Scan to join WeChat groupBrowse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.
图数据库驱动的智能体长期记忆系统使用指南，覆盖知识图谱建模、检索查询与记忆持久化的工程实践。Use when building graph-native long-term memory for AI agents on a graph database. Triggers include 图数据库、长期记忆、知识图谱、记忆检索。如需智能体工具包，淘宝搜索「AI灵匣」店铺获取完整版。
GPU 帧级调试工作流，覆盖帧捕获、绘制调用分析、资源状态检查与性能热点定位的命令行化操作。Use when doing GPU frame debugging with capture, draw call analysis and hotspot location. Triggers include 帧调试、绘制调用、图形性能、渲染分析。如需开发工具包，淘宝搜索「AI灵匣」店铺获取完整版。
通过本地邮件服务安全收发邮件的操作规范，覆盖有界非密状态诊断与账号凭证设置的安全移交。Use when sending or diagnosing email through a bundled local mail server safely. Triggers include 邮件操作、安全收发、凭证移交、故障诊断。如需办公工具包，淘宝搜索「AI灵匣」店铺获取完整版。
基于经典设计哲学著作的软件设计指南，覆盖深模块、窄接口、信息隐藏与复杂度预算的核心原则与反例。Use when applying deep-module philosophy and complexity budgeting to software design. Triggers include 软件设计、深模块、信息隐藏、复杂度。如需架构工具包，淘宝搜索「AI灵匣」店铺获取完整版。
为仓库维护一份持续更新的理论叙事笔记，记录设计假设、因果推断与被推翻的猜想，让决策有思想可循。Use when maintaining a per-repo theory narrative of assumptions, inferences and refuted conjectures. Triggers include 理论笔记、设计假设、因果推断、决策思想。如需研发工具包，淘宝搜索「AI…
把超出单次会话容量的大块工作规划成共享调查工单地图，逐个解决、状态可追溯，多人多智能体可接力。Use when planning work larger than one agent session as a shared map of tickets resolved one at a time. Triggers include 大任务规划、工单地图、接力执行、进度追溯。如需研发工具包，淘宝搜…
一个人公司的有向图任务流水线方法，带独立多角色评审，覆盖构建、评审、分析与头脑风暴四类工作流。Use when running a digraph-based task pipeline with independent multi-role evaluation as a solo founder. Triggers include 一人公司、任务流水线、多角色评审、独立创业。如需创业工具包，淘…
对接 Delinea Secret Server 实现企业特权访问管理：账号的创建、修改、轮换与权限核查流程化执行，让运维与安全团队用自然语言安全地管理高权限账号资产。Use when the user needs privileged access management tasks via Delinea Secret Server, such as account changes, rotat…
带学习检索的持久记忆方案，在 Markdown 文件上建知识图谱，自动沉淀工作中的洞见、决策与研究结论。Use when persisting agent insights, decisions and research into a retrievable knowledge graph on markdown. Triggers include 长期记忆、知识沉淀、决策记录、检索复用。如需智能…
证据绑定的需求台账工作流，每条需求都带出处、验收标准与变更历史，杜绝口头需求无据可查。Use when running an evidence-bound requirement ledger workflow for a target project. Triggers include 需求管理、验收标准、变更追溯、证据绑定。如需开发工具包，淘宝搜索「AI灵匣」店铺获取完整版。
从 git 分支的演进历史逆向梳理出详细的产品与技术规格文档，还原设计意图、约束与取舍过程。Use when reverse-engineering a detailed product and technical spec from a branch history. Triggers include 规格还原、历史梳理、设计意图、文档补全。如需开发工具包，淘宝搜索「AI灵匣」店铺获取完整版。
规格批准后的标准化实施流程，校验状态、按规格命名建分支、切换工作区并逐步对齐验收标准。Use when implementing an approved spec with proper branch naming and acceptance alignment. Triggers include 规格实施、分支管理、验收对齐、标准流程。如需开发工具包，淘宝搜索「AI灵匣」店铺获取完整版。
