Manual test design and fragmented tools slow reliable releases. This skill plans, writes, runs, and reports automated, API, performance, and CI tests.

Complex systems require explicit boundaries, trade-offs, and operational constraints. This skill structures architecture analysis, diagrams, decisions, and documentation for review.

Security reviews require consistent scope, evidence, and remediation guidance across many tools. This skill provides practical workflows for authorized assessment, monitoring, hardening, and reporting.

Search teams need reliable guidance across indexing, ranking, semantic retrieval, and evaluation. This skill provides practical workflows and examples for building and improving search systems.

Fraud teams need practical methods to identify abuse, test controls, and monitor drift. This skill guides risk analysis, rules, models, backtesting, and real-time system design.

Full-stack teams often lack a repeatable way to measure performance and locate bottlenecks. This skill provides testing workflows, diagnostic commands, optimization guidance, and report structures.

Payment teams need consistent designs for transactions, channels, reconciliation, security, and failure handling. This skill provides structured guidance, examples, and review checklists.

Infrastructure work spans many tools, environments, and failure modes. This skill organizes deployment, troubleshooting, automation, monitoring, validation, and documentation into practical workflows.

Mobile teams must coordinate platform architecture, tooling, testing, performance, and release requirements. This skill provides practical guidance and examples for native and cross-platform workflows.

Complex delivery and reliability work often spans disconnected tools and operational practices. This skill provides structured workflows for implementation, diagnosis, automation, and review.

Business teams often lack consistent metrics and repeatable analysis workflows. This skill guides SQL, Python, dashboards, experiments, and automated reporting from requirements to delivery.

Backend projects require consistent choices across APIs, databases, security, performance, and deployment. This skill provides structured workflows, checklists, commands, and FastAPI examples.

Technology choices often hide tradeoffs across performance, cost, reliability, operations, and team readiness. This skill compares candidates, recommends an option, and defines proof-of-concept checks.

Architecture decisions often remain scattered across requirements, discussions, and diagrams. This skill organizes them into consistent Markdown documents for implementation and review.

网页经常在论文中被引用，但标准引用索引往往会遗漏它们。此技能会指导 Claude、Codex 和 Claude Code 使用直接证据验证 URL 引用。

在多个注册中心发布 AI 技能需要不同的元数据、URL 和验证步骤。此技能会准备捆绑包、检查市场支持情况，并运行受支持的提交适配器。

研究人员需要可重复访问 Semantic Scholar Feed 和私有 Library 文件夹。此技能提供用于已认证 Feed 导出、文件夹检查和论文解析的 CLI 工作流。

成品图片在导出为扁平 PDF 时，通常会失去搜索和复制支持。此技能会在保留视觉设计的同时添加对齐的文本层。

创建一份精致的 awesome 列表需要精心设计结构、贡献规则和验证步骤。此技能会根据主题和种子资源生成一个聚焦的仓库脚手架。

当内置技能不适用时，选择合适的 AI 技能可能很慢。此技能会查询 SkillRadar，并为 Claude、Codex 和 Claude Code 返回聚焦的候选清单。