
CV Forge
io.github.thechandanbhagatPublished by GitHub account thechandanbhagatv1.0.1Updated Oct 24, 2026
Forge powerful, ATS-friendly CVs tailored to any job - an MCP server for intelligent CV generation
Overview
Generates tailored, ATS-friendly CVs, cover letters, and application email templates from a job posting and a user profile, saving them as PDF, HTML…
- What you can do
- CV Forge parses a job posting to extract skills, qualifications, contact emails, and hiring manager names, then tailors CV content to that posting. It generates cover letters and application email templates, and can produce a complete application package in one call. Output is written to a directory you specify, defaulting to PDF and also supporting HTML, Markdown, and text.
- When to use it
- Use it when applying to jobs and you want each CV and cover letter adjusted to a specific posting without rewriting it by hand. It suits users who already have a structured profile of experience, education, and skills to feed in.
- Requirements
- A local Node.js runtime; the package is installed from npm (cv-forge) and configured in the Claude Desktop config file. Desktop only, no remote endpoint. Optional environment variables such as DEFAULT_OUTPUT_PATH, TEMP_DIR, and PDF_* styling options control output location and formatting. No accounts or API keys are declared.
Installation
In SourceWeft
- Open CV Forge in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
CV Forge
Forge powerful, ATS-friendly CVs tailored to any job requirement.
An intelligent MCP (Model Context Protocol) server that analyzes job postings and crafts perfectly-matched CVs.
Features
- Parse Job Requirements: Extract key skills, qualifications, email addresses, and hiring manager names from job postings
- Generate Tailored CVs: Create customized CV content based on user profile and job requirements
- Cover Letter Generation: Generate personalized cover letters tailored to specific job applications
- Email Template Creation: Create professional email templates with automatic email address detection
- Complete Application Packages: Generate CV, cover letter, and email template in one command
- PDF by Default: Automatically generates professional PDF documents when no format is specified
- Multiple Output Formats: Generate documents in PDF (default), HTML, Markdown, and text formats
- Professional PDF Generation: Create publication-ready PDF documents with professional styling
- ATS-Friendly: Optimized for Applicant Tracking Systems with proper keyword placement
- Smart Contact Extraction: Automatically extracts email addresses and hiring manager names from job descriptions
Star History
Installation
Via npm (Recommended)
Install globally:
Or install locally in your project:
From Source
- Clone this repository
- Install dependencies:
- Build the project:
Usage
Connecting to Claude Desktop
To use this MCP server with Claude Desktop, you need to add it to your Claude configuration file.
Step 1: Install cv-forge
Step 2: Find your Claude Desktop config file
- Windows:
%APPDATA%\Claude\claude_desktop_config.json - macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Linux:
~/.config/Claude/claude_desktop_config.json
Step 3: Add the MCP server to your config
For global installation, add this to your claude_desktop_config.json file:
Or if installed locally, specify the full path:
Step 4: (Optional) Add environment configuration
You can customize the server with environment variables:
Step 5: Restart Claude Desktop After adding the configuration, restart Claude Desktop application.
Step 6: Verify Connection In Claude Desktop, you should see the CV Forge tools available. You can ask Claude to use tools like:
- "Parse this job posting for me"
- "Generate a tailored CV based on my profile and this job"
- "Save my CV as a PDF file"
Running the MCP Server Standalone (for testing)
You can also run the server directly for testing:
The server runs on stdio and communicates via the Model Context Protocol.
Available Tools
1. parse_job_requirements
Parses job requirements and extracts key information for CV tailoring.
Parameters:
jobTitle(string, required): The job title/positioncompany(string, required): Company namejobDescription(string, required): Full job description textrequirements(array, optional): Specific requirements if separatedpreferredSkills(array, optional): Preferred skills if separatedlocation(string, optional): Job locationsalaryRange(string, optional): Salary range if provided
2. generate_cv_data
Generates tailored CV content based on user profile and job requirements.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements object
User Profile Structure:
3. save_cv_text
Saves CV content as a formatted text file.
