Use this skill in the scenario of deep learning project development.

Expert guidance for integrating DeepSeek API with reqwest HTTP client, streaming responses, and error handling.

Guidelines for safely deleting dictionary entries while properly updating indexes and cross-references.

'@delon/util skill - Utility functions library for array, string, date, number manipulation. For ng-events construction site progress tracking system.'

demand-mining

Analyze project dependencies for vulnerabilities, updates, and optimization opportunities. Use when auditing dependencies or managing package versions.

生成GOAL/SubPlan依赖DAG和关键路径分析，并执行SubPlan划分。当需要分析技术依赖、业务依赖、识别关键路径、发现并行执行机会、执行SubPlan分配时使用。基于GOAL的dependencies字段和业务逻辑分析生成Mermaid依赖图和SubPlan划分方案。

Deploy and operate the vehicle insurance data analysis platform. Use when user asks about local development setup, production deployment, server configuration, build process, service management, or troubleshooting deployment issues. Focuses on the project's actual simple deployment model using start_server.sh, not complex enterprise setups.

deployment-verification

多方案評估決策框架. Use for: (1) 面臨 3+ 技術方案時的結構化評估, (2) 架構決策時的系統化分析, (3) 防止衝動決策和技術債務累積

design-reviewer

透過美國卡斯貨運指數 (CASS Freight Index) 的週期轉折，偵測美國通膨壓力是否進入放緩或反轉階段。用於判斷「通膨是否正在降溫」，並驗證市場對降息、通膨回落的宏觀敘事是否有實體經濟數據支撐。

Enforces the standard development workflow for the fund-portfolio-bot project: read docs first, propose a small scoped design, respect version scope, and limit code changes. Use when implementing, modifying, or refactoring functionality in this repository.

执行单个开发任务的工作流指导，采用自顶向下开发模式和分层 TDD。

收集来自 UI/UX 审查、文档调研、外部参考等来源的改进建议，经用户确认后转化为开发需求。

将用户简短需求扩展为结构化的需求文档，建立功能点、用户故事、验收标准的关联体系。

将已有工程改造为 DevDocs 流程，或将旧版 DevDocs 迁移到新规范。

保持 DevDocs 文档与实际实现进度一致，检测偏差并更新状态。

基于需求文档创建或更新系统设计文档，支持初始设计和增量设计两种模式。

Guides modern Python project development. Use when pyproject.toml or requirements.txt is detected. Supports Python 3.13 + uv + ruff + mypy environment, FastAPI/FastMCP implementation, pytest, and Docker configuration.

Defines coding standards, test patterns, and language conventions for this project. Use this when writing code, comments, documentation, or git commit messages.

Quick reference guide to CC-DevFlow Constitution v2.0.0 with links to full text. Covers all 10 Articles and Phase -1 Gates.

File naming conventions, directory structure, and YAML frontmatter standards for CC-DevFlow. Consolidates shared conventions from all agents.

Generate comprehensive, reviewer-ready code review documents from git diffs. Use this when the user provides code changes (git diff output, file changes, or asks to review code changes) and wants a structured review document. Creates detailed analysis covering change overview, business flow, key code explanation, risk assessment, and review recommendations. Supports both manual diff input and automatic git workspace detection. Particularly useful for reviewing pull requests, feature branches, or any code changes requiring thorough documentation for reviewers.

Guide AI agents through Dify tool plugin development with mandatory documentation loading and direct CLI usage. Use when creating Dify tool plugins or extending Dify with custom tools.

灾难恢复

派發策略檢討工具. Use for: (1) 失敗數超預期 30% 時的策略檢討, (2) 重複分派失敗的分析, (3) 代理人選擇錯誤的修正

强制规范：AI 改动模块代码时需同步创建/更新模块文档与索引，保持文档与代码一致。

五重文件管理系統 - 專案文件運作的核心控制中心

Generate optimized Dockerfiles with multi-stage builds and best practices. Use when containerizing applications or creating Docker configurations.

Dockerfile 编写最佳实践

docgen

多维度审查 Markdown 文档质量，覆盖结构、内容、格式、引用、元数据五大维度。当需要评审文档质量、统一格式规范、验收交付文档时使用。提供分级检查清单、通过标准、常见问题修复指南，支持从快速检查到深度审计的多层次需求。

dotnet-testing-advanced-aspire-testing

dotnet-testing-advanced-aspnet-integration-testing

dotnet-testing-advanced-testcontainers-database

dotnet-testing-advanced-testcontainers-nosql

dotnet-testing-advanced-tunit-advanced

dotnet-testing-advanced-webapi-integration-testing

dotnet-testing-advanced-xunit-upgrade-guide

dotnet-testing-advanced

dotnet-testing-autodata-xunit-integration

dotnet-testing-autofixture-basics

dotnet-testing-autofixture-bogus-integration