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our-claude-skills/graphify-out/GRAPH_REPORT.md
Andrew Yim e1f4d75dc2 graphify: index full doc layer via Gemini 3.1 Pro 
Indexed 869 skill docs + 6 images (excl. 73 redundant .claude/commands mirrors)
using Gemini 3.1 Pro (~1.3M in / 301k out tokens, ~$6.23 - no Claude tokens):
+1552 nodes, +1308 edges, 61 doc<->code cross-links, 500 new doc communities
labeled by skill. Every skill's docs/specs are now queryable; prior graph was
code-only. Extraction offloaded to Gemini via graphify's OpenAI-compatible backend.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-17 02:20:45 +09:00

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# Graph Report - . (2026-06-17)
## Corpus Check
- 875 files · ~862,286 words
- Verdict: corpus is large enough that graph structure adds value.
## Summary
- 6749 nodes · 9428 edges · 864 communities (446 shown, 418 thin omitted)
- Extraction: 94% EXTRACTED · 6% INFERRED · 0% AMBIGUOUS · INFERRED: 527 edges (avg confidence: 0.67)
- Token cost: 1,306,874 input · 301,492 output
## Community Hubs (Navigation)
- [[_COMMUNITY_ghost publish|ghost publish]]
- [[_COMMUNITY_export to ulysses|export to ulysses]]
- [[_COMMUNITY_BrandStyler|BrandStyler]]
- [[_COMMUNITY_extract notion|extract notion]]
- [[_COMMUNITY_PresentationGenerator|PresentationGenerator]]
- [[_COMMUNITY_run workflow|run workflow]]
- [[_COMMUNITY_ContentSynthesizer|ContentSynthesizer]]
- [[_COMMUNITY_VisualPromptGenerator|VisualPromptGenerator]]
- [[_COMMUNITY_MoodCalibrator|MoodCalibrator]]
- [[_COMMUNITY_init skill|init skill]]
- [[_COMMUNITY_SkillValidator|SkillValidator]]
- [[_COMMUNITY_seo audit orchestrator|seo audit orchestrator]]
- [[_COMMUNITY_BaseAsyncClient|BaseAsyncClient]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_PageAnalyzer|PageAnalyzer]]
- [[_COMMUNITY_RobotsChecker|RobotsChecker]]
- [[_COMMUNITY_CrawlProgress|CrawlProgress]]
- [[_COMMUNITY_SitemapCrawler|SitemapCrawler]]
- [[_COMMUNITY_SitemapValidator|SitemapValidator]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_page analyzer|page analyzer]]
- [[_COMMUNITY_PageAnalyzer|PageAnalyzer]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_PageSpeedClient|PageSpeedClient]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_SearchConsoleClient|SearchConsoleClient]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_SchemaValidator|SchemaValidator]]
- [[_COMMUNITY_validate schema|validate schema]]
- [[_COMMUNITY_CompetitorProfiler|CompetitorProfiler]]
- [[_COMMUNITY_extract site claims|extract site claims]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_keyword gap analyzer|keyword gap analyzer]]
- [[_COMMUNITY_.find gaps|.find gaps]]
- [[_COMMUNITY_KeywordResearcher|KeywordResearcher]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_NaverSerpAnalyzer|NaverSerpAnalyzer]]
- [[_COMMUNITY_SerpAnalyzer|SerpAnalyzer]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_position tracker|position tracker]]
- [[_COMMUNITY_.analyze|.analyze]]
- [[_COMMUNITY_.compare competitors|.compare competitors]]
- [[_COMMUNITY_PositionTracker|PositionTracker]]
- [[_COMMUNITY_BaseAsyncClient|BaseAsyncClient]]
- [[_COMMUNITY_ranking reporter|ranking reporter]]
- [[_COMMUNITY_RankingReporter|RankingReporter]]
- [[_COMMUNITY_.find top movers|.find top movers]]
- [[_COMMUNITY_backlink auditor|backlink auditor]]
- [[_COMMUNITY_.detect toxic links|.detect toxic links]]
- [[_COMMUNITY_AnchorDistribution|AnchorDistribution]]
- [[_COMMUNITY_.track velocity|.track velocity]]
- [[_COMMUNITY_BacklinkAuditor|BacklinkAuditor]]
- [[_COMMUNITY_. call ahrefs|. call ahrefs]]
- [[_COMMUNITY_.audit|.audit]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_LinkGapFinder|LinkGapFinder]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_ContentAuditor|ContentAuditor]]
- [[_COMMUNITY_ContentBriefGenerator|ContentBriefGenerator]]
- [[_COMMUNITY_content gap analyzer|content gap analyzer]]
- [[_COMMUNITY_TopicGap|TopicGap]]
- [[_COMMUNITY_.generate calendar|.generate calendar]]
- [[_COMMUNITY_ContentGapAnalyzer|ContentGapAnalyzer]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_.audit|.audit]]
- [[_COMMUNITY_ProductSchemaChecker|ProductSchemaChecker]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_KpiAggregator|KpiAggregator]]
- [[_COMMUNITY_PerformanceReporter|PerformanceReporter]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_international auditor|international auditor]]
- [[_COMMUNITY_. analyze url structure|. analyze url structure]]
- [[_COMMUNITY_. audit content parity|. audit content parity]]
- [[_COMMUNITY_. check language detection|. check language detection]]
- [[_COMMUNITY_. fetch text|. fetch text]]
- [[_COMMUNITY_InternationalAuditor|InternationalAuditor]]
- [[_COMMUNITY_.audit|.audit]]
- [[_COMMUNITY_ai citation analyzer|ai citation analyzer]]
- [[_COMMUNITY_AiVisibilityTracker|AiVisibilityTracker]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_EntityAuditor|EntityAuditor]]
- [[_COMMUNITY_KnowledgeGraphAnalyzer|KnowledgeGraphAnalyzer]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_KeywordAnalyzer|KeywordAnalyzer]]
- [[_COMMUNITY_GatewayPageGenerator|GatewayPageGenerator]]
- [[_COMMUNITY_notion compat|notion compat]]
- [[_COMMUNITY_NotionAsyncOrganizer|NotionAsyncOrganizer]]
- [[_COMMUNITY_search cache|search cache]]
- [[_COMMUNITY_search llm|search llm]]
- [[_COMMUNITY_notion search|notion search]]
- [[_COMMUNITY_schema migrator|schema migrator]]
- [[_COMMUNITY_SchemaMigrator|SchemaMigrator]]
- [[_COMMUNITY_test notion search|test notion search]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_CompetitiveMonitor|CompetitiveMonitor]]
- [[_COMMUNITY_notion writer|notion writer]]
- [[_COMMUNITY_main|main]]
- [[_COMMUNITY_test parser|test parser]]
- [[_COMMUNITY_test mention id|test mention id]]
- [[_COMMUNITY_test mention url|test mention url]]
- [[_COMMUNITY_test rich text relative link becomes pla|test rich text relative link becomes pla]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_BotIdentification|BotIdentification]]
- [[_COMMUNITY_CrawlBudgetAnalyzer|CrawlBudgetAnalyzer]]
- [[_COMMUNITY_datetime|datetime]]
- [[_COMMUNITY_LogParser|LogParser]]
- [[_COMMUNITY_ConfigManager|ConfigManager]]
- [[_COMMUNITY_MigrationMonitor|MigrationMonitor]]
- [[_COMMUNITY_MigrationPlanner|MigrationPlanner]]
- [[_COMMUNITY_BaseAsyncClient|BaseAsyncClient]]
- [[_COMMUNITY_RateLimiter|RateLimiter]]
- [[_COMMUNITY_DashboardGenerator|DashboardGenerator]]
- [[_COMMUNITY_ExecutiveReportGenerator|ExecutiveReportGenerator]]
- [[_COMMUNITY_.run|.run]]
- [[_COMMUNITY_ReportAggregator|ReportAggregator]]
- [[_COMMUNITY_ComplianceChecker|ComplianceChecker]]
- [[_COMMUNITY_jamie channel status|jamie channel status]]
