AI Job Hunter
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About this skill
Problem: Low-Signal Job Searching
When resumes are scattered across platforms, job searches rely on batch keywords, and interview failures only lead to guessing, the process becomes noisy. AI Job Hunter turns it into a trackable loop: build a candidate profile, derive search terms, gather multi-source roles, score and filter them, then use funnel data to identify whether the issue is search direction, resume fit, or interview performance.
How It Works: From Profiling to Application Review
- Profile first: read
MEMORY.mdor prompt for resume, city, salary floor, and values, then apply Flower Chart, Iceberg, and Odyssey framing to set constraints. - Multi-channel sourcing: combine
web_fetch,web_search, and scripts for Liepin, Zhaopin, BOSS, Xiaohongshu, Zhihu, Maimai, government, and university channels, deduplicating identical company-role pairs. - Quantified filtering: hard exclusions remove mismatches, while scores across skills, domain, front-line load, and salary produce S/A/B/C/D grades and role cards.
- Application and iteration: generate ATS keyword notes, resume variants, and outreach lines for high-fit roles, log confirmed applications, and review weekly funnel metrics.
Boundaries
It fits engineers or career switchers who need ongoing job-search tracking, especially when roles span job boards, social platforms, and public listings. It requires script dependencies; BOSS scraping needs Chrome and a first login, and some platforms may hide salary or full text. Confirm that automation is allowed by the target platform, and keep user login, job verification, and final submission under user control.
Use Cases
- When a switcher is unsure of direction, use Flower Chart, Iceberg, and Odyssey to build a profile and generate search terms.
- A job-seeking ops person deduplicates roles from Liepin, Zhaopin, and Xiaohongshu, then filters S-grade roles by city, salary, and fit.
- Before applying to S/A roles, generate ATS keyword notes, resume variants, and a tailored opening line, then confirm submission.
- Review weekly application, reply, and interview data, identify search or resume bottlenecks, and update strategy in MEMORY.md.
Best For
- Training or special-education practitioners seeking non-front-line roles want to extract transferable skills and match admin, teaching, or training jobs.
- Engineers or product managers switching industries want multi-channel sourcing and funnel metrics to test whether their current application direction is failing.
- Operations or consulting candidates want to merge job clues from Xiaohongshu, Zhihu, and Maimai into one scored role list.
- Candidates using an AI agent for job search need to store their profile, screening notes, application log, and review strategy in MEMORY.md.
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