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.

網頁經常在論文中被引用，但標準引文索引常會漏掉。這項 skill 會引導 Claude、Codex 和 Claude Code 以直接證據驗證 URL 引文。

在多個註冊中心發布 AI 技能需要不同的中繼資料、URL 與驗證步驟。此技能會準備套件、檢查市集支援情況，並執行受支援的提交轉接器。

研究人員需要能夠重複存取 Semantic Scholar 動態饋送和私人資料庫資料夾。此技能提供 CLI 工作流程，用於已驗證的動態饋送匯出、資料夾檢查和論文解析。

完成的圖片在匯出為平面 PDF 時，通常會失去搜尋與複製支援。此技能會加入對齊的文字圖層，同時保留視覺設計。

建立精緻的 awesome list 需要謹慎的結構、貢獻規則與驗證步驟。此技能會根據主題與種子資源產生聚焦的儲存庫骨架。

當內建技能不適用時，選擇合適的 AI 技能可能很耗時。此技能會查詢 SkillRadar，並為 Claude、Codex 和 Claude Code 回傳聚焦的候選清單。