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feat(classifier): add multilingual ECP inherence classifier POC

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andreferraro
2026-08-20 00:51:02 -03:00
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graphify-out/2026-08-19/GRAPH_REPORT.md
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# Graph Report - TextNLPClassifierApp (2026-08-19)
## Corpus Check
- 45 files · ~42,078 words
- 52 files · ~46,168 words
- Verdict: corpus is large enough that graph structure adds value.
## Summary
- 310 nodes · 284 edges · 40 communities (34 shown, 6 thin omitted)
- 372 nodes · 341 edges · 45 communities (39 shown, 6 thin omitted)
- Extraction: 100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
- Token cost: 0 input · 0 output
## Graph Freshness
- Built from commit: `d371b81a`
- Run `git rev-parse HEAD` and compare to check if the graph is stale.
- Run `graphify update .` after code changes (no API cost).
## Community Hubs (Navigation)
- Tasks: [FEATURE NAME]
- Execution Steps
- common.ps1
- What You Must Do When Invoked
- Task Planning
- Convergence Workflow
- SpecKit Utilities
- Graphify Commands
- speckit-analyze/SKILL.md
- 4. Detection Passes (Token-Efficient Analysis)
- Feature Specification: [FEATURE NAME]
- rules/graphify.md
- speckit-plan/SKILL.md
- speckit-specify/SKILL.md
- speckit-tasks/SKILL.md
- Core Principles
- Core Principles
- graphify reference: extra exports and benchmark
- Ponytail
- Implementation Plan: [FEATURE]
- Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)
- Feature Specification Template
- Graphify Rules
- Implementation Planning
- Feature Specification
- Task Generation
- Project Constitution
- Constitution Template
- Graphify Exports
- Ponytail Configuration
- Implementation Planning Template
- Ponytail Help
- speckit-checklist/SKILL.md
- speckit-clarify/SKILL.md
- speckit-implement/SKILL.md
- graphify reference: query, path, explain
- speckit-constitution/SKILL.md
- create-new-feature.ps1
- ponytail-audit/SKILL.md
- Ponytail Gain
- ponytail-review/SKILL.md
- speckit-taskstoissues/SKILL.md
- [CHECKLIST TYPE] Checklist: [FEATURE NAME]
- graphify reference: add a URL and watch a folder
- graphify reference: commit hook and native CLAUDE.md integration
- graphify reference: incremental update and cluster-only
- ponytail-debt/SKILL.md
- graphify reference: GitHub clone and cross-repo merge
- graphify reference: transcribe video and audio
- extraction-spec.md
- workflows/graphify.md
- Checklist Generation
- Clarification Workflow
- Implementation Workflow
- Graph Query
- Constitution Workflow
- Feature Branch Creation
- Ponytail Audit
- Ponytail Metrics
- Ponytail Review
- Task Issue Conversion
- Checklist Template
- Graphify Watch Mode
- Graphify Hooks
- Graphify Updates
- Ponytail Debt
- Repository Merge
- Media Transcription
- Extraction Specification
- Graphify Workflows
- Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)
- 1. Technical Decisions & Tradeoffs
- 1. Input Schemas
- 2. Basic CLI Usage Examples
- 2. Standard Streams & Exit Codes
## God Nodes (most connected - your core abstractions)
1. `Tasks: [FEATURE NAME]` - 13 edges
@@ -65,65 +75,65 @@
## Import Cycles
- None detected.
