Agent skill

Job Description Analyzer

by davila7 in davila7/claude-code-templates

Analyze job postings, calculate match scores, identify gaps, and create an application strategy.

MITAuto-check passedBusiness, Finance & HR

Install Job Description Analyzer

skills CLI
$ npx skills add davila7/claude-code-templates --skill job-description-analyzer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install davila7/claude-code-templates job-description-analyzer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-tool/components/skills/career/job-description-analyzer .claude/skills/job-description-analyzer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
job-description-analyzer
GitHub stars
33k
Used in
2 other repos
Token cost
~3.4k tokens
SKILL.md length
661 words
Files
1
Skills in repo
479
Repo updated
First seen
Licence
MIT

At a glance

Analyze job postings, calculate match scores, identify gaps, and create an application strategy.

  • Works in 5 steps: Extract Requirements → Keyword Extraction → Calculate Match Score → …
  • The user shares a job description
  • SKILL.md covers When to Use This Skill, Core Capabilities, The Strategic Problem and Analysis Process, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Job Description Analyzer is an agent skill from davila7/claude-code-templates. Analyze job postings, calculate match scores, identify gaps, and create an application strategy. Use when the user shares a job description or asks to evaluate fit, match score, or gaps against a posting.

Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Business, Finance & HR, covering Recruiting and HR. The repository describes itself as: CLI tool for configuring and monitoring Claude Code. The licence is MIT.

When your agent uses it

  • The user shares a job description
  • Asks to evaluate fit
  • Gaps against a posting

Example prompts

  • “/job-description-analyzer”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Extract Requirements
  2. Keyword Extraction
  3. Calculate Match Score
  4. Gap Analysis
  5. Red Flag Detection

What it can do on your machine

Read from SKILL.md and the folder at commit c0ca7da. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Job Description Analyzer loads about 3.4k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 661 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~57
When it runs · the whole SKILL.md, loaded when a task matches
~3.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from davila7/claude-code-templates at commit c0ca7da, republished under its MIT licence (© davila7). 661 words, ~3,414 tokens.

Download SKILL.mdSave it as .claude/skills/job-description-analyzer/SKILL.md (or your agent's skills folder).
name
job-description-analyzer
description
Analyze job postings, calculate match scores, identify gaps, and create an application strategy. Use when the user shares a job description or asks to evaluate fit, match score, or gaps against a posting.

Job Description Analyzer

When to Use This Skill

Use this skill when the user:

  • Wants to analyze a job posting
  • Asks "should I apply to this job?"
  • Wants to know their match percentage for a role
  • Needs help understanding job requirements
  • Wants to tailor their resume for a specific position
  • Mentions: "analyze this job", "am I qualified", "match score", "should I apply"

Use this BEFORE resume tailoring to ensure effort is worth it.

Core Capabilities

  • Extract and categorize job requirements (must-have vs nice-to-have)
  • Calculate match score between user's experience and job requirements
  • Identify skill gaps and strengths
  • Detect red flags in job postings
  • Prioritize which experiences to highlight
  • Generate resume tailoring strategy
  • Create cover letter talking points
  • Assess company culture fit indicators

The Strategic Problem

Most job seekers waste time on:

  • Jobs they're under-qualified for (<60% match)
  • Jobs they're over-qualified for (flight risk)
  • Jobs with red flags (high turnover, toxic culture)
  • Applying to 50+ jobs blindly hoping something sticks

Better approach:

  • Apply to 10-15 jobs strategically
  • Target 70-90% match jobs
  • Customize deeply for each
  • Higher response rate, less burnout

Analysis Process

Step 1: Extract Requirements

Break job description into categories:

Required (Must-Have)

  • Education requirements
  • Years of experience
  • Specific technical skills
  • Certifications/licenses
  • Industry experience

Preferred (Nice-to-Have)

  • "Bonus" skills
  • Advanced certifications
  • Domain expertise
  • Specific tool experience

Soft Skills/Culture

  • Communication style
  • Work environment
  • Team structure
  • Company values
Step 2: Keyword Extraction

Identify three types:

Hard Skills (Technical abilities)

  • Tools: Salesforce, Python, AWS, Excel
  • Methodologies: Agile, Six Sigma, SDLC
  • Certifications: PMP, CPA, AWS Certified

Soft Skills (Interpersonal)

  • Leadership, collaboration, communication
  • Problem-solving, critical thinking
  • Adaptability, initiative

Industry/Domain Knowledge

  • B2B SaaS, healthcare, fintech
  • Enterprise vs SMB
  • Regulatory knowledge (HIPAA, SOX, GDPR)
Step 3: Calculate Match Score
MATCH CALCULATION:

