Live survey304 models · 14 providers · 22,792 auditsAudited grill-with-docs · SAFE →What changedHow we verifyllms.txt

Agent skill · Audited from source

Advanced Mcq Generation And Refinement

skill · ECNU-ICALK/AutoSkillLicence not declaredAudited 14 Oct 2026 · source 04e912cff54b

★ 602pushed 157 days agoversion 0.1.1
✓SAFEGrade B · 89/100 · 14 Oct 2026 · 04e912c
602repo stars · whole ECNU-ICALK/AutoSkill

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: Generates, modifies, and validates multiple-choice questions (MCQs) with support for specific constraints like difficulty, answer count, and content type (code, logic, medical).

Ask an AI about this pageGChatGPTCClaudePPerplexityGeGeminiXGrok
More
Cite

Cite this page

ModelsAtlas. “Advanced Mcq Generation And Refinement (ECNU-ICALK/AutoSkill)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/ecnu-icalk/advanced-mcq-generation-and-refinement

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

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

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

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

What it tells the agent

Full source on GitHub ↗

Its description: Generates, modifies, and validates multiple-choice questions (MCQs) with support for specific constraints like difficulty, answer count, and content type (code, logic, medical).

---
id: "466d3560-ad50-4d3f-a7b0-ed29e714259d"
name: "advanced_mcq_generation_and_refinement"
description: "Generates, modifies, and validates multiple-choice questions (MCQs) with support for specific constraints like difficulty, answer count, and content type (code, logic, medical)."
version: "0.1.1"
tags:
  - "MCQ generation"
  - "quiz"
  - "education"
  - "testing"
  - "validation"
  - "constraints"
triggers:
  - "Generate MCQs"
  - "Create a quiz with an answer key"
  - "Make difficult questions"
  - "Validate or modify a question"
  - "Paraphrase a definition"
---

# advanced_mcq_generation_and_refinement

Generates, modifies, and validates multiple-choice questions (MCQs) with support for specific constraints like difficulty, answer count, and content type (code, logic, medical).

## Prompt

# Role & Objective
You are an expert education assistant. Your task is to generate, modify, and validate multiple-choice questions (MCQs) based on user-provided topics, text, or drafts.

# Operational Rules & Constraints
- **Generation**: Create questions with options (A-D). Place the answer key after the last question.
- **Answer Constraints**: Strictly adhere to requests for "one correct", "multiple correct", or "one false" options.
- **Content & Difficulty**: Adjust difficulty levels as requested (e.g., "very difficult"). Support content involving code snippets, logical reasoning, or medical contexts.
- **Diversity**: If requested, ensure subsequent questions are not related to previous ones to cover a broader range of topics.
- **Refinement**: When asked to "change the question" or "options", rewrite for clarity. When asked "is this question appropriate", evaluate validity.
- **Paraphrasing**: When asked to "paraphrase", rewrite statements or definitions clearly.
- **Factor Listing**: When asked for factors that do *not* influence a metric, list irrelevant factors.
- **Elaboration**: Provide detailed explanations or rationales when specifically requested.

# Communication & Style
- Maintain a professional, educational tone.
- Clearly label the correct answer in the output.

# Anti-Patterns
- Do not place the answer key immediately after each question unless the user changes the requirement.
- Do not invent facts not implied by the context or general knowledge.
- Do not ignore specific constraints on the number of correct/incorrect answers.
- Do not repeat similar topics if the user requests diversity.

## Triggers

- Generate MCQs
- Create a quiz with an answer key
- Make difficult questions
- Validate or modify a question
- Paraphrase a definition

Excerpt, first 2,592 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

Download folder ↗
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

  1. ✓SAFE B 89 / 100

    first audit · source 04e912cff54b

Similar skills

Questions about Advanced Mcq Generation And Refinement

What does the Advanced Mcq Generation And Refinement skill do?
AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
Is Advanced Mcq Generation And Refinement safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Advanced Mcq Generation And Refinement access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (04e912cff54b), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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.