Set up CV Forge backend. MUST be called before generate_pdf or generate_docx.

Detects the environment and lets the user choose how to run CV Forge:

• "local": Run locally via Docker (pulls image if needed, ~1.7 GB)

• "remote": Use the hosted demo at cv.guidlab.pl (no install needed)

• "auto": Auto-detect — use local if Docker is available, otherwise remote

If mode is "auto", present the user with the available options and ask which they prefer. If only one option is available, use it automatically.

Args: mode: "local", "remote", or "auto" (default).

Return an empty CV JSON template for the AI to fill in.

IMPORTANT: Before calling this tool, gather the user's information first. Ask the user about each section they want to include:

• Full name, job title, contact details (email, phone, LinkedIn, GitHub, location)

• Work experience: company names, roles, dates, key achievements/responsibilities

• Education: institutions, degrees, dates

• Skills: categorized technical and soft skills

• Certifications, projects, courses, languages (if applicable)

Do NOT generate a CV with placeholder or empty fields. Ask follow-up questions for any missing critical sections (at minimum: personal info, experience, education, skills).

IMPORTANT: Always fill in URLs for employers, education institutions, and certification issuers. Use their official website URLs (e.g. url: "https://www.google.com" for Google, issuer_url: "https://www.offensive-security.com" for OffSec). The editor uses these URLs to automatically fetch company/institution logos.

Template field reference:

• Dates: 'Month YYYY' format (e.g. 'January 2023'), use 'Present' for current positions

• employer_groups: group_name is the company name, display_company in each position should also be set to the company name (or subsidiary/brand name if different)

• bullets: array of achievement/responsibility strings for each position

• Contact values: use plain text, NOT prefixed with mailto: or tel: schemes (e.g. "john@example.com" not "mailto:john@example.com", "+48123456789" not "tel:+48123456789")

• Contact types: location (no link), email, phone, linkedin, github, website

• Flag codes: 2-letter country code (gb, us, de, pl, fr, es, etc.)

• Language levels (keys): native, full_professional, professional_working, limited_working, elementary (labels are auto-translated based on cv_language)

• desc_format: 'bullets' (list) or 'paragraph' (rich_description field)

• disabled_sections: array of section names to hide (e.g. ['projects', 'courses'])

• theme: sidebar, topbar, minimal, executive, modern, elegant

• color_scheme: navy, ocean, forest, wine, slate, charcoal

• font_preset: calibri, helvetica, georgia, garamond, inter, roboto

• heading_color: black, auto, navy, graphite, steel, ocean, forest, wine, brown, indigo

Args: language: CV language for section headers — en, pl, de, fr, or es.

Generate an ATS-optimized PDF and provide a link to the visual editor.

Takes a complete CV JSON object (same structure as generate_cv template). All required fields (personal, experience, education, skills) must be filled in.

Returns:

• ats_pdf: absolute path to the generated ATS PDF file (saved in system temp directory)

• editor_url: URL to open in the browser (http://localhost:5000/?load=) where the user can preview their CV with full visual styling, customize colors/layout, and download a Pretty PDF version. The link expires after 5 minutes.

The ATS PDF is a clean, text-based document optimized for applicant tracking systems. For a visually styled PDF with colors, logos, and layout — direct the user to open the editor_url in their browser and click "Download Pretty PDF" there.

Args: cv_data: Complete CV data dictionary with all sections filled in.

Generate an ATS-optimized DOCX from CV data.

Takes a complete CV JSON object (same structure as generate_cv template). All required fields (personal, experience, education, skills) must be filled in.

Returns:

• file: absolute path to the generated DOCX file (saved in system temp directory)

• editor_url: URL to open in the browser (http://localhost:5000/?load=) where the user can preview their CV visually, adjust layout/colors, and download alternative formats. The link expires after 5 minutes.

Args: cv_data: Complete CV data dictionary with all sections filled in.