ai-wrapper-product — Claude Code skill: build on AI APIs
Guides you through building a product around an AI API: prompts, token accounting, usage limits and output validation.
npx claude-code-templates@latest --skill business-marketing/ai-wrapper-productWhat ai-wrapper-product does
The skill gives Claude the role of an AI product architect. It walks the typical wrapper stack: validate the input, fill a prompt template with context, call the API, parse and check the response, then hand back something a user can read. Ready-made JavaScript examples use @anthropic-ai/sdk, and a model table maps cost, speed and quality to the job at hand.
Money gets its own section. You log input_tokens and output_tokens per call, compute cost from per-million rates, and cut a user off at a monthly ceiling. Quality control is covered too: a strict JSON shape in the system prompt, parsing with a fallback path, retries on failure, and a second model when the first one misbehaves.
The anti-patterns list is where the skill earns its place. A thin wrapper with no domain logic has no pricing power, and costs you never tracked show up once traffic grows. If your plan is to forward the request and return the raw text, the skill calls that a dead end. It pairs with llm-architect, micro-saas-launcher, frontend and backend.
What it helps with
- design the wrapper stack from user input to final response
- compute per-call cost from token usage before margins disappear
- enforce a monthly spend limit per user
- force structured JSON output and parse it with a fallback
- pick a model that fits the task's budget and latency
Example prompts for the agent
- Help me design an AI wrapper product for generating emails on the Anthropic API
- Add token tracking and a monthly cost limit per user
- The model sometimes returns invalid JSON — add validation with a fallback
How to install ai-wrapper-product
1claude-code-templates
npx claude-code-templates@latest --skill business-marketing/ai-wrapper-product2Skills CLI (Vercel)
npx skills add davila7/claude-code-templates --skill ai-wrapper-product -a claude-code3Manually: put the files in place
~/.claude/skills/ai-wrapper-product/SKILL.mdCopy the whole skill folder; for one project use .claude/skills/ai-wrapper-product/
Manually: put the files in place
.agents/skills/ai-wrapper-product/SKILL.mdFor all projects use ~/.agents/skills/
Manually: put the files in place
.cursor/skills/ai-wrapper-product/SKILL.mdCursor also reads .agents/skills/ and .claude/skills/
1GitHub CLI
gh skill install davila7/claude-code-templates ai-wrapper-product2Manually: put the files in place
.github/skills/ai-wrapper-product/SKILL.mdPlatform CLI
gemini skills install https://github.com/davila7/claude-code-templates --path cli-tool/components/skills/business-marketing/ai-wrapper-productManually: put the files in place
.devin/skills/ai-wrapper-product/SKILL.mdThe legacy .windsurf/skills/ path still works
Claude.ai
Zip the folder and upload it in Settings → Capabilities → Skills
Step by step, with commands for each platform: How to install skills in Claude Code: five ways
Questions about ai-wrapper-product
How do I install ai-wrapper-product in Claude?
With the templates CLI: npx claude-code-templates@latest --skill business-marketing/ai-wrapper-product. Or with the skills manager: npx skills add davila7/claude-code-templates --skill ai-wrapper-product -a claude-code.
What does ai-wrapper-product do?
It helps you build a product around an AI API: prompt templates, output format control, token accounting, usage limits and model selection. It also covers anti-patterns such as a thin wrapper with no logic of its own.
What does it work with?
The skill lists llm-architect, micro-saas-launcher, frontend and backend as related skills.
