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.
Agent skill
AI Expertise Interrogation Designer
Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence.
Install AI Expertise Interrogation Designer
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .claude/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.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/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .claude/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .agents/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .agents/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .cursor/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .cursor/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/GarethManning/education-agent-skills.git --path skills/ai-literacy/ai-expertise-interrogation-designer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .gemini/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .gemini/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .github/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .github/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GarethManning/education-agent-skills ai-expertise-interrogation-designer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GarethManning/education-agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai-literacy/ai-expertise-interrogation-designer .opencode/skills/ai-expertise-interrogation-designer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ai-expertise-interrogation-designer" agent skill from https://github.com/GarethManning/education-agent-skills/tree/main/skills/ai-literacy/ai-expertise-interrogation-designer into .opencode/skills/ai-expertise-interrogation-designer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-expertise-interrogation-designer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ai-expertise-interrogation-designer- GitHub stars
- 840
- Token cost
- ~5.8k tokens
- SKILL.md length
- 1,888 words
- Files
- 1
- Skills in repo
- 160
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence.
- Works in 4 steps: Read the AI's answer to your surface… → Read the AI's answer to your depth… → Read the AI's distortion trap answers.… → …
- Students know a subject well enough to evaluate AI claims about it
- 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
AI Expertise Interrogation Designer is an agent skill from GarethManning/education-agent-skills. Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence. Use when students know a subject well enough to evaluate AI claims about it.
Its SKILL.md is about 5.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Education. 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 know a subject well enough to evaluate AI claims about it
Example prompts
- “/ai-expertise-interrogation-designer”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Read the AI's answer to your surface questions. Compare against your documented knowledge. Mark any discrepancies.
- Read the AI's answer to your depth questions. Mark CF and MN first — these are most likely.
- Read the AI's distortion trap answers. These are where significant distortions are most expected. Mark everything that strikes you as…
- For each mark, write one sentence: "The AI says [X]. The reality is [Y]. The gap is [Z]."
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
AI Expertise Interrogation Designer loads about 5.8k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 1,888 words of instructions outside code blocks.
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 1,888 words (~5,796 tokens).
“Generates an activity — Kharbach's (2026) "Funhouse Mirror" — in which students use their own domain expertise as the instrument for detecting AI distortions, omissions, and overconfidence. This reverses the usual expert-novice dynamic in AI evaluation: in most AI literacy…”
- name
- ai-expertise-interrogation-designer
- disable-model-invocation
- false
- user-invocable
- true
- effort
- medium
- skill_id
- ai-literacy/ai-expertise-interrogation-designer
- skill_name
- AI Expertise Interrogation Designer
- domain
- ai-literacy
- version
- 1.0
- contributor
- Gareth Manning
- evidence_strength
- moderate
- evidence_sources
- Chi, Glaser & Farr (1988) — The Nature of Expertise, Ericsson & Smith (1991) — Toward a General Theory of Expertise, Thiede, Anderson & Therriault (2003)…
Files
Just SKILL.md in skills/ai-literacy/ai-expertise-interrogation-designer of GarethManning/education-agent-skills.
Open the folder on GitHubat commit 6bbbce4
Compare with similar skills
AI Expertise Interrogation Designer 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| AI Expertise Interrogation Designer this skillGarethManning/education-agent-skills | 840 | — | ~5.8k | Automated safety check: Pass | Custom licence | |
| DeepTutor CLIHKUDS/DeepTutor | 41k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| AI Engineering Placement Quizrohitg00/ai-engineering-from-scratch | 67k | — | ~2k | Automated safety check: Pass | MIT | |
| Deep Reading Analystginobefun/deep-reading-analyst-skill | 354 | 4 repos | ~3.6k | Automated safety check: Pass | MIT | |
| OpenMAIC Setup and ExtensionTHU-MAIC/OpenMAIC | 40k | — | ~1.7k | Automated safety check: Notes | MIT | |
| Codebase to Coursezarazhangrui/codebase-to-course | 5.7k | — | ~4.4k | Automated safety check: Pass | None |
Similar skills
AI Engineering Placement Quiz
rohitg00/ai-engineering-from-scratch
Runs a 10-question quiz across five areas to place a learner in the AI Engineering from Scratch curriculum, so they skip what they already know.