## Communities (40 total, 6 thin omitted)
## Communities (45 total, 6 thin omitted)
### Community 0 - "Tasks: [FEATURE NAME]"
### Community 0 - "Task Planning"
Cohesion: 0.07
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)
### Community 1 - "Execution Steps"
### Community 1 - "Convergence Workflow"
Cohesion: 0.12
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)
### Community 2 - "common.ps1"
### Community 2 - "SpecKit Utilities"
Cohesion: 0.23
Nodes (13): Find-SpecifyRoot(), Format-SpecKitCommand(), Get-CurrentBranch(), Get-FeaturePathsEnv(), Get-InvokeSeparator(), Get-NormalizedPriority(), Get-Python3Command(), Get-RepoRoot() (+5 more)
### Community 3 - "What You Must Do When Invoked"
### Community 3 - "Graphify Commands"
Cohesion: 0.08
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)
### Community 4 - "speckit-analyze/SKILL.md"
Cohesion: 0.15
Nodes (12): 7. Provide Next Actions, 8. Offer Remediation, 9. Check for extension hooks, Analysis Guidelines, Context, Context Efficiency, Goal, Operating Constraints (+4 more)
Cohesion: 0.08
Nodes (25): 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, 7. Provide Next Actions, 8. Offer Remediation (+17 more)
### Community 5 - "4. Detection Passes (Token-Efficient Analysis)"
Cohesion: 0.15
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)
### Community 5 - "Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)"
Cohesion: 0.12
Nodes (13): Content Quality, Feature Readiness, Notes, Requirement Completeness, Specification Quality Checklist: Multilingual NLP Entity Inherence Classifier, Complexity Tracking, Constitution Check, Documentation (this feature) (+5 more)
### Community 6 - "Feature Specification: [FEATURE NAME]"
### Community 6 - "Feature Specification Template"
Cohesion: 0.15
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)
### Community 8 - "speckit-plan/SKILL.md"
### Community 8 - "Implementation Planning"
Cohesion: 0.18
Nodes (10): Completion Report, Done When, Key rules, Mandatory Post-Execution Hooks, Outline, Phase 0: Outline & Research, Phase 1: Design & Contracts, Phases (+2 more)
### Community 9 - "speckit-specify/SKILL.md"
### Community 9 - "Feature Specification"
Cohesion: 0.18
Nodes (10): Completion Report, Done When, For AI Generation, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, Quick Guidelines, Section Requirements (+2 more)
### Community 10 - "speckit-tasks/SKILL.md"
### Community 10 - "Task Generation"
Cohesion: 0.18
Nodes (10): Checklist Format (REQUIRED), Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Phase Structure, Pre-Execution Checks, Task Generation Rules (+2 more)
### Community 11 - "Core Principles"
### Community 11 - "Project Constitution"
Cohesion: 0.18
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)
### Community 12 - "Core Principles"
### Community 12 - "Constitution Template"
Cohesion: 0.18
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)
### Community 13 - "graphify reference: extra exports and benchmark"
### Community 13 - "Graphify Exports"
Cohesion: 0.22
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)
### Community 14 - "Ponytail"
### Community 14 - "Ponytail Configuration"
Cohesion: 0.22
Nodes (8): Boundaries, Intensity, Output, Persistence, Ponytail, Rules, The ladder, When NOT to be lazy
### Community 15 - "Implementation Plan: [FEATURE]"
### Community 15 - "Implementation Planning Template"
Cohesion: 0.22
Nodes (8): Complexity Tracking, Constitution Check, Documentation (this feature), Implementation Plan: [FEATURE], Project Structure, Source Code (repository root), Summary, Technical Context
@@ -131,77 +141,101 @@ Nodes (8): Complexity Tracking, Constitution Check, Documentation (this feature)
Cohesion: 0.25
Nodes (7): Configure Default Mode, Deactivate, Levels, More, Ponytail Help, Skills, Update
### Community 17 - "speckit-checklist/SKILL.md"
### Community 17 - "Checklist Generation"
Cohesion: 0.25
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
### Community 18 - "speckit-clarify/SKILL.md"
### Community 18 - "Clarification Workflow"
Cohesion: 0.29
Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
### Community 19 - "speckit-implement/SKILL.md"
### Community 19 - "Implementation Workflow"
Cohesion: 0.29
Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input
### Community 20 - "graphify reference: query, path, explain"
### Community 20 - "Graph Query"
Cohesion: 0.33
Nodes (5): For /graphify explain, For /graphify path, graphify reference: query, path, explain, Step 0 — Constrained query expansion (REQUIRED before traversal), Step 1 — Traversal
### Community 21 - "speckit-constitution/SKILL.md"
### Community 21 - "Constitution Workflow"
Cohesion: 0.33
Nodes (5): Outline, Post-Execution Checks, Pre-Execution Checks, Scope Guard, User Input
### Community 23 - "ponytail-audit/SKILL.md"
### Community 23 - "Ponytail Audit"
Cohesion: 0.40
Nodes (4): Boundaries, Hunt, Output, Tags
### Community 24 - "Ponytail Gain"
### Community 24 - "Ponytail Metrics"
Cohesion: 0.40
Nodes (4): Boundaries, Honesty boundary, Ponytail Gain, Scoreboard
### Community 25 - "ponytail-review/SKILL.md"
### Community 25 - "Ponytail Review"
Cohesion: 0.40
Nodes (4): Boundaries, Examples, Format, Scoring
### Community 26 - "speckit-taskstoissues/SKILL.md"
### Community 26 - "Task Issue Conversion"
Cohesion: 0.40
