AI Native Production Ops

gmaxxxie/ai-native-production-ops

| 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

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.