| name | exploring-graph |
| description | Analyze the knowledge graph for insights. Use when asked to "analyze connections", "graph report", "show hubs", "find orphans", or "knowledge map". |
| allowed-tools | Read, Glob, Grep |
Exploring the Knowledge Graph
This skill analyzes the structure of connections in the knowledge base to surface insights.
Workflow
1. Build the Connection Map
Parse all wiki-links from every content file:
grep -oh '\[\[[^]]*\]\]' src/content/notes/notes/*.md
for f in src/content/notes/notes/*.md; do
echo "=== $f ==="
grep -o '\[\[[^]]*\]\]' "$f"
done
Build an adjacency list:
note-a → links to: [note-b, note-c]note-b → links to: [note-a]- etc.
2. Calculate Metrics
For each note, determine:
| Metric | Description |
|---|
| Outgoing links | Wiki-links in this note |
| Incoming links | Other notes linking to this one |
| Total connections | Outgoing + Incoming |
3. Identify Patterns
Hub Notes (Most Connected)
Notes with the highest total connections - these are central to the knowledge base.
Orphan Notes
- Full orphans: 0 incoming AND 0 outgoing links
- Dead ends: Has outgoing but 0 incoming
- Sources: Has incoming but 0 outgoing
Clusters
Groups of notes that link heavily to each other but less to the rest. Identify by:
- Shared tags
- Mutual links
- Map membership - notes linked from a
type: map note form visual clusters
Map Notes (MOCs)
Map notes (type: map) act as cluster centers on the graph:
- Appear as pink hexagons instead of circles
- Pull member notes toward them with gravitational force
- Members are defined by wiki-links FROM the map
- Use the Maps filter in the graph UI to focus on specific clusters
To find existing maps:
grep -l "type: map" src/content/notes/notes/*.md
Broken Links
Wiki-links pointing to non-existent notes.
4. Generate Insights Report
## Knowledge Graph Analysis
### Overview
- Total notes: 15
- Total connections: 42
- Average connections per note: 2.8
### Hub Notes (Top 5 Most Connected)
| Note | Outgoing | Incoming | Total |
| ------------------- | -------- | -------- | ----- |
| [[central-concept]] | 5 | 8 | 13 |
| [[key-framework]] | 4 | 6 | 10 |
| ... | | | |
### Orphan Notes (Need Attention)
**Full Orphans** (isolated):
- `lonely-note.md` - no connections at all
**Dead Ends** (no incoming links):
- `new-note.md` - links out but not referenced
**Sources** (no outgoing links):
- `reference-only.md` - referenced but doesn't link
### Potential Clusters
**Vue Ecosystem** (5 notes, 12 internal links):
- [[vue-composables]]
- [[vue-testing]]
- [[nuxt-patterns]]
- ...
**AI/Agents** (3 notes, 6 internal links):
- [[12-factor-agents]]
- [[context-efficient-backpressure]]
- ...
### Connection Opportunities
Based on shared tags and titles, these notes might benefit from links:
- [[note-a]] and [[note-b]] share 3 tags but aren't linked
Graph Health Indicators
| Indicator | Healthy | Warning |
|---|
| Orphan rate | <10% | >20% |
| Avg connections | >2 | <1 |
| Broken links | 0 | Any |
Quality Checklist
When analyzing:
