Smt E2E Dataflow Debugging
GoogleCloudPlatform/DataflowTemplates
Debugs logical errors and data discrepancies in Dataflow templates by launching jobs via Terraform and comparing source (e.g.
Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module…
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install xiaou61/Code-Nest code-nest-project-spec --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
Claude Code skills documentation · loads skills from .claude/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .claude/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install xiaou61/Code-Nest code-nest-project-spec --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .agents/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install xiaou61/Code-Nest code-nest-project-spec --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .cursor/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install xiaou61/Code-Nest code-nest-project-spec --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .gemini/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install xiaou61/Code-Nest code-nest-project-specInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .github/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install xiaou61/Code-Nest code-nest-project-spec --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "code-nest-project-spec" agent skill from https://github.com/xiaou61/Code-Nest/tree/master into .opencode/skills/code-nest-project-spec/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-nest-project-spec", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
code-nest-project-specCode-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module…
Code Nest Project Spec is an agent skill from xiaou61/Code-Nest. Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module with consistent conventions.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4530 other files, including scripts (for example `.agent/INDEX.md`, `.agent/README.md` and `.agent/history/updates.md`).
It sits in Development, covering SQL and Debugging. It works with SQL, Vue.js and Java. The repository describes itself as: springboot 项目 Code-Nest 程序员一体化社区 学习项目. The licence is MIT.
12 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit f7ed336. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
npmmvnFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Code Nest Project Spec loads about 1.3k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 352 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from xiaou61/Code-Nest at commit f7ed336, republished under its MIT licence (© xiaou61). 352 words, ~1,319 tokens.
.claude/skills/code-nest-project-spec/SKILL.md (or your agent's skills folder). This skill also uses 4525 other files; get the full folder from GitHub.在本仓库内进行任何开发时,先用本规范完成三件事:
pom.xml 管理版本与子模块。xiaou-application,统一上下文路径是 /api。vue3-admin-front(管理端,默认端口 3000)vue3-user-front(用户端,默认端口 3001)electron/。sql/,采用“基线 + 版本增量”结构。docs/。xiaou-application/src/main/java/com/xiaou/CodeNestApplication.javaxiaou-application/src/main/resources/application.ymlxiaou-common/vue3-user-front/src/api/vue3-admin-front/src/api/vue3-user-front/src/router/index.jsvue3-admin-front/src/router/index.jssql/v*/AI-DOCS/PRD/优先按业务模块改,不要在 xiaou-application 塞业务逻辑。
| 模块 | 主要职责 |
|---|---|
xiaou-common | 统一返回体、异常处理、鉴权配置、通用工具、公共 Mapper |
xiaou-system | 管理员认证、系统日志、系统管理能力 |
xiaou-user | 用户注册登录与用户资料 |
xiaou-interview | 面试题库、题单、学习记录与掌握度 |
xiaou-community | 社区帖子、评论、标签、分类、用户态社区能力 |
xiaou-moment | 动态广场与互动 |
xiaou-blog | 博客文章、分类、标签 |
xiaou-codepen | 代码作品、模板、收藏/评论/Fork |
xiaou-resume | 在线简历、模板、分析与导出相关 |
xiaou-filestorage | 文件上传、存储配置、迁移 |
xiaou-notification | 通知中心 |
xiaou-chat | 聊天室与实时消息管理 |
xiaou-sensitive | 敏感词词库、策略、统计、检测接口实现 |
xiaou-knowledge | 知识图谱管理与展示 |
xiaou-version | 版本历史 |
xiaou-moyu | 摸鱼工具(日历、热榜、Bug 商店等) |
xiaou-points | 积分与抽奖 |
xiaou-plan | 计划打卡 |
xiaou-mock-interview | AI 模拟面试流程 |
xiaou-flashcard | 闪卡学习 |
xiaou-oj | 在线判题、提交、题解、评论、排行 |
xiaou-sql-optimizer | 慢 SQL 分析与历史记录 |
xiaou-ai | 统一 AI 服务(LangChain4j + LangGraph4j + LlamaIndex) |
xiaou-user-api | 用户跨模块 API 契约(接口与 DTO) |
xiaou-sensitive-api | 敏感词跨模块 API 契约(接口与 DTO) |
按 SaTokenConfig 的现有规则组织接口路径:
/auth/** 或 /admin/**/user/**/oj/**、/community/**、/version/**)/captcha/**(免登录)/v3/api-docs/**、/swagger-ui/**(免登录)鉴权工具类必须复用:
StpAdminUtilStpUserUtil需要管理员权限的方法优先使用 @RequireAdmin。
后端接口统一返回 Result<T>,定义在:
xiaou-common/src/main/java/com/xiaou/common/core/domain/Result.javaxiaou-common/src/main/java/com/xiaou/common/core/domain/ResultCode.java关键业务码:
200:成功701:Token 无效702:Token 过期703:权限不足704:账号禁用前端拦截器已按上述业务码处理跳转与提示,不要随意改语义。