- [[_COMMUNITY_jamie video info|jamie video info]]
- [[_COMMUNITY_jamie youtube api test|jamie youtube api test]]
- [[_COMMUNITY_jamie youtube batch update|jamie youtube batch update]]
- [[_COMMUNITY_journal validator|journal validator]]
- [[_COMMUNITY_ComplianceChecker|ComplianceChecker]]
- [[_COMMUNITY_gtm audit|gtm audit]]
- [[_COMMUNITY_. run datalayer audit|. run datalayer audit]]
- [[_COMMUNITY_. run form audit|. run form audit]]
- [[_COMMUNITY_CheckoutFlowAnalyzer|CheckoutFlowAnalyzer]]
- [[_COMMUNITY_GTMAuditor|GTMAuditor]]
- [[_COMMUNITY_setup.sh|setup.sh]]
- [[_COMMUNITY_generate quotation|generate quotation]]
- [[_COMMUNITY_install.sh|install.sh]]
- [[_COMMUNITY_ExtensionsAnalyzer|ExtensionsAnalyzer]]
- [[_COMMUNITY_AutoFixer|AutoFixer]]
- [[_COMMUNITY_run audit|run audit]]
- [[_COMMUNITY_audit cleanup.sh|audit cleanup.sh]]
- [[_COMMUNITY_audit environment.sh|audit environment.sh]]
- [[_COMMUNITY_audit packages.sh|audit packages.sh]]
- [[_COMMUNITY_audit resources.sh|audit resources.sh]]
- [[_COMMUNITY_audit security.sh|audit security.sh]]
- [[_COMMUNITY_cleanup execute.sh|cleanup execute.sh]]
- [[_COMMUNITY_organizer|organizer]]
- [[_COMMUNITY_manifest|manifest]]
- [[_COMMUNITY_db session|db session]]
- [[_COMMUNITY_crawl mgr|crawl mgr]]
- [[_COMMUNITY_seo crawler adapter|seo crawler adapter]]
- [[_COMMUNITY_reviewer|reviewer]]
- [[_COMMUNITY_exporter|exporter]]
- [[_COMMUNITY_install.sh|install.sh]]
- [[_COMMUNITY_init|init]]
- [[_COMMUNITY_config|config]]
- [[_COMMUNITY_db|db]]
- [[_COMMUNITY_DatabaseBackend|DatabaseBackend]]
- [[_COMMUNITY_models|models]]
- [[_COMMUNITY_check-ownership|check-ownership]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_type|type]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_build deck|build deck]]
- [[_COMMUNITY_render pdf.sh|render pdf.sh]]
- [[_COMMUNITY_scope.schema.json|scope.schema.json]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_method|method]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_seq|seq]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_items|items]]
- [[_COMMUNITY_properties|properties]]
- [[_COMMUNITY_students|students]]
- [[_COMMUNITY_pricing mode|pricing mode]]
- [[_COMMUNITY_coaching|coaching]]
- [[_COMMUNITY_effort|effort]]
- [[_COMMUNITY_procurement|procurement]]
- [[_COMMUNITY_install.sh|install.sh]]
- [[_COMMUNITY_init|init]]
- [[_COMMUNITY_notion|notion]]
- [[_COMMUNITY_install.sh|install.sh]]
- [[_COMMUNITY_export for claude ai|export for claude ai]]
- [[_COMMUNITY_InstallationValidator|InstallationValidator]]
- [[_COMMUNITY_generator template.js|generator template.js]]
- [[_COMMUNITY_bundle-artifact.sh|bundle-artifact.sh]]
- [[_COMMUNITY_init-artifact.sh|init-artifact.sh]]
- [[_COMMUNITY_pack document|pack document]]
- [[_COMMUNITY_init|init]]
- [[_COMMUNITY_BaseSchemaValidator|BaseSchemaValidator]]
- [[_COMMUNITY_DOCXSchemaValidator|DOCXSchemaValidator]]
- [[_COMMUNITY_PPTXSchemaValidator|PPTXSchemaValidator]]
- [[_COMMUNITY_RedliningValidator|RedliningValidator]]
- [[_COMMUNITY_XMLEditor|XMLEditor]]
- [[_COMMUNITY_DocxXMLEditor|DocxXMLEditor]]
- [[_COMMUNITY_. init|. init]]
- [[_COMMUNITY_.append to|.append to]]
- [[_COMMUNITY_Document|Document]]
- [[_COMMUNITY_get bounding box messages|get bounding box messages]]
- [[_COMMUNITY_get field info|get field info]]
- [[_COMMUNITY_pack document|pack document]]
- [[_COMMUNITY_init|init]]
- [[_COMMUNITY_BaseSchemaValidator|BaseSchemaValidator]]
- [[_COMMUNITY_. get expected relationship type|. get expected relationship type]]
- [[_COMMUNITY_DOCXSchemaValidator|DOCXSchemaValidator]]
- [[_COMMUNITY_PPTXSchemaValidator|PPTXSchemaValidator]]
- [[_COMMUNITY_RedliningValidator|RedliningValidator]]
- [[_COMMUNITY_html2pptx.js|html2pptx.js]]
- [[_COMMUNITY_inventory|inventory]]
- [[_COMMUNITY_extract text inventory|extract text inventory]]
- [[_COMMUNITY_ParagraphData|ParagraphData]]
- [[_COMMUNITY_ShapeData|ShapeData]]
- [[_COMMUNITY_rearrange presentation|rearrange presentation]]
- [[_COMMUNITY_replace|replace]]
- [[_COMMUNITY_thumbnail|thumbnail]]
- [[_COMMUNITY_recalc|recalc]]
- [[_COMMUNITY_MCPConnection|MCPConnection]]
- [[_COMMUNITY_init skill|init skill]]
- [[_COMMUNITY_package skill|package skill]]
- [[_COMMUNITY_color palettes|color palettes]]
- [[_COMMUNITY_easing|easing]]
- [[_COMMUNITY_Image|Image]]
- [[_COMMUNITY_create bounce animation|create bounce animation]]
- [[_COMMUNITY_create blank frame|create blank frame]]
- [[_COMMUNITY_GIFBuilder|GIFBuilder]]
- [[_COMMUNITY_draw text with outline|draw text with outline]]
- [[_COMMUNITY_validators|validators]]
- [[_COMMUNITY_visual effects|visual effects]]
- [[_COMMUNITY_ParticleSystem|ParticleSystem]]
- [[_COMMUNITY_create flip animation|create flip animation]]
- [[_COMMUNITY_create pulse animation|create pulse animation]]
- [[_COMMUNITY_create wiggle animation|create wiggle animation]]
- [[_COMMUNITY_with server|with server]]
- [[_COMMUNITY_migrate skill|migrate skill]]
- [[_COMMUNITY_migrate skill root|migrate skill root]]
- [[_COMMUNITY_verify skills|verify skills]]
- [[_COMMUNITY_Organization|Organization]]
- [[_COMMUNITY_FAQPage|FAQPage]]
- [[_COMMUNITY_BreadcrumbList|BreadcrumbList]]
- [[_COMMUNITY_build schema drafts|build schema drafts]]
- [[_COMMUNITY_SEO Keyword Strategy Skill|SEO Keyword Strategy Skill]]
- [[_COMMUNITY_SEO SERP Analysis Skill|SEO SERP Analysis Skill]]
- [[_COMMUNITY_SEO Position Tracking Skill|SEO Position Tracking Skill]]
- [[_COMMUNITY_SEO Link Building Skill|SEO Link Building Skill]]
- [[_COMMUNITY_SEO Content Strategy Skill|SEO Content Strategy Skill]]
- [[_COMMUNITY_OurDigital Writing Style Guide|OurDigital Writing Style Guide]]
- [[_COMMUNITY_OurDigital Blog README|OurDigital Blog README]]
- [[_COMMUNITY_OurDigital Journal README|OurDigital Journal README]]
- [[_COMMUNITY_Export to Ulysses Script|Export to Ulysses Script]]
- [[_COMMUNITY_OurDigital Document README|OurDigital Document README]]
- [[_COMMUNITY_OurDigital Designer README|OurDigital Designer README]]
- [[_COMMUNITY_OurDigital Ad Manager README|OurDigital Ad Manager README]]
- [[_COMMUNITY_OurDigital Trainer|OurDigital Trainer]]
- [[_COMMUNITY_OurDigital Skill Creator|OurDigital Skill Creator]]
- [[_COMMUNITY_SEO Comprehensive Audit|SEO Comprehensive Audit]]
- [[_COMMUNITY_Explore Agent|Explore Agent]]
- [[_COMMUNITY_Plan Agent|Plan Agent]]
- [[_COMMUNITY_NotebookLM Research|NotebookLM Research]]
- [[_COMMUNITY_Bash Agent|Bash Agent]]
- [[_COMMUNITY_Repository Overview|Repository Overview]]
- [[_COMMUNITY_GTM Editor|GTM Editor]]
- [[_COMMUNITY_D.intelligence Shared Infrastructure|D.intelligence Shared Infrastructure]]
- [[_COMMUNITY_D.intelligence Quotation Manager|D.intelligence Quotation Manager]]
