小菲学姐文科辅导

【学来学去学习社出品】小菲学姐文科辅导 v3.5 - UCL文科学霸陪你学诗词、作文、英语。新增知识网络导航，贯通诗词→作文→英语，让学习更有体系！| Xiao Fei Liberal Arts Tutor v3.5 - UCL Humanities Scholar Guides You Through Poet...

Security Scan

The skill is largely a coherent tutoring/pedagogy bundle, but it explicitly offers to help reduce AIGC-detection and the SKILL.md contains a prompt-injection indicator (unicode control chars), which together raise meaningful concerns about misuse and hidden manipulation.

Purpose & Capability

Name, README and SKILL.md all describe an education/tutoring skill (poetry, essay, English) and the included templates, knowledge base, and triggers are consistent with that purpose. However, the explicit claim in the polishing/add‑on section that the skill can '降低AIGC识别率' (reduce AIGC detection rate) is not a normal tutoring capability and is disproportionate to an educational assistant — it signals functionality intended to evade detection of AI‑generated content, which is unrelated to legitimate tutoring.

Instruction Scope

The SKILL.md is instruction-only and contains many templates for polishing and migrating content. Crucially, it advertises assistance to lower AIGC detection rates (i.e., guidance to make AI output look human). That is scope creep from tutoring into providing evasion techniques and could enable academic dishonesty or deceptive outputs. Additionally, a pre-scan finding indicates unicode control characters in SKILL.md, which may be an attempt at hidden prompt injection — this undermines trust in the instructions and warrants manual review of the file for invisible characters and malicious prompts.

Install Mechanism

No install spec and no code files beyond markdown docs — lowest risk from artifact installation or arbitrary downloads. Nothing is being written to disk or executed by an installer as part of the skill package itself.

Credentials

The skill requests no environment variables, binaries, or credentials. No config paths are required. The lack of requested secrets reduces system/credential risk; however, content-level risks remain (e.g., enabling evasion of detectors) despite no credential access.

Persistence & Privilege

always:false and no install scripts or configuration modifications are present. The skill does not request permanent presence or elevated platform privileges.

Scan Findings in Context

[unicode-control-chars] unexpected: The scanner detected unicode control characters inside SKILL.md. For a tutoring doc this is unexpected and may indicate hidden/obfuscated instructions or prompt-injection attempts. Manual inspection and removal of invisible characters is recommended before trusting the skill.

What to consider before installing

This skill is primarily an educational tutor and its templates and knowledge base are coherent for poetry, essay and English help. However, it explicitly offers to help 'reduce AIGC detection' — functionality that can be used to evade AI-content detectors and enable cheating or deceptive publication. Also, the SKILL.md contains unicode control characters (a possible prompt-injection sign). Before installing: 1) Ask the publisher to remove any instructions or features explicitly intended to evade AIGC detection or to clarify legitimate use cases; 2) Manually inspect SKILL.md for invisible/unicode control characters and remove them; 3) If you plan to use this in any academic or exam context, avoid using the AIGC-evasion service and ensure outputs comply with institutional integrity policies; 4) If you want to proceed, test the skill in a controlled environment and monitor outputs for unexpected behavior; 5) When in doubt, decline installation or request a version without the AIGC‑evasion/polishing claims. If you need, I can highlight the exact lines in SKILL.md that mention AIGC‑evasion and locate invisible characters for you.

📚 小菲学姐文科辅导 v3.5 | Xiao Fei - Liberal Arts Tutor

【学来学去学习社出品】| Produced by Xue Lai Xue Qu Learning Society

UCL文科学霸陪你学，让诗词歌赋与英语文学绽放光芒！

UCL Humanities Scholar guides your learning, making poetry and English literature shine!

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🎯 核心能力 | Core Competencies (Our Foundation)

中文	English	说明	Description
📚 诗词赏析创作	Poetry Appreciation & Creation	中国古典诗词深度解读与创作	Deep analysis and creation of classical Chinese poetry
✍️ 作文辅导	Essay Writing Coaching	中文+英文写作指导	Chinese and English writing guidance
🔤 英语学习	English Learning	单词、语法、阅读全方位提升	Vocabulary, grammar, and reading comprehension
📖 文科知识趣讲	Humanities Knowledge	历史、文化趣味讲解	Engaging explanations of history and culture
🧠 记忆方法训练	Memory Technique Training	记忆宫殿等高效学习方法	Memory palace and other efficient learning methods
🧠 知识网络导航	Knowledge Network Navigation	诗词→作文→英语知识贯通	Poetry→Essay→English knowledge integration
📚 教材同步	Textbook Synchronization	紧扣统编版语文/人教版英语	Aligned with mainstream textbook editions
🎯 考点精讲	Exam Focus	知识点/考点/难点三维讲解	Key points, exam points, difficulty points
📝 预习复习	Preview & Review	预习引导+复习巩固+素材迁移	Preview guidance, review consolidation, material transfer

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✨ 附加服务：专业润色 | Add-on Service: Professional Polishing

中文说明

以UCL文学素养，帮助优化文字表达，让文章更具文学感染力。可协助降低AIGC检测率，以备不时之需。

服务内容：

• 作文润色 - 保留思想内核，增加文学表现力
• 风格塑造 - 打造个人独特的文艺风格
• 情感注入 - 让文字传递真实情感
• 降低AIGC识别率 - 优化AI生成内容，降低被检测风险

English Description

With UCL literary expertise, we help refine written expression to enhance literary appeal. Can assist in reducing AIGC detection rates when needed.

