extract-resume

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Parse a resume's uploaded PDF into structured JSON (basics, experience, projects, skills, education) and save it to the editor.

suxrobGM By suxrobGM schedule Updated 6/7/2026

name: extract-resume description: Parse a resume's uploaded PDF into structured JSON (basics, experience, projects, skills, education) and save it to the editor. argument-hint: "[resume-id] [--force]"

Extract Resume — Source PDF → Structured Data

Read a resume's uploaded source PDF and produce JSON matching the JobPilot resume schema, then save via the API. Inverse of the editor.

Setup

Follow ../shared/setup.md. The profile response provides data.profile.primaryResumeId, data.primaryResumeSourceAbsolutePath, and data.resumes (every base with id, label, sourceFilename, hasData, isPrimary).

Step 1: Resolve Target

Parse the argument:

  • Integer → use that resume id.
  • Empty → use data.profile.primaryResumeId. If no primary, stop:

    No primary resume set. Pass an explicit id, or set a primary at http://localhost:8000/resumes.

  • --force (anywhere) → overwrite existing structured data. Otherwise refuse to overwrite (Step 3).

Let RESUME_ID be the resolved id, FORCE be true/false.

curl -fsS "$JOBPILOT_API/api/resumes/$RESUME_ID"

If 404, stop and report the id doesn't exist.

Step 2: Verify Source PDF

sourceFilename must be set. If null, stop:

Resume {id} ({label}) has no uploaded source PDF. Upload one at http://localhost:8000/resumes/{id}, then re-run.

Resolve the absolute path:

  • Primary resume → prefer data.primaryResumeSourceAbsolutePath.
  • Otherwise → ${JOBPILOT_WORKSPACE_ROOT}/src/web/storage/resumes/{sourceFilename}.

If sourceMimeType !== "application/pdf", stop and ask the user to re-upload as PDF.

Step 3: Refuse to Clobber

If content is non-null and FORCE === false, stop:

Resume {id} ({label}) already has structured data (version {n}). Edit at http://localhost:8000/resumes/{id}, or re-run with --force to overwrite from the PDF.

If FORCE, proceed and overwrite.

Step 4: Read and Parse

Read the PDF at the path from Step 2. Produce a single JSON object matching:

{
  basics: {
    name:     string,           // required
    headline?: string,          // professional title/headline if present
    email?:   string,
    phone?:   string,
    website?: string,
    linkedin?: string,
    github?:  string,
    location?: string,
  },
  summary?: string,             // 1–3 sentences
  experience: Array<{
    company:   string,
    title:     string,
    location?: string,
    start:     string,          // free-form, e.g. "Jul 2022"
    end?:      string,          // omit or "Present" if current
    bullets:   string[],
  }>,
  projects: Array<{
    name:        string,
    url?:        string,
    description?: string,        // one prose line; omit if there's only a tech-stack line
    bullets:     string[],
    keywords:    string[],       // the tech-stack line (e.g. "Next.js, Prisma, Docker")
  }>,
  skills: Array<{
    group: string,              // e.g. "Languages"
    items: string[],
  }>,
  education: Array<{
    school:  string,
    degree:  string,
    start?:  string,
    end?:    string,
    details: string[],
  }>,
}

Hard rules:

  • Preserve verbatim dates, employers, titles, schools, degrees, contact info.
  • Do not invent roles, bullets, dates, or skills. Missing section → [] (or omit optional field).
  • Keep the PDF's date display format. Do not normalize to ISO.
  • Current role → end: "Present" (or omit).
  • Skills: keep the PDF's grouping if present; flat list → single group "Skills".
  • Strip leading bullet glyphs (•, ▪, –) from bullet text; keep the rest unchanged.
  • A project's tech-stack line goes in keywords only — never copy it into description.
  • For long PDFs, use Read with pages to ingest all pages — don't silently drop later-page entries.

Step 5: Save

The PUT body must be { "content": <resume-object> } — the API rejects a bare resume payload with 400 "label or content required". Write the file with that wrapper, then send it:

curl -fsS -X PUT "$JOBPILOT_API/api/resumes/$RESUME_ID" \
  -H "Content-Type: application/json" \
  --data-binary @resume.json

Where resume.json looks like {"content": {"basics": {...}, "experience": [...], ...}}. On 422, read the issue list, fix the field, retry once.

Step 6: Report

Extracted resume {id} ({label}) → version {n}. Review at http://localhost:8000/resumes/{id}.

Do not echo the parsed fields — the editor and preview show them.

Install via CLI
npx skills add https://github.com/suxrobGM/jobpilot --skill extract-resume
Repository Details
star Stars 22
call_split Forks 9
navigation Branch main
article Path SKILL.md
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