- [[_COMMUNITY_D.intelligence Back Office Manager|D.intelligence Back Office Manager]]
- [[_COMMUNITY_D.intelligence Brand Editor|D.intelligence Brand Editor]]
- [[_COMMUNITY_NotebookLM Agent|NotebookLM Agent]]
- [[_COMMUNITY_NotebookLM Automation|NotebookLM Automation]]
- [[_COMMUNITY_NotebookLM Studio|NotebookLM Studio]]
- [[_COMMUNITY_Mac Optimizer|Mac Optimizer]]
- [[_COMMUNITY_Ahrefs Site Explorer Top Pages|Ahrefs Site Explorer Top Pages]]
- [[_COMMUNITY_OurDigital SEO Audit Log (Notion)|OurDigital SEO Audit Log (Notion)]]
- [[_COMMUNITY_KPI Aggregator Script|KPI Aggregator Script]]
- [[_COMMUNITY_Performance Reporter Script|Performance Reporter Script]]
- [[_COMMUNITY_Hreflang Validator Script|Hreflang Validator Script]]
- [[_COMMUNITY_Laser Hair Removal in Gangnam Jamie Cl|Laser Hair Removal in Gangnam | Jamie Cl]]
- [[_COMMUNITY_Notion Organizer Reference|Notion Organizer Reference]]
- [[_COMMUNITY_SEO Reporting Dashboard Skill|SEO Reporting Dashboard Skill]]
- [[_COMMUNITY_듀얼 트임 수술|듀얼 트임 수술]]
- [[_COMMUNITY_내시경 이마 거상술|내시경 이마 거상술]]
- [[_COMMUNITY_내시경 이마 거상술 수술실|내시경 이마 거상술 수술실]]
- [[_COMMUNITY_인사말|인사말]]
- [[_COMMUNITY_눈밑 지방 재배치|눈밑 지방 재배치]]
- [[_COMMUNITY_눈썹밑 피부절개술|눈썹밑 피부절개술]]
- [[_COMMUNITY_제이미 성형외과 블로그 스타일 가이드|제이미 성형외과 블로그 스타일 가이드]]
- [[_COMMUNITY_정기호 원장|정기호 원장]]
- [[_COMMUNITY_정기호 원장 톤앤매너 분석 프레임워크|정기호 원장 톤앤매너 분석 프레임워크]]
- [[_COMMUNITY_Jamie Brand Editor Skill|Jamie Brand Editor Skill]]
- [[_COMMUNITY_Jamie Journal Editor Skill|Jamie Journal Editor Skill]]
- [[_COMMUNITY_NotebookLM Agent Skill|NotebookLM Agent Skill]]
- [[_COMMUNITY_GTM Audit Skill|GTM Audit Skill]]
- [[_COMMUNITY_Image Generation Gotchas|Image Generation Gotchas]]
- [[_COMMUNITY_Review Result Template (HTML)|Review Result Template (HTML)]]
- [[_COMMUNITY_Blog Post Template (Markdown)|Blog Post Template (Markdown)]]
- [[_COMMUNITY_Review Report Template (Markdown)|Review Report Template (Markdown)]]
- [[_COMMUNITY_JHR GA4 Tagging Reference|JHR GA4 Tagging Reference]]
- [[_COMMUNITY_GTM Audit Report Template|GTM Audit Report Template]]
- [[_COMMUNITY_GTM Validator Skill|GTM Validator Skill]]
- [[_COMMUNITY_D.intelligence Brand Editor Skill|D.intelligence Brand Editor Skill]]
- [[_COMMUNITY_Chapter 01. 계정 권한 및 초기 진단|Chapter 01. 계정 권한 및 초기 진단]]
- [[_COMMUNITY_76-dintel-backoffice-mgr README|76-dintel-backoffice-mgr README]]
- [[_COMMUNITY_dintel-doc-secretary|dintel-doc-secretary]]
- [[_COMMUNITY_D.intelligence Back Office & HR Manager|D.intelligence Back Office & HR Manager ]]
- [[_COMMUNITY_77 — D.intelligence Account Manager READ|77 — D.intelligence Account Manager READ]]
- [[_COMMUNITY_88 — D.intelligence Skill Update Meta-Ag|88 — D.intelligence Skill Update Meta-Ag]]
- [[_COMMUNITY_Claude Settings Optimizer README|Claude Settings Optimizer README]]
- [[_COMMUNITY_Client Reference Library|Client Reference Library]]
- [[_COMMUNITY_D.intelligence Documentation Secretary (|D.intelligence Documentation Secretary (]]
- [[_COMMUNITY_D.intelligence Quotation Manager (Agent|D.intelligence Quotation Manager (Agent ]]
- [[_COMMUNITY_dintel-quotation-mgr|dintel-quotation-mgr]]
- [[_COMMUNITY_D.intelligence Service Architect (Agent|D.intelligence Service Architect (Agent ]]
- [[_COMMUNITY_D.intelligence Marketing Manager (Agent|D.intelligence Marketing Manager (Agent ]]
- [[_COMMUNITY_mac-doctor|mac-doctor]]
- [[_COMMUNITY_Mac Optimizer Skill|Mac Optimizer Skill]]
- [[_COMMUNITY_Pipeline Orchestrator|Pipeline Orchestrator]]
- [[_COMMUNITY_Pipeline Orchestrator|Pipeline Orchestrator]]
- [[_COMMUNITY_Multi-Agent Guide|Multi-Agent Guide]]
- [[_COMMUNITY_TUI Designer|TUI Designer]]
- [[_COMMUNITY_Dintel Bootstrap|Dintel Bootstrap]]
- [[_COMMUNITY_OurDigital Estimate Engine Skill|OurDigital Estimate Engine Skill]]
- [[_COMMUNITY_Competitor Benchmark Sets|Competitor Benchmark Sets]]
- [[_COMMUNITY_Estimate Engine CLI|Estimate Engine CLI]]
- [[_COMMUNITY_Generative Art Viewer Template|Generative Art Viewer Template]]
- [[_COMMUNITY_DOCX Skill|DOCX Skill]]
- [[_COMMUNITY_PDF Forms Guide|PDF Forms Guide]]
- [[_COMMUNITY_Agent Skills Spec|Agent Skills Spec]]
- [[_COMMUNITY_Claude Code Settings Audit Report|Claude Code Settings Audit Report]]
- [[_COMMUNITY_pypdfium2 Library|pypdfium2 Library]]
- [[_COMMUNITY_pdf-lib Library|pdf-lib Library]]
- [[_COMMUNITY_pdfjs-dist Library|pdfjs-dist Library]]
- [[_COMMUNITY_poppler-utils|poppler-utils]]
- [[_COMMUNITY_qpdf|qpdf]]
- [[_COMMUNITY_pdfplumber|pdfplumber]]
- [[_COMMUNITY_reportlab|reportlab]]
- [[_COMMUNITY_PPTX Skill|PPTX Skill]]
- [[_COMMUNITY_XLSX Skill|XLSX Skill]]
- [[_COMMUNITY_Frontend Design Skill|Frontend Design Skill]]
- [[_COMMUNITY_Internal Comms Skill|Internal Comms Skill]]
- [[_COMMUNITY_MCP Builder Skill|MCP Builder Skill]]
- [[_COMMUNITY_Skill Creator Skill|Skill Creator Skill]]
- [[_COMMUNITY_Task Creation from Specs|Task Creation from Specs]]
- [[_COMMUNITY_Skill Migration Guide|Skill Migration Guide]]
- [[_COMMUNITY_Theme Factory Skill|Theme Factory Skill]]
- [[_COMMUNITY_Notion Knowledge Capture Skill|Notion Knowledge Capture Skill]]
- [[_COMMUNITY_OKF okf common|OKF: okf common]]
- [[_COMMUNITY_OKF validate bundle|OKF: validate bundle]]
- [[_COMMUNITY_OKF TestFrontmatter|OKF: TestFrontmatter]]
- [[_COMMUNITY_OKF validate bundle|OKF: validate bundle]]
- [[_COMMUNITY_OKF build graph|OKF: build graph]]
- [[_COMMUNITY_install.sh|install.sh]]
- [[_COMMUNITY_OKF ourdigital-okf Skill|OKF: ourdigital-okf Skill]]
- [[_COMMUNITY_OKF okf validate conformance linter|OKF: okf validate conformance linter]]
- [[_COMMUNITY_OKF Progressive disclosure via index|OKF: Progressive disclosure via index.md]]
- [[_COMMUNITY_Docs Explore Agent|Docs: Explore Agent]]
- [[_COMMUNITY_Docs Plan Agent|Docs: Plan Agent]]
- [[_COMMUNITY_Docs General-Purpose Agent|Docs: General-Purpose Agent]]
- [[_COMMUNITY_Docs Bash Agent|Docs: Bash Agent]]
- [[_COMMUNITY_Docs 11-seo-comprehensive-audit|Docs: 11-seo-comprehensive-audit]]
- [[_COMMUNITY_Docs 61-gtm-editor|Docs: 61-gtm-editor]]
- [[_COMMUNITY_Docs 81-mac-optimizer|Docs: 81-mac-optimizer]]
- [[_COMMUNITY_Docs 82-our-gdrive-organizer|Docs: 82-our-gdrive-organizer]]
- [[_COMMUNITY_Docs reference-curator-pipeline|Docs: reference-curator-pipeline]]
- [[_COMMUNITY_Docs 16-seo-schema-validator|Docs: 16-seo-schema-validator]]
- [[_COMMUNITY_Docs 17-seo-schema-generator|Docs: 17-seo-schema-generator]]
- [[_COMMUNITY_Docs SKILL-MIGRATION-GUIDE|Docs: SKILL-MIGRATION-GUIDE]]
- [[_COMMUNITY_Docs OurDigital Designer|Docs: OurDigital Designer]]
- [[_COMMUNITY_Docs Dependencies|Docs: Dependencies]]
- [[_COMMUNITY_Docs Our Claude Skills Repository|Docs: Our Claude Skills Repository]]
- [[_COMMUNITY_Docs Verify Skills Workflow|Docs: Verify Skills Workflow]]
