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Job Hunt Optimizer (AWS PartyRock)

Built on AWS GenAI Powered PartyRock Demo License: MIT

Live on PartyRock

Paste any Job Description (JD) and your resume, click run, and get everything you need to tailor your application fast:

  • A JD skill/KPI matrix (JSON + human-readable snapshot)
  • A prioritized gap list (what you’re missing & why it matters)
  • A fully rewritten resume in Markdown with [NEED METRIC] / [NEED DETAIL] placeholders (no fabrication)
  • KPI & evidence ideas (what to measure, where to pull data)
  • A 14‑day action checklist (Day 1…Day 14, each with a proof artifact)

Live app: Job Hunt Optimizer on PartyRock


1. Why this exists

Most "resume optimizers" spit out fluffy bullets and hallucinated numbers. Recruiters skim. JDs are dense. Candidates guess. This tool forces truthful, structured, and actionable outputs so you can update your resume and portfolio with evidence, not BS.


2. What you get (Outputs)

  1. JD Required Skills Snapshot – Hard/soft skills, KPIs, verbs, summarized from the JD.
  2. Gap Analysis – Top 5 gaps, redundant bullets to trim, missing metrics, and priority order.
  3. Resume Rewriter – Complete resume in Markdown, aligned to the JD. Missing data is clearly tagged ([NEED METRIC], [NEED DETAIL]).
  4. KPI & Evidence Ideas – Which metrics to show, how to calculate them, and where to pull proof.
  5. 14‑Day Action Checklist – Concrete tasks with Day labels and proof artifacts.
  6. (Optional) JSON Export – One bundle containing all sections for future automation.

3. How to use

  1. Paste JD into Job Description.
  2. Paste your current resume (full text or bullets) into Your Resume.
  3. Choose Tone (and Role Level if shown). Toggle Return JSON Too? if you want machine-readable output.
  4. Click Run All (or run blocks top → bottom).
  5. Read outputs in this order:
    1. JD Required Skills (Snapshot)
    2. Gap Analysis
    3. Resume Rewriter (replace placeholders with real numbers/details)
    4. KPI & Evidence Ideas
    5. 14‑Day Checklist
    6. JSON Export (only if toggle is ON)

Truth rule: Never invent achievements. Either supply the real number or cut the claim.


4. Tech stack / How it’s built

  • AWS PartyRock (on top of Amazon Bedrock foundation models)
  • Prompt engineering with strict schemas (JSON / Markdown)
  • Modular block design: JD parse → gap analysis → resume rewrite → KPI ideas → checklist
  • Optional JSON export for future programmatic use

5. Demo/Screenshots

JD Required Skills Snapshot

Gap Analysis

Resume Rewriter

KPI & Evidence Ideas 14‑Day Checklist

6. Roadmap

  • ATS keyword density scoring
  • Multi-JD comparer (find common denominators across roles)
  • Interview question generator from JD gaps
  • Export to Markdown/PDF directly
  • API hook / script to auto-update a resume template

7. Truth & ethics

This tool deliberately uses {NEED METRIC} / {NEED DETAIL} tags to prevent fabricated numbers. Replace them with real data or remove the claim. Lying on resumes is grounds for rejection.


8. License

MIT License – see LICENSE.


About

Interactive Job Hunt Optimizer built on AWS PartyRock for parsing JDs, gap analysis, resume rewriting, KPI generation, and action planning.

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