Resume MCP Server

An MCP server that compares your resume against a job description using sentence embeddings (semantic similarity) + skill keyword matching, and generates a visual skill-gap chart.

Features

• match_score — Returns semantic similarity (0-100) plus matched/missing/extra skills

• generate_gap_chart_tool — Creates a PNG chart showing which JD skills you have vs. are missing

• suggest_bullet_points — Helps Claude draft resume bullet suggestions based on your real experience

Related MCP server: Recruitment AI MCP

Setup

cd resume-mcp
python -m venv venv
venv\Scripts\activate
pip install -r requirements.txt

First run will download the all-MiniLM-L6-v2 embedding model (~80MB) — needs internet access once.

Test it locally (without Claude Desktop)

python test_local.py

Connect to Claude Desktop

Edit your Claude Desktop config file:

• Windows: %APPDATA%\Claude\claude_desktop_config.json

Add this entry (use the FULL absolute path to your venv's python):

{
  "mcpServers": {
    "resume-matcher": {
      "command": "/full/path/to/resume-mcp/venv/Scripts/python",
      "args": ["/full/path/to/resume-mcp/server.py"]
    }
  }
}

Restart Claude Desktop. You should now be able to ask things like:

"Compare my resume against this job description and show me the skill gap"

Claude will call match_score and generate_gap_chart_tool automatically.