Required Skills:
- User has 8 out of 10 required = 80%

Preferred Skills:
- User has 3 out of 5 preferred = 60%

Overall Match:
- Weight required 70%, preferred 30%
- (80% × 0.7) + (60% × 0.3) = 74%

INTERPRETATION:
90-100% = Overqualified (may be flight risk)
75-89% = Excellent fit (apply immediately)
60-74% = Good fit (apply with strong cover letter)
50-59% = Stretch role (apply if passionate)
<50% = Under-qualified (skip unless dream job)
Step 4: Gap Analysis

For each missing requirement:

  • Critical gap: Deal-breaker (don't apply)
  • Major gap: Significant but addressable (mention in cover letter)
  • Minor gap: Easy to learn (downplay or emphasize related skills)
Step 5: Red Flag Detection

Scan for warning signs:

Workload Red Flags:

  • "Wear many hats"
  • "Fast-paced environment"
  • "Hit the ground running"
  • "Self-starter in ambiguous situations"

Culture Red Flags:

  • "Rockstar/Ninja/Guru"
  • "We work hard, play hard"
  • "Unlimited vacation"
  • "Like a family"

Compensation Red Flags:

  • "Competitive salary" (won't tell you range)
  • "Equity-heavy" (low cash compensation)
  • "Commission-based" (no base salary)
  • "DOE" with no range

Match Score Output Format

markdown
# JOB ANALYSIS REPORT

**Position:** Senior Product Manager
**Company:** TechCorp Inc.
**Location:** San Francisco, CA (Hybrid)
**Salary Range:** $140K-$180K + equity

═══════════════════════════════════════════

## OVERALL MATCH SCORE: 78% ✅

**Recommendation:** STRONG FIT - Apply within 48 hours

**Application Priority:** HIGH
**Estimated Competition:** Medium (Posted 2 days ago)
**Time to Tailor Resume:** 30-45 minutes

═══════════════════════════════════════════

## REQUIREMENTS BREAKDOWN

### Required Skills - 8/10 ✅

✅ 5+ years product management (You have: 6 years)
✅ B2B SaaS experience (You have: 4 years)
✅ Agile/Scrum (You have: 5 years)
✅ Cross-functional leadership (You have: Strong experience)
✅ Data-driven decision making (You have: 3 years analytics)
✅ API products (You have: 2 years)
✅ Roadmap planning (You have: Extensive)
✅ User research (You have: 2 years)
❌ SQL/data analysis (You have: Basic Excel only) ⚠️
❌ Mobile product experience (You don't have) ⚠️

### Preferred Skills - 4/6 ✅

✅ MBA or equivalent (You have: MBA from UC Berkeley)
✅ Developer tools experience (You have: 2 years)
✅ Payment systems (You have: 1 year)
✅ International markets (You have: Worked with EU teams)
❌ E-commerce background (You don't have)
❌ Machine learning products (You don't have)

### Soft Skills - 5/5 ✅

✅ Stakeholder management (Strong mentions in your resume)
✅ Communication (You present regularly)
✅ Strategic thinking (MBA + senior experience)
✅ Influence without authority (You've done this)
✅ Customer empathy (User research experience)

═══════════════════════════════════════════

## STRENGTHS TO EMPHASIZE

**Your Top 3 Selling Points:**

1. **B2B SaaS PM Experience**
   - 4 years in SaaS, exactly what they want
   - Lead with this in resume summary

2. **API Product Background**
   - Your developer tools experience is highly relevant
   - This differentiates you from other candidates

3. **Data-Driven Approach**
   - Your analytics background addresses their need
   - Emphasize metrics and data in every bullet

═══════════════════════════════════════════

## GAPS TO ADDRESS

**Critical Gaps:** None ✅

**Major Gaps:**
⚠️ **SQL/Data Analysis**
- They mention this 5x in job description
- They want PM who can query data independently

**Strategy:**
- Don't avoid this gap
- Address in cover letter: "While my primary analytics work has been in Excel and BI tools, I'm actively learning SQL through DataCamp and can currently write basic queries"
- Emphasize your data-driven mindset and collaboration with data team

**Minor Gaps:**
- Mobile product experience (mentioned 2x)
- Not a dealbreaker - they want "any product," mobile just a plus

**Strategy:**
- Don't mention this gap
- If asked in interview, pivot to "transferable product skills"

═══════════════════════════════════════════

## RESUME CUSTOMIZATION STRATEGY

### Priority 1: Lead with Most Relevant Experience

**Current Resume Order:**
1. Company ABC - General PM work
2. Company XYZ - Your developer tools role
3. Company 123 - Early career

**Recommended Order:**
1. Company XYZ - Developer tools role (MOST RELEVANT)
2. Company ABC - B2B SaaS work
3. Company 123 - Only if space allows

### Priority 2: Keyword Integration

**Add These Exact Phrases:**
- "SQL and data analysis" (mentioned 5x in JD)
- "API product management" (mentioned 4x)
- "Developer-focused products" (mentioned 3x)
- "Stakeholder alignment" (mentioned 3x)

**Where to Add:**
- Professional Summary: Mention "API products" and "data-driven"
- Skills Section: Add "SQL (basic), Data Analysis, API Design"
- Experience: Weave into existing bullets

### Priority 3: Quantify Everything

They mention "metrics" and "KPIs" 7 times total.

