SKILLEMALL.ai

BC shiny-teaching-dashboard

用 R 语言 Shiny 制作课堂讲解 dashboard,替代幻灯片(PPT)。当用户想把课程内容/讲义/某一章做成可交互的网页讲解、用 Shiny 做教学演示、把 PPT 换成能让学生动手调参数看结果的看板,或提到 bslib/shinydashboard/sliderInput/plotly/value_box 等 Shiny 组件用于教学时使用。产出单文件 app.R(R + Shiny),内置 5 套配色方案(bslib bs_theme)、各 Shiny 组件用于展示什么教学内容的经验判断、以及 6 个可复制调用的组件组合 template(章节式讲座/参数探索/分步揭示/概念对比/数据叙事/课堂自测),每个 template 在本 SKILL.md 给出了用法建议。即使用户只说"用 Shiny 做个教学演示/把这章做成交互的/不想用 PPT 了",只要意图是用 R Shiny 做课堂展示,也应使用本 skill。

ClawHub Agent Skills author: John Do v1.0.0 MIT-0 12 files body ≈ 922 tokens Open the sourceclawhub.ai analyzed 3 d ago

As a process C 53/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions

TemplateData and analyticsLearningInfrastructuretype and topics are labelled automatically from the skill text
JSON
Technical rating
B
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
72
Run on models
none yet
Process rating
C
53/100
Has gaps
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
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 · 0

✓ No critical or high findings

Files scanned: 6. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")

Process rating: all ten parameters 53/100

  • 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
  • 20When it triggers. No condition that starts the skill
  • 100Tools and files. No external tools needed
  • 100Steps. 27 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 922 tokens
  • 100Running it twice. No mutating operations

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)
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • +1No license
  • +2Single-language instructions
  • +3Description length 419: enough signal without eating the budget
  • +4Structure: 8 headings
  • +3Step-by-step instructions: 27 items
  • +4Reference files are cited in the instructions (4 of 4)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 72.

External checks

ClawHub: clean
This skill is a disclosed R Shiny teaching-dashboard helper with normal local file-generation and package-install guidance, not hidden or destructive behavior.
LLM: benign (high) · VirusTotal: · 28 May 2026