Agent skill

Elaborative Interrogation Generator

by GarethManning in GarethManning/education-agent-skills

Generate elaborative interrogation prompts that deepen encoding through targeted why and how questions.

Custom licenceAuto-check passed

Install Elaborative Interrogation Generator

skills CLI
$ npx skills add GarethManning/education-agent-skills --skill elaborative-interrogation-generator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install GarethManning/education-agent-skills elaborative-interrogation-generator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/memory-learning-science/elaborative-interrogation-generator .claude/skills/elaborative-interrogation-generator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
elaborative-interrogation-generator
GitHub stars
835
Token cost
~4.5k tokens
SKILL.md length
1,511 words
Files
1
Skills in repo
142
Repo updated
First seen
Licence
Custom licence

At a glance

Generate elaborative interrogation prompts that deepen encoding through targeted why and how questions.

  • Works in 3 steps: Elaborative interrogation requires… → The evidence base is strongest for… → Elaborative interrogation is more…
  • Students memorise without understanding
  • SKILL.md covers What This Skill Does, Evidence Foundation, Input Schema and Prompt, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Elaborative Interrogation Generator is an agent skill from GarethManning/education-agent-skills. Generate elaborative interrogation prompts that deepen encoding through targeted why and how questions. Use when students memorise without understanding or need deeper processing of content.

Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: 165 evidence-grounded AI skills for teachers, school leaders and EdTech builders—pedagogy, learning science, curriculum, assessment and regeneration. Claude, Codex and Hermes.

When your agent uses it

  • Students memorise without understanding
  • Need deeper processing of content

Example prompts

  • “/elaborative-interrogation-generator”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Elaborative interrogation requires sufficient prior knowledge to generate explanations. If students have no relevant prior knowledge…
  2. The evidence base is strongest for factual/conceptual learning, not procedural skills. Pressley et al. (1992) and most elaborative…
  3. Elaborative interrogation is more effective than re-reading but less effective than retrieval practice. Dunlosky et al. (2013) rated it as…

What it can do on your machine

Read from SKILL.md and the folder at commit 6bbbce4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Elaborative Interrogation Generator loads about 4.5k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 1,511 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~57
When it runs · the whole SKILL.md, loaded when a task matches
~4.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,511 words (~4,516 tokens).

“Generates a set of "why?" and "how does this connect?" prompts designed to deepen encoding by forcing students to generate explanations that link new information to existing knowledge. Unlike comprehension questions (which check understanding), elaborative interrogation prompts require students to…”

— opening of SKILL.md by GarethManning, Custom licence
name
elaborative-interrogation-generator
disable-model-invocation
false
user-invocable
true
effort
medium
skill_id
memory-learning-science/elaborative-interrogation-generator
skill_name
Elaborative Interrogation Prompt Generator
domain
memory-learning-science
version
1.0
evidence_strength
strong
evidence_sources
Pressley et al. (1992) — Elaborative interrogation facilitates acquisition of confusing facts, Woloshyn et al. (1994) — Use of elaborative interrogation to…
output_schema.type
object

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/memory-learning-science/elaborative-interrogation-generator of GarethManning/education-agent-skills.

Open the folder on GitHubat commit 6bbbce4

Compare with similar skills

Elaborative Interrogation Generator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Elaborative Interrogation Generator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Elaborative Interrogation Generator this skillGarethManning/education-agent-skills835—~4.5kAutomated safety check: PassCustom licence
Manim Video Productionbrowser-use/video-use28k6 repos~3kAutomated safety check: PassMIT
Baoyu URL To Markdownsdyckjq-lab/llm-wiki-skill2.5k3 repos~3.2kAutomated safety check: PassNone
Logseq Review Workflow Evallogseq/logseq45k—~1kAutomated safety check: PassAGPL-3.0
DeepTutor CLIHKUDS/DeepTutor41k—~2.8kAutomated safety check: PassApache-2.0
Zhang Xuefeng Perspectivealchaincyf/zhangxuefeng-skill10k1 repos~2.6kAutomated safety check: PassMIT

Similar skills

  • Manim Video Production

    browser-use/video-use

    Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.

    28k GitHub starsUsed in 6 repos~3k tokens
    Media & CreativeAuto-check passed
  • Baoyu URL To Markdown

    sdyckjq-lab/llm-wiki-skill

    Fetch any URL and convert to markdown using Chrome CDP. An agent skill from sdyckjq-lab/llm-wiki-skill.

    2.5k GitHub starsUsed in 3 repos~3.2k tokens
    Knowledge ManagementAuto-check passed
  • Compare two revisions of the Logseq logseq-review-workflow skill by running the same review prompt against isolated before and after skill snapshots, collecting both outputs, and producing a…

    45k GitHub stars~1k tokensUpdated today
    Knowledge ManagementAuto-check passed
  • DeepTutor CLI

    HKUDS/DeepTutor

    Teaches the agent to set up and run DeepTutor from the command line: chat and capabilities, knowledge bases, partners, memory, sessions, notebooks and the server or Web app.

