andreferraro/TextNLPClassifierApp

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andreferraro bae144055e refactor(llm): elevate prompt engineering with context grounding and contrastive taxonomy

2026-08-21 11:00:29 -03:00

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Graph Report - TextNLPClassifierApp (2026-08-21)

Corpus Check

201 files · ~110,162 words
Verdict: corpus is large enough that graph structure adds value.

Summary

1554 nodes · 1970 edges · 168 communities (120 shown, 48 thin omitted)
Extraction: 97% EXTRACTED · 3% INFERRED · 0% AMBIGUOUS · INFERRED: 59 edges (avg confidence: 0.95)
Token cost: 0 input · 0 output

Graph Freshness

Built from commit: cb33dafa
Run git rev-parse HEAD and compare to check if the graph is stale.
Run graphify update . after code changes (no API cost).

Task Planning
Convergence Workflow
SpecKit Utilities
Graphify Commands
speckit-analyze/SKILL.md
Tasks: 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
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
main
1. Technical Decisions & Tradeoffs
1. Input Schemas
1. Basic CLI Usage Examples
1. Standard Streams & Exit Codes
ClassificationResult
test_adversarial.py
classifier.py
test_convert_article_to_markdown.py
content_northvolt_de.md
content_presal_pt.md
content_tangential_es.md
adapters/__init__.py
src/__init__.py
de/contextual.md
de/direct.md
de/not_related.md
de/tangential.md
en/contextual.md
en/direct.md
en/not_related.md
en/tangential.md
es/contextual.md
es/direct.md
es/not_related.md
es/tangential.md
fr/contextual.md
fr/direct.md
fr/not_related.md
fr/tangential.md
it/contextual.md
it/direct.md
it/not_related.md
it/tangential.md
pt/contextual.md
pt/direct.md
pt/not_related.md
pt/tangential.md
tests/__init__.py
text-nlp-classifier
test_extract_article_contents.py
Extrator de Notícias do Google News — Guia Completo de Funcionamento
extract_google_news.py
ExtractionResult
test_extract_google_news.py
Implementation Tasks: Google News Headlines Extractor
Feature Specification: Google News Headlines Extractor
1. Cenários Práticos de Uso
Implementation Plan: Google News Headlines Extractor
scripts/__init__.py
SearchQuery
1. Technical Decisions & Tradeoffs
General Readiness Checklist: Google News Headlines Extractor
1. Entidades de Domínio & DTOs
Specification Quality Checklist: Google News Headlines Extractor
CLI Contract: Google News Headlines Extractor
🧠 TextNLPClassifierApp
Extraction Pipeline Checklist: Article Content Multi-Engine Extractor
parametrize
models.py
ECPSnapshot
Feature Specification: Multilingual NLP Entity Inherence Classifier (POC)
1. Requisitos Funcionais (FR)
Tasks: Article Content Multi-Engine Extractor
Tasks: Convert Article JSON to Markdown
Implementation Plan: Article Content Multi-Engine Extractor
1. Cenários de Validação
1. Technical Decisions & Tradeoffs
Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)
POC Readiness & Requirements Quality Checklist: Multilingual NLP Entity Inherence Classifier
Specification Quality Checklist: Multilingual NLP Entity Inherence Classifier
CLI Contract: Article Content Multi-Engine Extractor
JSON Schema Contract: Article Content Multi-Engine Extractor
PRD — Seleção determinística da biblioteca de extração de conteúdo
select_article_extractor.py
1. Text Normalization Pipeline
Tasks: Deterministic Article Content Selection
select_article_extractor
process_batch
detect_language
test_select_article_extractor.py
Feature Specification: Deterministic Content Selection
1. Entity Descriptions & Fields
Implementation Plan: Deterministic Article Content Selection
Deterministic Content Selection Checklist: End-to-End Requirements Quality
Quickstart: Deterministic Article Content Selection
Specification Quality Checklist: Deterministic Content Selection
CLI Interface Contract: Deterministic Article Content Selection
convert_article_to_markdown.py
1. Regras funcionais
1. Critérios de aceite
PRD — Conversão de artigo JSON para Markdown
resolve_article_body
Implementation Plan: Convert Article JSON to Markdown
1. Technical Decisions & Research Findings
Feature Specification: Convert Article JSON to Markdown
Markdown Conversion Checklist: End-to-End Requirements Quality
convert_article
005-convert-json-markdown/plan.md
Quickstart: Convert Article JSON to Markdown
1. Domain Entities & Schemas
1. Requisitos não funcionais
parse_arguments
Specification Quality Checklist: Convert Article JSON to Markdown
CLI Contract: convert_article_to_markdown.py
1. Interface CLI
get_hl_gl_ceid
1. Estratégia de testes
1. Contrato de entrada
InherenceClassifier
convert_html_to_markdown
JSON Schema Contract: Deterministic Article Content Selection
1. Escopo
Los puntajes de River vs. Independiente Santa Fe, por la Copa Sudamericana - TyC Sports
valid_newspaper4k.md
valid_readability.md
test_normalize_list_author_url_filtering
test_normalize_date_invalid_and_placeholders
test_normalize_list_deduplication_preserves_case_and_order
test_normalize_date_iso_8601_variants
test_metadata_priority_original_url_all_fallbacks
test_normalize_scalar_non_string_types
LLMFallbackAdapter
remove_duplicate_initial_h1
test_normalize_scalar_whitespace_collapsing