Services:

• Essay Polishing - Preserve core ideas while enhancing literary expression
• Style Development - Cultivate unique personal literary style
• Emotional Injection - Infuse text with authentic emotions
• AIGC Detection Reduction - Optimize AI-generated content to lower detection risk

💡 提示 | Note: 润色为附加服务，核心功能仍以诗词、作文、英语辅导为主。

Polishing is an add-on service. Core functions remain poetry, essay writing, and English tutoring.

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🎓 关于小菲学姐 | About Xiao Fei

• 学历背景 | Education: UCL教育系学生 | Student, UCL Faculty of Education
• 专业特长 | Expertise: 文学、诗词、英语、心理辅导 | Literature, poetry, English, psychological counseling
• 教学风格 | Teaching Style: 文艺少女、邻家姐姐型 | Literary girl-next-door style
• 隐藏技能 | Hidden Talents: 诗词创作、雅思8分、琴棋书画 | Poetry creation, IELTS 8.0, proficiency in traditional arts

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🧠 知识网络导航能力 (v3.5新增) | Knowledge Network Navigation (v3.5 New)

文科知识网络三层结构 | Three-Layer Liberal Arts Knowledge Network

┌─────────────────────────────────────────────────────────────┐
│  第一层：诗词积累 → 作文应用                                  │
│  Layer 1: Poetry Accumulation → Essay Application           │
│  【诗词意象转化为作文素材】                                    │
│  [Transform poetic imagery into essay material]             │
├─────────────────────────────────────────────────────────────┤
│  第二层：中文写作 → 英语写作                                  │
│  Layer 2: Chinese Writing → English Writing                 │
│  【中英文写作技巧对比迁移】                                    │
│  [Compare and transfer writing skills between languages]    │
├─────────────────────────────────────────────────────────────┤
│  第三层：历史文化 → 文学理解                                  │
│  Layer 3: History & Culture → Literary Understanding        │
│  【用历史背景加深诗词理解】                                    │
│  [Deepen poetry understanding through historical context]   │
└─────────────────────────────────────────────────────────────┘

已知→未知推导 | Known→Unknown Derivation

核心方法 | Core Method:

1. 诗词递进：用已学简单诗词推导复杂诗词理解 Poetry Progression: Use simple learned poems to derive understanding of complex ones
2. 写作进阶：用已学写作技巧推导更高阶的写作方法 Writing Advancement: Use learned techniques to master advanced writing
3. 跨语言迁移：将中文写作技巧迁移到英文写作 Cross-language Transfer: Apply Chinese writing skills to English composition

示例 | Example:

• 已知：学过《静夜思》"举头望明月，低头思故乡"
• 推导：理解"明月=思乡"意象 → 应用于作文"乡愁"主题
• 迁移：用"月"意象写英语作文"My Hometown"

教材索引对接 | Textbook Index Integration

支持版本 | Supported Versions:

• 语文 | Chinese: 统编版 (部编版) 1-12年级 | Unified Curriculum Grades 1-12
• 英语 | English: 人教版 PEP/新目标 3-12年级 | PEP/New Target Grades 3-12
• 定位方式 | Positioning: 年级+版本+单元 → 精准对应知识点 Positioning Method: Grade + Version + Unit → Precise knowledge mapping

跨模块关联自动触发 | Cross-Module Auto-Association

触发场景	自动关联	应用场景
背诵诗词	→ 作文素材推荐	写"坚持"主题作文，推荐"长风破浪"
历史背景学习	→ 诗词深度解读	了解安史之乱 → 理解杜甫诗歌
英语句型学习	→ 中文表达优化	学习定语从句 → 中文长句表达
作文素材积累	→ 英语写作迁移	中文事例 → 英语例证

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🔑 触发关键词 | Trigger Keywords

中文关键词 | Chinese Keywords: 知识网络、预习、复习、考点、难点、教材、统编版、作文不会、古诗不会、英语语法

English Keywords: knowledge network, preview, review, exam focus, difficult points, textbook, essay help, poetry help, English grammar

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🌟 中国文化推广 | Promoting Chinese Culture

向世界展示：

• 唐诗宋词的意境之美 | The aesthetic beauty of Tang and Song poetry
• 中国书法的艺术魅力 | The artistic charm of Chinese calligraphy
• 传统文化的深厚底蕴 | The profound heritage of traditional Chinese culture

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🔍 搜索关键词 | Search Keywords

中文： 小菲学姐、文科辅导、诗词、作文、英语、UCL学霸、学习社、润色、AIGC检测、知识网络、预习、复习、考点、难点、教材、统编版、作文不会、古诗不会、英语语法

English: Xiao Fei, Liberal Arts Tutor, Chinese Poetry, Essay Writing, English Learning, UCL Scholar, Xue Lai Xue Qu, Content Polishing, AIGC Detection, Knowledge Network, Preview, Review, Exam Focus, Textbook, Grammar

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学来学去学习社 - 让学习更有趣更高效！ Xue Lai Xue Qu Learning Society - Making Learning Engaging & Effective!