- [[_COMMUNITY_Docs OurDigital Brand Guide README|Docs: OurDigital Brand Guide README]]
- [[_COMMUNITY_Docs OurDigital Backoffice README|Docs: OurDigital Backoffice README]]
- [[_COMMUNITY_Docs Research Patterns Guide|Docs: Research Patterns Guide]]
- [[_COMMUNITY_Docs jamie-youtube-manager|Docs: jamie-youtube-manager]]
- [[_COMMUNITY_Docs OurDigital Writing Style Guide|Docs: OurDigital Writing Style Guide]]
- [[_COMMUNITY_Docs OurDigital Blog Code SKILL|Docs: OurDigital Blog Code SKILL]]
- [[_COMMUNITY_Docs Ghost Admin API Configuration|Docs: Ghost Admin API Configuration]]
- [[_COMMUNITY_Docs Pre-Publishing Checklist|Docs: Pre-Publishing Checklist]]
- [[_COMMUNITY_Docs OurDigital Designer (Code)|Docs: OurDigital Designer (Code)]]
- [[_COMMUNITY_Docs Google Ads|Docs: Google Ads]]
- [[_COMMUNITY_Docs Meta (FacebookInstagram)|Docs: Meta (Facebook/Instagram)]]
- [[_COMMUNITY_Docs OurDigital Trainer (Code)|Docs: OurDigital Trainer (Code)]]
- [[_COMMUNITY_Docs Visual Metaphor Dictionary|Docs: Visual Metaphor Dictionary]]
- [[_COMMUNITY_Docs Journal Style Guide|Docs: Journal Style Guide]]
- [[_COMMUNITY_Docs OurDigital Backoffice Skill|Docs: OurDigital Backoffice Skill]]
- [[_COMMUNITY_Docs OurDigital Backoffice Skill YAML|Docs: OurDigital Backoffice Skill YAML]]
- [[_COMMUNITY_Docs OurDigital Skill Creator|Docs: OurDigital Skill Creator]]
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- [[_COMMUNITY_Docs seo-local-audit|Docs: seo-local-audit]]
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- [[_COMMUNITY_Docs Josun Hotel and Resort|Docs: Josun Hotel and Resort]]
- [[_COMMUNITY_Docs Grand Josun Busan|Docs: Grand Josun Busan]]
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- [[_COMMUNITY_Docs naver serp analyzer.py|Docs: naver serp analyzer.py]]
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- [[_COMMUNITY_Docs 17-seo-schema-generator|Docs: 17-seo-schema-generator]]
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- [[_COMMUNITY_Docs build schema drafts.py|Docs: build schema drafts.py]]
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- [[_COMMUNITY_Docs tenacity|Docs: tenacity]]
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- [[_COMMUNITY_Docs backlink research|Docs: backlink research]]
- [[_COMMUNITY_Docs seo-ai-visibility|Docs: seo-ai-visibility]]
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- [[_COMMUNITY_Docs GatewayPageGenerator|Docs: GatewayPageGenerator]]
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- [[_COMMUNITY_Docs notion-organizer|Docs: notion-organizer]]
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- [[_COMMUNITY_Docs 보건복지부|Docs: 보건복지부]]
- [[_COMMUNITY_Docs Gateway Page Content Builder|Docs: Gateway Page Content Builder]]
- [[_COMMUNITY_Docs Gangnam Laser Hair Removal Example|Docs: Gangnam Laser Hair Removal Example]]
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- [[_COMMUNITY_Docs 듀얼트임|Docs: 듀얼트임]]
- [[_COMMUNITY_Docs 내시경 이마 거상술|Docs: 내시경 이마 거상술]]
- [[_COMMUNITY_Docs 안면 거상술|Docs: 안면 거상술]]
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- [[_COMMUNITY_Docs Jamie Tone & Manner Guide v1.0|Docs: Jamie Tone & Manner Guide v1.0]]
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- [[_COMMUNITY_Docs jamie-instagram-manager|Docs: jamie-instagram-manager]]
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- [[_COMMUNITY_Docs NotebookLM Studio Claude Code|Docs: NotebookLM Studio Claude Code]]
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- [[_COMMUNITY_Docs Agent 72 D.intelligence Documentation S|Docs: Agent 72: D.intelligence Documentation S]]
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- [[_COMMUNITY_Docs Pipeline Orchestrator|Docs: Pipeline Orchestrator]]
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- [[_COMMUNITY_Docs check-ownership.py|Docs: check-ownership.py]]
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- [[_COMMUNITY_Docs ourdigital-estimate-engine|Docs: ourdigital-estimate-engine]]
- [[_COMMUNITY_Docs estimate.py|Docs: estimate.py]]
- [[_COMMUNITY_Docs ourdigital-estimate-engine|Docs: ourdigital-estimate-engine]]
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- [[_COMMUNITY_Docs OurDigital Backoffice|Docs: OurDigital Backoffice]]
- [[_COMMUNITY_Docs 94-dintel-bootstrap|Docs: 94-dintel-bootstrap]]
- [[_COMMUNITY_Docs GUARDRAILS|Docs: GUARDRAILS]]
- [[_COMMUNITY_Docs README|Docs: README]]
- [[_COMMUNITY_Docs OurDigital Custom Skills|Docs: OurDigital Custom Skills]]
- [[_COMMUNITY_Docs Settings Audit|Docs: Settings Audit]]
- [[_COMMUNITY_Docs Brand Guide|Docs: Brand Guide]]
- [[_COMMUNITY_Docs SEO Tools|Docs: SEO Tools]]
- [[_COMMUNITY_Docs Pricing Quick Reference|Docs: Pricing Quick Reference]]
- [[_COMMUNITY_Docs OurDigital Shared Environment|Docs: OurDigital Shared Environment]]
- [[_COMMUNITY_Docs Installing OurDigital Skills in Claude.a|Docs: Installing OurDigital Skills in Claude.a]]
- [[_COMMUNITY_Docs Client Service Tasks Dashboard|Docs: Client Service Tasks Dashboard]]
- [[_COMMUNITY_Docs 72 Doc Secretary|Docs: #72 Doc Secretary]]
- [[_COMMUNITY_Docs 88 Skill Update|Docs: #88 Skill Update]]
- [[_COMMUNITY_Docs parse lines|Docs: parse lines]]
- [[_COMMUNITY_Docs journal validator.py|Docs: journal validator.py]]
- [[_COMMUNITY_Docs ValidationIssue|Docs: ValidationIssue]]
- [[_COMMUNITY_Docs JournalValidator|Docs: JournalValidator]]
- [[_COMMUNITY_Docs Apache License 2.0|Docs: Apache License 2.0]]
- [[_COMMUNITY_Docs SIL Open Font License, Version 1.1|Docs: SIL Open Font License, Version 1.1]]
- [[_COMMUNITY_Docs SIL Open Font License Version 1.1|Docs: SIL Open Font License Version 1.1]]
- [[_COMMUNITY_Docs Skills|Docs: Skills]]
- [[_COMMUNITY_Docs slack-gif-creator|Docs: slack-gif-creator]]
- [[_COMMUNITY_Docs artifacts-builder|Docs: artifacts-builder]]
- [[_COMMUNITY_Docs mcp-server|Docs: mcp-server]]
- [[_COMMUNITY_Docs webapp-testing|Docs: webapp-testing]]
- [[_COMMUNITY_Docs brand-guidelines|Docs: brand-guidelines]]
- [[_COMMUNITY_Docs internal-comms|Docs: internal-comms]]
- [[_COMMUNITY_Docs theme-factory|Docs: theme-factory]]
- [[_COMMUNITY_Docs skill-creator|Docs: skill-creator]]
- [[_COMMUNITY_Docs template-skill|Docs: template-skill]]
- [[_COMMUNITY_Docs pptx|Docs: pptx]]
- [[_COMMUNITY_Docs xlsx|Docs: xlsx]]
- [[_COMMUNITY_Docs imageio|Docs: imageio]]
- [[_COMMUNITY_Docs imageio-ffmpeg|Docs: imageio-ffmpeg]]
- [[_COMMUNITY_Docs FFmpeg|Docs: FFmpeg]]
- [[_COMMUNITY_Docs SIL Open Font License, Version 1.1|Docs: SIL Open Font License, Version 1.1]]
- [[_COMMUNITY_Docs notion writer.py|Docs: notion writer.py]]
- [[_COMMUNITY_Docs parse lines|Docs: parse lines]]
- [[_COMMUNITY_Docs notion search.py|Docs: notion search.py]]
- [[_COMMUNITY_Docs call claude|Docs: call claude]]
- [[_COMMUNITY_Docs initializeSystem|Docs: initializeSystem]]
