简历ATS优化器 - 一键检查简历兼容性，提升关键词匹配度，通过自动筛选

Resume ATS Optimizer by paramchoudhary/resumeskills

180 GitHub Stars

GitHub

安装命令

npx skills add https://github.com/paramchoudhary/resumeskills --skill 'Resume ATS Optimizer'

自动化职业发展人力资源管理

🇨🇳中文介绍

简历 ATS 优化器

何时使用此技能

当用户希望进行以下操作时使用此技能：

针对申请人跟踪系统优化其简历
检查其简历是否能通过自动筛选
了解其申请未获回复的原因
提及关键词如："ATS"、"未获得面试机会"、"简历无效"、"优化简历"、"关键词优化"

当用户提供简历文件并提及正在申请工作时也可使用。

核心能力

解析简历并测试 ATS 兼容性
根据职位描述提取和分析关键词
识别导致 ATS 解析器失效的格式问题
计算简历与职位发布之间的匹配度
建议关键词添加和放置位置
生成 ATS 友好的格式建议

ATS 问题

75% 的简历在被人力看到之前就被申请人跟踪系统拒绝了。公司使用 ATS 来：

自动筛选掉不合格的候选人
根据职位要求搜索特定关键词
将简历解析为结构化数据
按关键词匹配百分比对候选人进行排名

简历未通过 ATS 的常见原因：

格式不佳（表格、分栏、页眉/页脚）
缺少职位描述中的关键词
章节标题不一致
非标准字体或特殊字符
文本嵌入图像中
文件格式不正确

ATS 兼容性检查清单

文件格式

✅ 使用 .docx 或 .pdf（而非 .pages、.odt）
✅ PDF 必须是基于文本的，而非扫描图像
✅ 文件名："FirstName_LastName_Resume.pdf"

字体与格式

✅ 标准字体：Arial、Calibri、Georgia、Times New Roman
✅ 字体大小：正文 10-12pt，标题 14-16pt
✅ 无文本框、表格或分栏
✅ 无页眉/页脚（将联系信息放在正文中）
✅ 无图像、图形或图表

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关键词优化流程

步骤 1：提取职位描述关键词

识别三种类型的关键词：

硬技能（技术）

编程语言（Python, Java, SQL）
工具和平台（Salesforce, AWS, Excel）
认证（PMP, CPA, CFA）
方法论（Agile, Six Sigma, SDLC）

领导力、协作、沟通
解决问题、分析思维
项目管理、利益相关者管理

B2B, SaaS, e-commerce
Enterprise, SMB, mid-market
ARR, MRR, churn rate

步骤 2：匹配分析

针对职位描述中的每个关键词：

检查简历中是否出现完全相同的短语
检查同义词或变体
统计提及频率
注意位置（摘要、经验、技能）

步骤 3：计算匹配分数

Match Score = (Keywords Matched / Total Required Keywords) × 100

示例：
职位有 20 个必需关键词
您的简历包含其中 15 个
匹配分数 = 75%

目标：建议达到 80%+ 以实现强匹配

步骤 4：关键词放置策略

优先级 1：专业摘要（简历顶部）

包含 5-8 个最重要的关键词
在 3-4 个句子的段落中自然地使用
示例："Data Scientist with 5+ years using Python, SQL, and machine learning to drive business insights..."

优先级 2：技能部分

明确列出关键词
如有需要，按类别分组
使用职位描述中的确切措辞

优先级 3：经验要点

将关键词融入成就陈述中
不要生硬地插入关键词
在整个简历中使用变体

关键词密度指南：

关键关键词：在整个简历中出现 2-4 次
重要关键词：出现 1-2 次
不要堆砌关键词——保持自然
变换措辞（例如，"led team" 和 "team leadership"）

分析简历时，提供以下结构化报告：

# ATS 兼容性报告

## 总体得分：[X]/100

### 文件格式检查 ✅/❌
- 格式：[DOCX/PDF]
- 文本提取：[成功/失败]
- 文件大小：[X KB/MB]

### 格式问题
✅ 未检测到表格或分栏
❌ 联系信息在页眉中（应移至正文）
⚠️  技能部分使用了两种不同的字体大小

### 关键词分析

职位要求 vs 您的简历：

**关键关键词（必须具备）：**
✅ Project Management - 找到 3 次
✅ Agile/Scrum - 找到 2 次
❌ Stakeholder Management - 缺失（在职位描述中提及 5 次）
❌ Budget Management - 缺失（在职位描述中提及 3 次）

