
This is the work I did for 10+ years. As a senior HR at top companies, I screened 10,000+ resumes and decided who made the shortlist — learning to tell real signal from keyword-stuffing, spot who'll actually perform, and stay consistent instead of going on gut. This Skill puts that same judgment to work on your hiring: it reads each resume against your role, ranks candidates with clear reasons, and flags who's worth interviewing and who isn't — so you build a sharper shortlist, faster.

拥有20年招聘经验、审阅过数十万份简历的资深HR的实战判断框架,用于简历筛选评估与面试教练。适用两类场景:(1) 求职者请求"帮我看看这份简历""这份简历有什么问题""帮我准备面试""陪我模拟面试""这个面试问题该怎么回答";(2) 招聘方/HR/面试官请求"帮我筛选这些简历""这个候选人怎么样""帮我设计面试题""这份简历有什么疑点/红旗"。只要用户提到简历诊断、简历评估、面试准备、模拟面试、候选人评估、面试题设计、识别简历造假/注水/跳槽风险等,都应主动使用此技能,即使用户没有明确说"用这个技能"。尤其适合科技/研发/技术类岗位,但招聘判断逻辑对通用岗位同样适用。

Analyzes your resume against a job description and delivers a complete application package: match analysis, ATS optimization, skill gap report, tailored cover letter, application responses, predicted interview questions, and actionable recommendations — all based strictly on your real experience.

Evaluates a batch of resumes against a job description and optional success examples. Produces ranked shortlist / maybe / pass piles with scores, strengths, gaps, screening questions, and clear reasoning for every candidate — while avoiding protected characteristics and never making hire or reject decisions.

The AI job search pipeline built from 740+ real evaluations. Evaluate offers with structured scoring, generate tailored CVs and cover letters, scan 45+ company portals, track every application, and prep for interviews — all inside Claude Code. Works out of the box. Fully customizable to your roles, language, and market.

Turn your resume and a target job description into a stronger, tailored application with improved wording, relevant keywords, skills alignment, and interview preparation.

把JD和所有履歷一次貼進去,AI根據硬性條件逐一核查每位候選人,輸出有憑有據的Tier 1/2/3分級推薦和客製面試題。不靠感覺篩人,每個判斷都有原文為證。適合HR、招募專員、用人主管、新創創辦人。 Paste your JD and all candidate materials at once. The agent checks hard requirements line by line, evaluates each candidate with concrete evidence, and delivers Tier 1/2/3 interview-priority rankings with custom follow-up questions. No gut-feel judgments — every call is backed by what's actually in the materials. Built for HR teams, recruiters, and hiring managers.

Resume Polishing Agent — ATS-Optimized with Diagnostic Scoring - Build a skill that takes a resume, scores it against ATS algorithms, rewrites for impact, and returns a polished PDF-ready version.

Rewrite your resume the way AI recruiters, HR leaders, and hiring managers actually screen candidates, so your experience sounds sharper, stronger, and more interview-worthy.