廣告平台可能會將同一筆銷售都歸因於自身，或採用彼此不相容的歸因設定。此技能會根據已驗證的訂單核對各平台的歸因宣稱，並揭露重複計算的情況。

廣告測試經常因假設、指標和決策規則不完整而產生含糊不清的結果。此技能可建立結構化的測試計畫，並依據明確的統計與實務門檻解讀匯出的結果。

模擬交易代理需要一致的規則，將市場觀察轉化為有記錄的決策。此技能將 ICT/SMC 結構、進場條件與風險限制應用於 BTC/USDT 回測工作流程。

交易者需要結構化的 SMC 分析，而不必手動檢查每一個流動性水準。此技能會將本機圖表資料轉換為方向偏向、進場點、停損、目標與風險警示。

Web pages contain content that is difficult to collect in consistent formats. This skill guides XCrawl requests for page content, structured extraction, and asynchronous result retrieval.

Web pages contain useful information in inconsistent formats. This skill guides XCrawl requests for selected formats and structured extraction while preserving upstream responses.

Bulk website collection requires clear crawl boundaries and asynchronous result tracking. This skill guides XCrawl requests, filtering rules, and retrieval of original API responses.

Saved prospect lists can contain missing template values, incomplete captures, and text that exceeds product limits. This skill checks selected snapshots locally and produces private reports without modifying records or sending messages.

當資料、指標與部署選擇不明確時，機器學習專案就容易失敗。此技能為模型規劃、前處理、評估與 MLOps 提供結構化指引。

手動檔案轉換耗時且容易出錯。此技能為文件、資料檔案與影像提供聚焦的轉換指引。

緩慢的查詢和薄弱的索引可能讓應用程式成本高昂且不可靠。此技能會指導 SQL 調校、索引設計、快取，以及 N+1 修正。

AI 資料專案需要可靠的索引流程、自訂轉換，以及營運指令。此技能可指引 CocoIndex 的設計、實作、測試與疑難排解。

Japanese postal codes and town addresses can be difficult to match accurately. This skill guides local searches using Japan Post's official data without login credentials.

Water interruptions can leave residents uncertain about affected areas and expected restoration times. This skill guides assistants through official public notices and location-based summaries.

Daily UV maxima can be confused with current exposure levels. This skill queries CWA station data and explains UV categories while identifying daily maximum values.

Taiwan market data uses different endpoints, date formats, and update schedules. This skill guides closing-price queries and percentage rankings using public TWSE and TPEX APIs.

School directories and enrollment figures are difficult to compare across academic years. This skill guides public dataset retrieval, school filtering, and year-specific reporting.

Taiwan property records require careful handling of quarterly files, date formats, and price units. This skill guides government CSV downloads and contextual transaction reporting.

Taiwan produce prices vary by market and trading date, making comparisons difficult. This skill guides CSV retrieval and filtering to report wholesale prices and volumes.

Taiwan power supply reports combine current readings and forecasts that can be difficult to interpret. This skill retrieves Taipower open data and summarizes load, reserves, supply indicators, and publication time.