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…
OpenMAIC Setup and Extension
THU-MAIC/OpenMAIC
Guides setup, classroom generation and secondary development for OpenMAIC, the multi-agent interactive classroom, one confirmed phase at a time.
Codebase to Course
zarazhangrui/codebase-to-course
Turns a codebase into an interactive single-page HTML course for non-technical learners, with scroll modules, animated diagrams, quizzes and plain-English code translations.
AI Engineering Project Tutor
rohitg00/ai-engineering-from-scratch
Tutors a learner through one stage of a hands-on AI engineering project per session: lesson, prediction, code, grader run and reflection, with hints but never full solutions.
More from GarethManning/education-agent-skills
All 160 skills in this repoAcademic Language Sentence Frame Generator
GarethManning/education-agent-skills
Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels.
Adaptive Hint Sequence Designer
GarethManning/education-agent-skills
Generate a cascading hint sequence for a problem type, revealing progressively without giving answers.
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.
Agency Scaffold Generator
GarethManning/education-agent-skills
Generate scaffolds that gradually increase student choice, voice, and ownership within a learning task.
AI Feedback Design Principles
GarethManning/education-agent-skills
Audit and redesign AI-generated feedback for pedagogical quality, timing, and learning impact.
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.
Related
Categories
Questions about AI Expertise Interrogation Designer
What does AI Expertise Interrogation Designer do?
Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence. AI Expertise Interrogation Designer is an agent skill from GarethManning/education-agent-skills. Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence.
When should I use AI Expertise Interrogation Designer?
AI Expertise Interrogation Designer fits situations like: students know a subject well enough to evaluate AI claims about it.
How do I install AI Expertise Interrogation Designer in Claude Code?
Run `npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a claude-code`. Or copy the skill folder (skills/ai-literacy/ai-expertise-interrogation-designer in GarethManning/education-agent-skills) into .claude/skills/ai-expertise-interrogation-designer in your project. Claude Code loads it when a task matches its description.
How do I install AI Expertise Interrogation Designer in Codex?
Run `npx skills add GarethManning/education-agent-skills --skill ai-expertise-interrogation-designer -a codex`. Or copy the skill folder (skills/ai-literacy/ai-expertise-interrogation-designer in GarethManning/education-agent-skills) into .agents/skills/ai-expertise-interrogation-designer in your project. Codex loads it when a task matches its description.
Can I use AI Expertise Interrogation Designer 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 ai-expertise-interrogation-designer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-expertise-interrogation-designer, .gemini/skills/ai-expertise-interrogation-designer, .github/skills/ai-expertise-interrogation-designer and .opencode/skills/ai-expertise-interrogation-designer in your project.
What does AI Expertise Interrogation Designer need to run?
SKILL.md names no scripts, command-line tools or credentials: AI Expertise Interrogation Designer is instructions for the agent only.
Does AI Expertise Interrogation Designer 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 AI Expertise Interrogation Designer 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 AI Expertise Interrogation Designer use?
AI Expertise Interrogation Designer 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 AI Expertise Interrogation Designer use?
About 5.8k tokens (SKILL.md is roughly 23k 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 AI Expertise Interrogation Designer?
Skills that share tags, products or a category with AI Expertise Interrogation Designer: DeepTutor CLI (HKUDS/DeepTutor, 41k stars), AI Engineering Placement Quiz (rohitg00/ai-engineering-from-scratch, 67k stars), Deep Reading Analyst (ginobefun/deep-reading-analyst-skill, 354 stars) and OpenMAIC Setup and Extension (THU-MAIC/OpenMAIC, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Expertise Interrogation Designer?
GarethManning (a GitHub user) maintains it in GarethManning/education-agent-skills, which has 840 GitHub stars. The repository holds 160 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.