positive-reply-scoring

Name: positive-reply-scoring
Availability: InStock
Author: growthenginenowoslawski

Classifies Smartlead campaign replies and computes positive reply rate.

601|215|Updated Mar 10, 2026

Search Tags:#data-analysis #email-outreach #smartlead #campaign-metrics #positive-reply #campaign-score #reply-classification

Ready to run

npx skills add https://github.com/growthenginenowoslawski/coldoutboundskills --skill positive-reply-scoring

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: positive-reply-scoring
Source: https://github.com/growthenginenowoslawski/coldoutboundskills/tree/main/skills/positive-reply-scoring
Command: npx skills add https://github.com/growthenginenowoslawski/coldoutboundskills --skill positive-reply-scoring

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This skill helps marketers and operators determine whether cold outreach is generating genuinely interested responses, not just any reply, by computing a reliable positive reply rate from campaign replies.

Core Features & Use Cases

Fetches replies from a Smartlead campaign
Classifies each reply into categories (positive_interested, positive_soft, positive_referral, neutral_question, negative_notnow, negative_notfit, negative_hostile, unsubscribe, ooo, bounce, other) using Claude
Aggregates results into a positive_reply_rate and related metrics, flags action items, and stores historical scores for trend analysis
Supports workflows for product-marketing experiments, weekly health checks, and post-campaign reviews

Quick Start

Run the workflow end-to-end: fetch campaign replies, classify them with Claude, and generate the positive reply score report.

Frequently Asked Questions about positive-reply-scoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I measure positive reply rates for Smartlead email campaigns?▼

You can measure positive reply rates for Smartlead email campaigns by fetching replies via the API and classifying each response into categories like positive_interested or negative_notnow to calculate the overall positive reply rate.

What is a positive reply score in cold email outreach?▼

A positive reply score in cold email outreach is a metric that distinguishes genuinely interested responses from neutral or negative ones, classifying replies into categories like positive_referral, positive_soft, and unsubscribe to measure true campaign effectiveness.

How do I classify email campaign replies into positive, neutral, and negative categories?▼

Classify email campaign replies into positive, neutral, and negative categories by processing each reply through Claude, which categorizes responses into labels like positive_interested, neutral_question, negative_notfit, bounce, and ooo for aggregation.

Do I need a SMARTLEAD_API_KEY to calculate my email campaign score?▼

Yes, you need a SMARTLEAD_API_KEY to calculate your email campaign score, along with a specific campaign-id input, to authenticate the retrieval of campaign replies for classification and scoring.

Can I track positive reply rate trends for ongoing email outreach experiments?▼

Yes, you can track positive reply rate trends for ongoing email outreach experiments because the system stores historical scores and aggregates results into metrics with flagged action items for weekly health checks and post-campaign reviews.