controller/service/mapper。xiaou-application。xiaou-common,避免复制代码。xiaou-user-api、xiaou-sensitive-api)。src/main/resources/mapper。xiaou-oj/src/main/java/com/xiaou/oj/mapper/。pom.xml 的 <modules> 与 xiaou-application/pom.xml 依赖。src/router/index.js。src/api/*.js。src/views/** 与 src/components/**。@ 指向 src,按现有别名写法保持一致。src/utils/request.js,不要重复造 axios 实例。user_tokentokenvue3-user-front/src/views/:interview、oj、mock-interviewresume、community、momentsblog、codepen、flashcardpoints、plan、team、knowledgevue3-admin-front/src/views/:user、interview、ojcommunity、moments、chatblog、codepen、resumesensitive、filestorage、logs、systemsql/vX.Y.Z/。oj_tables.sql、flashcard.sql。snake_case。utf8mb4 与合适索引策略。DROP,优先可回滚的增量迁移。INSERT 示例并注明执行顺序。xiaou-application/src/main/resources/application*.yml。application-sec.yml,不要把真实密钥写入公开文档。xiaou.ai.* 配置树,Prompt 规范与运行时设计参考 AI-DOCS/Archive/历史版本/2026-04-20-ai-prompt-governance.md。management.* 在 application.ymlAI-DOCS/Deployment/监控告警/Prometheus监控部署指南.mddocker/monitoring/pom-xml-flattened(由 flatten 插件生成)。target/、dist/、out/(构建产物)。node_modules/(依赖目录)。后端最小验证:
mvn -pl xiaou-application -am clean package -DskipTests后端本地启动:
mvn -pl xiaou-application -am spring-boot:run管理端本地启动:
cd vue3-admin-front
npm run dev用户端本地启动:
cd vue3-user-front
npm run dev2按需补充:
cd vue3-admin-front && npm run lint
cd vue3-user-front && npm run lint收到需求后按以下顺序判断:
需求细节不明确时,优先查:
README.md(整体能力、启动方式、版本历史)。AI-DOCS/PRD/*.md(模块级产品规则)。AI-DOCS/Archive/历史版本/**(专项升级方案)。AI-DOCS/Archive/coze/*.md(历史 AI 工作流配置归档)。优先复用现有模块与路径约定,避免“新建平行体系”。
© xiaou61, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4,525 other files (scripts) in the repository root of xiaou61/Code-Nest.
Open the folder on GitHubat commit f7ed336
Code Nest Project Spec next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Code Nest Project Spec this skillxiaou61/Code-Nest | 770 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Smt E2E Dataflow DebuggingGoogleCloudPlatform/DataflowTemplates | 1.3k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Relational Query ProcessorFoundationDB/fdb-record-layer | 675 | — | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Trace And Isolaterohitg00/skillkit | 1.5k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Tidewave Integrationoliver-kriska/claude-elixir-phoenix | 564 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Debugging ExperimentsPostHog/posthog-foss | 721 | — | ~5.4k | Automated safety check: Pass | MIT |
GoogleCloudPlatform/DataflowTemplates
Debugs logical errors and data discrepancies in Dataflow templates by launching jobs via Terraform and comparing source (e.g.
FoundationDB/fdb-record-layer
Specialized skill for working in the fdb-relational-core SQL processing layer — parser, plan generator, and Cascades planner.
rohitg00/skillkit
Applies systematic tracing and isolation techniques to pinpoint exactly where a bug originates in code.
oliver-kriska/claude-elixir-phoenix
Tidewave MCP runtime tools — debugging, smoke testing, live state inspection, SQL queries, hex docs.
PostHog/posthog-foss
Debug and support PostHog Experiments (A/B tests) for a customer looking at their own results.
koloai/kolo
Kolo is a text-based Python debugger that captures every executed function, return value, local variable, HTTP request, and SQL query into greppable trace files.
Categories
Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module…. Code Nest Project Spec is an agent skill from xiaou61/Code-Nest. Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module with consistent conventions.
Code Nest Project Spec fits situations like: modifying this repository for feature development; frontend-backend联调 so changes land in the correct module with consistent conventions.
Run `npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a claude-code`. Or copy the skill folder (the xiaou61/Code-Nest repository) into .claude/skills/code-nest-project-spec in your project. Claude Code loads it when a task matches its description.
Run `npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a codex`. Or copy the skill folder (the xiaou61/Code-Nest repository) into .agents/skills/code-nest-project-spec in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add xiaou61/Code-Nest --skill code-nest-project-spec -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/code-nest-project-spec, .gemini/skills/code-nest-project-spec, .github/skills/code-nest-project-spec and .opencode/skills/code-nest-project-spec in your project.
Going by SKILL.md and its folder, Code Nest Project Spec needs Python for the scripts in its folder and the command-line tools its instructions call (npm and mvn). Our summary lists: Python 3; Docker.
SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Code Nest Project Spec is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Nest Project Spec: Smt E2E Dataflow Debugging (GoogleCloudPlatform/DataflowTemplates, 1.3k stars), Relational Query Processor (FoundationDB/fdb-record-layer, 675 stars), Trace And Isolate (rohitg00/skillkit, 1.5k stars) and Tidewave Integration (oliver-kriska/claude-elixir-phoenix, 564 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
xiaou61 (a GitHub user) maintains it in xiaou61/Code-Nest, which has 770 GitHub stars. The repository was last updated on September 10, 2026.
Source: xiaou61/Code-Nest on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.