God Nodes (most connected - your core abstractions)

ECPSnapshot - 40 edges
InherenceClassifier - 29 edges
DecisionCategory - 28 edges
LLMFallbackAdapter - 26 edges
ClassificationResult - 24 edges
select_article_extractor() - 23 edges
ExtractorName - 21 edges
PRD — Conversão de artigo JSON para Markdown - 16 edges
process_batch() - 15 edges
8. Regras funcionais - 15 edges

Surprising Connections (you probably didn't know these)

main() --uses--> ECPSnapshot [INFERRED] classify.py → src/models.py
test_e2e_extract_google_news_live_pipeline() --uses--> ExtractionResult [INFERRED] tests/test_extract_google_news.py → scripts/extract_google_news.py
test_llm_adapter_interface() --calls--> LLMFallbackAdapter [EXTRACTED] tests/test_adapters.py → src/adapters/llm.py
classifier() --uses--> InherenceClassifier [INFERRED] tests/test_benchmark_24.py → src/classifier.py
test_adversarial_apple_fruit_recipe() --uses--> DecisionCategory [INFERRED] tests/test_adversarial.py → src/models.py

Import Cycles

None detected.

Communities (168 total, 48 thin omitted)

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 - "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 - "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 - "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: 0.08 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 - "Tasks: Multilingual NLP Entity Inherence Classifier (POC)"

Cohesion: 0.15 Nodes (13): Dependencies & Execution Order, Implementation for User Story 1, Implementation for User Story 2, Implementation for User Story 3, Implementation Strategy, Phase 1: Setup (Shared Infrastructure), Phase 2: Foundational (Blocking Prerequisites), Phase 3: User Story 1 - Core Tier 1 Deterministic Classification & CLI (Priority: P1) [MVP] (+5 more)

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 - "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 - "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 - "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 - "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 - "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 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 Configuration"

Cohesion: 0.22 Nodes (8): Boundaries, Intensity, Output, Persistence, Ponytail, Rules, The ladder, When NOT to be lazy

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

Community 16 - "Ponytail Help"

Cohesion: 0.25 Nodes (7): Configure Default Mode, Deactivate, Levels, More, Ponytail Help, Skills, Update

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 - "Clarification Workflow"

Cohesion: 0.29 Nodes (6): Completion Report, Done When, Mandatory Post-Execution Hooks, Outline, Pre-Execution Checks, User Input

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 - "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 - "Constitution Workflow"

Cohesion: 0.33 Nodes (5): Outline, Post-Execution Checks, Pre-Execution Checks, Scope Guard, User Input

Community 23 - "Ponytail Audit"

Cohesion: 0.40 Nodes (4): Boundaries, Hunt, Output, Tags

Community 24 - "Ponytail Metrics"

Cohesion: 0.40 Nodes (4): Boundaries, Honesty boundary, Ponytail Gain, Scoreboard

Community 25 - "Ponytail Review"

Cohesion: 0.40 Nodes (4): Boundaries, Examples, Format, Scoring

Community 26 - "Task Issue Conversion"

Cohesion: 0.40 Nodes (4): Outline, Post-Execution Checks, Pre-Execution Checks, User Input

Community 27 - "Checklist Template"

Cohesion: 0.40 Nodes (4): [Category 1], [Category 2], [CHECKLIST TYPE] Checklist: [FEATURE NAME], Notes

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 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 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"

Cohesion: 0.50 Nodes (3): Boundaries, Output, Scan

Community 40 - "main"

Cohesion: 0.14 Nodes (17): ArgumentParser, CaptureFixture, build_parser(), main(), Cria e configura o parser de argumentos CLI., Ponto de entrada do script CLI., Path, Valida execução padrão do CLI com saída JSON no stdout. (+9 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)

Community 45 - "ClassificationResult"

Cohesion: 0.11 Nodes (17): ABC, BaseNLPAdapter, Base abstract adapter interface for optional Tier 2 / Tier 3 NLP enhancers., Abstract interface for pluggable NLP classification adapters., Return True if the underlying provider or model is installed and configured., Compute semantic similarity score between text and a set of candidate terms., Optionally refine an ambiguous classification result., LocalEmbeddingsAdapter (+9 more)

Community 46 - "test_adversarial.py"

Cohesion: 0.10 Nodes (19): Any, RelatedEntity, Adversarial and robustness test suite for Multilingual NLP Entity Inherence…, Run CLI via subprocess without --output and verify stdout is pure parseable…, Run CLI via subprocess with empty content and verify error code and exit code., Content about city/state governance of São Paulo against ECP for São Paulo FC., Run CLI via subprocess with missing target_name and verify error payload., Run CLI via subprocess with corrupted JSON and verify error payload. (+11 more)

Community 47 - "classifier.py"

