Unspecified topology, materials, and reference inputs can lead to unsuitable meshes and extra paid runs. This skill guides staged Layer workflows with model-specific settings and price checks.

Creative teams need to coordinate models, reference files, and costs across asset generation tasks. This skill guides Layer MCP requests from workspace selection to completed assets and style warnings.

Unclear goals and changing priorities can make agent decisions diverge from your expectations. Align captures confirmed criteria in ALIGN.md and reviews meaningful changes against them.

Web animations can drop frames when rendering costs or main-thread work exceed the frame budget. This skill identifies likely causes and recommends focused, verifiable improvements.

CPU hotspots and memory allocation pressure can make deployed Workers and Durable Objects difficult to diagnose. This skill guides profiling, evidence analysis, and targeted optimization.

OT teams need clear technical scope without unsupported authority or pricing conclusions. This skill builds validated DOCX descriptions and a separate cost-analysis handoff.

Other Transaction budgets can mix cost shares, milestone payments, fees, and unlike price bases. This skill builds traceable workbooks with neutral comparisons and validated formulas.

Federal acquisition research can lose traceability across documents, sources, calculations, and decisions. This skill organizes a staged workflow with approvals, evidence IDs, and validated reports.

Federal buyers need transparent LH and T&M estimates that separate labor, travel, materials, and ceilings. This skill builds validated workbooks from documented assumptions and government benchmarks.

Federal FFP estimates require traceable wages, indirect costs, benchmarks, travel, and formulas. This skill builds a validated workbook with visible assumptions and sourced calculations.

Cost-reimbursement estimates require traceable wages, indirect pools, fee treatment, travel, and benchmark data. This skill builds auditable CPFF, CPAF, and CPIF workbooks with validation steps.

Federal contracting research is fragmented across sources and often lacks clear evidence boundaries. This skill structures approved research, records sources, and produces traceable findings or validated briefs.

Federal acquisition policy changes across codified rules, deviations, notices, and guidance. This skill produces dated, sourced analysis with explicit status and decision boundaries.

Lovable 專案需要謹慎協調 GitHub、Supabase 與部署流程。此技能為 Lovable 後端變更提供 Claude、Codex 和 Claude Code 結構化提示與工作流程規則。

Lovable 後端部署可能需要重複的手動提示與檢查。此 skill 會透過 MCP 或瀏覽器自動化來自動化邊緣函式與遷移工作流程，並回報驗證結果。

在 Product Hunt 發布產品需要協調文案、視覺素材、時機與互動。此技能可將產品詳細資料轉化為結構化的準備工作與發布日計畫。

零散的競爭對手資料會讓產品決策變得緩慢且缺乏一致性。此技能可將研究整理成矩陣、定價比較、SWOT 分析、定位圖與報告。

AI 圖像生成器經常會在不同圖像之間改變角色的臉部、色彩、服裝與比例。此技能提供參考表、描述錨點、調色盤與 LoRA 工作流程，以獲得更一致的結果。

視覺檔案可能隱藏錯誤、版面配置問題和重要文字。此技能可協助 Claude、Codex 或 Claude Code 檢查螢幕截圖、圖表和模型稿，並提供精簡觀察。

團隊需要一個小型技能來檢查 marketplace 安裝與調用是否正常運作。此技能提供最小化的測試提示，用於驗證基本 AI 技能連接。