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PROTEUS is a JD-aware application toolkit that takes a single job description — pasted, uploaded, or linked — and a candidate's resume, then runs both through a five-agent NVIDIA NIM pipeline to produce a semantic match score, a gap analysis, tailored rewrite suggestions, and a cover letter that's consistent with the resume's positioning.

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PROTEUS

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⭐ If PROTEUS gave you a smarter way to think about resume optimization — a star helps other engineers find it. Takes 2 seconds.


What it does

PROTEUS is a JD-aware resume analyzer that runs a five-agent pipeline with a dedicated model for every step across Groq and Google Gemini to produce consistent, actionable outputs from a single job description and resume.

Output What you get
Match Score Percentage alignment with category breakdown
Gap Analysis Matched / partial / missing requirements ranked by impact
Bullet Rewrites JD-aware rewrites with rationale and impact scores
Tailored Resume ATS-safe export (TXT, Word, PDF) built from accepted rewrites
Cover Letter Tailored letter from the same parsed context
Priority Actions Ranked steps to improve your application

Every output reads from the same parsed JD context — no contradictions between your score, gaps, rewrites, and cover letter.

How it works

JD ──┐
     ├──→ [Parse] → [Match] → [Rewrite] → [Draft] ──→ Results
Resume┘
Step Agent Model Task
01 JD Parser qwen/qwen3.8-27b (Groq) Extract role, requirements, seniority
02 Resume Parser openai/gpt-oss-120b (Groq) Extract skills, experience, achievements
03 Gap Analyzer gemini-embedding-001 (Gemini) Semantic embedding + exact word requirement matching
04 Rewriter openai/gpt-oss-20b (Groq) JD-aware bullet rewrites
05 Cover Letter gemini-2.5-flash (Gemini) Tailored letter generation

Models auto-update via GitHub Actions health checks every 3 hours.

Active Models (auto-updated by health check bot)

Role Model Last Checked
jd-parser qwen/qwen3.8-27b 2026-09-30T17:18:57.007Z
resume-parser openai/gpt-oss-120b 2026-09-30T17:18:57.007Z
gap-analyzer gemini-embedding-001 2026-09-30T17:18:57.007Z
rewrite-suggester openai/gpt-oss-20b 2026-09-30T17:18:57.007Z
cover-letter gemini-2.5-flash 2026-09-30T17:18:57.007Z

Features

Core Analysis
  • 3 ways to input a JD: paste, upload, or URL
  • 2 ways to input a resume: paste or file upload (.pdf, .docx, .txt)
  • Requirement match scoring (semantic Gemini embeddings + exact word matching, local fallback)
  • Gap analysis ranked by impact with severity badges
  • Bullet-level rewrite suggestions with before/after comparison
  • Consistent cover letter generated from the same context
  • Priority action items ranked by impact
Platform
  • Per-user data isolation and analysis history
  • Rate limiting (10 analyses/day)
  • Streaming API (NDJSON) for real-time pipeline progress
  • Mobile-responsive UI
  • Dark theme with gold accent design system
  • Three auth methods: magic link, Google, GitHub
Reliability
  • Automatic model fallback on failure
  • JSON retry with temperature escalation (3 attempts)
  • 300s timeout on serverless functions
  • Health checks every 3 hours via GitHub Actions
  • Self-healing model registry (role-scoped swap pools — one outage can't collapse every step onto the same model)

Tech Stack

Layer Technology
Framework Next.js 16 · App Router · TypeScript
Styling Tailwind CSS v4 · Dark theme · Geist fonts
AI/ML Groq (Qwen 3.8, GPT-OSS) · Google Gemini (Flash, Embeddings)
Database better-sqlite3 (local) · Turso/libsql (Vercel)
Auth NextAuth.js v5 · Magic Link · Google · GitHub
Validation Zod v4
PDF Parsing unpdf
Deployment Vercel · GitHub Actions
Rate Limiting Custom per-user daily limits

API

Endpoint Method Description
/api/analyze POST Run full pipeline
/api/analyze/stream POST Run pipeline with NDJSON streaming
/api/history GET List past runs
/api/history/:id GET Get run details
/api/history/:id DELETE Delete a run
/api/models GET List configured models
/api/health GET Health check
/api/health/models GET Model connectivity test for all pipeline steps
/api/usage GET Daily usage stats

Built by Daniel Deshmukh · Mumbai, India

Try PROTEUS

About

PROTEUS is a JD-aware application toolkit that takes a single job description — pasted, uploaded, or linked — and a candidate's resume, then runs both through a five-agent NVIDIA NIM pipeline to produce a semantic match score, a gap analysis, tailored rewrite suggestions, and a cover letter that's consistent with the resume's positioning.

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