# Job Hunter SG

> AI-powered job search, resume scoring, and resume tailoring for Singapore.

Job Hunter SG helps candidates search Singapore jobs from MyCareersFuture and
Careers@Gov, score resumes, extract ATS keywords, tailor resumes for specific
roles, generate cover letters, and track applications.

## Primary URL

- https://job.kooexperience.com/

## Key Pages

- Home and app: https://job.kooexperience.com/
- AI/MCP summary: https://job.kooexperience.com/llms.txt
- Project write-up: https://kooexperience.com/blog/posts/job-hunter.html
- Source code: https://github.com/haomingkoo/job-hunter-sg

## Public MCP

- Name: Job Hunter SG Jobs
- MCP endpoint: https://job.kooexperience.com/mcp
- Smithery listing: https://smithery.ai/servers/haomingkoo/job-hunter-sg
- Use this for public Singapore job search across MyCareersFuture and
  Careers@Gov.
- MCP tools require an MCP-capable client or a connected app/connector. Normal
  web search can cite this page but cannot call the MCP tools directly.
- Public tools: jobhunter.source_stats, jobhunter.latest_jobs,
  jobhunter.latest_careersgov_jobs, jobhunter.latest_mycareersfuture_jobs,
  jobhunter.search_jobs, jobhunter.get_job, jobhunter.ats_precompute_status,
  jobhunter.recommend_skillsfuture_courses.

## Capabilities

- Browse Singapore job listings from MyCareersFuture and Careers@Gov.
- Filter cached jobs by seniority, employment type, sector, salary, location,
  and search keywords.
- Score resumes against ATS-style criteria.
- Rewrite and tailor resume bullets with validation gates.
- Build resumes through chat and export DOCX resumes.
- Match resumes to jobs with hybrid keyword and semantic scoring.
- Track job applications and reminders.

## Audience

- Singapore job seekers.
- Candidates tailoring resumes for Singapore employers.
- AI Singapore, government, technology, product, data, and operations roles.

## Contact

- Creator: Haoming Koo
- Portfolio: https://kooexperience.com/