- [[_COMMUNITY_Docs draw|Docs: draw]]
- [[_COMMUNITY_Docs updateParam|Docs: updateParam]]
- [[_COMMUNITY_Docs updateColor|Docs: updateColor]]
- [[_COMMUNITY_Docs Artifacts Builder Skill|Docs: Artifacts Builder Skill]]
- [[_COMMUNITY_Docs html2pptx|Docs: html2pptx]]
- [[_COMMUNITY_Docs react|Docs: react]]
- [[_COMMUNITY_Docs react-domserver|Docs: react-dom/server]]
- [[_COMMUNITY_Docs frontend-design|Docs: frontend-design]]
- [[_COMMUNITY_Docs internal-comms|Docs: internal-comms]]
- [[_COMMUNITY_Docs pypdf|Docs: pypdf]]
- [[_COMMUNITY_Docs pdfplumber|Docs: pdfplumber]]
- [[_COMMUNITY_Docs reportlab|Docs: reportlab]]
- [[_COMMUNITY_Docs forms|Docs: forms]]
- [[_COMMUNITY_Docs convert pdf to images.py|Docs: convert pdf to images.py]]
- [[_COMMUNITY_Docs fill fillable fields.py|Docs: fill fillable fields.py]]
- [[_COMMUNITY_Docs fields.json|Docs: fields.json]]
- [[_COMMUNITY_Docs docx|Docs: docx]]
- [[_COMMUNITY_Docs Paragraph|Docs: Paragraph]]
- [[_COMMUNITY_Docs SIL Open Font License|Docs: SIL Open Font License]]
- [[_COMMUNITY_Docs Anthropic License|Docs: Anthropic License]]
- [[_COMMUNITY_Docs docx skill|Docs: docx skill]]
- [[_COMMUNITY_Docs Office Open XML Technical Reference|Docs: Office Open XML Technical Reference]]
- [[_COMMUNITY_Docs Anthropic License|Docs: Anthropic License]]
- [[_COMMUNITY_Docs markitdown|Docs: markitdown]]
- [[_COMMUNITY_Docs validate.py|Docs: validate.py]]
- [[_COMMUNITY_Docs html2pptx|Docs: html2pptx]]
- [[_COMMUNITY_Docs html2pptx.js|Docs: html2pptx.js]]
- [[_COMMUNITY_Docs thumbnail.py|Docs: thumbnail.py]]
- [[_COMMUNITY_Docs rearrange.py|Docs: rearrange.py]]
- [[_COMMUNITY_Docs inventory.py|Docs: inventory.py]]
- [[_COMMUNITY_Docs Sharp|Docs: Sharp]]
- [[_COMMUNITY_Docs PDF Processing Advanced Reference|Docs: PDF Processing Advanced Reference]]
- [[_COMMUNITY_Docs PowerPoint|Docs: PowerPoint]]
- [[_COMMUNITY_Docs ptxBody|Docs: <p:txBody>]]
- [[_COMMUNITY_Docs pandas|Docs: pandas]]
- [[_COMMUNITY_Docs openpyxl|Docs: openpyxl]]
- [[_COMMUNITY_Docs recalc.py|Docs: recalc.py]]
- [[_COMMUNITY_Docs slack-gif-creator|Docs: slack-gif-creator]]
- [[_COMMUNITY_Docs imageio-ffmpeg|Docs: imageio-ffmpeg]]
- [[_COMMUNITY_Docs template-skill|Docs: template-skill]]
- [[_COMMUNITY_Docs scriptsevaluation.py|Docs: scripts/evaluation.py]]
- [[_COMMUNITY_Docs init skill.py|Docs: init skill.py]]
- [[_COMMUNITY_Docs package skill.py|Docs: package skill.py]]
- [[_COMMUNITY_Docs Example Conversation to FAQ|Docs: Example: Conversation to FAQ]]
- [[_COMMUNITY_Docs Example Decision Record Capture|Docs: Example: Decision Record Capture]]
- [[_COMMUNITY_Docs Example How-To Guide from Discussion|Docs: Example: How-To Guide from Discussion]]
- [[_COMMUNITY_Docs Database Best Practices|Docs: Database Best Practices]]
- [[_COMMUNITY_Docs Apache License 2.0|Docs: Apache License 2.0]]
- [[_COMMUNITY_Docs MCP Protocol Documentation|Docs: MCP Protocol Documentation]]
- [[_COMMUNITY_Docs MCP Best Practices|Docs: MCP Best Practices]]
- [[_COMMUNITY_Docs Python SDK Documentation|Docs: Python SDK Documentation]]
- [[_COMMUNITY_Docs Python Implementation Guide|Docs: Python Implementation Guide]]
- [[_COMMUNITY_Docs TypeScript SDK Documentation|Docs: TypeScript SDK Documentation]]
- [[_COMMUNITY_Docs TypeScript Implementation Guide|Docs: TypeScript Implementation Guide]]
- [[_COMMUNITY_Docs Evaluation Guide|Docs: Evaluation Guide]]
- [[_COMMUNITY_Docs MCP Server|Docs: MCP Server]]
- [[_COMMUNITY_Docs Stdio Transport|Docs: Stdio Transport]]
- [[_COMMUNITY_Docs HTTP Transport|Docs: HTTP Transport]]
- [[_COMMUNITY_Docs SSE Transport|Docs: SSE Transport]]
- [[_COMMUNITY_Docs Server|Docs: Server]]
- [[_COMMUNITY_Docs main|Docs: main]]
- [[_COMMUNITY_Docs zod|Docs: zod]]
- [[_COMMUNITY_Docs registerTool|Docs: registerTool]]
- [[_COMMUNITY_Docs Web Application Testing Skill|Docs: Web Application Testing Skill]]
- [[_COMMUNITY_Docs Notion Knowledge Capture Skill|Docs: Notion Knowledge Capture Skill]]
- [[_COMMUNITY_Docs Knowledge Capture Skill Evaluations|Docs: Knowledge Capture Skill Evaluations]]
- [[_COMMUNITY_Docs FastMCP|Docs: FastMCP]]
- [[_COMMUNITY_Docs example search users|Docs: example search users]]
- [[_COMMUNITY_Docs Implementation Plan User Profile API|Docs: Implementation Plan: User Profile API]]
- [[_COMMUNITY_Docs User Preferences Schema Migration Spec|Docs: User Preferences Schema Migration Spec]]
- [[_COMMUNITY_Docs Global Search Redesign Spec|Docs: Global Search Redesign Spec]]
- [[_COMMUNITY_Docs Milestone Summary Template|Docs: Milestone Summary Template]]
- [[_COMMUNITY_Docs Notion Spec to Implementation|Docs: Notion Spec to Implementation]]
- [[_COMMUNITY_Docs Template Selection Guide|Docs: Template Selection Guide]]
- [[_COMMUNITY_Docs Notion Research Documentation Skill|Docs: Notion Research Documentation Skill]]
- [[_COMMUNITY_Docs Claude Skill|Docs: Claude Skill]]
- [[_COMMUNITY_Docs Research & Documentation Skill|Docs: Research & Documentation Skill]]
- [[_COMMUNITY_Docs Notionnotion-search|Docs: Notion:notion-search]]
- [[_COMMUNITY_Docs FAQ Database|Docs: FAQ Database]]
- [[_COMMUNITY_Docs How-To Guide Database|Docs: How-To Guide Database]]
- [[_COMMUNITY_Docs LearningPost-Mortem Database|Docs: Learning/Post-Mortem Database]]
- [[_COMMUNITY_Docs Team Wiki Database|Docs: Team Wiki Database]]
- [[_COMMUNITY_Docs Meeting Intelligence|Docs: Meeting Intelligence]]
- [[_COMMUNITY_Docs Notionnotion-search|Docs: Notion:notion-search]]
- [[_COMMUNITY_Docs Notionnotion-fetch|Docs: Notion:notion-fetch]]
- [[_COMMUNITY_Docs Standard Implementation Plan Template|Docs: Standard Implementation Plan Template]]
- [[_COMMUNITY_Docs Notionnotion-create-pages|Docs: Notion:notion-create-pages]]
- [[_COMMUNITY_Docs Skill Migration Guide|Docs: Skill Migration Guide]]
- [[_COMMUNITY_Docs Citation Styles|Docs: Citation Styles]]
- [[_COMMUNITY_Docs Format Selection Guide|Docs: Format Selection Guide]]
- [[_COMMUNITY_Docs Spec to Implementation Skill Evaluations|Docs: Spec to Implementation Skill Evaluations]]
- [[_COMMUNITY_Docs marketplace.json|Docs: marketplace.json]]
## God Nodes (most connected - your core abstractions)
1. `BaseAsyncClient` - 163 edges
2. `db_session()` - 35 edges
3. `_assert()` - 33 edges
4. `Document` - 32 edges
5. `_assert()` - 31 edges
6. `parse_rich_text()` - 29 edges
7. `ConfigManager` - 28 edges
8. `PageMetadata` - 26 edges
9. `PageAnalyzer` - 26 edges
10. `BacklinkAuditor` - 26 edges
## Surprising Connections (you probably didn't know these)
- `dintel-marketing-mgr` --calls--> `D.intelligence Shared Brand Utilities` [EXTRACTED]
custom-skills/75-dintel-marketing-mgr/SKILL.md → _dintel-shared/src/dintel/brand.py
- `SKILL.md` --semantically_similar_to--> `SKILL.md` [INFERRED] [semantically similar]
