subscope-judge

/subscope-judge

Interactive single-surface classifier. Designed for the workflow where you scan today's /subscope-run output, hit one or two surfaces that feel borderline, and want a structured judgment before deciding whether to reply.

Why this exists separately from bulk classification: bulk LLM classification of every regex-passing post requires an Anthropic API key (~$0.50/day at 5K posts/day, cheap but not free). The judge skill uses your Claude Code subscription directly — no API key, no subprocess, no extra cost. It's the right tool for "I want a verdict on these 2 posts" not "grade every post in today's list."

When to invoke

The user has just seen /subscope-run output and asks something like:

• /subscope-judge 3 — surface number from today's list
• "is surface #5 actually a real lead?"
• "classify the HubSpot post"
• "judge this: https://reddit.com/comments/abc123/"

Procedure

Step 1 — Identify the target surface

Three paths the user might take:

A. Surface number from today's list. The most recent inline_markdown from /subscope-run is in your conversation context. Find the surface in the numbered list by index. Extract: post URL, title, body, subreddit.

B. Reddit URL pasted. Read the post via the engine's keyless RSS fetcher. Pass the URL through an environment variable (never interpolate it into the Python source, so a quote or special char in the URL cannot break the command):

cd "$CLAUDE_PLUGIN_ROOT" && PYTHONPATH=engine REDDIT_URL="$REDDIT_URL" python3 -c "
import os, sys, json
from subscope.lib import reddit
post = reddit.fetch_post(os.environ['REDDIT_URL'])
if not post:
    print('Could not reach that post. Check the URL, or paste the title and body directly and I will judge from that.', file=sys.stderr)
    sys.exit(1)
print(json.dumps({'subreddit': post['subreddit'], 'title': post['title'], 'body': (post['body'] or '')[:800]}))
"

fetch_post handles id extraction, validation, and the dual-host RSS failover internally. If it returns nothing (post removed, deleted, or Reddit unreachable), fall back to Path C: ask the user to paste the title and body.