Cohesion: 0.16 Nodes (15): count_phrase_occurrences(), match_phrase_in_text(), Core deterministic classification engine (Tier 1 core)., Check if a normalized phrase appears in normalized text with word boundary…, Count occurrences of a phrase in text., Classify inherence of content against an ECP snapshot., extract_evidence_snippets(), extract_sentences() (+7 more)

Community 48 - "test_convert_article_to_markdown.py"

Cohesion: 0.08 Nodes (25): Suíte de Testes Automatizados para Conversão de Artigo JSON para Markdown.…, Testa divisão por ponto e vírgula na string e vírgulas em elementos de lista…, Valida parsing de datas no formato RFC 2822 (usado em feeds RSS e cabeçalhos…, Valida a cadeia de fallback completa para o campo TÍTULO (6 níveis)., Garante que subtítulo idêntico ao título seja automaticamente omitido (None)., Valida decodificação de entidades HTML nomeadas e numéricas., Garante correspondência exata byte a byte para Trafilatura, Newspaper4k e…, Garante que múltiplas execuções no mesmo arquivo produzam hashes SHA-256… (+17 more)

Community 80 - "test_extract_article_contents.py"

Cohesion: 0.06 Nodes (56): ArticleCrawler, extract_all_engines(), ExtractedArticle, ExtractionBatchReport, InputArticle, load_search_json(), log_info(), main() (+48 more)

Community 81 - "Extrator de Notícias do Google News — Guia Completo de Funcionamento"

Cohesion: 0.08 Nodes (24): 1. Visão geral (arquitetura), 2.1 DTO de entrada (googlenews_etl/application/dtos/extract_news_dto.py), 2.2 Value Object de validação (googlenews_etl/domain/entities/search_query.py), 2. Entrada, 3.1 O caso de uso (googlenews_etl/application/use_cases/extract_news_use_case.py), 3.2 A porta (googlenews_etl/domain/ports/news_extractor_port.py), 3.3.1 Inicialização: sessão HTTP com impersonação de browser, 3.3.2 Mapeamento idioma → parâmetros hl/gl (_get_hl_gl) (+16 more)

Community 82 - "extract_google_news.py"

Cohesion: 0.20 Nodes (14): extract_google_news(), _fetch_rss_content(), NewsArticle, _normalize_text_for_comparison(), parse_google_news_rss(), Remove pontuação e espaços extras para comparação de redundância., Parseia o XML do RSS do Google News e extrai os itens estruturados., Resolve em paralelo as URLs intermediárias do Google News para os links finais… (+6 more)

Community 83 - "ExtractionResult"

Cohesion: 0.29 Nodes (5): ExtractionResult, Any, Resultado consolidado da extração., Valida a consolidação do ExtractionResult a partir da busca mockada com URLs…, test_extract_google_news_orchestration_mocked()

Community 84 - "test_extract_google_news.py"

Cohesion: 0.16 Nodes (14): Resolve a URL intermediária do Google News para a URL real do veículo., resolve_article_url(), fixture, Testes unitários e de integração para o Extrator de Manchetes do Google News.…, Valida o parsing do feed RSS, higienização de tags HTML e deduplicação., Valida fallback gracioso de URL quando não é link do Google News ou em erro., Valida resolução bem-sucedida de URL do Google News para o portal destino., Valida E2E que o decodificador resolve uma URL real do Google News para o… (+6 more)

Community 85 - "Implementation Tasks: Google News Headlines Extractor"

Cohesion: 0.14 Nodes (14): Implementation for User Story 1, Implementation for User Story 2, Implementation for User Story 3, Implementation Tasks: Google News Headlines Extractor, Phase 1: Setup (Shared Infrastructure), Phase 2: Foundational (Blocking Prerequisites), Phase 3: User Story 1 - Extração Básica de Notícias por Assunto e Idioma (Priority: P1) 🌟 MVP, Phase 4: User Story 2 - Filtragem Regional e Edição Geográfica (Priority: P2) (+6 more)

Community 86 - "Feature Specification: Google News Headlines Extractor"

Cohesion: 0.18 Nodes (11): Clarifications, Edge Cases, Feature Specification: Google News Headlines Extractor, Functional Requirements, Requirements (mandatory), Session 2026-08-20, Success Criteria (mandatory), User Scenarios & Testing (mandatory) (+3 more)

Community 87 - "2. Cenários Práticos de Uso"

Cohesion: 0.20 Nodes (9): 1. Pré-requisitos e Instalação, 2. Cenários Práticos de Uso, 3. Validação dos Testes Automatizados e Linter, Cenário 1: River Plate — Argentina (Espanhol / 2 Páginas / Salvar em Arquivo), Cenário 2: Cruzeiro — Brasil (Português / Formatado no Terminal), Cenário 3: Fórmula 1 — Reino Unido (Inglês), Cenário 4: Integração em Pipeline com jq (Modo Silencioso), Cenário 5: Extração Rápida com Links Brutos (Sem Resolução de URLs) (+1 more)

Community 88 - "Implementation Plan: Google News Headlines Extractor"