example-skills/skills-main/agent_skills_spec.md → custom-skills/70-dintel-brand-guardian/README.md
- `Jamie Journal Editor Code Version — Implementation Plan` --references--> `Journal Article Validator Script` [EXTRACTED]
docs/superpowers/plans/2026-03-29-jamie-journal-editor-code-version.md → custom-skills/46-jamie-journal-editor/code/scripts/journal_validator.py
- `D.intelligence Back Office & HR Manager Skill` --references--> `D.intelligence Shared Brand Utilities` [EXTRACTED]
custom-skills/76-dintel-backoffice-mgr/SKILL.md → _dintel-shared/src/dintel/brand.py
- `D.intelligence Back Office & HR Manager Skill` --references--> `D.intelligence Shared Notion Utilities` [EXTRACTED]
custom-skills/76-dintel-backoffice-mgr/SKILL.md → _dintel-shared/src/dintel/notion.py
## Import Cycles
- 1-file cycle: `custom-skills/32-seo-crawl-budget/code/scripts/log_parser.py -> custom-skills/32-seo-crawl-budget/code/scripts/log_parser.py`
- 1-file cycle: `example-skills/skills-main/mcp-builder/scripts/evaluation.py -> example-skills/skills-main/mcp-builder/scripts/evaluation.py`
## Hyperedges (group relationships)
- **OKF frontmatter parsing pipeline** — okf_common_parse_frontmatter, okf_common_split_frontmatter, okf_common_parse_yaml_subset, okf_common__collect_indented, okf_common__scalar [EXTRACTED 0.90]
- **OKF produce/validate/visualize skill modes** — skill_ourdigital_okf, okf_validate_main, okf_viz_main, okf_common_okf_v01_format [INFERRED 0.85]
- **okf_common shared by validate and viz** — okf_common_parse_frontmatter, okf_common_iter_concepts, okf_common_extract_links, okf_common_concept_id, okf_validate_validate_bundle, okf_viz_build_graph [EXTRACTED 0.90]
- **OKF skill three modes (produce, visualize, validate)** — design_okf_skill, design_produce_mode, design_visualize_mode, design_validate_mode [EXTRACTED 0.90]
- **Zero-dependency Python utility trio** — implementation_plan_okf_common, implementation_plan_okf_validate, implementation_plan_okf_viz [EXTRACTED 0.85]
- **OKF core model (bundle, concept, concept ID, frontmatter)** — okf_spec_v0_1_bundle, concept_okf_concept, okf_spec_v0_1_concept_id, okf_spec_v0_1_frontmatter [EXTRACTED 0.90]
## Communities (864 total, 418 thin omitted)
### Community 184 - "ghost publish"
Cohesion: 0.29
Nodes (9): create_ghost_token(), parse_frontmatter(), publish_to_ghost(), markdown_to_html(), main(), Create JWT token for Ghost Admin API., Parse YAML frontmatter from markdown content., Publish markdown file to Ghost CMS. (+1 more)
### Community 171 - "export to ulysses"
Cohesion: 0.31
Nodes (10): get_export_path(), Path, generate_filename(), export_content(), export_file(), main(), Get the export path for a specific channel., Generate a filename with timestamp. (+2 more)
### Community 123 - "BrandStyler"
Cohesion: 0.17
Nodes (9): BrandStyler, main(), Apply brand guidelines to PowerPoint presentations, Load brand configuration, Apply brand styling to PowerPoint file, Apply brand styling to individual slide, Apply brand fonts and colors to text, Apply brand styling to tables (+1 more)
### Community 193 - "extract notion"
Cohesion: 0.31
Nodes (8): extract_notion_content(), Any, parse_notion_url(), fetch_linked_content(), main(), Extract and structure content from Notion This function would integrate, Extract page/database ID from Notion URL, Recursively fetch linked page content Args: linked_pages: List
### Community 115 - "PresentationGenerator"
Cohesion: 0.15
Nodes (4): fs, path, PresentationGenerator, main()
### Community 250 - "run workflow"
Cohesion: 0.67
Nodes (3): run_workflow(), main(), Execute the complete research to presentation workflow Args: no
### Community 52 - "ContentSynthesizer"
Cohesion: 0.09
Nodes (17): ContentSynthesizer, Any, main(), Analyzes research and generates presentation structure, Execute complete synthesis pipeline, Extract presentation metadata from research, Create concise executive summary, Identify main topics from research (+9 more)
### Community 205 - "VisualPromptGenerator"
Cohesion: 0.39
Nodes (4): VisualPromptGenerator, main(), Generate a sophisticated image prompt for OurDigital blog Args:, Generate multiple prompt variations for the same topic
### Community 150 - "MoodCalibrator"
Cohesion: 0.24
Nodes (7): MoodCalibrator, Any, main(), Get calibrated mood parameters Args: preset: Base p, Generate text modifiers based on parameters Args: p, Suggest color temperature based on parameters Args:, Export parameters in a format ready for prompt generation Args:
### Community 240 - "init skill"
Cohesion: 0.67
Nodes (3): create_skill(), main(), Create a new skill directory structure.
### Community 107 - "SkillValidator"
Cohesion: 0.17
Nodes (9): SkillValidator, Path, main(), Verify required directories exist., Verify SKILL.md files exist., Verify YAML frontmatter in SKILL.md files., Verify SKILL.md body is within word limit., Verify 'ourdigital' keyword in triggers. (+1 more)
### Community 124 - "seo audit orchestrator"
Cohesion: 0.18
Nodes (15): get_repo_root(), run_script(), extract_score(), extract_issues(), compute_health_score(), get_grade(), get_priority(), main() (+7 more)
### Community 98 - "BaseAsyncClient"
Cohesion: 0.12
Nodes (13): RateLimiter, BaseAsyncClient, Logger, Any, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all, Acquire a token, waiting if necessary. (+5 more)
### Community 111 - "ConfigManager"
Cohesion: 0.12
Nodes (9): ConfigManager, Manage API configuration and credentials., Get Google service account credentials path., Get PageSpeed Insights API key., Get Custom Search API key., Get Custom Search Engine ID., Get Notion API token., Validate Google credentials are configured. (+1 more)
### Community 9 - "PageAnalyzer"
Cohesion: 0.08
Nodes (31): LinkData, HeadingData, SchemaData, OpenGraphData, PageMetadata, PageAnalyzer, BeautifulSoup, main() (+23 more)
### Community 61 - "RobotsChecker"
Cohesion: 0.11
Nodes (19): RobotsIssue, UserAgentRules, RobotsResult, RobotsChecker, main(), Robots.txt Checker - Analyze robots.txt configuration ==========================, Represents a robots.txt issue., Rules for a specific user-agent. (+11 more)
### Community 58 - "CrawlProgress"
Cohesion: 0.13
Nodes (20): CrawlProgress, Path, get_active_crawls(), get_all_crawls(), get_crawl_status(), CrawlResult, print_progress_status(), main() (+12 more)
### Community 151 - "SitemapCrawler"
Cohesion: 0.21
Nodes (8): SitemapCrawler, PageMetadata, Crawl sitemap URLs and analyze each page., Initialize sitemap crawler. Args: notion_token: Notion API, Fetch and parse URLs from a sitemap. Args: sitemap_url: URL, Save page metadata to Notion database., Determine priority based on issues found., Build Notion page content blocks from metadata.
