Genpark Customer Segmentation Skill

БесплатноНе проверен

GenPark AI Skill - Segment customers into behavioral groups using K-means clustering on RFM features with auto-labeling

Описание

GenPark AI Skill - Segment customers into behavioral groups using K-means clustering on RFM features with auto-labeling

README

GenPark AI Agent Skill — Segment e-commerce customers into behavioral groups using K-means clustering on RFM features.

Features

K-means++ initialization for better cluster quality
RFM feature normalization (z-score)
Auto-labeling: High Value Champions, Loyal Regulars, At-Risk, Dormant
Marketing strategy per segment
Silhouette score for cluster quality measurement
No external dependencies — pure Python implementation

Quick Start

from client import CustomerSegmentationClient

client = CustomerSegmentationClient(seed=42)
result = client.segment(
    customers=[
        {"customer_id": "C001", "recency_days": 5, "frequency": 20, "monetary_value": 1200},
        {"customer_id": "C002", "recency_days": 180, "frequency": 2, "monetary_value": 45},
    ],
    n_segments=4,
)
for seg in result["segments"]:
    print(f"{seg['label']}: {seg['customer_count']} customers")
    print(f"Strategy: {seg['strategy']}")

Installation

python example_usage.py  # No external dependencies

Built by GenPark | alphaparkinc

from github.com/alphaparkinc/genpark-customer-segmentation-skill

Установка Genpark Customer Segmentation Skill

У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.

▸ github.com/alphaparkinc/genpark-customer-segmentation-skill

FAQ

Genpark Customer Segmentation Skill MCP бесплатный?

Да, Genpark Customer Segmentation Skill MCP бесплатный — установка в пару кликов через Unyly без оплаты.

Нужен ли API-ключ для Genpark Customer Segmentation Skill?

Нет, Genpark Customer Segmentation Skill работает без API-ключей и переменных окружения.

Genpark Customer Segmentation Skill — hosted или self-hosted?

Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.

Как установить Genpark Customer Segmentation Skill в Claude Desktop, Claude Code или Cursor?

Открой Genpark Customer Segmentation Skill на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.

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