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learner-calibrator

Map learner knowledge onto a skill dependency graph via adaptive diagnostic assessment.

2|Updated Mar 9, 2026
Search Tags:#knowledge graph#learning#assessment#curriculum design#skill mapping#diagnostic
One-click install
npx skills add https://github.com/NetRxn/learn-anything --skill learner-calibrator
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: learner-calibrator
Source: https://github.com/NetRxn/learn-anything/tree/main/learn-anything-plugin/skills/learner-calibrator
Command: npx skills add https://github.com/NetRxn/learn-anything --skill learner-calibrator

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill precisely identifies what a learner knows and doesn't know about a subject, creating a personalized roadmap for learning.

Core Features & Use Cases

  • Adaptive Assessment: Uses intelligent questioning to pinpoint knowledge gaps with minimal effort.
  • Personalized Curriculum Input: Generates a detailed "gap map" that guides curriculum design.
  • Use Case: After a Skill Researcher defines the components of "learning guitar," this Skill assesses your current knowledge (e.g., music theory, finger dexterity) to determine exactly which guitar-specific concepts you need to learn.

Quick Start

Use the learner calibrator skill to assess my current knowledge of Python programming.

Frequently Asked Questions about learner-calibrator

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

FAQPage Schema
How does adaptive diagnostic assessment identify knowledge gaps?▼

A knowledge gap map is a structured JSON output conforming to knowledge-graph.schema.json that overlays a learner's existing mastery onto a skill dependency graph. It pinpoints specific unmastered concepts to drive personalized curriculum design.

How do I assess my current knowledge of a subject to plan my learning?▼

Curriculum design benefits from this Skill by using the generated gap map output to identify exactly which concepts a learner has not yet mastered. This structured JSON overlay of the knowledge graph allows you to target specific deficiencies rather than teaching broadly.

Can I use this Skill to map knowledge for any skill dependency graph?▼

The Skill minimizes diagnostic questions by using information-theoretic item selection and graph propagation. It strategically chooses the most informative questions to walk through the skill dependency graph, accurately pinpointing mastery levels with minimal effort.

What is the best way to map knowledge gaps for personalized curriculum design?▼

The best way to map knowledge gaps is through adaptive diagnostic assessment. By walking conversationally through a skill dependency graph and using graph propagation, this approach produces a precise knowledge graph overlay that drives effective curriculum design.

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