KS
Killer-Skills

tailored-resume-generator — Categories.community

v1.0.0
GitHub

About this Skill

Perfect for Language Agents needing advanced resume customization and ATS optimization capabilities. Run, deploy and monitor CLI agents in secure cloud sandboxes.

evolving-machines-lab evolving-machines-lab
[0]
[0]
Updated: 3/4/2026

Quality Score

Top 5%
55
Excellent
Based on code quality & docs
Installation
SYS Universal Install (Auto-Detect)
Cursor IDE Windsurf IDE VS Code IDE
> npx killer-skills add evolving-machines-lab/evolve/tailored-resume-generator

Agent Capability Analysis

The tailored-resume-generator MCP Server by evolving-machines-lab is an open-source Categories.community integration for Claude and other AI agents, enabling seamless task automation and capability expansion.

Ideal Agent Persona

Perfect for Language Agents needing advanced resume customization and ATS optimization capabilities.

Core Value

Empowers agents to analyze job descriptions, extract key requirements, and generate tailored resumes using natural language processing and machine learning algorithms, optimizing for Applicant Tracking Systems (ATS) and highlighting relevant experience for career transitions.

Capabilities Granted for tailored-resume-generator MCP Server

Automating resume generation for specific job positions
Customizing resumes for different industries or roles
Optimizing resumes for ATS compatibility and career transition highlights

! Prerequisites & Limits

  • Requires job description input
  • Limited to resume generation and customization
  • Dependent on quality of job description data
Project
SKILL.md
11.9 KB
.cursorrules
1.2 KB
package.json
240 B
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SKILL.md
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Tailored Resume Generator

When to Use This Skill

  • Applying for a specific job position
  • Customizing your resume for different industries or roles
  • Highlighting relevant experience for career transitions
  • Optimizing your resume for ATS (Applicant Tracking Systems)
  • Creating multiple resume versions for different job applications
  • Emphasizing specific skills mentioned in job postings

What This Skill Does

  1. Analyzes Job Descriptions: Extracts key requirements, skills, qualifications, and keywords from job postings
  2. Identifies Priorities: Determines what employers value most based on the job description language and structure
  3. Tailors Content: Reorganizes and emphasizes relevant experience, skills, and achievements
  4. Optimizes Keywords: Incorporates ATS-friendly keywords naturally throughout the resume
  5. Formats Professionally: Creates clean, professional resume layouts suitable for various formats
  6. Provides Recommendations: Suggests improvements and highlights gaps to address

How to Use

Basic Usage

Provide a job description and your background information:

I'm applying for this job:

[paste job description]

Here's my background:
- 5 years as software engineer at TechCorp
- Led team of 3 developers on mobile app project
- Expert in Python, JavaScript, React
- Computer Science degree from State University

With Existing Resume

Upload or paste your current resume along with the job description:

Please tailor my resume for this position:

Job Description:
[paste job description]

My Current Resume:
[paste resume content]

Career Transition

When changing industries or roles:

I'm transitioning from marketing to product management.
Here's the job I'm applying for:

[paste job description]

My transferable experience:
- 7 years in digital marketing
- Led cross-functional teams
- Managed product launches
- Data analysis and A/B testing

Example

User Request:

I need a tailored resume for this job:

Senior Data Analyst Position

Requirements:
- 5+ years experience in data analysis
- Expert in SQL, Python, and data visualization tools
- Experience with A/B testing and statistical analysis
- Strong communication skills to present findings
- Healthcare industry experience preferred

My background:
- Data Analyst at RetailCo (2019-2024)
- Created dashboards using Tableau and Power BI
- Built Python scripts for data automation
- Worked with marketing team on campaign analysis
- Business Analytics degree
- Also did 1 year internship at HealthPlus clinic