### Community 71 - "SitemapValidator"
Cohesion: 0.11
Nodes (18): SitemapIssue, SitemapEntry, SitemapResult, SitemapValidator, main(), Sitemap Validator - Validate XML sitemaps ======================================, Represents a sitemap validation issue., Represents a single URL entry in sitemap. (+10 more)
### Community 28 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 121 - "page analyzer"
Cohesion: 0.12
Nodes (13): LinkData, HeadingData, SchemaData, OpenGraphData, main(), Page Analyzer - Extract SEO metadata from web pages ============================, Represents a link found on a page., Represents a heading found on a page. (+5 more)
### Community 47 - "PageAnalyzer"
Cohesion: 0.12
Nodes (19): PageMetadata, PageAnalyzer, BeautifulSoup, Complete SEO metadata for a page., Analyze web pages for SEO metadata., Initialize page analyzer. Args: user_agent: Custom user age, Analyze a URL and extract SEO metadata. Args: url: URL to a, Extract title and meta description. (+11 more)
### Community 29 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 69 - "PageSpeedClient"
Cohesion: 0.12
Nodes (16): CoreWebVitals, PageSpeedResult, PageSpeedClient, main(), PageSpeed Insights Client ========================= Purpose: Get Core Web Vitals, Core Web Vitals metrics., PageSpeed analysis result., Client for PageSpeed Insights API. (+8 more)
### Community 30 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 60 - "SearchConsoleClient"
Cohesion: 0.10
Nodes (19): SearchAnalyticsResult, SitemapInfo, SearchConsoleClient, main(), Google Search Console Client ============================ Purpose: Interact with, Search analytics query result., Sitemap information from Search Console., Client for Google Search Console API. (+11 more)
### Community 31 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 70 - "SchemaValidator"
Cohesion: 0.12
Nodes (17): ValidationIssue, ValidationResult, SchemaValidator, main(), Schema Validator - Validate JSON-LD structured data markup =====================, Represents a validation issue found in schema., Complete validation result for a schema., Convert to dictionary for JSON output. (+9 more)
### Community 4 - "validate schema"
Cohesion: 0.08
Nodes (50): DefectLog, _norm_header(), _detect_columns(), _row_to_entry(), _load_csv(), _load_xlsx(), _looks_like_schema(), _wrapper_to_entry() (+42 more)
### Community 5 - "CompetitorProfiler"
Cohesion: 0.07
Nodes (41): _norm(), map_columns(), load_rows(), collect_claims(), fill(), main(), Return {canonical_name: actual_header} using the alias table., Yield dict rows from .csv or .xlsx. Keeps original header names. (+33 more)
### Community 86 - "extract site claims"
Cohesion: 0.13
Nodes (17): MetaParser, HTMLParser, gather_pages(), primary_type(), top_level_nodes(), flatten(), slugify(), entity_id_for() (+9 more)
### Community 32 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 95 - "keyword gap analyzer"
Cohesion: 0.15
Nodes (15): GapAnalysisResult, call_mcp_tool(), extract_domain(), KeywordGapAnalyzer, format_text_report(), main(), Keyword Gap Analyzer - Competitor keyword gap analysis with opportunity scoring, Complete gap analysis result. (+7 more)
### Community 196 - ".find gaps"
Cohesion: 0.22
Nodes (7): OrganicKeyword, GapKeyword, classify_intent(), A keyword that a domain ranks for organically., A keyword gap between target and competitor(s)., Classify search intent based on keyword patterns., Identify keywords that competitors rank for but the target doesn't. A g
### Community 49 - "KeywordResearcher"
Cohesion: 0.10
Nodes (21): KeywordEntry, KeywordCluster, ResearchResult, call_mcp_tool(), KeywordResearcher, format_text_report(), main(), Keyword Researcher - Seed keyword expansion, intent classification, and topic cl (+13 more)
### Community 33 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 34 - "NaverSerpAnalyzer"
Cohesion: 0.09
Nodes (25): NaverSection, NaverSerpResult, NaverSerpAnalyzer, Any, result_to_dict(), print_rich_report(), build_parser(), ArgumentParser (+17 more)
### Community 16 - "SerpAnalyzer"
Cohesion: 0.07
Nodes (31): SerpFeatures, CompetitorPosition, SerpResult, SerpAnalyzer, Any, result_to_dict(), print_rich_report(), _bool_icon() (+23 more)
### Community 35 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 112 - "position tracker"
Cohesion: 0.15
Nodes (13): PositionAlert, SegmentData, TrackingResult, format_text_report(), parse_args(), Namespace, main(), Position Tracker - Keyword Ranking Monitor via Ahrefs Rank Tracker ============= (+5 more)
### Community 147 - ".analyze"
Cohesion: 0.18
Nodes (8): KeywordPosition, VisibilityScore, Single keyword ranking position., Weighted visibility score based on CTR curve., Detect significant position changes and generate alerts. Args:, Calculate weighted visibility score based on CTR curve. Visibility = su, Segment keywords into brand/non-brand and by intent type. Args:, Orchestrate full position tracking analysis. Args: target:
### Community 178 - ".compare competitors"
Cohesion: 0.18
Nodes (7): CompetitorComparison, Competitor ranking comparison result., Compare ranking positions against competitors. Uses Ahrefs rank-tracker, Call Ahrefs rank-tracker-competitors-overview MCP tool., CompetitorReport, Competitor comparison for a reporting period., Period-over-period comparison with a competitor. Uses Ahrefs rank-track
### Community 118 - "PositionTracker"
Cohesion: 0.15
Nodes (9): PositionTracker, Track keyword ranking positions via Ahrefs Rank Tracker., Extract brand terms from the target domain name., Fetch tracked keywords from Ahrefs management-project-keywords. Uses Ah, Call Ahrefs management-projects MCP tool. In production, this calls the, Call Ahrefs management-project-keywords MCP tool., Fetch current keyword positions via Ahrefs rank-tracker-overview. Retur, Call Ahrefs rank-tracker-overview MCP tool. (+1 more)
### Community 73 - "BaseAsyncClient"
Cohesion: 0.11
Nodes (17): BaseAsyncClient, AiResponse, CitedDomain, CitedPage, AiCitationAnalyzer, An AI-generated response that mentions the brand., A domain cited in AI-generated answers., A specific page cited in AI-generated answers. (+9 more)
### Community 163 - "ranking reporter"
Cohesion: 0.23
Nodes (9): RankingReport, format_text_report(), parse_args(), Namespace, main(), Ranking Reporter - Ranking Performance Reports with Trends =====================, Complete ranking performance report., Convert to JSON-serializable dictionary. (+1 more)
### Community 77 - "RankingReporter"
Cohesion: 0.12
Nodes (16): PositionSnapshot, RankingTrend, SegmentReport, RankingReporter, A single position measurement at a point in time., Keyword ranking trend over time., Compute trend direction and average from position history., Performance breakdown for a keyword segment. (+8 more)
### Community 225 - ".find top movers"
Cohesion: 0.40
Nodes (4): TopMover, Keyword with significant position change., Calculate impact score: volume * CTR delta., Find keywords with biggest position gains and losses. Returns tuple of
### Community 137 - "backlink auditor"
Cohesion: 0.20
Nodes (13): KoreanPlatformStats, BacklinkAuditResult, format_rich_output(), result_to_dict(), parse_args(), Namespace, main(), Backlink Auditor - Backlink profile analysis and toxic link detection ========== (+5 more)
### Community 183 - ".detect toxic links"
Cohesion: 0.20
Nodes (7): BacklinkEntry, ToxicLink, Single backlink record., Potentially toxic or spammy backlink., Fetch all backlinks via site-explorer-all-backlinks., Identify potentially toxic backlinks using heuristic scoring., Extract TLD from domain.
