MCP Servers

cv-forge-mcp

MCP server for generating professional ATS-friendly CVs as PDF/DOCX from AI conversations. Auto-manages a Docker container with a visual editor for layout customization.

Category

README

CV Forge MCP Server

MCP (Model Context Protocol) server for CV Forge. Lets AI assistants generate professional CVs as PDF/DOCX from conversation data.

How It Works

You describe your experience to the AI (or paste LinkedIn profile text)
AI fills in the CV template using the generate_cv tool
AI calls generate_pdf or generate_docx to produce the document
You get a PDF/DOCX file and a link to the visual editor for manual tweaks

The MCP server automatically pulls and starts the CV Forge Docker container — no manual setup needed.

Requirements

Docker

Quick Start

Claude Code

claude mcp add cv-forge -- uvx cv-forge-mcp

Claude Desktop

Add to ~/.config/claude/claude_desktop_config.json (Linux) or ~/Library/Application Support/Claude/claude_desktop_config.json (macOS):

{
  "mcpServers": {
    "cv-forge": {
      "command": "uvx",
      "args": ["cv-forge-mcp"]
    }
  }
}

Manual install (alternative)

pip install cv-forge-mcp

Available Tools

Tool	Description
`generate_cv`	Returns an empty CV JSON template for the AI to fill in
`generate_pdf`	Generates ATS PDF from CV data, returns file path + editor URL
`generate_docx`	Generates ATS DOCX from CV data, returns file path + editor URL

AI Instructions

See INSTRUCTIONS.md for the full system prompt and workflow guidelines for AI assistants using CV Forge.

Links

CV Forge: https://github.com/Guid-Lab/cv-forge
Live Demo: https://cv.guidlab.pl
Docker Hub: https://hub.docker.com/r/guidlab/cv-forge

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