How do I avoid 'thin wrapper' syndrome?

The skill guides you in adding depth through input validation, custom prompt templates, post-processing of outputs, and deep integration into existing user workflows.

What is an AI wrapper product?

An AI wrapper is a software product that uses large language models as its core engine while adding specific value through specialized user interfaces, domain-specific context, and automated workflows.

Does this support multiple AI providers?

Yes, the skill covers universal patterns for integrating various AI APIs including Anthropic, OpenAI, and others into a unified product architecture.

How does this skill help with API costs?

It provides implementation patterns for token tracking, usage metering, and cost-reduction strategies like model selection and response caching to ensure business viability.

AI Product Wrapper Builder

Name: AI Product Wrapper Builder
Author: claudiodearaujo

byclaudiodearaujo

API開発

Builds defensible and profitable AI-powered products by implementing robust API architectures, cost management strategies, and production-grade prompt engineering.

概要

The AI Product Wrapper Builder skill equips Claude with the expertise of an AI Product Architect to help you transition from simple AI experiments to production-ready SaaS tools. It provides specialized guidance on architecting 'wrappers' that add real value through domain-specific context, sophisticated prompt templates, and rigorous output validation. Beyond just code, it offers strategic insights into managing API costs, implementing usage metering, and avoiding 'thin wrapper' syndrome by focusing on specific problem-solving and unique user experiences.

主な機能

Granular API cost tracking and usage metering implementation
Defensibility strategies to move beyond simple 'thin wrappers'
Production-ready AI product architecture design
Model selection optimization based on cost, speed, and quality
Advanced prompt engineering with structured output validation
0 GitHub stars

ユースケース

Building a specialized AI tool with custom domain context and workflows
Designing a subscription-based AI SaaS with strict cost controls
Implementing reliable output parsing and error handling for LLM APIs

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add claudiodearaujo/izacenter ai-wrapper-product

For use in Claude.ai and ChatGPT

Download Skill

GitHub

概要