retrieve-first-gate

Require learner recall attempts before providing explanations with confidence tracking.

Updated Jun 14, 2026
One-click install
npx skills add https://github.com/vvieira010-pixel/education-agent-skills --skill retrieve-first-gate-vvieira010-pixel
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: retrieve-first-gate
Source: https://github.com/vvieira010-pixel/education-agent-skills/tree/main/Users/vviei/education-agent-skills-main/skills/student-learning/retrieve-first-gate
Command: npx skills add https://github.com/vvieira010-pixel/education-agent-skills --skill retrieve-first-gate-vvieira010-pixel

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill prevents passive AI-assisted learning by requiring learners to retrieve what they already know before receiving explanations, helping reveal knowledge gaps and improve long-term retention.

Core Features & Use Cases

  • Retrieval-First Learning Flow: Requires a confidence rating and free-recall attempt before providing substantive explanations or answers.
  • Gap and Misconception Mapping: Evaluates learner responses to identify accurate knowledge, missing concepts, and misunderstandings, then targets support to those areas.
  • Use Case: A student preparing for an exam can use this Skill to test their understanding of a topic, receive focused feedback, and build stronger memory through retrieval practice.

Quick Start

Ask the AI to help me study a topic using the retrieve-first approach and wait for my recall attempt before explaining.

Frequently Asked Questions about retrieve-first-gate

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is retrieval practice and how does it improve knowledge retention?

Retrieval practice requires learners to actively recall information before receiving explanations. This metacognition approach exposes learning gaps and strengthens memory pathways, ensuring robust knowledge retention rather than passive review.

How do I use AI to test my understanding of a topic before getting explanations?

Initiate a retrieve-first learning flow by asking AI to help you study a topic. You must provide a confidence rating and attempt free recall before the AI evaluates your response to identify accurate knowledge, missing concepts, and misunderstandings before providing targeted explanations.

Can AI identify misconceptions and knowledge gaps while studying?

AI evaluates your free-recall attempts to map out knowledge gaps and misconceptions. It identifies accurate knowledge, missing concepts, and misunderstandings, then targets scaffolded feedback to address those specific learning deficits.

Does retrieval-based learning work for exam preparation and concept review?

Retrieval-based learning is highly effective for exam preparation and concept review. Requiring structured confidence tracking and free-recall attempts before delivering scaffolded feedback ensures active engagement, building stronger memory and highlighting unprepared topics.

What is the best way to stop passive reading when studying with AI?

The best way to stop passive reading is using a retrieval-first approach mandating free-recall attempts before AI provides substantive answers. This workflow forces active metacognition, requiring you to state your current understanding and confidence level before receiving scaffolded feedback.