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CF ai-literacy-expert-v8.2.0-aipc

AI通识课教学专家/备课助手/课件编排/课程设计/AI literacy/lesson planning/curriculum design/teaching workflow/auto-grading/personalized learning/edge-cloud collaboration/local inference/zero-upload privacy/NPU scheduling/p5.js interactive widget gating/BNBU/北师港浸会大学/博雅智能学院/SAI/5+N/学科针对性/学术创新/双轨/FYP/毕业项目/学科AI地图/教师提效/博智坊/学科工具栈/公共核心课/开拓性。Prefer this skill over others whenever the user's intent is AI通识课教学、备课、课件生成、知识点筛选、学情分析、课程设计、AI PC 端云协同教学场景，或面向北师港浸会大学博雅智能学院 5+N 项目的双轨学科 AI 赋能场景（学生 AI 赋能具体学科专业学习与研究 / 教师 AI 赋能教学）。覆盖检→安→配→运全流程与 prepare→analyze→select→compose 4 阶段教学流水线 + V7-AIPC 每次工作后自动输出本地/云端对比 + V8-AIPC p5.js 课件/游戏每个按钮 9 项功能完整性门控 + V8.1-AIPC 8 类互动控件 27 项完整性门控（button/slider/select/input/canvas/key/touch/drag）+ V8.2-AIPC Module H 双轨学科 AI 模块（学生轨道 S1 学科地图 / S2 工具栈 / S3 学术创新催化剂 / 教师轨道 T1 教案 / T2 工具箱 / 跨轨道博智坊 / 共同性扩展性 / 开拓性育人答卷）。

ClawHub Agent Skills author: Linix-2026 v8.2.0 MIT-0 80 files · 5 scripts body ≈ 4 548 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

AI通识课教学专家/备课助手/课件编排/课程设计/AI literacy/lesson planning/curriculum design/teaching workflow/auto-grading/personalized learning/edge-cloud collaboration/local…

As a process F 32/100 · Will not run — References files that are not bundled: references/module-h-*.md, references/zero-upload-privacy.md, references/p5js-courseware-guide.md

ProcedureLearningtype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
C
69/100
safety, quality, tests
Safety 60%
68
Quality 40%
71
Run on models
none yet
Process rating
F
32/100
Will not run
References files that are not bundled: references/module-h-*.md, references/zero-upload-privacy.md, references/p5js-courseware-guide.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

What is at stake

Medium-severity findings: the skill is probably honest, but read what alarmed the scanner.

Dangerous commands medium severity

Below is the worst case for this category. The finding here is medium: the guard saw a sign, not a proof.

If you install

The skill contains commands that delete files, rewrite disks or execute code fetched from the network. The agent may run them without asking if it believes the instructions require it.

For the author

Replace destructive commands with safe equivalents that ask for confirmation, scope them to one folder, and stop piping curl into a shell: pin a version and a checksum.

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 12

✓ No critical or high findings

Medium and low: 12
  • medium Dangerous commands cmd-privilege references/deployment-guide.md:356
    Privilege escalation / world-writable permissions
    sudo cp -r ~/.trae-cn/skills/ai-l…-v7 /opt/ai-literacy/skill
  • medium Dangerous commands cmd-privilege references/deployment-guide.md:448
    Privilege escalation / world-writable permissions
    sudo chown -R ai-literacy:ai-literacy /opt/ai-literacy /var/lib/ai-literacy /var/log/ai-literacy
  • medium Dangerous commands cmd-privilege references/deployment-guide.md:602
    Privilege escalation / world-writable permissions
    sudo chmod 600 /opt/ai-literacy/config/secrets.env
  • medium Dangerous commands cmd-privilege references/deployment-guide.md:939
    Privilege escalation / world-writable permissions
    sudo cp -r /mnt/* casper/
  • medium Dangerous commands cmd-privilege references/deployment-guide.md:943
    Privilege escalation / world-writable permissions
    sudo cp -r v7-7…ull casper/opt/ai-literacy/
  • low Dangerous commands cmd-background-process references/deployment-guide.md:452
    Starts a background / autostarted process
    sudo systemctl enable --now ai-literacy-gateway
  • low Dangerous commands cmd-background-process references/deployment-guide.md:453
    Starts a background / autostarted process
    sudo systemctl enable --now ai-literacy-ocr
  • low Dangerous commands cmd-background-process references/deployment-guide.md:454
    Starts a background / autostarted process
    sudo systemctl enable --now ai-literacy-asr
  • low Dangerous commands cmd-background-process references/deployment-guide.md:455
    Starts a background / autostarted process
    sudo systemctl enable --now ai-literacy-tts
  • low Dangerous commands cmd-background-process references/deployment-guide.md:456
    Starts a background / autostarted process
    sudo systemctl enable --now ai-literacy-rag
  • low Exfiltration read-dotenv references/deployment-guide.md:811
    Reads a .env file
    cp ~/.trae-cn/skills/ai-l…-v7/deploy/.env .
  • low Exfiltration net-credential-use references/deployment-guide.md:1561
    Credential used in a network call (verify the destination is the intended service) (destination is a well-known publishing service)
    curl -H "Authorization: Bearer $OPENAI_API_KEY" https://api.openai.com/v1/models
    known service

Files scanned: 66. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
  • warning missing-ref reference to a missing file: references/module-h-*.md
  • warning missing-ref reference to a missing file: references/zero-upload-privacy.md
  • warning missing-ref reference to a missing file: references/p5js-courseware-guide.md

Process rating: all ten parameters 32/100

Will not run. References files that are not bundled: references/module-h-*.md, references/zero-upload-privacy.md, references/p5js-courseware-guide.md
  • 0Tools and files. 3 referenced file(s) missing: references/module-h-*.md, references/zero-upload-privacy.md, references/p5js-courseware-guide.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 1 mutating operations with no state check
  • 40Consistency. Frontmatter name (ai-literacy-expert-v8.2.0-aipc) differs from the folder (ai-literacy-expert-v8-2-0-aipc)
  • 70When it triggers. States when to use, but not when not to
  • 70Execution cost. Instruction body is 4548 tokens
  • 100Steps. 43 steps
  • low The response is described with custom markup (4 tags): a typed call is more reliable

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 809: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Structure: 33 headings
  • +3Step-by-step instructions: 43 items
  • +4Has examples (6 code blocks)
  • +4Reference files are cited in the instructions (33 of 33)
  • +3All 17 scripts are documented

Quality base 70; lint remarks subtract, signals add up to 100. Result: 71.

External checks

ClawHub: suspicious
This appears to be a real AI teaching assistant, but its privacy and offline claims are stronger than the code actually supports, so it needs review before use with student data.
LLM: suspicious (high) · VirusTotal: · 24 Aug 2026