Cohesion: 0.29 Nodes (7): Architecture & Pipeline, Documentation (this feature), Implementation Plan: Google News Headlines Extractor, Project Structure, Source Code, Summary, Technical Context

Community 90 - "SearchQuery"

Cohesion: 0.20 Nodes (6): Value Object com parâmetros de busca validados., SearchQuery, Valida E2E o fluxo completo de busca, parsing e resolução de URLs reais ao vivo., Valida as regras de negócio e limites de SearchQuery., test_e2e_extract_google_news_live_pipeline(), test_search_query_validation()

Community 91 - "1. Technical Decisions & Tradeoffs"

Cohesion: 0.25 Nodes (7): 1. Technical Decisions & Tradeoffs, Decision 1: Motor de Requisição e Scraping com foxcape em Modo Headless, Decision 2: Endpoint RSS do Google News vs. Scraping de DOM, Decision 3: Mapeamento de Idioma e Locale (hl, gl, ceid), Decision 4: Resolução de URLs do Google News via googlenewsdecoder, Decision 5: Logging em Tempo Real no stderr e Segregação de Streams, Research: Google News Headlines Extractor

Community 92 - "General Readiness Checklist: Google News Headlines Extractor"

Cohesion: 0.29 Nodes (7): CLI Interface & Parameter Contracts, Data Sanitization & Article Extraction, Error Handling & Edge Cases, General Readiness Checklist: Google News Headlines Extractor, Non-Functional & Operational Readiness, Notes, Scraping Engine & Feed Mapping

Community 93 - "1. Entidades de Domínio & DTOs"

Cohesion: 0.29 Nodes (6): 1.1 SearchQuery (Parâmetros da Busca), 1.2 NewsArticle (Item de Notícia), 1.3 ExtractionResult (Saída Estruturada Consolidada), 1. Entidades de Domínio & DTOs, 2. Esquema JSON de Saída, Data Model: Google News Headlines Extractor

Community 94 - "Specification Quality Checklist: Google News Headlines Extractor"

Cohesion: 0.33 Nodes (5): Content Quality, Feature Readiness, Notes, Requirement Completeness, Specification Quality Checklist: Google News Headlines Extractor

Community 95 - "CLI Contract: Google News Headlines Extractor"

Cohesion: 0.33 Nodes (6): 1. Comando e Argumentos, 2. Códigos de Saída (Exit Codes), 3. Protocolo de Streams (Stdout / Stderr), Argumentos de Linha de Comando, CLI Contract: Google News Headlines Extractor, Sintaxe

Community 97 - "🧠 TextNLPClassifierApp"

Cohesion: 0.04 Nodes (45): 1. 🧠 Classificador de Conteúdo e Inerência (NLP / LLM / ECP), 1. Clonar o Repositório e Criar Ambiente Virtual, 1. Conversão Padrão, 1. Execução Padrão Automática, 2. Conversão com Caminho de Destino Personalizado, 2. Execução com Modo Verboso, 2. 📰 Extrator de Manchetes do Google News, 2. Instalar Dependências (+37 more)

Community 98 - "Extraction Pipeline Checklist: Article Content Multi-Engine Extractor"

Cohesion: 0.05 Nodes (34): 1. Requirement Completeness, 2. Requirement Clarity & Non-Ambiguity, 3. Requirement Consistency & Data Contracts, 4. Scenario & Edge Case Coverage, 5. Non-Functional & Operational Readiness, Extraction Pipeline Checklist: Article Content Multi-Engine Extractor, Notes, Content Quality (+26 more)

Community 99 - "parametrize"

Cohesion: 0.22 Nodes (9): parametrize, Garante aceitação de URLs absolutas com esquema HTTP e HTTPS válidos., Garante rejeição de esquemas não permitidos, URLs relativas e strings vazias., Garante que a ausência de corpo no extrator selecionado NUNCA faça fallback…, Garante que todos os placeholders documentados no PRD sejam descartados…, test_normalize_scalar_placeholders_discarded(), test_resolve_article_body_strict_isolation_all_extractors(), test_validate_url_invalid_schemes() (+1 more)

Community 100 - "models.py"

Cohesion: 0.15 Nodes (17): emit_error(), main(), parse_args(), Namespace, ClassificationError, ErrorCode, MatchedGraphEntity, Enum (+9 more)

Community 101 - "ECPSnapshot"

Cohesion: 0.24 Nodes (10): ECPSnapshot, classifier(), fixture, parametrize, Controlled 24-case benchmark suite for Multilingual NLP Entity Inherence…, test_benchmark_case(), Unit tests for ECP models, schema validation, and structured error handling., test_ecp_snapshot_defaults() (+2 more)

Community 102 - "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 103 - "4. Requisitos Funcionais (FR)"

Cohesion: 0.10 Nodes (20): 1.1 Objetivo do Produto, 1. Visão Geral e Contexto, 2. Personas e Casos de Uso, 3. Arquitetura e Fluxo do Sistema, 4. Requisitos Funcionais (FR), 5. Requisitos Não Funcionais (NFR), 6.1 Esquema do JSON de Entrada (Input), 6.2 Esquema do JSON Consolidado de Saída (Output) (+12 more)

