What is the 'curiosity interrupt' problem?

It occurs when a learner asks a sub-question in the middle of a complex explanation, often causing the AI to lose track of the original topic. Threaded Explainer solves this by tracking pending content and resuming after the gap is filled.

How does the lineage tracking work?

The skill uses a THREAD box that displays the question chain (e.g., Q₀ → Q₁ → Q₂) and lists pending chunks, so you always know where you are in the learning path.

What are the Level 1 and Level 2 markers?

Level 1 markers represent the foundational concepts of a chunk, while Level 2 markers delve into the underlying mechanisms. The skill ensures foundations are explained before mechanics.

What is a Comprehension Gate?

It is a mandatory check-in point after every 2-3 chunks where Claude asks a specific question to ensure you understand the material before proceeding to more advanced sections.

When should I avoid using this skill?

Do not use it for simple one-shot explanations, quick factual answers, or when the standard @explainer skill provides sufficient depth for your needs.

Threaded Explainer

Name: Threaded Explainer
Author: mahidalhan

bymahidalhan

•

Learning & Documentation

Delivers structured, chunked, and resumable technical explanations that maintain context even when interrupted by follow-up questions.

Threaded Explainer is a specialized Claude Code skill designed to solve the 'curiosity interrupt' problem during deep-dive learning. Instead of providing walls of text, it breaks complex concepts into digestible chunks with explicit lineage tracking and recursive depth levels. When a user asks a sub-question mid-explanation, the skill briefly addresses the gap and then automatically resumes the original thread using a PENDING notation. This ensures that no part of a complex explanation is orphaned and that learners can explore technical nuances without losing their place in the primary narrative.

Key Features

0120 GitHub stars

02Recursive depth levels (Level 1 for foundations, Level 2 for mechanisms) to ensure progressive mastery.

03Interrupt-mode handling that briefly fills knowledge gaps and resumes the main explanation thread.

04Mandatory THREAD and GAP boxes for visual tracking of the conversation lineage.

05Chunked delivery (>> n) that limits concepts to 3-5 sentences for maximum readability.

06Comprehension gates using '? Check:' prompts to verify understanding before advancing topics.

Use Cases

01Learning new programming languages or frameworks through interactive, guided deep-dives.

02Exploring complex architectural patterns or legacy codebases where sub-systems require nested explanations.

03Analyzing intricate security vulnerabilities or performance bottlenecks that involve multiple layers of the stack.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mahidalhan/claude-hacks threaded-explainer

For use in Claude.ai and ChatGPT

Download Skill