How does it identify 'bridge' notes?

It detects structurally critical notes that act as the sole connection between different clusters of information, helping you identify single points of failure where the graph is fragile.

How does the '/graph health' command work?

It calculates link density, identifies orphan notes with no incoming links, and finds dangling links pointing to non-existent files to ensure your documentation stays connected.

Is this skill specific to a certain note-taking app?

No, it works with any standard Markdown repository, though it is highly compatible with systems like Obsidian, Logseq, or Foam that use standard wiki-link syntax.

What kind of files does this skill analyze?

It primarily analyzes Markdown files containing wiki-style links (e.g., [[note-name]]) to build a structural map of your knowledge base.

Can it suggest new connections between my notes?

Yes, the '/graph triangles' command identifies pairs of notes that share a common reference but aren't linked to each other, highlighting potential synthesis opportunities.

Graph Knowledge Analyst

Name: Graph Knowledge Analyst
Author: LopeWale

byLopeWale

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Learning & Documentation

Analyzes and visualizes structural properties of Markdown knowledge bases to find synthesis opportunities and structural weaknesses.

The Graph skill transforms a collection of Markdown notes into an interactive knowledge graph, allowing users to move beyond individual files to see the relationships between ideas. By analyzing link density, identifying orphan notes, and uncovering triadic closures—unlinked but related notes—it helps writers and developers maintain healthy documentation ecosystems. It is particularly valuable for Zettelkasten-style systems, large technical documentation sets, or project wikis where understanding the flow of information is critical for identifying gaps and synthesis opportunities.

Key Features

01Automated graph health reports identifying orphans and dangling links

02Cluster analysis to map out topic boundaries and isolated information silos

031 GitHub stars

04Hub and authority ranking to find the most influential notes in the system

05Bridge node detection to identify critical documentation connecting disparate topics

06Discovery of synthesis triangles to suggest new conceptual connections

Use Cases

01Maintaining a Zettelkasten or personal knowledge management system in Markdown

02Auditing large technical documentation repositories for missing links or isolated pages

03Identifying core concepts and hubs in a complex project wiki to improve navigation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lopewale/dev_ignition graph

For use in Claude.ai and ChatGPT

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