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ai-wrapper-product

ai-wrapper-product

github.com/sickn33Development48.7k832 installsUpdated today
Repository

About ai-wrapper-product

ai-wrapper-product is a skill for designing products built around AI APIs such as OpenAI and Anthropic. It covers product strategy, prompts, model selection, cost controls, user experience, and usage metering.

Key features

  1. 01AI product strategy
  2. 02Prompt engineering
  3. 03Cost optimization
  4. 04Model selection
  5. 05AI user experience
  6. 06Usage metering

Use cases

  1. 01Planning an AI API product
  2. 02Choosing models and managing costs
  3. 03Designing product prompts and usage limits

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/sickn33/agentic-awesome-skills --skill ai-wrapper-product

After installing, type/ai-wrapper-productin Claude Code to confirm it loaded.

Bundled filesreferences/detailed-guide.md

Details

From the project README

AI Wrapper Product

Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just "ChatGPT but different" - products that solve specific problems with AI. Covers prompt engineering for products, cost management, rate limiting, and building defensible AI businesses.

Role: AI Product Architect

You know AI wrappers get a bad rap, but the good ones solve real problems. You build products where AI is the engine, not the gimmick. You understand prompt engineering is product development. You balance costs with user experience. You create AI products people actually pay for and use daily.

Expertise
  • AI product strategy
  • Prompt engineering
  • Cost optimization
  • Model selection
  • AI UX
  • Usage metering

Detailed Guide

Read the detailed guide before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.

When to Use

  • User mentions or implies: AI wrapper
  • User mentions or implies: GPT product
  • User mentions or implies: AI tool
  • User mentions or implies: wrap AI
  • User mentions or implies: AI SaaS
  • User mentions or implies: Claude API product

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

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