Community 104 - "Tasks: Article Content Multi-Engine Extractor"

Cohesion: 0.11 Nodes (18): Dependencies & Execution Order, Entrega Incremental, Implementation Strategy, Implementação da User Story 1, Implementação da User Story 2, Implementação da User Story 3, MVP First (User Story 1 Only), Oportunidades de Execução Paralela (+10 more)

Community 105 - "Tasks: Convert Article JSON to Markdown"

Cohesion: 0.11 Nodes (19): Dependencies & Execution Order, 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), Parallel Opportunities (+11 more)

Community 106 - "Implementation Plan: Article Content Multi-Engine Extractor"

Cohesion: 0.17 Nodes (11): Constitution Check, Documentation (this feature), Implementation Phases, Implementation Plan: Article Content Multi-Engine Extractor, Phase 0: Outline & Research (Completed), Phase 1: Design & Contracts (Completed), Phase 2: Tasks & Execution (Completed), Project Structure (+3 more)

Community 107 - "2. Cenários de Validação"

Cohesion: 0.22 Nodes (8): 1. Pré-requisitos, 2. Cenários de Validação, 3. Validação Automatizada de Testes, Cenário 1: Extração com Amostragem Rápida (Limit 2), Cenário 2: Caminho Customizado de Saída, Cenário 3: Modo Silencioso (--silent), Cenário 4: Resiliência contra URLs Inválidas, Quickstart & Validation Guide: Article Content Multi-Engine Extractor

Community 108 - "1. Technical Decisions & Tradeoffs"

Cohesion: 0.22 Nodes (8): 1. Technical Decisions & Tradeoffs, Decision 1: Motor de Navegação e Renderização com foxcape em Sessão Única, Decision 2: Orquestração Tripla de Extração de Conteúdo (NLP & Web Scraping), Decision 3: Resiliência e Isolamento de Falhas por Camada, Decision 4: Herança Inteligente de Idioma para NLP, Decision 5: Gerenciamento de Memória e Descarte do Raw HTML, Decision 6: Segregação de Streams e Feedback Visual em stderr, Research: Article Content Multi-Engine Extractor

Community 109 - "Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC)"

Cohesion: 0.25 Nodes (8): Complexity Tracking, Constitution Check, Documentation (this feature), Implementation Plan: Multilingual NLP Entity Inherence Classifier (POC), Project Structure, Source Code (repository root), Summary, Technical Context

Community 110 - "POC Readiness & Requirements Quality Checklist: Multilingual NLP Entity Inherence Classifier"

Cohesion: 0.29 Nodes (7): 1. Requirement Completeness & Scope Boundaries, 2. Requirement Clarity & Decision Semantics, 3. Requirement Consistency & Alignment, 4. Acceptance Criteria & Measurability, 5. Scenario & Edge Case Coverage, Notes, POC Readiness & Requirements Quality Checklist: Multilingual NLP Entity Inherence Classifier

Community 111 - "Specification Quality Checklist: Multilingual NLP Entity Inherence Classifier"

Cohesion: 0.33 Nodes (5): Content Quality, Feature Readiness, Notes, Requirement Completeness, Specification Quality Checklist: Multilingual NLP Entity Inherence Classifier

Community 112 - "CLI Contract: Article Content Multi-Engine Extractor"

Cohesion: 0.33 Nodes (5): 1. Comando de Execução, 2. Argumentos e Flags, 3. Códigos de Saída (Exit Codes), 4. Comportamento de Streams (I/O), CLI Contract: Article Content Multi-Engine Extractor

Community 114 - "JSON Schema Contract: Article Content Multi-Engine Extractor"

Cohesion: 0.50 Nodes (3): 1. Schema de Entrada (Input JSON), 2. Schema de Saída (Output JSON), JSON Schema Contract: Article Content Multi-Engine Extractor

Community 115 - "PRD — Seleção determinística da biblioteca de extração de conteúdo"

Cohesion: 0.07 Nodes (29): 10. Requisitos não funcionais, 11. Critérios de aceite, 12. Casos obrigatórios de teste, 13. Definition of Done, 1. Contexto, 2. Objetivo, 3.1 Incluído, 3.2 Fora do escopo (+21 more)

Community 116 - "select_article_extractor.py"

Cohesion: 0.14 Nodes (19): ArticleSelectionResult, BatchProcessingResult, break_priority_tie(), calculate_consensus_metrics(), ExtractorCandidate, form_active_set(), main(), parse_args() (+11 more)

Community 117 - "1. Text Normalization Pipeline"

Cohesion: 0.11 Nodes (18): 1. Text Normalization Pipeline, 2. 5-Token Shingles & Consensus Metrics, 3. Regras de Decisão, Empate Técnico e Desempate Hierárquico, 4. Estratégia de I/O Não Destrutiva e Escrita Atômica, Alternatives Considered, Context, Context, Context (+10 more)

Community 118 - "Tasks: Deterministic Article Content Selection"

