Fit analysis

Skill palashjain95/jobhunter/.claude/skills/fit-analysis

Your AI Job Hunting Team — scores fit, tailors resume, preps interviews, negotiates offers. Built for Claude CLI.

Install

npx -y skills add palashjain95/jobhunter --skill fit-analysis

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

2 stars2 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

This skill should be used when the user asks to "score this JD", "should I apply", "analyze this role", "optimize my resume", "ATS scan", or "tailor my resume". Scores resume-to-JD fit (0-100), identifies gaps, and optimizes resume for ATS. Decides if the user should apply AND tailors resume if yes.

SKILL.md

5.0 KB, as published. Nobody here has run it

/fit-analysis

If you see unfamiliar ~~ placeholders, see CONNECTORS.md.

Usage

/fit-analysis <paste JD, drop file, or provide URL>

How It Works

┌─────────────────────────────────────────────────────────┐
│                   FIT ANALYSIS                            │
├─────────────────────────────────────────────────────────┤
│  Step 1: FIT SCORE (should you apply?)                   │
│  - Score 0-100 across 4 dimensions                      │
│  - Must-have / nice-to-have requirements check           │
│  - Strengths + gaps + recommendation                     │
│                                                          │
│  Step 2: RESUME OPTIMIZATION (if applying)               │
│  - ATS compatibility check                               │
│  - Keyword gap analysis                                  │
│  - Rewritten bullet points with missing keywords         │
│  - Summary/headline rewrite for this role                │
└─────────────────────────────────────────────────────────┘

Inputs

Job description (file, URL, or pasted text)
Candidate resume from knowledge/resume/
Candidate profile from knowledge/profile.md

If URL provided, fetch the full JD text first.

Produce

Part 1: Fit Score

1. Overall Fit Score (0-100)

Score across 4 dimensions (0-25 each):

Technical skills match
Domain experience match
Seniority/scope match
Culture/values signals

2. Requirements Check

List every must-have and nice-to-have from the JD. For each: Met / Partial / Missing — with specific evidence from the resume.

3. Strengths + Gaps

Top strengths to highlight for THIS role
Top gaps to address — and how to mitigate each

4. Recommendation

Strong Apply / Apply / Apply with Modifications / Skip — with one sentence of reasoning.

Part 2: Resume Optimization (if recommendation is Apply or above)

If recommendation is Skip, skip this section entirely.

5. ATS Compatibility Check

Flag formatting issues, missing section headers, or problematic elements (tables, columns, graphics).

6. Keyword Gap Analysis

Keyword	Importance	Where to Add
[term from JD]	High/Medium/Low	[which section]

7. Rewritten Bullet Points

For each relevant experience, rewrite bullets to embed missing keywords naturally:

Original: [original bullet] Rewritten: [new bullet] Why: [what changed and why]

8. Summary/Headline Rewrite

Rewrite the resume summary specifically for this role.

Output Format

## Fit Score: 73/100
Technical: 20/25 | Domain: 18/25 | Seniority: 22/25 | Culture: 13/25

### Recommendation: Apply with Modifications
[One sentence reasoning]

### Requirements Check
| Requirement | Type | Status | Evidence |
|-------------|------|--------|----------|
| ... | Must-have | Met | [from resume] |

### Strengths
1. [strength with evidence]

### Gaps
1. [gap — mitigation strategy]

---

## Resume Optimization

### Keywords to Add
| Keyword | Importance | Where to Add |
| ... | ... | ... |

### Bullet Rewrites
**Original:** ...
**Rewritten:** ...
**Why:** ...

If Something Goes Wrong

JD is too vague: Flag what's missing and score conservatively. Note: "This JD lacks specifics — score may shift with more detail."
No resume found: Ask the user to run /personalize first.
Role is clearly a mismatch: Say so directly. Don't soften a Skip.

After Output

Suggest next steps based on the score:

Score 70+: "Ready to apply? /write-application for cover letter and outreach"
Score < 50: "Want to find better-fit roles? /discover"
Any score: "Want company intel? /company-research [company]"
If resume was optimized: "Want me to apply these changes? Just say 'yes, update it'"

Rules

Be brutally honest, not encouraging
Ground every point in specific resume evidence
Never give generic advice or fabricate experience
Flag if role is a reach vs a fit
Note where founder/entrepreneurial experience helps vs hurts
Note where education angle is an asset
Only add keywords the candidate actually has — no keyword-stuffing