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SMB Toolkit

jd-rewriter

Rewrite job descriptions for inclusivity, brevity, applicant appeal. Removes "rockstar / ninja" language, redundant pre-disqualifiers.

Get startedSource on GitHub

Launch kit

jd-rewriter — launch kit

1-liner

Rewrite job descriptions for inclusivity, brevity, applicant appeal. Removes "rockstar / ninja" language, redundant pre-disqualifiers.

Tweet hook

Recruiters: every "rockstar" / "ninja" in your JD costs you ~3% of female applicants. (Research-backed.)

Built a rewriter that flags + replaces biased terms, kills boilerplate, tightens copy.

$9/JD or $99/mo unlimited 🧵

Reddit

  • r/recruiting
  • r/talentacquisition

Cold-email ICP

  • In-house recruiters
  • Recruiting agencies
  • HR-tech teams

SEO content

  1. "Biased language in JDs — full list"
  2. "JD length vs apply-rate research 2026"

Documentation

jd-rewriter

Rewrite job descriptions for inclusivity, brevity, applicant appeal. Removes biased language ("rockstar", "ninja"), pre-disqualifiers, and boilerplate.

Pricing

  • $9/JD one-shot
  • $99/mo unlimited (in-house recruiters)
  • $499/mo agency tier (up to 25 client orgs)

Run

cd C:\openclaw-products\jd-rewriter
python -m venv .venv
.\.venv\Scripts\activate
pip install -e .

jdrewrite fix old-jd.md --level senior --voice "warm, technical, mission-driven" --out new-jd.md