Parameters:
cvData(object, required): Tailored CV data object (from generate_cv_data)outputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "generated_cv"
4. generate_cv (Recommended - Main CV Generation Tool)
Generate tailored CV and save to specified location or default folder. Defaults to PDF format if no format is specified.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, optional): Directory path where the CV should be saved (uses DEFAULT_OUTPUT_PATH if not provided)fileName(string, optional): Custom filename (without extension), defaults to "professional_cv"format(string, optional): Output format - "pdf" (default), "html", or "markdown"pageSize(string, optional): PDF page size (e.g., 'A4', 'Letter', 'Legal') - uses PDF_PAGE_SIZE env var if not providedmargins(object, optional): PDF margins with top, right, bottom, left properties (e.g., '10mm', '0.8in') - uses PDF_MARGIN_* env vars if not provided
5. generate_and_save_cv_pdf (Legacy - Use generate_cv instead)
Generate tailored CV and save directly as professional PDF (combines CV generation and PDF creation in one step).
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, optional): Directory path where the CV should be saved (uses DEFAULT_OUTPUT_PATH if not provided)fileName(string, optional): Custom filename (without extension), defaults to "professional_cv"
6. generate_and_save_cv_markdown (Recommended)
Generate tailored CV and save directly as Markdown (combines CV generation and Markdown creation in one step).
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "cv_markdown"
7. generate_and_save_cv_html (Recommended)
Generate tailored CV and save directly as HTML (combines CV generation and HTML creation in one step).
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "cv_html"
8. generate_cv_pdf (Advanced)
Generate and save CV as a professional PDF document from pre-generated CV data.
Parameters:
cvData(object, required): Tailored CV data object (from generate_cv_data)outputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "professional_cv"
9. generate_cv_markdown (Advanced)
Generate CV as Markdown format from pre-generated CV data.
Parameters:
cvData(object, required): Tailored CV data object (from generate_cv_data)outputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "cv_markdown"
10. generate_cv_html (Advanced)
Generate CV as styled HTML document from pre-generated CV data.
Parameters:
cvData(object, required): Tailored CV data object (from generate_cv_data)outputPath(string, required): Directory path where the CV should be savedfileName(string, optional): Custom filename (without extension), defaults to "cv_web"
Cover Letter and Email Template Tools
11. generate_cover_letter (Recommended)
Generate a tailored cover letter for a specific job application. Returns formatted text that can be displayed on screen or saved as PDF.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objecthiringManagerName(string, optional): Name of the hiring manager if knownformat(string, optional): Output format - "text" (default) for on-screen display, "html" for styled viewing
12. save_cover_letter_pdf
Generate and save a cover letter as PDF to specified location. Automatically extracts email addresses and hiring manager names from job descriptions.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, optional): Directory path where the cover letter should be savedfileName(string, optional): Custom filename (without extension), defaults to "cover_letter"hiringManagerName(string, optional): Name of the hiring manager if knownpageSize(string, optional): PDF page size (e.g., 'A4', 'Letter', 'Legal')margins(object, optional): PDF margins with top, right, bottom, left properties
13. generate_email_template
Generate a professional email template for job application. Automatically detects email addresses from job description.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objecttemplateType(string, optional): Type of email template - "application" (default), "follow_up", "inquiry", "thank_you"recipientEmail(string, optional): Recipient email address (optional, will use extracted email from job description if available)hiringManagerName(string, optional): Name of the hiring manager if known
14. draft_complete_application (Recommended - One-Stop Solution)
Draft a complete job application package: CV, cover letter, and email template. Automatically generates PDF CV and cover letter, plus email template if email address is found in the job description.
Parameters:
userProfile(object, required): Complete user profile informationjobRequirements(object, required): Job requirements objectoutputPath(string, optional): Directory path where files should be savedbaseFileName(string, optional): Base filename for generated files (without extension), defaults to "job_application"hiringManagerName(string, optional): Name of the hiring manager if known
Configuration
Environment Variables
The MCP server supports various configuration options via environment variables in the Claude Desktop config:
Configuration Options:
DEFAULT_OUTPUT_PATH: Default directory for saving CV files (when outputPath is not provided or is "./")TEMP_DIR: Directory for temporary files during PDF generationPDF_TIMEOUT: Timeout for PDF generation in millisecondsPDF_PAGE_SIZE: Default PDF page size - defaults to 'A4'- Common sizes: 'A4' (210×297mm), 'Letter' (8.5×11in), 'Legal' (8.5×14in)
PDF_MARGIN_*: PDF page margins (top, right, bottom, left) - defaults to '10mm'PDF_BASE_FONT_SIZE: Base font size for CV body text (12px ≈ MS Word 9pt, 13px ≈ 10pt)PDF_LINE_HEIGHT: Line height for text (1.4 recommended for compact layout)PDF_H1_FONT_SIZE: Font size for name/title headingPDF_H2_FONT_SIZE: Font size for section headingsPDF_H3_FONT_SIZE: Font size for job titles and subsectionsPDF_PARAGRAPH_SPACING: Spacing between paragraphsPDF_SECTION_SPACING: Spacing between major sections
Example Usage with Claude Desktop
Once connected to Claude Desktop, you can use natural language to interact with the CV maker:
1. Parse Job Requirements
2. Generate Tailored CV (Simple One-Step Process - PDF by Default)
Note: This will automatically generate a PDF file (default format) unless you specify a different format.