Nodes (4): Outline, Post-Execution Checks, Pre-Execution Checks, User Input
### Community 27 - "[CHECKLIST TYPE] Checklist: [FEATURE NAME]"
### Community 27 - "Checklist Template"
Cohesion: 0.40
Nodes (4): [Category 1], [Category 2], [CHECKLIST TYPE] Checklist: [FEATURE NAME], Notes
### Community 28 - "graphify reference: add a URL and watch a folder"
### Community 28 - "Graphify Watch Mode"
Cohesion: 0.50
Nodes (3): For /graphify add, For --watch, graphify reference: add a URL and watch a folder
### Community 29 - "graphify reference: commit hook and native CLAUDE.md integration"
### Community 29 - "Graphify Hooks"
Cohesion: 0.50
Nodes (3): For git commit hook, For native CLAUDE.md integration, graphify reference: commit hook and native CLAUDE.md integration
### Community 30 - "graphify reference: incremental update and cluster-only"
### Community 30 - "Graphify Updates"
Cohesion: 0.50
Nodes (3): For --cluster-only, For --update (incremental re-extraction), graphify reference: incremental update and cluster-only
### Community 31 - "ponytail-debt/SKILL.md"
### Community 31 - "Ponytail Debt"
Cohesion: 0.50
Nodes (3): Boundaries, Output, Scan
### Community 40 - "Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)"
Cohesion: 0.14
Nodes (14): Assumptions, Assumptions & Scope, Clarifications, Explicit Out of Scope (POC), Feature Specification: Multilingual NLP Entity Inherence Classifier (POC), Functional Requirements, Key Entities *(data models & domain entities)*, Measurable Outcomes (+6 more)
### Community 41 - "1. Technical Decisions & Tradeoffs"
Cohesion: 0.22
Nodes (8): 1. Technical Decisions & Tradeoffs, 2. Standardized Error Handling Strategy, Decision 1: Execution Engine & CLI Architecture, Decision 2: Multilingual Language Detection & Normalization (Tier 1 Core), Decision 3: Materialized ECP Snapshot Contract & Matching Logic, Decision 4: Tier 2 (Embeddings) & Tier 3 (LLM) Optional Adapters, Decision 5: Controlled 24-Case POC Benchmark Suite, Technical Research & Architecture Decisions (POC)
### Community 42 - "1. Input Schemas"
Cohesion: 0.25
Nodes (7): 1.1 ECP Snapshot Schema (`snapshot.json`), 1.2 Content Item Schema (`content.md`), 1. Input Schemas, 2.1 Classification Success Result Schema (`result.json`), 2.2 Error Result Schema, 2. Output Schemas, Data Models & Schemas (POC)
### Community 43 - "2. Basic CLI Usage Examples"
Cohesion: 0.25
Nodes (7): 1. Prerequisites & Installation, 2.1 Direct Inherence (Portuguese), 2.2 Contextual Inherence via Graph Snapshot (German), 2.3 Tangential Mention (Spanish), 2. Basic CLI Usage Examples, 3. Running the Controlled 24-Case Benchmark, Quickstart & Validation Guide (POC)
### Community 44 - "2. Standard Streams & Exit Codes"
Cohesion: 0.29
Nodes (6): 1.1 Arguments & Options, 1. Command Line Interface, 2.1 Exit Codes, 2.2 Standard Output (`stdout`) / Standard Error (`stderr`), 2. Standard Streams & Exit Codes, CLI Contract & Interface Specification (POC)
## Knowledge Gaps
- **212 isolated node(s):** `graphify`, `Usage`, `What graphify is for`, `Step 0 - GitHub repos and multi-path merge (only if a URL or several paths)`, `Step 1 - Ensure graphify is installed` (+207 more)
- **248 isolated node(s):** `graphify`, `Usage`, `What graphify is for`, `Step 0 - GitHub repos and multi-path merge (only if a URL or several paths)`, `Step 1 - Ensure graphify is installed` (+243 more)
These have ≤1 connection - possible missing edges or undocumented components.
- **6 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
## Suggested Questions
_Questions this graph is uniquely positioned to answer:_
- **Why does `Execution Steps` connect `4. Detection Passes (Token-Efficient Analysis)` to `speckit-analyze/SKILL.md`?**
- **Why does `Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)` connect `Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)` to `Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)`?**
_High betweenness centrality (0.004) - this node is a cross-community bridge._
- **What connects `graphify`, `Usage`, `What graphify is for` to the rest of the system?**
_212 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `Tasks: [FEATURE NAME]` be split into smaller, more focused modules?**
_248 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `Task Planning` be split into smaller, more focused modules?**
_Cohesion score 0.07407407407407407 - nodes in this community are weakly interconnected._
- **Should `Execution Steps` be split into smaller, more focused modules?**
- **Should `Convergence Workflow` be split into smaller, more focused modules?**
_Cohesion score 0.125 - nodes in this community are weakly interconnected._
- **Should `What You Must Do When Invoked` be split into smaller, more focused modules?**
_Cohesion score 0.08 - nodes in this community are weakly interconnected._
- **Should `Graphify Commands` be split into smaller, more focused modules?**
_Cohesion score 0.08 - nodes in this community are weakly interconnected._
- **Should `speckit-analyze/SKILL.md` be split into smaller, more focused modules?**
_Cohesion score 0.07692307692307693 - nodes in this community are weakly interconnected._
- **Should `Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)` be split into smaller, more focused modules?**
_Cohesion score 0.125 - nodes in this community are weakly interconnected._