product-recommendation

Generate ranked skincare product recommendations from user profiles and community validation data.

1|Updated Jan 1, 2026

Search Tags:#personalization #user-profile #ai-analysis #community-data #skincare #product-recommendation #ingredients

Ready to run

npx skills add https://github.com/raydocs/SkinLab --skill product-recommendation

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: product-recommendation
Source: https://github.com/raydocs/SkinLab/tree/main/.factory/skills/product-recommendation
Command: npx skills add https://github.com/raydocs/SkinLab --skill product-recommendation

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

基于用户皮肤档案和社区数据，生成个性化护肤品推荐，帮助用户快速找到符合自身需求的产品。

Core Features & Use Cases

结合皮肤类型、过敏史、关注点与品牌偏好，筛选出候选产品。
结合社区验证数据、成分适配与风险评估，对候选产品进行打分排序。
使用场景：在用户提供皮肤类型、关注点和需求后，生成前5-10条个性化推荐及原因，支持购物决策和护肤计划。

Quick Start

请基于用户皮肤档案和社区数据，生成前5条个性化护肤品推荐。

Frequently Asked Questions about product-recommendation

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

FAQPage Schema

How do I get personalized skincare product recommendations based on my skin profile?▼

To get personalized skincare product recommendations, provide your skin type, concerns, allergies, and brand preferences. The system uses this profile with community data to generate a ranked list of tailored product picks and reasons.

How does community validation data influence ingredient compatibility and product scoring?▼

Community validation data influences ingredient compatibility by cross-referencing user skin profiles with collective community experiences. This mechanism scores candidate products by evaluating ingredient risks and matching community validated outcomes.

Can I use this to find skincare products across different product categories?▼

Yes, you can find skincare products across different categories. By combining your user skin profile with brand preferences and skin concerns, the system filters and ranks tailored recommendations across various skincare product categories.

What is the best way to filter skincare ingredients for allergies and specific skin concerns?▼

The best way to filter skincare ingredients for allergies is to input your specific skin concerns and allergy triggers into your user profile. The system then evaluates ingredient compatibility and risk considerations to exclude unsuitable products.

How many personalized skincare picks will I receive from the product recommendation?▼

You will receive a ranked list of 5 to 10 personalized skincare picks. Each product recommendation includes specific reasons based on your user profile, ingredient compatibility, and community validation data.

Does this recommendation system work without providing brand preferences?▼

While brand preferences refine the personalized skincare picks, the system can still generate recommendations using your skin type, allergies, and community data, though the product ranking may be less targeted to your preferred brands.