Overview

CareerProof is an AI-powered career and workforce intelligence platform available as a remote MCP server. It serves two audiences from the same intelligence engine: Atlas helps recruiters, HR leaders, and consultants evaluate talent, benchmark compensation, and generate research-grade reports. CeeVee helps professionals optimize their CV positioning, navigate career transitions, and make data-backed decisions.

All analysis is grounded in a RAG knowledge base curated from 50+ premium sources — HBR, McKinsey, BCG, Gartner, Forrester, WEF, and more — combined with live web research for real-time market data.

Connect from Claude Code, Cursor, Windsurf, or any MCP-compatible client. For guided skill workflows, see https://github.com/careerproof-labs/careerproof-skills.

Key Capabilities

Atlas — AI HR Consultant & Recruiter (9 skills, 45 tools)

┌───────────────────┬─────────────────────────────────────────────────────────────────────────────────────────┐ │ Skill │ What It Does │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-onboard │ Set up a hiring context — company profile, candidate CVs, job descriptions │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-gem │ GEM competency analysis — 10-factor scoring with strengths, gaps, and development areas │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-fit │ CV-to-JD matching — fit scoring with strengths, gaps, and market context │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-interview │ Interview question generation with configurable pressure levels + follow-up probing │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-shortlist │ Batch evaluate and rank multiple candidates against a JD │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-custom-eval │ Build custom hiring rubrics — upload examples, infer AI rubrics, batch-evaluate │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-jd-review │ Analyze a JD for quality, bias, salary benchmarks, and skills extraction │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-chat │ Workforce intelligence chat — salary data, talent supply/demand, competitor intel │ ├───────────────────┼─────────────────────────────────────────────────────────────────────────────────────────┤ │ atlas-report │ Generate research-grade PDF reports across 16 types │ └───────────────────┴─────────────────────────────────────────────────────────────────────────────────────────┘

Atlas Report Types (16):

Recruitment: Talent market landscape, salary benchmarking, competitor talent analysis, sourcing strategy
Workforce Planning: Skills gap analysis, succession planning, workforce demographics, attrition risk
Strategic HR: DEI assessment, employer branding, L&D strategy, org design, employee engagement, total rewards, HR technology, change management

CeeVee — AI Career Coach (4 skills, 16 tools)

┌─────────────────────┬──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐ │ Skill │ What It Does │ ├─────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ ceevee-optimize │ Full interactive CV positioning pipeline — market analysis, career opportunities, targeted edits with trade-offs │ ├─────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ ceevee-quick-review │ Fast autonomous CV review in a single call — positioning, lens, and edits without interactive steps │ ├─────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ ceevee-career-intel │ Career intelligence chat with live web research, RAG knowledge base, and CV-aware personalization │ ├─────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤ │ ceevee-report │ Generate career intelligence PDF reports — 17 types covering compensation, strategy, risk, and development │ └─────────────────────┴──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘

CeeVee Report Types (17):

Compensation & Offers: Compensation benchmark, rate card, offer comparison
Career Strategy: Role evolution, pivot feasibility, learning path, career gap narrative
Risk & Disruption: AI displacement risk, skill decay risk, employer red flag
Market Intelligence: Industry switch, relocation impact, startup vs corporate
Professional Development: Credential ROI, interview prep, board readiness, fractional leadership

MCP Tools (67 total)

┌───────────────────────┬───────┬───────────────────────────────────────────────────────────────────┐ │ Category │ Tools │ Coverage │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas CRUD │ 9 │ Create contexts, upload candidates, manage JDs, analytics │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas Analysis │ 4 │ GEM competency analysis (full/lite/career path), JD analysis │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas Batch & Reports │ 13 │ Batch GEM, batch JD-FIT, custom eval batch, report generation │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas FIT & Utilities │ 5 │ Enhanced fit match, fit ranking, interview generation, follow-ups │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas Custom Eval │ 12 │ Model CRUD, artifact upload, rubric inference, rubric overrides │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ Atlas Chat │ 2 │ Full workforce chat (live tools), lightweight advisor chat │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ CeeVee Core │ 5 │ CV upload, version management, session tracking │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ CeeVee Analysis │ 4 │ Positioning pipeline (3-step), autonomous full review │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ CeeVee Reports │ 5 │ Report generation, polling, download, listing │ ├───────────────────────┼───────┼───────────────────────────────────────────────────────────────────┤ │ CeeVee Chat │ 2 │ Career intelligence chat, edit explanations │ └───────────────────────┴───────┴───────────────────────────────────────────────────────────────────┘

Usage

Invoke any skill by name with optional arguments:

/atlas-onboard # Set up a new hiring context /atlas-gem Sarah # Run GEM on a candidate named Sarah /atlas-fit # Match candidate(s) against a JD /atlas-interview # Generate tailored interview questions /atlas-shortlist # Batch evaluate and rank candidates /atlas-custom-eval # Build custom evaluation rubrics /atlas-jd-review Senior Data Engineer # Review a JD for this role /atlas-chat # Workforce intelligence Q&A /atlas-report org design # Generate an org design report

/ceevee-optimize # Full interactive CV optimization /ceevee-quick-review # Fast single-call CV review /ceevee-career-intel salary trends in AI # Career intelligence chat /ceevee-report AI displacement risk # Generate a specific report type

Or use MCP tools directly in conversation:

"Upload this CV and run a competency analysis"
"Compare these 5 candidates against the product manager JD"
"What's the salary benchmark for a senior data engineer in London?"
"Build a custom eval model for our data engineering hiring"
"Generate an AI displacement risk report for this role"