**重要关键词：**
✅ Cross-functional teams - 找到 1 次
⚠️  "Risk management" - 您有 "risk mitigation"（接近但不完全匹配）
✅ Process improvement - 找到 2 次

**匹配分数：65%**
目标：建议达到 80%+

### 建议的更改

**1. 添加缺失的关键词：**

在专业摘要中，将：
"Experienced project manager with proven track record..."

改为：
"Experienced project manager with proven track record in stakeholder management and budget oversight..."

在经验部分，添加要点：
"Managed stakeholder communication across 3 departments and executive leadership team"
"Directed budget management for $2.5M project portfolio"

**2. 修复格式：**
- 将联系信息从页眉移至简历正文
- 使技能部分的所有项目使用相同的字体大小（目前混合使用 10pt 和 11pt）

**3. 加强现有关键词：**
将 "risk mitigation" 改为 "risk management" 以实现精确匹配

### 预计新匹配分数：85%

常见的 ATS 失败模式

模式 1：创意格式

❌ 问题：
[带有图形的两栏布局]
[技能条和熟练度图表]
[彩色框中的文本]

✅ 解决方案：
- 单栏布局
- 纯文本技能列表
- 简单的项目符号

模式 2：非传统章节名称

❌ 问题：
"My Journey"（代替 Experience）
"What I Bring to the Table"（代替 Skills）
"Academic Pursuits"（代替 Education）

✅ 解决方案：
使用 ATS 能识别的标准标题

模式 3：缺少关键词

❌ 问题：
职位要求："Python, SQL, Data Visualization"
简历写的是："Programming, databases, making charts"

✅ 解决方案：
使用职位描述中的确切术语

模式 4：关键词堆砌

❌ 问题：
技能：Python, Python programming, Python developer, Python expert, Python specialist, Advanced Python...

✅ 解决方案：
技能：Python, SQL, JavaScript, React, Node.js
（然后在要点中自然地融入）

行业特定注意事项

强调编程语言和框架
在技能部分（而非页眉）包含 GitHub、作品集链接
认证和课程非常重要

关注软件熟练度（Excel, SAP, Salesforce）
认证至关重要（CPA, CFA, PMP）
行业关键词（P&L, ROI, KPI）

需要执照和认证
特定系统（Epic, Cerner, MEDITECH）
合规关键词（HIPAA, Joint Commission）

平台专业知识（HubSpot, Salesforce, Google Analytics）
渠道关键词（SEO, PPC, email marketing）
指标和结果导向的语言

边缘案例与特殊情况

关注可转移技能
使用目标行业的关键词，而不仅仅是当前行业
可能需要为 ATS 准备两个版本的简历

教育部分成为关键词的优先放置区
包含相关课程、项目
实习算作经验——使用相关关键词

ATS 对高级职位仍然重要
关注战略关键词
包含董事会经验、P&L 规模、团队规模

如果有助于掩饰，仅使用年份（而非月份）
包含自由职业/咨询工作并使用关键词
志愿工作可以包含相关关键词

帮助用户优化 ATS 兼容性时：

✅ 扫描当前简历的 ATS 兼容性问题
✅ 分析职位描述以获取必需关键词
✅ 计算当前匹配分数
✅ 识别具体缺失的关键词
✅ 为新关键词建议确切的放置位置
✅ 标记格式问题
✅ 提供修改前/后的示例
✅ 根据建议的更改重新评分
✅ 验证文件格式和命名
✅ 如果可能，使用 ATS 模拟器进行测试

优化后，简历应：

针对目标职位描述达到 80%+ 的匹配分数
通过 ATS 解析测试（所有部分均被识别）
零格式错误
每个关键关键词出现 2-4 次
阅读自然（无关键词堆砌）
准备好立即提交

🇺🇸English

Resume ATS Optimizer

When to Use This Skill

Use this skill when the user wants to:

Optimize their resume for Applicant Tracking Systems (ATS)
Check if their resume will pass automated screening
Understand why their applications aren't getting responses
Mentions keywords like: "ATS", "not getting interviews", "resume not working", "optimize resume", "keyword optimization"

Also use when the user provides a resume file and mentions they're applying to jobs.

