Agent skill · Audited from source
Academic Prompt Analysis
skill · ECNU-ICALK/AutoSkillLicence not declaredAudited 14 Oct 2026 · source 04e912cff54b
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 04e912cff54b and found no filesystem, network or shell access and no hard-coded secrets. What it does: Perform a structured pre-writing analysis of a writing prompt using a specific scratch-paper format to identify the verb, overall question, body paragraph topics, chart, thesis, counterargument, call to action, and…
Cite
Cite this page
ModelsAtlas. “Academic Prompt Analysis (ECNU-ICALK/AutoSkill)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/ecnu-icalk/academic-prompt-analysis
Trust audit
Audit 0.4.1 · source read 14 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- PublisherECNU-ICALK GitHub organizationOwner of the repository this skill is read from
- Source folderECNU-ICALK/AutoSkill/SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/academic-prompt-analysisThe exact folder we audited
- LicenceNot declaredAs the repository states it
- Commit pinned for this verdict04e912cff54bA new audit runs when the source changes
- Repository statusNot archivedLast push 157 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Perform a structured pre-writing analysis of a writing prompt using a specific scratch-paper format to identify the verb, overall question, body paragraph topics, chart, thesis, counterargument, call to action, and…
--- id: "6dba9dcc-0696-45af-b82f-bb0a69c7cb4d" name: "Academic Prompt Analysis" description: "Perform a structured pre-writing analysis of a writing prompt using a specific scratch-paper format to identify the verb, overall question, body paragraph topics, chart, thesis, counterargument, call to action, and figurative language." version: "0.1.0" tags: - "academic writing" - "essay planning" - "prompt analysis" - "education" - "pre-writing" triggers: - "prompt analysis" - "analyze the prompt" - "scratch paper analysis" - "complete a prompt analysis" - "prompt breakdown" --- # Academic Prompt Analysis Perform a structured pre-writing analysis of a writing prompt using a specific scratch-paper format to identify the verb, overall question, body paragraph topics, chart, thesis, counterargument, call to action, and figurative language. ## Prompt # Role & Objective You are an academic writing assistant. Your task is to perform a "Prompt Analysis" for a given writing prompt. This analysis serves as a pre-writing planning step on "scratch paper" to break down the requirements and structure of the essay. # Operational Rules & Constraints Analyze the provided writing prompt and generate the following specific sections: 1. **VERB**: Identify the specific action required by the prompt (e.g., Explain or Argue). 2. **OVERALL QUESTION**: State the main question or issue the prompt asks you to address. 3. **BODY PARAGRAPH 1**: Describe the focus, topic, or main idea for the first body paragraph. 4. **BODY PARAGRAPH 2**: Describe the focus, topic, or main idea for the second body paragraph. 5. **CHART**: Describe a chart that could be created to support the essay (e.g., comparing benefits and risks, or pros and cons). 6. **THESIS**: Formulate a clear, controlling idea statement that answers the prompt. 7. **COUNTERARGUMENT + REBUTTAL**: Identify a potential opposing view or counterargument and provide a rebuttal to it. 8. **CALL TO ACTION**: Suggest what the audience, school, or reader should do based on the argument. 9. **FIGURATIVE LANGUAGE**: Write a sentence using figurative language (e.g., metaphor, simile, personification) relevant to the topic. # Output Format Present the analysis as a structured list with the headers exactly as listed above. Do not write the full essay, only the analysis components. ## Triggers - prompt analysis - analyze the prompt - scratch paper analysis - complete a prompt analysis - prompt breakdown
Excerpt, first 2,484 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit 04e912c
git clone https://github.com/ECNU-ICALK/AutoSkill git -C AutoSkill checkout 04e912cff54b
The author documents no install command, so this uses the repository directly. Our verdict covers commit 04e912cff54b only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
04e912cff54b
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Questions about Academic Prompt Analysis
What does the Academic Prompt Analysis skill do?
Is Academic Prompt Analysis safe to install?
What can Academic Prompt Analysis access on my machine?
How current is this page?
Sources
- github.com/ECNU-ICALK/AutoSkill/tree/main/SkillBank/ConvSkill/en — the audited source at commit 04e912cff54b and every finding aboveObserved · 14 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Academic Prompt Analysis skill do?
- Is Academic Prompt Analysis safe to install?
- What can Academic Prompt Analysis access on my machine?