    41k GitHub stars~2.8k tokensUpdated today
    EducationAuto-check passed
  • Zhang Xuefeng Perspective

    alchaincyf/zhangxuefeng-skill

    Answers education and career questions in the voice of Zhang Xuefeng, looking up current employment and admissions data before giving a direct verdict.

    10k GitHub starsUsed in 1 repo~2.6k tokens
    EducationAuto-check passed
  • Deep Reading Analyst

    ginobefun/deep-reading-analyst-skill

    Comprehensive framework for deep analysis of articles, papers, and long-form content using 10+ thinking models (SCQA, 5W2H, critical thinking, inversion, mental models, first principles, systems…

    353 GitHub starsUsed in 5 repos~3.6k tokens
    EducationAuto-check passed

More from GarethManning/education-agent-skills

All 142 skills in this repo
  • Academic Language Sentence Frame Generator

    GarethManning/education-agent-skills

    Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels.

    835 GitHub stars~5.1k tokensUpdated 1 mo ago
    Auto-check passed
  • Agency Circles For Systems Action

    GarethManning/education-agent-skills

    Map control, influence, and concern after systems analysis. An agent skill from GarethManning/education-agent-skills.

    835 GitHub stars~2.3k tokensUpdated 1 mo ago
    Auto-check passed
  • Agency Scaffold Generator

    GarethManning/education-agent-skills

    Generate scaffolds that gradually increase student choice, voice, and ownership within a learning task.

    835 GitHub stars~5.6k tokensUpdated 1 mo ago
    Auto-check passed
  • AI Hallucination Fact Check Protocol

    GarethManning/education-agent-skills

    Design a fact-checking protocol for AI-generated text, extending SIFT with AI-specific adaptations for hallucination detection.

    835 GitHub stars~5.9k tokensUpdated 1 mo ago
    Auto-check passed
  • Argument Structure Scaffold Generator

    GarethManning/education-agent-skills

    Generate argument structure scaffolds using Toulmin, PEEL, or CER frameworks for a specific claim or question.

    835 GitHub stars~5.4k tokensUpdated 1 mo ago
    Auto-check passed
  • Aspirational Systems Iceberg

    GarethManning/education-agent-skills

    Design the deeper patterns, structures, artefacts, and mental models needed to grow a desired event.

    835 GitHub stars~2.7k tokensUpdated 1 mo ago
    Auto-check passed

Questions about Elaborative Interrogation Generator

What does Elaborative Interrogation Generator do?

Generate elaborative interrogation prompts that deepen encoding through targeted why and how questions. Elaborative Interrogation Generator is an agent skill from GarethManning/education-agent-skills. Generate elaborative interrogation prompts that deepen encoding through targeted why and how questions.

When should I use Elaborative Interrogation Generator?

Elaborative Interrogation Generator fits situations like: students memorise without understanding; need deeper processing of content.

How do I install Elaborative Interrogation Generator in Claude Code?

Run `npx skills add GarethManning/education-agent-skills --skill elaborative-interrogation-generator -a claude-code`. Or copy the skill folder (skills/memory-learning-science/elaborative-interrogation-generator in GarethManning/education-agent-skills) into .claude/skills/elaborative-interrogation-generator in your project. Claude Code loads it when a task matches its description.

How do I install Elaborative Interrogation Generator in Codex?

Run `npx skills add GarethManning/education-agent-skills --skill elaborative-interrogation-generator -a codex`. Or copy the skill folder (skills/memory-learning-science/elaborative-interrogation-generator in GarethManning/education-agent-skills) into .agents/skills/elaborative-interrogation-generator in your project. Codex loads it when a task matches its description.

Can I use Elaborative Interrogation Generator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add GarethManning/education-agent-skills --skill elaborative-interrogation-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/elaborative-interrogation-generator, .gemini/skills/elaborative-interrogation-generator, .github/skills/elaborative-interrogation-generator and .opencode/skills/elaborative-interrogation-generator in your project.

What does Elaborative Interrogation Generator need to run?

SKILL.md names no scripts, command-line tools or credentials: Elaborative Interrogation Generator is instructions for the agent only.

Does Elaborative Interrogation Generator access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Elaborative Interrogation Generator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Elaborative Interrogation Generator use?

Elaborative Interrogation Generator has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Elaborative Interrogation Generator use?

About 4.5k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Elaborative Interrogation Generator?

Skills that share tags, products or a category with Elaborative Interrogation Generator: Manim Video Production (browser-use/video-use, 28k stars), Baoyu URL To Markdown (sdyckjq-lab/llm-wiki-skill, 2.5k stars), Logseq Review Workflow Eval (logseq/logseq, 45k stars) and DeepTutor CLI (HKUDS/DeepTutor, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Elaborative Interrogation Generator?

GarethManning (a GitHub user) maintains it in GarethManning/education-agent-skills, which has 835 GitHub stars. The repository holds 142 skills in this directory. The repository was last updated on August 28, 2026.

Source: GarethManning/education-agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.