ai-product · davila7 — Claude Code skill: what it does, how to install
Guides Claude Code in shipping production LLM features, focusing on schema validation, streaming responses, token budgets, and API resilience.
npx claude-code-templates@latest --skill business-marketing/ai-productWhat ai-product does
This skill instructs Claude Code to treat prompt logic and LLM outputs as production software. Instead of accepting unstructured raw completions, it enforces schema validation using JSON mode or function calling. It also guides the agent to version prompts directly in code and track them with regression tests.
The instructions eliminate common production failure modes. They flag unvalidated inputs, oversized context windows, and unmonitored API expenses. Synchronous LLM calls inside web request handlers cause severe application freezes when external providers stall.
What it helps with
- validate LLM completions against explicit schemas
- sanitize untrusted user inputs before prompt interpolation
- stream model responses to cut perceived waiting times
- prevent service lockups by moving LLM calls to async jobs
Example prompts for the agent
- Refactor this model call to return validated JSON matching my schema
- Set up streaming for this LLM response to improve interface responsiveness
- Audit this endpoint prompt to prevent prompt injection and calculate token usage
How to install ai-product
1claude-code-templates
npx claude-code-templates@latest --skill business-marketing/ai-product2Skills CLI (Vercel)
npx skills add davila7/claude-code-templates --skill ai-product -a claude-code3Manually: put the files in place
~/.claude/skills/ai-product/SKILL.mdCopy the whole skill folder; for one project use .claude/skills/ai-product/
Manually: put the files in place
.agents/skills/ai-product/SKILL.mdFor all projects use ~/.agents/skills/
Manually: put the files in place
.cursor/skills/ai-product/SKILL.mdCursor also reads .agents/skills/ and .claude/skills/
1GitHub CLI
gh skill install davila7/claude-code-templates ai-product2Manually: put the files in place
.github/skills/ai-product/SKILL.mdPlatform CLI
gemini skills install https://github.com/davila7/claude-code-templates --path cli-tool/components/skills/business-marketing/ai-productManually: put the files in place
.devin/skills/ai-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-product
How to install ai-product in Claude Code?
Run npx claude-code-templates@latest --skill business-marketing/ai-product in your terminal. This downloads and sets up the skill in your project.
What does the ai-product skill do?
It equips Claude Code with architecture rules for production LLM systems. The skill enforces structured data outputs, prompt versioning, and defensive error handling.
What common mistakes does this skill address?
It warns against stuffing context windows, trusting unvalidated outputs, and placing synchronous API requests inside request handlers.
Similar skills
All skills for AI and ML →ai-product by other authors comes first.
