claudegoodies
Command

rank

From MadsLorentzen

You are batch-scoring the jobs that /scrape has collected, so the user can decide where to spend /apply effort. /scrape finds and dedupes postings; /apply evaluates one at a time in depth. /rank is th

Install

/rank

Facts

Repository
MadsLorentzen/ai-job-search
Status
Actively maintained
Last commit
Source file
.claude/commands/rank.md

Source preview

The instructions Claude Code reads when this command runs.

# /rank - Triage Scraped Jobs into a Ranked Shortlist

You are batch-scoring the jobs that `/scrape` has collected, so the user can decide where to spend `/apply` effort. `/scrape` finds and dedupes postings; `/apply` evaluates one at a time in depth. `/rank` is the bridge: it scores every new posting against the fit framework and returns a ranked shortlist.

`/rank` produces **triage scores**, not final evaluations. It scores from the posting text and the candidate profile only - no company research, no reviewer agent. `/apply`'s Step 1 evaluation (which adds company research) remains authoritative and always re-runs when the user applies.

Follow these steps **in order**.

---

## Step 0: Parse Input

`$ARGUMENTS` may contain:

- Nothing → rank all jobs with status `new` in `job_scraper/seen_jobs.json`
- A focus area (e.g. `/rank data science`) → rank only jobs whose title or stored fit-notes match the focus
- `--all` → re-rank every job that has not been applied to, including previously ranked ones (useful after the profile changes)
- `--top <N>` → shortlist size (default 5)

---

## Step 1: Load State

1. Read `job_scraper/seen_jobs.json`. If the file is missing or has no entries, tell the user to run `/scrape` first and stop.
2. Read `job_search_tracker.csv`. Build the exclusion set: any company+role already in the tracker is out of scope regardless of flags - it has been
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