chore: initialize repository with SpecKit, Graphify and Ponytail tooling
This commit is contained in:
Andre Ferraro
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# Graph Report - TextNLPClassifierApp (2026-08-19)
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## Corpus Check
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- cluster-only mode — file stats not available
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## Summary
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- 310 nodes · 284 edges · 40 communities (34 shown, 6 thin omitted)
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- Extraction: 100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
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- Token cost: 1,734 input · 302 output
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## Community Hubs (Navigation)
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- Task Planning
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- Convergence Workflow
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- SpecKit Utilities
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- Graphify Commands
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- Specification Analysis
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- Analysis Detection
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- Feature Specification Template
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- Graphify Rules
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- Implementation Planning
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- Feature Specification
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- Task Generation
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- Project Constitution
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- Constitution Template
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- Graphify Exports
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- Ponytail Configuration
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- Implementation Planning Template
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- Ponytail Help
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- Checklist Generation
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- Clarification Workflow
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- Implementation Workflow
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- Graph Query
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- Constitution Workflow
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- Feature Branch Creation
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- Ponytail Audit
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- Ponytail Metrics
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- Ponytail Review
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- Task Issue Conversion
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- Checklist Template
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- Graphify Watch Mode
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- Graphify Hooks
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- Graphify Updates
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- Ponytail Debt
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- Repository Merge
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- Media Transcription
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- Extraction Specification
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- Graphify Workflows
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## God Nodes (most connected - your core abstractions)
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1. `Tasks: [FEATURE NAME]` - 13 edges
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2. `What You Must Do When Invoked` - 12 edges
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3. `/graphify` - 10 edges
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4. `graphify reference: extra exports and benchmark` - 8 edges
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5. `Ponytail` - 8 edges
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6. `Execution Steps` - 7 edges
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7. `Ponytail Help` - 7 edges
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8. `4. Detection Passes (Token-Efficient Analysis)` - 7 edges
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9. `Execution Steps` - 7 edges
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10. `Core Principles` - 6 edges
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## Surprising Connections (you probably didn't know these)
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- None detected - all connections are within the same source files.
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## Import Cycles
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- None detected.
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## Communities (40 total, 6 thin omitted)
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### Community 0 - "Task Planning"
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Cohesion: 0.07
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Nodes (26): Dependencies & Execution Order, Format: `[ID] [P?] [Story] Description`, Implementation for User Story 1, Implementation for User Story 2, Implementation for User Story 3, Implementation Strategy, Incremental Delivery, MVP First (User Story 1 Only) (+18 more)
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### Community 1 - "Convergence Workflow"
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Cohesion: 0.12
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Nodes (15): 1. Initialize Convergence Context, 2. Load Artifacts (Progressive Disclosure), 3. Build the Intent Inventory, 4. Assess the Codebase and Classify Findings, 5. Assign Severity, 6. Present the In-Session Findings Summary, 7. Append Convergence Tasks (or report converged), 8. Provide Next Actions (Handoff) (+7 more)
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### Community 2 - "SpecKit Utilities"
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Cohesion: 0.23
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Nodes (13): Find-SpecifyRoot(), Format-SpecKitCommand(), Get-CurrentBranch(), Get-FeaturePathsEnv(), Get-InvokeSeparator(), Get-NormalizedPriority(), Get-Python3Command(), Get-RepoRoot() (+5 more)
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### Community 3 - "Graphify Commands"
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Cohesion: 0.08
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Nodes (24): For /graphify add and --watch, For /graphify query, For the commit hook and native CLAUDE.md integration, For --update and --cluster-only, /graphify, Honesty Rules, Interpreter guard for subcommands, Part A - Structural extraction for code files (+16 more)
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### Community 4 - "Specification Analysis"
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Cohesion: 0.15
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Nodes (12): 7. Provide Next Actions, 8. Offer Remediation, 9. Check for extension hooks, Analysis Guidelines, Context, Context Efficiency, Goal, Operating Constraints (+4 more)
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### Community 5 - "Analysis Detection"
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Cohesion: 0.15
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Nodes (13): 1. Initialize Analysis Context, 2. Load Artifacts (Progressive Disclosure), 3. Build Semantic Models, 4. Detection Passes (Token-Efficient Analysis), 5. Severity Assignment, 6. Produce Compact Analysis Report, A. Duplication Detection, B. Ambiguity Detection (+5 more)
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### Community 6 - "Feature Specification Template"
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Cohesion: 0.15
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Nodes (12): Assumptions, Edge Cases, Feature Specification: [FEATURE NAME], Functional Requirements, Key Entities *(include if feature involves data)*, Measurable Outcomes, Requirements *(mandatory)*, Success Criteria *(mandatory)* (+4 more)
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### Community 8 - "Implementation Planning"
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Cohesion: 0.18
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Nodes (10): Completion Report, Done When, Key rules, Mandatory Post-Execution Hooks, Outline, Phase 0: Outline & Research, Phase 1: Design & Contracts, Phases (+2 more)
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### Community 9 - "Feature Specification"
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Cohesion: 0.18
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Nodes (10): Completion Report, Done When, For AI Generation, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, Quick Guidelines, Section Requirements (+2 more)
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### Community 10 - "Task Generation"
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Cohesion: 0.18
