abilityai/analyze-kb

Analyze the Obsidian knowledge base structure and regenerate a condensed, manageable analysis report.

Local Brain Search

Use Local Brain Search for all semantic search operations.

Scripts:

# Semantic search
/Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_search.sh "query" --limit 10 --json

# Find connections
/Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh "Note Name" --json

# Get graph statistics
/Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --stats --json

# Find hub notes
/Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --hubs --json

# Find bridge notes
/Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --bridges --json

Follow these steps:

1. Get vault statistics using Local Brain Search:

   /Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --stats --json
   

2. List all notes with full directory tree using Bash find:

   find $VAULT_BASE_PATH/Brain -name "*.md" -type f | head -50
   

3. Use Glob to explore directory structure:

   • All notes: Brain/**/*.md
   • Permanent notes: Brain/02-Permanent/*.md
   • MOCs: Brain/03-MOCs/*.md
   • Sources: Brain/01-Sources/**/*.md

4. Read key hub notes from major clusters using Read tool (Dopamine, Self/Buddhism, Decision-Making, Flow, etc.)

5. Use Local Brain Search to identify hub notes and bridges:

   /Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --hubs --json
   /Users/eugene/Dropbox/Agents/Cornelius/resources/local-brain-search/run_connections.sh --bridges --json
   

6. Analyze thematic clusters, hierarchical organization, and conceptual architecture

7. Use Edit or Write to update the knowledge-base-analysis.md file with a condensed report (target: ~600-800 lines max):

   • Executive summary with key statistics
   • Hierarchical structure mapping (condensed)
   • 6 major thematic hubs with hub nodes (core thesis + key notes only)
   • Network properties and connectivity (metrics + critical bridges)
   • Content topology and source analysis (top-tier influences only)
   • Intellectual trajectory and maturity assessment (phases + current focus)
   • Recommendations for enhancement (high priority only)

CRITICAL OUTPUT REQUIREMENTS:

• Length target: 600-800 lines maximum (50% of previous verbose reports)
• Prioritize: Core insights, actionable frameworks, critical statistics, key bridge notes
• Eliminate: Excessive examples, redundant explanations, verbose elaborations
• Focus: What's unique, what's actionable, what's growing, what's next
• Style: Bullet points over paragraphs, tables over lists where appropriate
• No duplication: Say things once, clearly, then move on

Generate a condensed, scannable, high-signal report that reveals the knowledge base's personality, cognitive fingerprint, and growth opportunities without overwhelming detail.

State Dependencies

| Source | Location | Read | Write | Description | |--------|----------|------|-------|-------------| | Brain notes | Brain/**/*.md | X | | All vault notes for analysis | | Permanent notes | Brain/02-Permanent/ | X | | Core insights | | MOCs | Brain/03-MOCs/ | X | | Map of Content hubs | | Sources | Brain/01-Sources/ | X | | Reference materials | | AI Insights | Brain/AI Extracted Notes/ | X | | AI-extracted notes | | Document Insights | Brain/Document Insights/ | X | | Research session notes | | Changelogs | Brain/05-Meta/Changelogs/ | X | | Session logs | | Local Brain Search | resources/local-brain-search/ | X | | Graph statistics, hubs, bridges | | Knowledge base analysis | knowledge-base-analysis.md | X | X | Output report |

Completion Checklist

• [ ] Vault statistics retrieved from Local Brain Search
• [ ] Directory structure explored with Glob
• [ ] Key hub notes read (Dopamine, Buddhism, Decision-Making, Flow, AI)
• [ ] Hub notes and bridges identified
• [ ] Thematic clusters analyzed
• [ ] knowledge-base-analysis.md updated with condensed report
• [ ] Report is 600-800 lines (not verbose)
• [ ] Executive summary includes key statistics
• [ ] 6 major thematic hubs documented
• [ ] Network properties and bridges noted
• [ ] Recommendations provided (high priority only)