fit-analysis

fit-analysis is a skill for Claude Code from palashjain95/jobhunter. It costs 81 tokens per session (1,106 once invoked), scanned A, original, MIT.

A job-application review and resume-tailoring workflow. It compares a resume with a job description and checks how well the resume fits automated screening systems, often called ATS software.

In plain words
What is it for?
Scoring fit for a job, finding strengths and gaps, deciding whether to apply, and rewriting resume sections for the role.
Why use it?
It helps identify missing requirements and keywords before applying, and explains whether the role is a good match.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: agent in frontmatter.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is If you see unfamiliar `~~` placeholders, see [CONNECTORS.md](../../CONNECTORS.md)..

Part of the jobhunter plugin — 13 skills, 3 agents, 2 hooks, 7 MCP servers shipped together

Good fit Scoring fit for a job, finding strengths and gaps, deciding whether to apply, and rewriting resume sections for the role.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/palashjain95/jobhunter
agentmods
npx agentmods add skills/palashjain95/jobhunter/fit-analysis

Made for: Claude Code.

Or install jobhunter, the plugin that ships this one along with the rest of its 13 skills, 3 agents, 2 hooks, 7 MCP servers.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for fit-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/palashjain95/jobhunter/fit-analysis/github.svg)](https://agentmods.dev/skills/palashjain95/jobhunter/fit-analysis)
Your own site
<a href="https://agentmods.dev/skills/palashjain95/jobhunter/fit-analysis"><img src="https://agentmods.dev/badge/skills/palashjain95/jobhunter/fit-analysis/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for fit-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/palashjain95/jobhunter/fit-analysis"><img src="https://agentmods.dev/badge/skills/palashjain95/jobhunter/fit-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,106 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00081 $0.01106
Opus 5 $0.00041 $0.00553
Sonnet 5 $0.00016 $0.00221
Haiku 4.5 $0.00008 $0.00111

Measured 10d ago against content hash 5df92ecd98fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

fit-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/fit-analysis/SKILL.md · 151 lines

How it starts

The opening of the file, as written. The whole thing — 151 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/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).

Read the full file on GitHub · 151 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 151 lines · 81 tokens per session scan A 5df92ecd98fc

Subscribe to this mod's changes

fit-analysis is a skill published in the GitHub repository palashjain95/jobhunter (2 stars, last pushed 5mo ago), licensed MIT. It adds 81 tokens to every session and 1,106 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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