ai-engineering-from-scratch-zh
MCP Serverfancyboi999/ai-engineering-from-scratch-zh
An interactive assessment tool designed to test students' comprehension of lessons within the 'AI Engineering from Scratch' curriculum using targeted quizzes.
946 145MITUpdated 2026-08-04
83
GreatOverview
The check-understanding skill serves as an automated quiz master for the comprehensive AI Engineering from Scratch course. It allows users to test their grasp of any of the 20 curriculum phases by generating multiple-choice questions grounded in the actual course material, tracking performance, grading the results, and providing explanations for missed concepts.
Capabilities
- ▸Parses phase numbers or keywords to locate lesson documentation
- ▸Generates conceptual and practical multiple-choice questions based on lesson texts
- ▸Conducts interactive quizzes one question at a time
- ▸Tracks answers, computes scores, and grades student performance
- ▸Provides detailed explanations and review pointers for incorrect answers
Best for
Testing knowledge retention after completing a phase of the AI engineering course, Identifying specific weak points or lessons that require review, Practicing conceptual and practical questions related to machine learning and LLM engineering
Works with
Claude CodeCodexChatGPTGemini CLICursorGitHub CopilotOpenCode
Evoa Score breakdown= Σ (score × weight)
83Task usefulness20%88 → +17.6
実タスクにどれだけ役立つか（機能の豊富さ・用途の明確さ）。 — AIによるcapabilities/use-cases解析
Code quality15%90 → +13.5
実装・指示の品質。 — AIによるSKILL.md/README解析
Maintenance15%100 → +15.0
リポジトリがどれだけ活発に保守されているか。 — GitHub 最終push日時の新しさ
Documentation12%33 → +4.0
ドキュメントの充実度・分かりやすさ。 — README/独自要約の情報量
Security15%100 → +15.0
危険・不審な挙動が無いか。 — AIによるセキュリティレビュー
Originality10%65 → +6.5
ありふれたラッパーではない独自性。 — AIによる独自性判定
Popularity8%77 → +6.2
コミュニティの採用度。 — GitHub Stars/Forks（対数スケール）
Compatibility5%100 → +5.0
対応AIエージェントの広さ。 — AIによる対応エージェント判定
Weighted total82.7 / 100
ライセンス不明/制限あり（Red）のSkillは総合スコアに0.85倍の補正を適用します。 ランキングはこのScoreのみで決まり、広告で変わりません。 算出方法の詳細 →
Security considerations
This skill only reads local curriculum documentation files and interacts with the user via prompt questions, presenting no inherent security risks.
Categories
Summary and analysis are original content generated by AI Skills Rank. The skill's source text is not reproduced here — view it on the linked repository.