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FrogAi
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learning-path-recommender

Generate structured learning-path plans with resource discovery and prerequisite mapping.

1|Updated Apr 16, 2026
Search Tags:#milestones#roi#prerequisites#learning-path#plan-generation#curriculum-design#resource-discovery
One-click install
npx skills add https://github.com/FrogAi/Xenopus --skill learning-path-recommender
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: learning-path-recommender
Source: https://github.com/FrogAi/Xenopus/tree/main/Gemini/Skills/Gemini%203.1%20Pro/learning-path-recommender
Command: npx skills add https://github.com/FrogAi/Xenopus --skill learning-path-recommender

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill generates an end-to-end, resource-backed learning path tailored to a learner's starting level, goals, and constraints, removing guesswork from study planning.

Core Features & Use Cases

  • Live resource discovery across books, courses, docs, videos, and communities to build a current, comprehensive plan.
  • Prerequisite mapping, sequencing, milestones, and ROI sanity checks to ensure realistic and actionable progress.
  • Multi-modal outputs with retention projects and checkpoints to reinforce learning and track progress.

Quick Start

Tell me your topic, current level, and time budget to generate a complete learning plan.

Frequently Asked Questions about learning-path-recommender

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

FAQPage Schema
How do I generate a personalized learning path with live resources?▼

To generate a learning path, provide your topic, current skill level, weekly time budget, plan duration, and format preferences. The system discovers live resources and outputs a structured curriculum with mapped prerequisites, milestones, and validated URLs.

What is prerequisite mapping in a curriculum design plan?▼

Prerequisite mapping in curriculum design identifies foundational knowledge required before advancing to complex topics. It sequences your learning path to ensure realistic progress and includes ROI sanity checks to validate your time investment.

Can I create a study plan for both technical and non-technical topics?▼

Yes, you can create a study plan for both technical and non-technical topics. The system calibrates to your specific learner level and discovers live resources across books, courses, docs, videos, and communities to build a comprehensive curriculum.

How do I track progress and retention in a generated learning path?▼

You track progress and retention using the structured plan's built-in checkpoints and retention projects. These multi-modal outputs reinforce learning milestones and provide actionable benchmarks to validate your ongoing progress throughout the course.

What is the best way to ensure my study plan uses current resources?▼

The best way to ensure your study plan uses current resources is to use a live resource discovery tool. It validates URLs and pulls from active books, courses, docs, videos, and communities to build an up-to-date curriculum.

Does a generated curriculum plan include ROI sanity checks?▼

Yes, a generated curriculum plan includes ROI sanity checks to ensure your time investment is realistic and actionable. It evaluates your time budget hours per week against the mapped prerequisites and milestones to prevent unrealistic study loads.

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