AI-CV-Builder-MCP
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@AI-CV-Builder-MCPBuild a professional CV for a senior software engineer"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
mcp[cli] python-dotenv
AI CV Builder MCP
An AI-powered CV Builder built with Python and the Model Context Protocol (MCP).
Overview
AI CV Builder MCP provides structured tools for creating, improving, and analyzing professional CV content.
Related MCP server: resume-editor-mcp
Features
Professional CV generation
CV section improvement
Job-to-skill matching
Skill recommendations
MCP-based tool architecture
Input validation
Modular Python implementation
MCP Tools
build_cv
Creates a professional CV based on candidate information and target job.
improve_section
Improves an existing CV section using professional, recruiter-friendly language.
job_match
Analyzes candidate skills against a target role.
skill_recommendations
Recommends relevant skills for a target job.
Technology Stack
Python
Model Context Protocol (MCP)
MCP Python SDK
Pydantic
AsyncIO
Git & GitHub
Testing
The MCP server was tested using MCP Inspector.
Tested tools:
build_cv
improve_section
job_match
skill_recommendations
Project Structure
AI-CV-Builder-MCP/ ├── server.py ├── cv_builder.py ├── requirements.txt ├── .gitignore └── README.md
Future Improvements
PDF CV export
DOCX CV export
Job description parsing
LLM-powered content generation
ATS compatibility analysis
Resume scoring
This server cannot be deployed
Maintenance
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