Core Capabilities

Parse resume and test ATS compatibility
Extract and analyze keywords against job descriptions
Identify formatting issues that break ATS parsers
Calculate match scores between resume and job postings
Suggest keyword additions and placements
Generate ATS-friendly formatting recommendations

The ATS Problem

75% of resumes are rejected by Applicant Tracking Systems before a human ever sees them. Companies use ATS to:

Filter out unqualified candidates automatically
Search for specific keywords from job requirements
Parse resumes into structured data
Rank candidates by keyword match percentage

Common reasons resumes fail ATS:

Poor formatting (tables, columns, headers/footers)
Missing keywords from job description
Inconsistent section headers
Non-standard fonts or special characters
Text embedded in images
Incorrect file format

ATS Compatibility Checklist

File Format

✅ Use .docx or .pdf (not .pages, .odt)
✅ PDF must be text-based, not scanned image
✅ File name: "FirstName_LastName_Resume.pdf"

Font & Formatting

✅ Standard fonts: Arial, Calibri, Georgia, Times New Roman
✅ Font size: 10-12pt for body, 14-16pt for headers
✅ No text boxes, tables, or columns
✅ No headers/footers (put contact info in body)
✅ No images, graphics, or charts
✅ Consistent date formats (MM/YYYY)
✅ Standard bullet points (•, -, *)

Section Headers

Use standard, recognizable headers:

✅ "Professional Experience" or "Work Experience" (not "Where I've Been")
✅ "Education" (not "Academic Background")
✅ "Skills" (not "Core Competencies")
✅ "Summary" or "Professional Summary"

Contact Information

John Smith
email@example.com | (555) 123-4567 | LinkedIn: linkedin.com/in/johnsmith
San Francisco, CA

NOT in header/footer, and avoid:

❌ Tables for contact info
❌ Special characters in email
❌ Multiple phone numbers
❌ Full mailing address (city/state is enough)

Keyword Optimization Process

Step 1: Extract Job Description Keywords

Identify three types of keywords:

Hard Skills (Technical)

Programming languages (Python, Java, SQL)
Tools and platforms (Salesforce, AWS, Excel)
Certifications (PMP, CPA, CFA)
Methodologies (Agile, Six Sigma, SDLC)

Soft Skills

Leadership, collaboration, communication
Problem-solving, analytical thinking
Project management, stakeholder management

Industry Terms

B2B, SaaS, e-commerce
Enterprise, SMB, mid-market
ARR, MRR, churn rate

Step 2: Match Analysis

For each keyword in job description:

Check if exact phrase appears in resume
Check for synonyms or variations
Count frequency of mention
Note location (summary, experience, skills)

Step 3: Calculate Match Score

Match Score = (Keywords Matched / Total Required Keywords) × 100

Example:
Job has 20 required keywords
Your resume has 15 of them
Match Score = 75%

Target: 80%+ for strong match

Step 4: Keyword Placement Strategy

Priority 1: Professional Summary (Top of Resume)

Include 5-8 most important keywords
Use naturally in 3-4 sentence paragraph
Example: "Data Scientist with 5+ years using Python, SQL, and machine learning to drive business insights..."

Priority 2: Skills Section

List keywords explicitly
Group by category if needed
Use exact phrasing from job description

Priority 3: Experience Bullets

Incorporate keywords into achievement statements
Don't force keywords unnaturally
Use variations throughout

Keyword Density Guidelines:

Critical keywords: Appear 2-4 times throughout resume
Important keywords: Appear 1-2 times
Don't keyword stuff - keep it natural
Vary phrasing (e.g., "led team" and "team leadership")

Analysis Output Format

When analyzing a resume, provide this structured report:

# ATS COMPATIBILITY REPORT

## Overall Score: [X]/100

### File Format Check ✅/❌
- Format: [DOCX/PDF]
- Text extraction: [Success/Failed]
- File size: [X KB/MB]

### Formatting Issues
✅ No tables or columns detected
❌ Contact info in header (move to body)
⚠️  Two different font sizes in skills section

