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BOSS Zhipin Job Matching Assistant

Business Operations Updated 2026.08.30

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Please install @user_e179a318/boss-job-recommand by following https://skillhub.cn/install/skillhub.md.

About this skill

Problem

The hard part of job matching is often not collecting listings, but connecting JD requirements, candidate profile fields, and search context into reviewable recommendations. This skill aligns your profile, BOSS Zhipin job data, and JD evidence instead of returning an opaque score.

How it works

  • Profile parsing: extracts target roles, skills, experience, city, salary floor, work arrangement, and deal-breakers from text, PDF, or attachments; missing items are marked as “not provided”.
  • Job capture: uses the bundled boss-zhipin-scraper subskill to read logged-in listings through Chrome/CDP, fetches JD details when needed, limits default pages, and reuses existing JSON/CSV results.
  • Matching and ranking: compares core skills/responsibilities, experience/industry, location, work arrangement, salary, and education preferences, then labels roles as strong match, fair match, or cautious match.
  • Traceability: conclusions cite JD text or listing fields and distinguish confirmed matches, partial matches, gaps, and unknowns.

Boundaries

  • Use it for personal job research and public job information only; do not bypass login, captchas, or rate limits.
  • OCR from scanned PDFs, missing JDs, and abnormal salary fields reduce confidence; the skill does not invent skills, projects, education, or experience.
  • If you have not declared a hard constraint, the skill records risk rather than silently rejecting roles.

Use Cases

  • A job seeker has 20 BOSS Zhipin listings and needs to filter roles by target title, city, and salary floor.
  • Extract skills and years from a PDF resume, compare them with JD responsibilities, and mark confirmed matches and gaps.
  • Use existing boss_jobs_*.json and boss_details_*.json to generate a ranked application list with JD evidence and risks.
  • When JD details are missing, label listing-level evidence as lower confidence and suggest re-fetching details or changing keywords.

Best For

  • Engineers changing jobs who need to align resume skills with BOSS Zhipin JDs into an application list.
  • New graduates seeking roles who need to identify hard gaps in city, salary floor, and education.
  • Job seekers with PDF resumes who want structured profile fields, JD evidence, and application priority.
  • Career changers who want transferable experience and gaps marked without inventing missing qualifications.