3. Generate Different Formats
Or specify format explicitly:
Or specify custom page size and margins for PDF:
3. Generate Cover Letters
4. Generate Email Templates
5. Draft Complete Application Package (Recommended)
This will generate:
techcorp_application_CV.pdf- Tailored CVtechcorp_application_Cover_Letter.pdf- Professional cover lettertechcorp_application_Email_Template.txt- Email template (if email address found in job description)
6. Generate Follow-up Email Template
7. Direct Tool Usage Examples
If you want to use the tools directly (advanced usage):
-
Parse a job posting:
-
Generate tailored CV:
-
Generate PDF CV:
-
Generate Markdown CV:
-
Generate HTML CV:
-
Save CV as text file:
How It Works
-
Job Analysis: The server parses job descriptions to extract:
- Required technical skills
- Preferred qualifications
- Company industry and size
- Experience level requirements
-
CV Tailoring: Based on the analysis, it:
- Prioritizes relevant skills and experience
- Adjusts the professional summary
- Reorders and emphasizes matching achievements
- Incorporates job-specific keywords for ATS optimization
-
Output Generation: Creates a well-formatted text CV that:
- Uses ATS-friendly formatting
- Includes relevant keywords
- Maintains professional structure
- Highlights the most relevant qualifications
File Structure
Development
Building
Starting Development Server
Project Structure
src/index.ts: Main MCP server with tool registrationsrc/lib/job-parser.ts: Parses job requirements, extracts key information, emails, and hiring manager namessrc/lib/cv-generator.ts: Generates tailored CV content based on job requirementssrc/lib/cover-letter-generator.ts: Generates personalized cover letters for job applicationssrc/lib/email-template-generator.ts: Creates professional email templates for various application scenariossrc/lib/document-generator.ts: Multi-format document generation (PDF, HTML, Markdown)src/lib/word-generator.ts: (Future) Word document generation functionality
Troubleshooting
PDF not saving to configured location
- Ensure
DEFAULT_OUTPUT_PATHis set in your Claude Desktop config - Restart Claude Desktop after changing configuration
- Check that the path exists or the application has permission to create it
Font size too large or small
- Adjust
PDF_BASE_FONT_SIZEin environment variables (12px ≈ 9pt, 13px ≈ 10pt MS Word) - Modify
PDF_LINE_HEIGHTfor tighter/looser spacing - Restart Claude Desktop after changes
PDF generation fails
- Check that output directory exists and is writable
- Verify
TEMP_DIRpath is valid - Ensure sufficient disk space
Custom page size not working
- Ensure page size is a valid format (A4, Letter, Legal, A3, A5, etc.)
- Check that the page size is supported by the PDF generator
- Use standard page size names (case-sensitive)
Custom margins not applied
- Use proper units: 'mm', 'cm', 'in', 'px', 'pt'
- Example: '10mm', '0.8in', '72pt'
- Restart Claude Desktop after changing environment variables
Future Enhancements
- Enhanced Word document generation with advanced formatting
- Multiple CV and cover letter templates (modern, classic, minimal)
- Advanced keyword optimization algorithms
- Integration with job boards for automatic job parsing
- LinkedIn profile integration for automatic profile data
- Interview preparation questions based on job requirements
- Salary negotiation guidance based on market data
- Multi-language support for international applications
- AI-powered writing suggestions and improvements
Dependencies
@modelcontextprotocol/sdk: Core MCP functionalityzod: Schema validation and type safetytypescript: TypeScript compilermd-to-pdf: PDF generation from Markdownmarkdown-it: Markdown parsing and HTML conversiondocx: Word document generation (for future Word output)
License
This project is available under the MIT License.
Contributing
Contributions are welcome! Please feel free to submit pull requests or open issues for bugs and feature requests.
Source: README.md at commit a1cf021
Tools
0Version history
1- v1.0.1LatestSep 16, 2026
Score
50% of the applicable checks met
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- Reached in the last 30 days25 pts
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- Auth declared10 pts
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- Tools listed15 pts
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