Genpark Customer Segmentation Skill

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

About

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

Installing Genpark Customer Segmentation Skill

This server has no published package — it is built from source. Open the repository and follow its README.

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

FAQ

Is Genpark Customer Segmentation Skill MCP free?

Yes, Genpark Customer Segmentation Skill MCP is free — one-click install via Unyly at no cost.

Does Genpark Customer Segmentation Skill need an API key?

No, Genpark Customer Segmentation Skill runs without API keys or environment variables.

Is Genpark Customer Segmentation Skill hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Genpark Customer Segmentation Skill in Claude Desktop, Claude Code or Cursor?

Open Genpark Customer Segmentation Skill on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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