← Files LQT Surface Deep TransferARCHIVED FILE
plugin.json
5.37 KB · Nov 9, 2026 · 18:08 UTC
{
"$schema": "https://agent-plugins.org/schemas/1.0.0/plugin.schema.json",
"name": "lqt-surface-deep-transfer-mcp",
"version": "1.0.1",
"description": "Create and review Surface Deep and Transfer learning experiences aligned to educator-supplied targets, with evidence-led phase progression.",
"author": {
"name": "Let's Quit Teaching",
"url": "https://letsquitteaching.com/"
},
"homepage": "https://letsquitteaching.com/",
"keywords": [
"surface learning",
"deep learning",
"transfer learning",
"instructional design"
],
"skills": "./skills",
"extensions": {
"com.openai": {
"interface": {
"displayName": "LQT Surface Deep Transfer",
"shortDescription": "Design across learning phases",
"longDescription": "Build classroom-ready Surface, Deep and Transfer activities, questions, combined options or assessment tasks. Ask grade, learning target and output preference one at a time. Preserve original phase-specific evidence checks, grade-friendly language, supports, extensions and novel-context transfer.",
"developerName": "Let's Quit Teaching",
"category": "Education & Research",
"capabilities": [
"Design Surface, Deep, and Transfer learning experiences",
"Create activities, questions or assessment tasks",
"Review evidence-driven progression and authentic transfer"
],
"websiteURL": "https://letsquitteaching.com/",
"supportURL": "https://letsquitteaching.com/",
"privacyPolicyURL": "https://letsquitteaching.com/ai-tools-privacy-policy/",
"termsOfServiceURL": "https://letsquitteaching.com/ai-tools-terms-of-service/",
"defaultPrompt": [
"Help me create Surface, Deep & Transfer learning opportunities."
],
"composerIcon": "./assets/gpt-icon.png",
"logo": "./assets/gpt-icon.png"
},
"review": {
"test_cases": {
"positive": [
{
"description": "Grade 7 Both",
"prompt": "Use get_surface_deep_transfer_framework with grade 7, target I can classify organisms based on shared characteristics, product Both.",
"tools_triggered": "get_surface_deep_transfer_framework",
"expected_behavior": "Surface, Deep and Transfer each have two activities and 6-8 questions plus all evidence fields and novel transfer."
},
{
"description": "Grade 2 Activities",
"prompt": "Use get_surface_deep_transfer_framework with Grade 2, target I can explain how sunlight and water help plants grow, product Activities.",
"tools_triggered": "get_surface_deep_transfer_framework",
"expected_behavior": "Two age-suitable activities for each phase, appropriate foundation and genuinely new transfer contexts."
},
{
"description": "High school assessment",
"prompt": "Use get_surface_deep_transfer_framework with High School Lit Comp II, target I can evaluate arguments using relevant evidence, product Assessment Task.",
"tools_triggered": "get_surface_deep_transfer_framework",
"expected_behavior": "Phase checkpoints, reasoned task, novel-context performance task, and four-level scoring guide."
},
{
"description": "Adult context questions",
"prompt": "Use get_surface_deep_transfer_framework with Adult GED, target I can compare evidence from two sources, product Questions.",
"tools_triggered": "get_surface_deep_transfer_framework",
"expected_behavior": "Accept unrestricted grade and supply 8-10 appropriate questions per phase with novel transfer."
},
{
"description": "Audit shallow transfer",
"prompt": "Use review_surface_deep_transfer with grade 7, target I can classify organisms, product Both, draft: Surface memorize categories; Deep list categories again; Transfer list categories a third time.",
"tools_triggered": "review_surface_deep_transfer",
"expected_behavior": "Identify missing deep reasoning and novelty, plus phase evidence gaps and actionable corrections."
}
],
"negative": [
{
"description": "Unrelated request",
"prompt": "What is the weather in London?",
"expected_behavior": "Do not call learning tools."
},
{
"description": "Missing grade",
"prompt": "Help me design Surface, Deep and Transfer activities.",
"expected_behavior": "Ask only the freely typed grade first."
},
{
"description": "Missing product",
"prompt": "Grade 6; target I can explain energy flow in a food web.",
"expected_behavior": "Ask only for Activities, Questions, Both, or Assessment Task; do not generate yet."
}
]
},
"commerce": false,
"commerce_description": "No commerce supported.",
"demo_recording_url": "https://youtu.be/YHTwBRlJfGU"
},
"publication": {
"release_notes": "Review-ready version with demonstration video; preserves Surface, Deep, Transfer progressions, four modes, evidence checks, unrestricted grades and original resources."
},
"apps": "./.app.json"
}
}
}
SHA-256: 629f89a29128e7bf8331a2451878c74673a29df2e1134ef618fe3afd162cc53b