Cohesion: 0.11 Nodes (18): Dependencies & Execution Order, Implementation for User Story 1, Implementation for User Story 2, Implementation for User Story 3, Implementation Strategy, Incremental Delivery (Phases 4, 5 & 6), MVP First (Phases 1, 2 & 3), Parallel Opportunities (+10 more)

Community 119 - "select_article_extractor"

Cohesion: 0.08 Nodes (35): CandidateStatus, extract_candidate_data(), ExtractorName, Any, Enum, str, Extrai campo de texto, erro e calcula tokens/shingles para um motor., Nomes canônicos e catálogo fechado dos motores de extração. (+27 more)

Community 120 - "process_batch"

Cohesion: 0.11 Nodes (24): atomic_save_json(), process_batch(), Path, Salva dados em JSON de forma atômica utilizando arquivo temporário e rename., Lê o JSON de entrada, valida a estrutura, processa todos os artigos e grava o…, Path, CT-012: A entrada já contém selected_extractor -> Recalcular e substituir…, CT-013: articles está vazio -> Gerar saída válida com articles vazio. (+16 more)

Community 121 - "detect_language"

Cohesion: 0.19 Nodes (16): detect_language(), extract_words(), normalize_text(), Lightweight multilingual language detection and text normalization., Normalize text by converting to lowercase and stripping combining diacritical…, Tokenize text into lowercase alphanumeric words., Detect the ISO-639-1 language code of text among supported languages (pt, en,…, Unit tests for language detection and text normalization. (+8 more)

Community 122 - "test_select_article_extractor.py"

Cohesion: 0.18 Nodes (16): generate_shingles(), normalize_text(), Executa a normalização determinística para comparação: 1. Decodificar entidades…, Gera conjunto de shingles ordenados de tamanho window_size (padrão 5). - Se…, Suíte de Testes Automatizados para o Seletor Determinístico de Extrator. Cobre…, Garante que marcação de imagem Markdown seja descartada e link…, E2E: Executa scripts/select_article_extractor.py como subprocesso real na linha…, test_e2e_cli_subprocess_real_execution() (+8 more)

Community 123 - "Feature Specification: Deterministic Content Selection"

Cohesion: 0.17 Nodes (12): Assumptions, Edge Cases, Feature Specification: Deterministic Content Selection, Functional Requirements, Key Entities (include if feature involves data), Measurable Outcomes, Requirements (mandatory), Success Criteria (mandatory) (+4 more)

Community 124 - "2. Entity Descriptions & Fields"

Cohesion: 0.18 Nodes (11): 1. Domain Entities & Value Types, 2. Entity Descriptions & Fields, 3. JSON Schema Mapping, ArticleSelectionResult (Dataclass), BatchProcessingResult (Dataclass), CandidateStatus (Enum), Data Model: Deterministic Content Selection, Entrada (+3 more)

Community 125 - "Implementation Plan: Deterministic Article Content Selection"

Cohesion: 0.18 Nodes (11): Constitution Check, Documentation (this feature), Implementation Phases, Implementation Plan: Deterministic Article Content Selection, Phase 0: Outline & Research (Completed), Phase 1: Design & Contracts (Completed), Phase 2: Tasks & Execution (Next Step via /speckit-tasks), Project Structure (+3 more)

Community 126 - "Deterministic Content Selection Checklist: End-to-End Requirements Quality"

Cohesion: 0.25 Nodes (7): Candidate State Transitions & Resilience, Decision & Tie-Breaking Hierarchy, Deterministic Content Selection Checklist: End-to-End Requirements Quality, JSON Schema Integrity & Atomic I/O, Notes, Shingles & Consensus Metric Formulation, Text Normalization & Tokenization Quality

Community 127 - "Quickstart: Deterministic Article Content Selection"

Cohesion: 0.29 Nodes (7): 1. Pré-requisitos, 2. Execução Rápida via CLI, 3. Execução dos Testes Automatizados, 4. Validação Programática / Uso como Módulo Python, Cenário 1: Selecionar o melhor extrator para uma extração existente, Cenário 2: Especificar caminho de saída customizado e modo verboso, Quickstart: Deterministic Article Content Selection

Community 128 - "Specification Quality Checklist: Deterministic Content Selection"

Cohesion: 0.33 Nodes (5): Content Quality, Feature Readiness, Notes, Requirement Completeness, Specification Quality Checklist: Deterministic Content Selection

Community 129 - "CLI Interface Contract: Deterministic Article Content Selection"

Cohesion: 0.33 Nodes (5): 1. Command Syntax, 2. Arguments and Flags, 3. Standard Streams (I/O), 4. Exit Codes, CLI Interface Contract: Deterministic Article Content Selection

Community 131 - "convert_article_to_markdown.py"

Cohesion: 0.19 Nodes (17): _get_dict(), normalize_date(), normalize_list(), normalize_scalar(), Any, Interpreta datas ISO 8601 e RFC 2822 preservando fuso horário ou YYYY-MM-DD…, Valida se a URL é absoluta com protocolo http ou https e hostname não vazio., Retorna o dicionário associado à chave ou um dicionário vazio caso não seja… (+9 more)

Community 132 - "8. Regras funcionais"