### Keyword Analysis

JOB REQUIREMENTS vs YOUR RESUME:

**Critical Keywords (Must Have):**
✅ Project Management - Found 3x
✅ Agile/Scrum - Found 2x
❌ Stakeholder Management - MISSING (mentioned 5x in JD)
❌ Budget Management - MISSING (mentioned 3x in JD)

**Important Keywords:**
✅ Cross-functional teams - Found 1x
⚠️  "Risk management" - You have "risk mitigation" (close but not exact match)
✅ Process improvement - Found 2x

**Match Score: 65%**
Target: 80%+ recommended

### Recommended Changes

**1. Add Missing Keywords:**

In Professional Summary, change:
"Experienced project manager with proven track record..."

To:
"Experienced project manager with proven track record in stakeholder management and budget oversight..."

In Experience section, add bullet:
"Managed stakeholder communication across 3 departments and executive leadership team"
"Directed budget management for $2.5M project portfolio"

**2. Fix Formatting:**
- Move contact information from header to body of resume
- Make all skill section items same font size (currently 10pt and 11pt mixed)

**3. Strengthen Existing Keywords:**
Change "risk mitigation" to "risk management" for exact match

### Estimated New Match Score: 85%

Common ATS Failure Patterns

Pattern 1: Creative Formatting

❌ PROBLEM:
[Two-column layout with graphics]
[Skill bars and proficiency charts]
[Text in colored boxes]

✅ SOLUTION:
- Single column layout
- Text-only skills list
- Simple bullet points

Pattern 2: Unconventional Section Names

❌ PROBLEM:
"My Journey" (instead of Experience)
"What I Bring to the Table" (instead of Skills)
"Academic Pursuits" (instead of Education)

✅ SOLUTION:
Use standard headers ATS recognizes

Pattern 3: Missing Keywords

❌ PROBLEM:
Job requires: "Python, SQL, Data Visualization"
Resume says: "Programming, databases, making charts"

✅ SOLUTION:
Use exact terminology from job description

Pattern 4: Keyword Stuffing

❌ PROBLEM:
Skills: Python, Python programming, Python developer, Python expert, Python specialist, Advanced Python...

✅ SOLUTION:
Skills: Python, SQL, JavaScript, React, Node.js
(Then incorporate naturally in bullets)

Industry-Specific Considerations

Tech Resumes

Emphasize programming languages and frameworks
Include GitHub, portfolio links in Skills section (not header)
Certifications and courses matter highly

Business/Finance

Focus on software proficiency (Excel, SAP, Salesforce)
Certifications critical (CPA, CFA, PMP)
Industry keywords (P&L, ROI, KPI)

Healthcare

Licenses and certifications required
Specific systems (Epic, Cerner, MEDITECH)
Compliance keywords (HIPAA, Joint Commission)

Marketing

Platform expertise (HubSpot, Salesforce, Google Analytics)
Channel keywords (SEO, PPC, email marketing)
Metrics and results-driven language

Edge Cases & Special Situations

Career Changers

Focus on transferable skills
Use keywords from TARGET industry, not just current
May need two resume versions for ATS

Recent Graduates

Education section becomes priority for keywords
Include relevant coursework, projects
Internships count as experience - use those keywords

Executive Level

ATS still matters for senior roles
Focus on strategic keywords
Include board experience, P&L size, team size

Gaps in Employment

Use years only (not months) if it helps
Include freelance/consulting with keywords
Volunteer work can include relevant keywords

Implementation Checklist

When helping user optimize for ATS:

✅ Scan current resume for ATS compatibility issues
✅ Analyze job description for required keywords
✅ Calculate current match score
✅ Identify specific missing keywords
✅ Suggest exact placements for new keywords
✅ Flag formatting problems
✅ Provide before/after examples
✅ Re-score after suggested changes
✅ Verify file format and naming
✅ Test with ATS simulator if possible

Success Metrics

After optimization, the resume should:

Score 80%+ match for target job descriptions
Pass ATS parsing test (all sections recognized)
Have zero formatting errors
Include all critical keywords 2-4x each
Read naturally (not keyword-stuffed)
Be ready to submit immediately

Weekly Installs

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Repository

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GitHub Stars

180

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