careerwin-mcp

Model Context Protocol (MCP) Server for O*NET 31.0 / ESCO v1.2.1 7-Primitive Occupation Resolution, 4-Gatekeeper ATS Verification, and 4-Seat Adversarial Hiring Committee Simulation.

Connect Claude Desktop, Cursor, Windsurf, or Google Antigravity directly to the deterministic career & ATS verification primitives powering CareerWin (careerwin.ai) and Richard-Ewing/careerwin.

Why Generic LLM Resume Prompts Fail Real Hiring Committees

Ask a standard LLM to evaluate or rewrite a resume for a Trauma ICU Registered Nurse, a Commercial Master Electrician, or a Staff Distributed Systems Engineer, and it makes the same three mistakes:

1. Tech / Product Management Hallucination Bias: It injects SaaS buzzwords ("cross-functional stakeholder alignment", "product roadmap synergy") into clinical, skilled trades, and finance records.

2. Statutory Gate Blindness: It treats non-substitutable legal credentials (Active State RN License, Master Electrician / Red Seal, CPA, Active TS/SCI) as optional soft skills that can be bridged by transferable activities.

3. AI Cliché Contamination: It fills bullets with spearheaded, leveraged, utilized, dynamic, passionate, seamless, robust, synergy, triggering immediate skepticism from human hiring managers.

careerwin-mcp gives your AI coding or desktop agent 3 deterministic tools grounded in O*NET 31.0 + ESCO v1.2.1 across all 23 major Standard Occupational Classification (SOC) families.

Related MCP server: openings

Exposed MCP Tools

1-Minute Setup (Claude Desktop / Cursor / Antigravity)

Add careerwin-mcp to your claude_desktop_config.json or .cursor/mcp.json:

{
  "mcpServers": {
    "careerwin": {
      "command": "npx",
      "args": ["-y", "careerwin-mcp"]
    }
  }
}

Or test the tools interactively from your terminal right now:

npx careerwin-mcp --inspect

Architecture

flowchart LR
    A["Claude Desktop / Cursor / Antigravity"] <-->|JSON-RPC 2.0 Stdio| B["careerwin-mcp Server"]
    B --> C["resolve_occupation_primitives (O*NET 31.0 / ESCO v1.2.1)"]
    B --> D["audit_ats_gatekeepers (4-Gatekeeper Verifier + Cliché Detector)"]
    B --> E["simulate_hiring_committee (4-Seat Adversarial Council)"]
    C & D & E --> F["Full 5-Surface Opportunity Kits & 380ms ATS Autofill at https://careerwin.ai"]

Upgrade to the Full CareerWin Platform

Need the full cloud compiler with:

• 5-Surface Opportunity Kits (Single-Column ATS Vector PDF, True OOXML .docx, Executive Cover Letter, Hiring Manager Cold Outreach, and Screener Q&A)

• 12-Dimension 4-Gatekeeper LinkedIn & Resume Studio

• Chrome Extension v5.1.83 (shadow-ats-piercer) for 1-click 380ms Workday, Greenhouse, Lever, and Ashby autofill

Launch CareerWin (https://careerwin.ai) or explore Richard-Ewing/careerwin.

License

MIT © Richard Ewing & CareerWin AI