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positive-reply-scoring

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Pulls replies from a Smartlead campaign, classifies each as positive/neutral/negative/OOO/bounce/unsubscribe using Claude, and reports the positive reply rate — the north-star metric for cold email. Use when the user wants to know if a campaign is actually working (not just getting replies, but getting the RIGHT replies). Triggers on "score my replies", "how's campaign X doing", "positive reply rate", "is this campaign working".

skills/positive-reply-scoring/SKILL.md

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Oct 5, 2026
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# Positive Reply Scoring

**Reply rate tells you if people are paying attention. Positive reply rate tells you if they want what you're selling.** This skill computes the second.

## Why this exists

A campaign can get 5% reply rate and still be a disaster. If 90% of those replies are "unsubscribe" and "not a fit," you're burning your domains for nothing.

The metric that matters is:
```
positive_reply_rate = positive_replies / total_sent
```

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