**Enhance These Bullets:**

Current: "Led product roadmap"
Better: "Defined product roadmap based on analysis of 50+ customer interviews and usage data from 100K+ users"

Current: "Launched new features"
Better: "Launched 8 features in 12 months, increasing user engagement by 35% and reducing churn by 20%"

═══════════════════════════════════════════

## COVER LETTER TALKING POINTS

### Opening Hook (Choose One):

**Option 1 - Specific Company Knowledge:**
"I noticed TechCorp recently launched your API marketplace - I've spent the last 2 years as PM for a developer tools platform, and I'm excited about the opportunity to bring that experience to your growing API ecosystem."

**Option 2 - Mutual Connection:**
"[Name] on your product team mentioned you're looking for a PM to lead the API product line - my 2 years in developer tools and B2B SaaS background would be a strong fit."

**Option 3 - Problem-Solver:**
"Your JD mentions challenges in stakeholder alignment across technical teams - I've navigated this exact challenge at my current role, aligning engineering, design, and sales teams across 6 concurrent product initiatives."

### Body - Address the Match:
- "Your requirement for B2B SaaS experience: I have 4 years with..." 
- "Your focus on data-driven decisions: In my current role, I..."
- "Your need for API product expertise: At [Company], I..."

### Addressing SQL Gap (Optional):
"While my data analysis has primarily been in Excel and Tableau, I'm expanding my SQL skills and can currently write basic queries. More importantly, I've built strong partnerships with data teams and consistently use data to inform product decisions."

═══════════════════════════════════════════

## RED FLAGS ANALYSIS

### Potential Concerns: ⚠️ MINOR

**Flag 1:** "Fast-paced environment"
- Appears 2x in description
- Interpretation: Likely startup or high-growth
- May mean: Long hours, ambiguity, rapid changes

**Flag 2:** Salary range is wide ($140K-$180K)
- 29% spread
- May indicate: Experience range is flexible, or negotiation room

### Positive Signals: ✅

**Signal 1:** Detailed job description
- Shows company knows what they want
- Well-organized role

**Signal 2:** Mentions specific tools (JIRA, Amplitude)
- Shows operational maturity

**Signal 3:** Hybrid flexibility mentioned
- Modern workplace practices

### Company Research Needed:

Before applying, check:
- Glassdoor reviews (look for patterns in 1-2 star reviews)
- Recent funding/news (layoffs? growth?)
- LinkedIn: Check how long people stay (high turnover?)
- Levels.fyi: Verify salary range is accurate

═══════════════════════════════════════════

## APPLICATION TIMELINE

**✅ Day 1 (Today):**
- Customize resume (30-45 minutes)
- Write cover letter (30 minutes)

**✅ Day 1-2:**
- Submit application
- Connect with 2-3 current employees on LinkedIn
- Research company more deeply

**✅ Week 1:**
- Follow up if no response after 7 days

**📊 Expected Response Time:** 1-2 weeks

**📊 Interview Process (from job posting):**
1. Recruiter screen (30 min)
2. Hiring manager (1 hour)
3. Product case study (take-home)
4. Team interviews (3-4 hours)
5. Executive interview (1 hour)

═══════════════════════════════════════════

## DECISION FACTORS

### Reasons to Apply ✅

1. Strong match (78%) - You meet most requirements
2. Role aligns with career goals
3. Salary range is appropriate for your experience
4. Company stage fits your preferences
5. You have unique relevant experience (developer tools)

### Reasons to Hesitate ⚠️

1. SQL gap is real - prepare to address this
2. "Fast-paced" may mean high pressure
3. Need to research company culture more

### Overall Recommendation:

**APPLY - This is a strong opportunity**

You meet 80% of required skills and 67% of preferred skills. Your developer tools and B2B SaaS experience makes you a differentiated candidate. The SQL gap is addressable with honesty and emphasis on your analytical skills. Apply within 48 hours while posting is fresh.

