AI Native Production Ops Agent Skill

| AI Native 产品方法论——生产运行与循环回灌的实操 Skill。用户提供产品已上线或即将上线，Skill 自动执行生产运行流程：可观测性设计 → 指标体系搭建 → 失败与人工修正识别 → 反馈回灌 → 价值/商业/客户循环 → 输出生产运行方案。包含价值发现循环（§1）、AIOps案例（§2）、客服案例（§3）、SaaS案例（§4）、产品团队（§5）五个合并子模块。基于《AI Native 产品方法论》第18-27章。

10k tokens

context cost

the whole folder, loaded on every use

files

instructions only

copies elsewhere

how many repositories repackaged it

stars on the repo

on the repository, not the skill itself

Install

one command, takes just this skill from the repository

npx skills add https://github.com/gmaxxxie/ai-native-product-agent-skills --skill ai-native-production-ops

Other skills for the same job

different authors, same section of the catalogue

Theme Factory

by anthropics

vendor ×16

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.

Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

11k tokens scripts

Web Artifacts Builder

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making choices that don't read as templated defaults.

Set up Tailwind CSS v4 in Expo with react-native-css and NativeWind v5 for universal styling

Use Expo DOM components to run web code in a webview on native and as-is on web. Migrate web code to native incrementally.

3k tokens

How to use it

Copy the folder

Take gmaxxxie/ai-native-production-ops from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.