@hgvgfgvh

complex-bug-debugging-with-ai-en defines a strict seven-phase human-ai collaboration workflow for complex bugs, with explicit gates, dual discipline rules, and failure escalation. it enforces data-backed conclusions and proactive uncooperativeness detection via nine concrete scripts.

server-log-analysis-en diagnoses remote service issues by connecting via ssh, reading service metadata from config.yaml, downloading minimal log snippets to local temp, and analyzing for root cause with evidence and confidence levels.

Diagnoses bugs by matching user-reported symptoms against a curated library of past bug cases under experience/, using prior cases as memory references (neve...

根据用户描述的 bug 现象（症状）匹配已沉淀的 bug 案例库，快速判断这是哪类问题、根因在哪、如何排查。每次成功诊断后会把新案例沉淀到案例库，持续积累经验。适用于用户报告"奇怪的报错 / 间歇性失败 / 某些环境才复现 / 日志很诡异"的场景。

复杂 bug 与 AI 协作排查的元方法论。当用户报告"诡异 / 间歇性 / 多层因素 / 重启不愈 / 多系统协作 / 已经排查很久没头绪"的 bug 时，启用本 SKILL 的 7 阶段协作工作流："业务链路对齐 → 症状结构化 → 边界测试循环 → 方案摆台 → 执行验证 → 失效升级 → 闭环沉淀"。本...

Install, configure, start, stop, and verify local or remote development infrastructure across Windows, Linux, and macOS by executing commands through a unifi...

将"本地改动 → 选择性提交 → push → 合并到目标分支 → CI 构建部署 → 重启工作负载 → 端到端功能/数据库验证 → 失败则补丁再循环"这一段发布闭环按通用 SOP 跑通的技能。 当用户的意图包含"提交并推送 / 合并到 develop 或 feature/* / 用 Jenkins/CI 部署到...

Universal API integration skill for enterprise platforms. Connect to any platform using Swagger/OpenAPI discovery.

通过 SSH 连接远程服务器，读取同级 config.yaml 理解服务信息与日志位置，按需下载相关日志片段到本地 temp 目录，并分析日志定位问题。适用于用户要求排查远程服务日志、分析服务端异常或基于 SSH 访问进行日志诊断的场景。

建立和使用 AI 编程架构护栏，防止架构坍缩、功能回退和长对话迭代漂移。Use when the user mentions AI 编程, Agent 编程, 架构坍缩, Harness Engineering, 设计意图, 验收规则, 黄金法则, 架构测试, 或希望让代码库更适合 AI Agent 安全修改。

Establish and use architectural guardrails for AI-assisted coding to prevent architecture collapse, feature regression, and drift across long multi-turn iter...