get_sales_pay,get_sales_market,get_hiring_radar
All 13 compared
| Server | What it does | Setup | Tools |
|---|---|---|---|
| NeverApply | AI job-search agent you can drive from any MCP client. | Hosted, no sign-in | 15 |
| ATS Jobs MCP | New job postings from Ashby, Greenhouse, Lever and SmartRecruiters boards | Runs locally | – |
| ModernCV Resume MCP | Build ATS resumes via MCP — free, no sign-up, JSON Resume | Hosted, no sign-in | 9 |
| CareJobs.Now | Search 170,000+ open US healthcare jobs, with posted pay, by job, state and shift. | Hosted, no sign-in | 6 |
| SalesJobs.Now | Search open sales jobs (SDR, BDR, account executive, account manager, customer success, sales engineer) with the base and OTE each posting states, read hourly from employers' own hiring systems. | Hosted, no sign-in | 4 |
| GTM Daily | Search verified GTM Engineering and RevOps jobs, compare GTM tools with pricing, and read hiring-market data. | Hosted, no sign-in | 29 |
| AITraining.jobs | Search open AI training jobs and what they pay | Hosted, no sign-in | 6 |
| RobotTraining.jobs | Search ~1,000 open robot-training jobs with posted pay | Hosted, no sign-in | 3 |
| Fungsi.id MCP | Search Indonesian job vacancies and company profiles from your AI assistant | Hosted, no sign-in | 8 |
| HeroHunt.ai | AI Recruiter that finds and reaches candidates on autopilot | Hosted, sign-in | – |
| BKK Staff | Screen job applicants and shortlist candidates from any MCP client. | Hosted, sign-in | – |
| Parlel | Search people, companies, and open roles — free, no API key | Hosted, no sign-in | 8 |
| JobsPipe | Search live normalized job postings from 30+ ATS feeds and job boards via MCP. | Hosted, sign-in | – |
How to choose
- Searching or hiring? Job boards help candidates. Sourcing and screening tools help employers.
- Check how fresh the listings are. Stale jobs waste time, so favor servers that read employer boards directly.
- Hiring decisions need people. Automated screening can raise fairness and legal issues, so keep a human making the decision.
How to connect one
Here is NeverApply as an example. In Claude Code, run:
claude mcp add --transport http neverapply https://neverapply.co/mcpFor other apps, follow our guides for Claude, ChatGPT, Cursor and VS Code.
How we picked these
We read each listing's tools and put the closest fit for this job first. Hosted servers must pass a real MCP handshake in our daily check to stay on this page, and local servers are reviewed from their source or package. That shows a server responds, not how well it works for you, and we don't run every tool in production.
Frequently asked questions
Which of these MCP servers work without signing in?
NeverApply, ModernCV Resume MCP, CareJobs.Now, SalesJobs.Now and GTM Daily are among the 9 that answered our latest live check with no account or key.
Can an AI assistant search for jobs for me?
Yes. Job servers search live postings by role, location and pay, and your assistant can compare them with your resume.
Can MCP build a resume?
Yes. Resume servers turn your details into a formatted, ATS-friendly document. Check every line before you send it.
How often is this list updated?
Every hosted server here is re-checked daily with a real MCP handshake, and a server drops off this page while it fails that check. Last check: Nov 8, 2026.