Cohesion: 0.13 Nodes (15): 8. Regras funcionais, RF-001 — Receber um único artigo, RF-002 — Respeitar o extrator selecionado, RF-003 — Resolver o corpo dentro do extrator selecionado, RF-004 — Selecionar metadados deterministicamente, RF-005 — Priorizar metadados por campo, RF-006 — Normalizar valores escalares, RF-007 — Normalizar listas (+7 more)

Community 133 - "12. Critérios de aceite"

Cohesion: 0.14 Nodes (14): 12. Critérios de aceite, CA-001 — Trafilatura selecionada, CA-002 — Newspaper4k selecionado, CA-003 — Readability selecionado, CA-004 — Fallback dentro do extrator, CA-005 — Proibição de fallback de corpo entre extratores, CA-006 — Metadado vindo de outro extrator, CA-007 — Obrigatórios presentes (+6 more)

Community 134 - "PRD — Conversão de artigo JSON para Markdown"

Cohesion: 0.17 Nodes (11): 10. Tratamento de erros, 14. Definition of Done, 15. Dependência técnica escolhida, 1. Visão geral, 2. Problema, 3. Objetivo, 4. História do usuário, 7.1 Arquivo (+3 more)

Community 135 - "resolve_article_body"

Cohesion: 0.20 Nodes (10): Obtém o corpo do artigo exclusivamente do selected_extractor com fallback…, resolve_article_body(), Testa prioridade trafilatura.markdown sobre trafilatura.text., Testa prioridade newspaper4k.article_html sobre newspaper4k.text., Testa prioridade readability.cleaned_html sobre readability.cleaned_text., Garante erro ao receber selected_extractor ausente ou não reconhecido., test_resolve_article_body_invalid_selected_extractor(), test_resolve_article_body_newspaper4k_primary_and_fallback() (+2 more)

Community 136 - "Implementation Plan: Convert Article JSON to Markdown"

Cohesion: 0.17 Nodes (12): Complexity Tracking, Constitution Check, Documentation (this feature), Implementation Phases, Implementation Plan: Convert Article JSON to Markdown, Phase 0: Outline & Research (Completed), Phase 1: Design & Contracts (Completed), Phase 2: Tasks & Implementation Breakdown (Next: /speckit-tasks) (+4 more)

Community 137 - "2. Technical Decisions & Research Findings"

Cohesion: 0.17 Nodes (11): 1. Executive Summary & Goals, 2. Technical Decisions & Research Findings, 3. Technology Stack & Dependencies, Decision 1: HTML-to-Markdown Engine Selection, Decision 2: Direct Markdown Handling for Trafilatura, Decision 3: Metadata Normalization & Priority Resolution Pipeline, Decision 4: Date Parsing Strategy (ISO 8601 & RFC 2822), Decision 5: URL Validation & Media Filtering (+3 more)

Community 138 - "Feature Specification: Convert Article JSON to Markdown"

Cohesion: 0.17 Nodes (12): Assumptions, Edge Cases, Feature Specification: Convert Article JSON to Markdown, Functional Requirements, Key Entities, Measurable Outcomes, Requirements (mandatory), Success Criteria (mandatory) (+4 more)

Community 139 - "Markdown Conversion Checklist: End-to-End Requirements Quality"

Cohesion: 0.18 Nodes (11): 1. Validação de Entrada, Tipagem & Isolamento de Lotes, 2. Isolamento Estrito de Extrator & Conversão de Conteúdo (HTML/MD), 3. Resolução Determinística de Metadados & Mapeamento de SELECIONADO, 4. Normalização de Escalares, Placeholders & Sanitização de Listas, 5. Normalização de Datas, Fusos & Validação Estrita de URLs, 6. Sanitização Editorial, Tratamento de Imagens & Título Duplicado, 7. Estrutura, Sintaxe do Markdown de Saída & Restrições, 8. Interface CLI, Tratamento de Erros & Atomicidade (+3 more)

Community 140 - "convert_article"

Cohesion: 0.15 Nodes (13): assemble_markdown_document(), clean_body_images(), convert_article(), Path, Preserva imagens com URL absoluta http/https, remove relativas/data:/vazias e…, Monta a estrutura final do documento Markdown respeitando a ordem estrita do…, Executa a leitura do JSON, validação, conversão e escrita atômica do arquivo…, Valida descarte de data:, relativos e deduplicação mantendo a primeira… (+5 more)

Community 141 - "005-convert-json-markdown/plan.md"

Cohesion: 0.33 Nodes (3): 1. Output Document Specification, 2. Formatting & Syntax Constraints, Markdown Schema Contract: Output Article Markdown

Community 142 - "Quickstart: Convert Article JSON to Markdown"

Cohesion: 0.22 Nodes (8): 1. Prerequisites & Setup, 2. Running the CLI Tool, 3. Verification & Testing, Basic Conversion (Default Output Path), Custom Destination Path, Quickstart: Convert Article JSON to Markdown, Run All Unit & Integration Tests, Run Linter & Type Checker

Community 143 - "1. Domain Entities & Schemas"