Requirement Classification Guide

Show full SKILL.md (282 more words)Show less
Identifying "Must Have" vs "Nice to Have"

Language indicating REQUIRED:

  • "Must have..."
  • "Required: X years of..."
  • "You have..."
  • "Essential qualifications"
  • Listed under "Requirements"
  • Mentioned 3+ times in description

Language indicating PREFERRED:

  • "Nice to have..."
  • "Bonus if you have..."
  • "Preferred qualifications"
  • "Ideally, you'd have..."
  • "A plus if..."
  • Mentioned only 1-2 times
Dealbreaker Detection

Absolute dealbreakers (don't apply):

  • Required license you don't have (medical, legal, CPA)
  • Required clearance you can't get
  • Years of experience 50%+ below requirement
  • Required degree you don't have (when stated as "required")
  • Location requirement you can't meet

Not dealbreakers (apply anyway):

  • Years of experience slightly below (e.g., 3 years when they want 5)
  • "Preferred" degree you don't have
  • Nice-to-have tools/skills you can learn
  • Industry experience when you have transferable skills

Implementation Checklist

When analyzing a job:

  1. ✅ Extract all requirements (required vs preferred)
  2. ✅ Identify all keywords (hard skills, soft skills, industry terms)
  3. ✅ Calculate match score
  4. ✅ Identify strengths to emphasize
  5. ✅ Identify gaps and strategies to address
  6. ✅ Detect red flags
  7. ✅ Create resume customization plan
  8. ✅ Generate cover letter talking points
  9. ✅ Research company
  10. ✅ Provide application recommendation and timeline

Edge Cases

Vague Job Descriptions
  • Flag as potential red flag
  • Extract what keywords you can
  • Recommend reaching out for clarity before applying
  • Use industry standard requirements as baseline
Multiple Roles in One JD
  • Identify the core role vs "other duties"
  • Focus match score on primary responsibilities
  • Flag scope creep concerns
Internal Postings (Already Working There)
  • Different strategy - emphasize internal knowledge
  • Highlight cross-team relationships
  • Reference specific company initiatives
Reposted Jobs
  • May indicate: Previous hire didn't work out, role expanded, or first search failed
  • Worth applying, but research why it was reposted
  • Check if requirements changed from original posting

© davila7, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in cli-tool/components/skills/career/job-description-analyzer of davila7/claude-code-templates.

Open the folder on GitHubat commit c0ca7da

Used in 2 other repositories

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in davila7/claude-code-templates, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Job Description Analyzer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Job Description Analyzer compared with similar skills
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Cyber Resume Reviewermubix/cyber-resume-reviewer-skill184—~2.9kAutomated safety check: PassMIT
Repo To Resume TailorSsabby1/repo-to-resume-tailor127—~1.8kAutomated safety check: PassMIT

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Questions about Job Description Analyzer

What does Job Description Analyzer do?

Analyze job postings, calculate match scores, identify gaps, and create an application strategy. Job Description Analyzer is an agent skill from davila7/claude-code-templates. Analyze job postings, calculate match scores, identify gaps, and create an application strategy.

When should I use Job Description Analyzer?

Job Description Analyzer fits situations like: the user shares a job description; asks to evaluate fit; gaps against a posting.

How do I install Job Description Analyzer in Claude Code?

Run `npx skills add davila7/claude-code-templates --skill job-description-analyzer -a claude-code`. Or copy the skill folder (cli-tool/components/skills/career/job-description-analyzer in davila7/claude-code-templates) into .claude/skills/job-description-analyzer in your project. Claude Code loads it when a task matches its description.

How do I install Job Description Analyzer in Codex?

Run `npx skills add davila7/claude-code-templates --skill job-description-analyzer -a codex`. Or copy the skill folder (cli-tool/components/skills/career/job-description-analyzer in davila7/claude-code-templates) into .agents/skills/job-description-analyzer in your project. Codex loads it when a task matches its description.

Can I use Job Description Analyzer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add davila7/claude-code-templates --skill job-description-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/job-description-analyzer, .gemini/skills/job-description-analyzer, .github/skills/job-description-analyzer and .opencode/skills/job-description-analyzer in your project.

What does Job Description Analyzer need to run?

SKILL.md names no scripts, command-line tools or credentials: Job Description Analyzer is instructions for the agent only.

Does Job Description Analyzer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Job Description Analyzer safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Job Description Analyzer use?

Job Description Analyzer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Job Description Analyzer use?

About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Job Description Analyzer?

Skills that share tags, products or a category with Job Description Analyzer: Get Job (agentenatalie/get-job.skill, 632 stars), Resume Reviewer (weeelin98/ResumeDom, 173 stars), Build Resume Portfolio Site (tao943/build-resume-portfolio-site, 195 stars) and Cyber Resume Reviewer (mubix/cyber-resume-reviewer-skill, 184 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Job Description Analyzer?

davila7 (a GitHub user) maintains it in davila7/claude-code-templates, which has 32,512 GitHub stars. The repository holds 479 skills in this directory. The repository was last updated on October 10, 2026.

Source: davila7/claude-code-templates on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.