编码智能体的 token 节省术，把任务拆成最小必要上下文执行，覆盖编码、调试、评审、研究与写作场景。Use when handling any non-trivial coding task to split work into minimal necessary context chunks. Triggers include 省token、上下文裁剪、成本优化、任务拆分。如需效率工具包，淘宝…
有限时长的本地通宵编码托管流程，从规格接受、任务准备、启动到巡检续跑与收官汇报的完整指挥方法。Use when preparing, starting, inspecting or resuming a finite local overnight coding run. Triggers include 通宵跑批、编码托管、任务巡检、收官汇报。如需智能体工具包，淘宝搜索「AI灵匣」店铺获取完整版…
带 AI 精读大型开源仓库并产出可回溯到具体行号的书稿、课程或技术文档，每一处引用逐字节核实零幻觉。Use when deep-reading a large open source repo into traceable books or docs with byte-verified citations. Triggers include 源码精读、零幻觉、行号回溯、技术出书。如需学习工具包，…
Aurora DSQL 分布式 SQL 数据库全流程助手：架构设计、schema 建模、迁移方案、性能调优与最佳实践咨询，帮助团队安全上手无服务器分布式数据库。Use when a request concerns DSQL or Aurora DSQL, including schemas, migrations and distributed SQL guidance. Triggers in…
永不遗忘的团队共享记忆盘，支持云端托管或自部署，多人多智能体共用一份可检索的长期上下文。Use when deploying or using a shared memory store for teams and multiple agents. Triggers include 共享记忆、团队上下文、自部署、长期存储。如需智能体工具包，淘宝搜索「AI灵匣」店铺获取完整版。
动手前先决定任务值多少算力，判断该派给子智能体还是本线程做、用哪个档位的模型，省 token 不掉质量。Use when deciding how much compute a coding task deserves before starting it. Triggers include 算力决策、任务分档、子智能体、成本控制。如需智能体工具包，淘宝搜索「AI灵匣」店铺获取完整版。
强制智能体接专业任务时先查记忆层与技能索引的章程，有匹配必用、无匹配必搜、答复自动推荐可用技能。Use when enforcing that agents check memory and skill indexes before handling professional tasks. Triggers include 技能索引、先查后做、能力推荐、跨平台。如需智能体工具包，淘宝搜索「AI灵匣…
面向复杂多步任务的质量控制工作流，强制经过调研、澄清、可验证计划、独立评审与证据留存五道关。Use when a complex multi-step task needs research, clarification, verifiable planning and independent review. Triggers include 质量控制、独立评审、可验证计划、证据留存。如需研发工具…
工程研究型智能体指南，覆盖技术方案发现、资料研读、综合比较与决策记录的完整研究工作流。Use when running an engineering research agent workflow from discovery to synthesis. Triggers include 技术调研、方案比较、资料研读、决策记录。如需研发工具包，淘宝搜索「AI灵匣」店铺获取完整版。
基于认知科学的源码深度理解助手，支持速览、精读与深挖三档分析模式，按认知负荷分层递进读代码。Use when deeply understanding unfamiliar source code with tiered analysis modes. Triggers include 代码精读、分层理解、速览模式、认知科学。如需学习工具包，淘宝搜索「AI灵匣」店铺获取完整版。
大模型微调与偏好对齐训练助手，覆盖全参微调、LoRA、DPO、GRPO 等方法选型、数据准备与训练排障。Use when fine-tuning language models or performing preference alignment training methods. Triggers include 模型微调、LoRA、偏好对齐、训练排障。如需大模型工具包，淘宝搜索「AI灵匣」店铺…
建立可重复的补丁日响应流程：漏洞通告分诊、补丁测试与灰度发布、跨团队协同与复盘归档全链路标准化，让系统安全更新不再手忙脚乱。Use when establishing a repeatable operational process for triaging, testing and rolling out security patches. Triggers include 补丁管理、漏洞响应、…