Cohesion: 0.25 Nodes (8): 1. Domain Entities & Schemas, 2. Priority Resolution Matrix, Data Model: Convert Article JSON to Markdown, Entity 1: ArticleInput (Source JSON), Entity 2: ExtractorBlock (Per-Extractor Data), Entity 3: ResolvedArticleMetadata, Entity 4: MarkdownDocument, Validation Rules:

Community 144 - "11. Requisitos não funcionais"

Cohesion: 0.29 Nodes (7): 11. Requisitos não funcionais, RNF-001 — Determinismo, RNF-002 — Compatibilidade, RNF-003 — Execução local, RNF-004 — Integridade, RNF-005 — Manutenibilidade, RNF-006 — Qualidade

Community 145 - "parse_arguments"

Cohesion: 0.29 Nodes (7): main(), parse_arguments(), Namespace, Configura o parser de argumentos do CLI., Ponto de entrada do CLI., Testa a chamada direta do parse_arguments., test_parse_arguments_api_direct()

Community 146 - "Specification Quality Checklist: Convert Article JSON to Markdown"

Cohesion: 0.33 Nodes (5): Content Quality, Feature Readiness, Notes, Requirement Completeness, Specification Quality Checklist: Convert Article JSON to Markdown

Community 147 - "CLI Contract: `convert_article_to_markdown.py`"

Cohesion: 0.33 Nodes (5): 1. Script Signature, 2. Command-Line Arguments, 3. Exit Codes, 4. Standard Stream Behavior, CLI Contract: convert_article_to_markdown.py

Community 148 - "9. Interface CLI"

Cohesion: 0.40 Nodes (5): 9.1 Script, 9.2 Argumentos, 9.3 Exemplos, 9.4 Saída do processo, 9. Interface CLI

Community 149 - "get_hl_gl_ceid"

Cohesion: 0.25 Nodes (8): get_hl_gl_ceid(), Mapeia idioma e locale para os parâmetros hl, gl e ceid do Google News., Valida o mapeamento padrão de idiomas para pares (hl, gl, ceid)., Valida a sobrescrita geográfica quando o argumento locale é especificado., Valida fallback dinâmico para idiomas regionais não listados explicitamente., test_get_hl_gl_ceid_default_mappings(), test_get_hl_gl_ceid_dynamic_fallback(), test_get_hl_gl_ceid_with_custom_locale()

Community 150 - "13. Estratégia de testes"

Cohesion: 0.50 Nodes (4): 13.1 Testes unitários, 13.2 Testes de integração do CLI, 13.3 Casos de resultado esperado, 13. Estratégia de testes

Community 151 - "6. Contrato de entrada"

Cohesion: 0.50 Nodes (4): 6.1 Formato, 6.2 Valores aceitos para selected_extractor, 6.3 Campos obrigatórios após a resolução, 6. Contrato de entrada

Community 152 - "InherenceClassifier"

Cohesion: 0.14 Nodes (24): InherenceClassifier, Tier 1 Deterministic NLP Entity Inherence Classifier with optional Tier 2 /…, DecisionCategory, Unit tests for deterministic classification decision logic., test_contextual_inherent(), test_direct_inherent(), test_negative_anchor_suppression(), test_not_related() (+16 more)

Community 153 - "convert_html_to_markdown"

Cohesion: 0.33 Nodes (6): convert_html_to_markdown(), Converte HTML para Markdown usando títulos ATX, removendo scripts e estilos., Valida conversão de elementos HTML estruturados para Markdown com títulos ATX., Testa conversão de HTML vazio retornando string vazia., test_convert_html_to_markdown_empty_or_whitespace(), test_convert_html_to_markdown_rich_formatting()

Community 154 - "JSON Schema Contract: Deterministic Article Content Selection"

Cohesion: 0.50 Nodes (3): 1. Input JSON Schema, 2. Output JSON Schema, JSON Schema Contract: Deterministic Article Content Selection

Community 155 - "5. Escopo"

Cohesion: 0.67 Nodes (3): 5.1 Incluído, 5.2 Fora do escopo, 5. Escopo

Community 165 - "LLMFallbackAdapter"

Cohesion: 0.13 Nodes (11): LLMFallbackAdapter, Optional adapter for LLM fallback boundary disambiguation., Returns True if an API key or custom provider function is configured., Constructs a structured disambiguation prompt for the LLM., Executes LLM fallback for ambiguous boundary cases. Returns a refined…, Parses and validates structured JSON response from LLM., Any, Valida detecção de disponibilidade por chave de API ou provider customizado. (+3 more)

Community 166 - "remove_duplicate_initial_h1"

Cohesion: 0.50 Nodes (4): Remove o primeiro título H1 do corpo somente quando ele for igual ao título…, remove_duplicate_initial_h1(), Testa remoção de H1 inicial coincidente com título com variações de espaços e…, test_remove_duplicate_initial_h1_exact_and_variations()

Knowledge Gaps

696 isolated node(s): text-nlp-classifier, MatchedGraphEntity, graphify, Usage, What graphify is for (+691 more) These have ≤1 connection - possible missing edges or undocumented components.
48 thin communities (<3 nodes) omitted from report — run graphify query to explore isolated nodes.

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