Generated Output:

markdown
1# JOHN DOE 2Email: john.doe@email.com | Phone: (555) 123-4567 | LinkedIn: linkedin.com/in/johndoe 3 4## PROFESSIONAL SUMMARY 5Results-driven Data Analyst with 5+ years of experience leveraging SQL, Python, and advanced 6visualization tools to deliver actionable insights. Proven track record in statistical analysis, 7A/B testing, and cross-functional collaboration. Healthcare industry experience with strong 8ability to communicate complex data findings to stakeholders. 9 10## TECHNICAL SKILLS 11- **Data Analysis & Programming**: SQL, Python, Statistical Analysis, A/B Testing 12- **Visualization Tools**: Tableau, Power BI, Advanced Dashboard Development 13- **Data Management**: Data Automation, ETL Processes, Database Optimization 14- **Business Intelligence**: Campaign Analytics, Performance Metrics, KPI Tracking 15 16## PROFESSIONAL EXPERIENCE 17 18**Data Analyst** | RetailCo | 2019 - 2024 19- Designed and implemented 50+ SQL queries and Python automation scripts, reducing manual 20 data processing time by 60% 21- Conducted rigorous A/B testing and statistical analysis for marketing campaigns, 22 improving campaign ROI by 35% 23- Built interactive Tableau and Power BI dashboards for executive team, enabling 24 data-driven decision making 25- Presented analytical findings to cross-functional stakeholders including marketing, 26 operations, and executive leadership 27- Collaborated with marketing team to analyze customer behavior patterns and optimize 28 targeting strategies 29 30**Data Analysis Intern** | HealthPlus Clinic | 2018 - 2019 31- Supported healthcare analytics initiatives by analyzing patient data and operational metrics 32- Gained exposure to healthcare industry data management and HIPAA compliance requirements 33- Assisted in creating reports for clinical staff to improve patient care workflows 34 35## EDUCATION 36 37**Bachelor of Science in Business Analytics** 38State University | Graduated 2018 39 40## KEY ACHIEVEMENTS 41- Reduced data processing time by 60% through Python automation 42- Improved marketing campaign ROI by 35% through A/B testing and optimization 43- Created data visualization system now used across entire organization

Additional Recommendations:

  • Consider adding any specific healthcare projects or certifications
  • Quantify more achievements with metrics when possible
  • If you have experience with R or advanced statistical methods, add them
  • Consider mentioning any familiarity with healthcare regulations (HIPAA, etc.)

Instructions

When a user requests resume tailoring:

1. Gather Information

Job Description Analysis:

  • Request the full job description if not provided
  • Ask for the company name and job title

Candidate Background:

  • If user provides existing resume, use it as the foundation
  • If not, request:
    • Work history (job titles, companies, dates, responsibilities)
    • Education background
    • Key skills and technical proficiencies
    • Notable achievements and metrics
    • Certifications or awards
    • Any other relevant information

2. Analyze Job Requirements

Extract and prioritize:

  • Must-have qualifications: Years of experience, required skills, education
  • Key skills: Technical tools, methodologies, competencies
  • Soft skills: Communication, leadership, teamwork
  • Industry knowledge: Domain-specific experience
  • Keywords: Repeated terms, phrases, and buzzwords for ATS optimization
  • Company values: Cultural fit indicators from job description

Create a mental map of:

  • Priority 1: Critical requirements (deal-breakers)
  • Priority 2: Important qualifications (strongly desired)
  • Priority 3: Nice-to-have skills (bonus points)

3. Map Candidate Experience to Requirements

For each job requirement:

  • Identify matching experience from candidate's background
  • Find transferable skills if no direct match
  • Note gaps that need to be addressed or de-emphasized
  • Identify unique strengths to highlight

4. Structure the Tailored Resume

Professional Summary (3-4 lines):

  • Lead with years of experience in the target role/field
  • Include top 3-4 required skills from job description
  • Mention industry experience if relevant
  • Highlight unique value proposition

Technical/Core Skills Section:

  • Group skills by category matching job requirements
  • List required tools and technologies first
  • Use exact terminology from job description
  • Only include skills you can substantiate with experience

Professional Experience:

  • For each role, emphasize responsibilities and achievements aligned with job requirements
  • Use action verbs: Led, Developed, Implemented, Optimized, Managed, Created, Analyzed
  • Quantify achievements: Include numbers, percentages, timeframes, scale
  • Reorder bullet points to prioritize most relevant experience
  • Use keywords naturally from job description
  • Format: [Action Verb] + [What] + [How/Why] + [Result/Impact]

Education:

  • List degrees, certifications relevant to position
  • Include relevant coursework if early career
  • Add certifications that match job requirements

Optional Sections (if applicable):

  • Certifications & Licenses
  • Publications or Speaking Engagements
  • Awards & Recognition
  • Volunteer Work (if relevant to role)
  • Projects (especially for technical roles)

5. Optimize for ATS (Applicant Tracking Systems)

  • Use standard section headings (Professional Experience, Education, Skills)
  • Incorporate exact keywords from job description naturally
  • Avoid tables, graphics, headers/footers, or complex formatting
  • Use standard fonts and bullet points
  • Include both acronyms and full terms (e.g., "SQL (Structured Query Language)")
  • Match job title terminology where truthful

6. Format and Present

Format Options:

  • Markdown: Clean, readable, easy to copy
  • Plain Text: ATS-optimized, safe for all systems
  • Tips for Word/PDF: Provide formatting guidance

Resume Structure Guidelines:

  • Keep to 1 page for <10 years experience, 2 pages for 10+ years
  • Use consistent formatting and spacing
  • Ensure contact information is prominent
  • Use reverse chronological order (most recent first)
  • Maintain clean, scannable layout with white space

7. Provide Strategic Recommendations

After presenting the tailored resume, offer:

Strengths Analysis:

  • What makes this candidate competitive
  • Unique qualifications to emphasize in cover letter or interview

Gap Analysis:

  • Requirements not fully met
  • Suggestions for addressing gaps (courses, projects, reframing experience)

Interview Preparation Tips:

  • Key talking points aligned with resume
  • Stories to prepare based on job requirements
  • Questions to ask that demonstrate fit

Cover Letter Hooks:

  • Suggest 2-3 opening lines for cover letter
  • Key achievements to expand upon

8. Iterate and Refine

Ask if user wants to:

  • Adjust emphasis or tone
  • Add or remove sections
  • Generate alternative versions for different roles
  • Create format variations (traditional vs. modern)
  • Develop role-specific versions (if applying to multiple similar positions)

9. Best Practices to Follow

Do:

  • Be truthful and accurate - never fabricate experience
  • Use industry-standard terminology
  • Quantify achievements with specific metrics
  • Tailor each resume to specific job
  • Proofread for grammar and consistency
  • Keep language concise and impactful

Don't:

  • Include personal information (age, marital status, photo unless requested)
  • Use first-person pronouns (I, me, my)
  • Include references ("available upon request" is outdated)
  • List every job if career is 20+ years (focus on relevant, recent experience)
  • Use generic templates without customization
  • Exceed 2 pages unless very senior role

10. Special Considerations

Career Changers:

  • Use functional or hybrid resume format
  • Emphasize transferable skills
  • Create compelling narrative in summary
  • Focus on relevant projects and coursework

Recent Graduates:

  • Lead with education
  • Include relevant coursework, projects, internships
  • Emphasize leadership in student organizations
  • Include GPA if 3.5+

Senior Executives:

  • Lead with executive summary
  • Focus on leadership and strategic impact
  • Include board memberships, speaking engagements
  • Emphasize revenue growth, team building, vision

Technical Roles:

  • Include technical skills section prominently
  • List programming languages, frameworks, tools
  • Include GitHub, portfolio, or project links
  • Mention methodologies (Agile, Scrum, etc.)

Creative Roles:

  • Include link to portfolio
  • Highlight creative achievements and campaigns
  • Mention tools and software proficiencies
  • Consider more creative formatting (while maintaining ATS compatibility)

Tips for Best Results

  • Be specific: Provide complete job descriptions and detailed background information
  • Share metrics: Include numbers, percentages, and quantifiable achievements when describing your experience
  • Indicate format preference: Let the skill know if you need ATS-optimized, creative, or traditional format
  • Mention constraints: Share any specific requirements (page limits, sections to include/exclude)
  • Iterate: Don't hesitate to ask for revisions or alternative approaches
  • Multiple applications: Generate separate tailored versions for different roles

Privacy Note

This skill processes your personal and professional information to generate tailored resumes. Always review the output before submitting to ensure accuracy and appropriateness. Remove or modify any information you prefer not to share with potential employers.

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