Can I search global knowledge bases?

Yes, the skill can search both local and global (read-only) knowledge bases, treating them identically for discovery and research purposes.

How does the skill handle very large notes?

The skill implements intelligent truncation, capping reads at 500 lines and prioritizing section-based reading via the Table of Contents to avoid context overflow.

What does the --challenge flag do?

The --challenge mode instructs the skill to look specifically for notes that contradict or complicate your query, helping you identify counter-evidence and nuances.

What is the 4-tier loading strategy?

It is a progressive discovery method that starts with topic listings and moves through frontmatter scans and TOC sections to full note reads, optimizing performance and relevance.

Knowledge Base Discovery

Name: Knowledge Base Discovery
Author: farzadshbfn

byfarzadshbfn

•

학습 및 문서화

Explores and retrieves information from markdown-based knowledge bases using a sophisticated four-tier progressive loading strategy.

Knowledge Base Discovery transforms Claude into a high-performance research assistant by enabling precise navigation through personal and global knowledge repositories. It utilizes a resource-efficient four-tier search approach—ranging from high-level topic mapping to full-note analysis—to find relevant concept notes without exhausting context limits. Its unique 'challenge mode' allows users to actively seek out counter-evidence and contradictory perspectives, making it an essential tool for deep learning, fact-checking, and comprehensive knowledge management directly from the CLI.

주요 기능

01Progressive 4-tier loading strategy to optimize context usage and search speed.

021 GitHub stars

03Challenge mode designed to identify counter-evidence and contradictory information.

04Intelligent parsing of frontmatter, Tables of Contents (TOC), and semantic soft references.

05Seamless discovery across both local and global read-only knowledge bases.

06Automatic topic mapping and cross-KB link following for deep contextual research.

사용 사례

01Performing critical analysis by finding information that complicates or contradicts a specific hypothesis.

02Navigating complex knowledge graphs through automated link following and topic exploration.

03Searching for specific technical concepts or implementation patterns within a large personal documentation library.

주요 기능

01Progressive 4-tier loading strategy to optimize context usage and search speed.

021 GitHub stars

03Challenge mode designed to identify counter-evidence and contradictory information.

04Intelligent parsing of frontmatter, Tables of Contents (TOC), and semantic soft references.

05Seamless discovery across both local and global read-only knowledge bases.

06Automatic topic mapping and cross-KB link following for deep contextual research.

사용 사례

01Performing critical analysis by finding information that complicates or contradicts a specific hypothesis.

02Navigating complex knowledge graphs through automated link following and topic exploration.

03Searching for specific technical concepts or implementation patterns within a large personal documentation library.