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Nodes (10): Checklist Format (REQUIRED), Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Phase Structure, Pre-Execution Checks, Task Generation Rules (+2 more)
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### Community 11 - "Project Constitution"
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Cohesion: 0.18
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Nodes (10): Core Principles, Governance, [PRINCIPLE_1_NAME], [PRINCIPLE_2_NAME], [PRINCIPLE_3_NAME], [PRINCIPLE_4_NAME], [PRINCIPLE_5_NAME], [PROJECT_NAME] Constitution (+2 more)
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### Community 12 - "Constitution Template"
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Cohesion: 0.18
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Nodes (10): Core Principles, Governance, [PRINCIPLE_1_NAME], [PRINCIPLE_2_NAME], [PRINCIPLE_3_NAME], [PRINCIPLE_4_NAME], [PRINCIPLE_5_NAME], [PROJECT_NAME] Constitution (+2 more)
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### Community 13 - "Graphify Exports"
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Cohesion: 0.22
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Nodes (8): graphify reference: extra exports and benchmark, Step 6b - Wiki (only if --wiki flag), Step 7 - Neo4j export (only if --neo4j or --neo4j-push flag), Step 7a - FalkorDB export (only if --falkordb or --falkordb-push flag), Step 7b - SVG export (only if --svg flag), Step 7c - GraphML export (only if --graphml flag), Step 7d - MCP server (only if --mcp flag), Step 8 - Token reduction benchmark (only if total_words > 5000)
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### Community 14 - "Ponytail Configuration"
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Cohesion: 0.22
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Nodes (8): Boundaries, Intensity, Output, Persistence, Ponytail, Rules, The ladder, When NOT to be lazy
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### Community 15 - "Implementation Planning Template"
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Cohesion: 0.22
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Nodes (8): Complexity Tracking, Constitution Check, Documentation (this feature), Implementation Plan: [FEATURE], Project Structure, Source Code (repository root), Summary, Technical Context
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### Community 16 - "Ponytail Help"
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Cohesion: 0.25
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Nodes (7): Configure Default Mode, Deactivate, Levels, More, Ponytail Help, Skills, Update
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### Community 17 - "Checklist Generation"
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Cohesion: 0.25
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Nodes (7): Anti-Examples: What NOT To Do, Checklist Purpose: "Unit Tests for English", Example Checklist Types & Sample Items, Execution Steps, Post-Execution Checks, Pre-Execution Checks, User Input
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### Community 18 - "Clarification Workflow"
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Cohesion: 0.29
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Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
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### Community 19 - "Implementation Workflow"
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Cohesion: 0.29
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Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
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### Community 20 - "Graph Query"
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Cohesion: 0.33
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Nodes (5): For /graphify explain, For /graphify path, graphify reference: query, path, explain, Step 0 — Constrained query expansion (REQUIRED before traversal), Step 1 — Traversal
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### Community 21 - "Constitution Workflow"
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Cohesion: 0.33
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Nodes (5): Outline, Post-Execution Checks, Pre-Execution Checks, Scope Guard, User Input
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### Community 23 - "Ponytail Audit"
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Cohesion: 0.40
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Nodes (4): Boundaries, Hunt, Output, Tags
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### Community 24 - "Ponytail Metrics"
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Cohesion: 0.40
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Nodes (4): Boundaries, Honesty boundary, Ponytail Gain, Scoreboard
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### Community 25 - "Ponytail Review"
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Cohesion: 0.40
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Nodes (4): Boundaries, Examples, Format, Scoring
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### Community 26 - "Task Issue Conversion"
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Cohesion: 0.40
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Nodes (4): Outline, Post-Execution Checks, Pre-Execution Checks, User Input
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### Community 27 - "Checklist Template"
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Cohesion: 0.40
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Nodes (4): [Category 1], [Category 2], [CHECKLIST TYPE] Checklist: [FEATURE NAME], Notes
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### Community 28 - "Graphify Watch Mode"
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Cohesion: 0.50
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Nodes (3): For /graphify add, For --watch, graphify reference: add a URL and watch a folder
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### Community 29 - "Graphify Hooks"
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Cohesion: 0.50
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Nodes (3): For git commit hook, For native CLAUDE.md integration, graphify reference: commit hook and native CLAUDE.md integration
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### Community 30 - "Graphify Updates"
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Cohesion: 0.50
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Nodes (3): For --cluster-only, For --update (incremental re-extraction), graphify reference: incremental update and cluster-only
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### Community 31 - "Ponytail Debt"
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Cohesion: 0.50
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Nodes (3): Boundaries, Output, Scan
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## Knowledge Gaps
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- **212 isolated node(s):** `Format: `[ID] [P?] [Story] Description``, `Implementation for User Story 1`, `Implementation for User Story 2`, `Implementation for User Story 3`, `Incremental Delivery` (+207 more)
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These have ≤1 connection - possible missing edges or undocumented components.
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- **6 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
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## Suggested Questions
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_Questions this graph is uniquely positioned to answer:_
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- **Why does `Execution Steps` connect `Analysis Detection` to `Specification Analysis`?**
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_High betweenness centrality (0.004) - this node is a cross-community bridge._
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- **What connects `Format: `[ID] [P?] [Story] Description``, `Implementation for User Story 1`, `Implementation for User Story 2` to the rest of the system?**
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_212 weakly-connected nodes found - possible documentation gaps or missing edges._
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- **Should `Task Planning` be split into smaller, more focused modules?**
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_Cohesion score 0.07407407407407407 - nodes in this community are weakly interconnected._
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- **Should `Convergence Workflow` be split into smaller, more focused modules?**
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_Cohesion score 0.125 - nodes in this community are weakly interconnected._
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- **Should `Graphify Commands` be split into smaller, more focused modules?**
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_Cohesion score 0.08 - nodes in this community are weakly interconnected._
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