FitScore
100% client-side · Instant results · Zero cost

Know exactly why
your resume isn't
getting shortlisted.

Paste your resume and any job description. FitScore analyzes keyword alignment, reveals missing skills, and suggests improvements — instantly, in your browser.

Results appear instantly — no waiting, no server.

How it works

01

Paste your inputs

Drop in your resume text and the job description you're applying for.

02

Instant NLP analysis

The scoring engine runs in your browser — no server, no API, no waiting.

03

Act on the gaps

See missing keywords, matched skills, and improved bullet suggestions.

How the score is calculated

1

Term extraction

Both texts are tokenized into single words and two-word phrases (bigrams). Stopwords are removed. Tech synonyms are normalized ("nodejs" → "node.js").

2

Section weighting

Terms found near "Required", "Must have", or experience requirements score 2× higher than terms in "Nice to have" or company description sections.

3

Match scoring

Each JD term gets a weighted importance score. Your resume is checked for each term. Final score = matched weight ÷ total JD weight, calibrated to feel honest.

4

Improvement suggestions

Bullet points from your resume are matched to missing JD terms by context proximity. Rule-based rewriting strengthens weak verbs and surfaces missing keywords.

What you get

Match score 0–100

Weighted keyword match calibrated to feel honest — not a flattering overcount.

Skills gap list

Critical vs Important vs Nice-to-have — so you know what to add first.

Bullet suggestions

Rule-based rewrites that add missing keywords and strengthen weak verbs.

Instant · No cost

No API key, no server, no account. Runs entirely in your browser.

Your next application could be your best one.