### Community 220 - ".track velocity"
Cohesion: 0.33
Nodes (4): LinkVelocity, Link acquisition and loss velocity., Track new/lost referring domains via refdomains-history., Find referring domain count closest to N days ago.
### Community 157 - "BacklinkAuditor"
Cohesion: 0.21
Nodes (7): BacklinkAuditor, Analyze backlink profiles using Ahrefs MCP tools., Analyze anchor text distribution via site-explorer-anchors., Check if anchor text is a brand mention., Check if anchor text is a naked URL., Check if anchor text is generic., Check if anchor is exact-match keyword (not brand).
### Community 152 - ". call ahrefs"
Cohesion: 0.21
Nodes (7): Any, Call Ahrefs API endpoint. In MCP context this would call mcp__ahrefs__<, Fetch backlink statistics overview via site-explorer-backlinks-stats., Fetch Domain Rating via site-explorer-domain-rating., List referring domains via site-explorer-referring-domains., Find broken backlinks for recovery via site-explorer-broken-backlinks., Categorize referring domains by Korean platform.
### Community 202 - ".audit"
Cohesion: 0.25
Nodes (4): Orchestrate a full backlink audit., Map DR value to bucket range., Generate audit issues based on findings., Generate actionable recommendations.
### Community 36 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 18 - "LinkGapFinder"
Cohesion: 0.08
Nodes (30): LinkOpportunity, GapSummary, LinkGapResult, LinkGapFinder, Any, format_rich_output(), result_to_dict(), parse_args() (+22 more)
### Community 37 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 20 - "ContentAuditor"
Cohesion: 0.08
Nodes (27): ContentPage, ContentInventory, ContentAuditResult, ContentAuditor, ClientSession, Any, build_parser(), ArgumentParser (+19 more)
### Community 23 - "ContentBriefGenerator"
Cohesion: 0.08
Nodes (26): OutlineSection, CompetitorPageAnalysis, ContentBrief, ContentBriefGenerator, ClientSession, build_parser(), ArgumentParser, format_text_report() (+18 more)
### Community 164 - "content gap analyzer"
Cohesion: 0.24
Nodes (9): ContentGapResult, build_parser(), ArgumentParser, format_text_report(), main(), Content Gap Analyzer - Topic Gap Detection & Cluster Mapping ===================, Full content gap analysis result., Run full content gap analysis. Args: target_url: Target web (+1 more)
### Community 230 - "TopicGap"
Cohesion: 0.40
Nodes (4): TopicGap, Any, A topic present in competitors but missing from target., Detect Korean-market content opportunities in gaps.
### Community 203 - ".generate calendar"
Cohesion: 0.25
Nodes (6): TopicCluster, CalendarEntry, Topic cluster with pillar and supporting cluster pages., Prioritized editorial calendar entry., Group topics into pillar/cluster structure using TF-IDF + hierarchical clusterin, Generate prioritized editorial calendar from gaps and clusters. Args:
### Community 158 - "ContentGapAnalyzer"
Cohesion: 0.19
Nodes (7): ContentGapAnalyzer, Analyze content gaps between target and competitor sites., Get top pages and keywords for a competitor via Ahrefs. Returns list of, Get the set of keywords the target site already ranks for., Discover organic competitors via Ahrefs., Identify topics covered by competitors but missing from target. Returns, Suggest content type based on topic keywords.
### Community 38 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 8 - ".audit"
Cohesion: 0.07
Nodes (36): ProductPageIssue, CategoryNode, DuplicateGroup, MarketplacePresence, EcommerceAuditResult, is_product_url(), is_category_url(), get_faceted_params() (+28 more)
### Community 21 - "ProductSchemaChecker"
Cohesion: 0.07
Nodes (26): SchemaProperty, ProductSchema, SchemaCheckResult, ProductSchemaChecker, ClientSession, print_rich_report(), main(), Product Schema Checker ====================== Purpose: Validate Product structur (+18 more)
### Community 39 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 2 - "KpiAggregator"
Cohesion: 0.08
Nodes (38): KpiMetric, KpiDimension, HealthScore, RoiEstimate, KpiResult, KpiAggregator, ClientSession, Any (+30 more)
### Community 3 - "PerformanceReporter"
Cohesion: 0.06
Nodes (39): TrendData, WinConcern, TargetProgress, PerformanceReport, get_date_range(), get_previous_range(), PerformanceReporter, ClientSession (+31 more)
### Community 40 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 138 - "international auditor"
Cohesion: 0.21
Nodes (13): InternationalAuditResult, _result_to_dict(), _print_text_report(), build_parser(), ArgumentParser, async_main(), Namespace, main() (+5 more)
### Community 187 - ". analyze url structure"
Cohesion: 0.20
Nodes (6): URLStructureAnalysis, Analysis of the international URL structure pattern., Determine the international URL pattern in use., Extract language codes from hreflang link tags., Extract href values from hreflang link tags., Guess the URL structure pattern from a list of hreflang hrefs.
### Community 185 - ". audit content parity"
Cohesion: 0.20
Nodes (6): ContentParityEntry, Content parity data for a single language version., Audit content parity across discovered language versions., Check which key pages exist under a language base URL., Return the page name if URL returns 200, else raise., Compute a freshness score (0-100) based on Last-Modified header.
### Community 223 - ". check language detection"
Cohesion: 0.40
Nodes (4): LanguageDetection, Language detection audit for a single page., Check language declaration consistency for a list of pages., Perform language detection checks on a single page.
### Community 186 - ". fetch text"
Cohesion: 0.20
Nodes (7): RedirectLogic, KoreanExpansion, International redirect behaviour audit., Korean-market expansion analysis., Audit redirect behaviour for different Accept-Language headers., Analyse expansion opportunities for Korean-primary sites., Fetch URL content as text.
### Community 177 - "InternationalAuditor"
Cohesion: 0.24
Nodes (6): InternationalAuditor, Perform a comprehensive international SEO audit on a target URL., Discover language versions from hreflang tags and common patterns., Check if a URL returns 200 and return (lang, url) or raise., Simple heuristic language detection using Unicode ranges., Extract a mapping of hreflang language code to href.
### Community 222 - ".audit"
Cohesion: 0.33
Nodes (3): Run the full international SEO audit and return results., Populate issues and recommendations from audit sub-results., Calculate an overall international SEO score (0-100).
### Community 139 - "ai citation analyzer"
Cohesion: 0.19
Nodes (12): CitationAnalysisResult, call_mcp_tool(), build_parser(), ArgumentParser, print_summary(), main(), AI Citation Analyzer - Brand Radar Citation Analysis ===========================, Complete citation analysis result. (+4 more)
### Community 10 - "AiVisibilityTracker"
Cohesion: 0.07
Nodes (34): ImpressionMetrics, MentionMetrics, SovMetric, HistoryPoint, CompetitorVisibility, AiVisibilityResult, call_mcp_tool(), AiVisibilityTracker (+26 more)
### Community 41 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 42 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 25 - "EntityAuditor"
Cohesion: 0.09
Nodes (27): PaaQuestion, FaqRichResult, EntitySchema, BrandSerpResult, EntityAuditResult, Any, EntityAuditor, ClientSession (+19 more)
### Community 22 - "KnowledgeGraphAnalyzer"
Cohesion: 0.09
Nodes (29): KnowledgePanelAttribute, KnowledgePanel, WikiPresence, NaverPresence, KnowledgeGraphResult, Any, KnowledgeGraphAnalyzer, ClientSession (+21 more)
### Community 108 - "ConfigManager"
Cohesion: 0.11
Nodes (10): Namespace, ConfigManager, Manage API configuration and credentials., Get Google service account credentials path., Get PageSpeed Insights API key., Get Custom Search API key., Get Custom Search Engine ID., Get Notion API token. (+2 more)
### Community 82 - "KeywordAnalyzer"
Cohesion: 0.12
Nodes (14): KeywordData, KeywordAnalyzer, main(), Data structure for keyword information, Analyzes keywords for SEO gateway pages, Analyzes the primary keyword In production, this would call actual keywo, Generates LSI (Latent Semantic Indexing) keywords, Generates long-tail keyword variations (+6 more)
### Community 59 - "GatewayPageGenerator"
Cohesion: 0.14
Nodes (20): Location, Service, Brand, GatewayPageGenerator, Path, create_sample_data(), main(), Location data structure (+12 more)
### Community 79 - "notion compat"
Cohesion: 0.12
Nodes (23): make_client(), Client, resolve_data_source_id(), get_schema(), Any, find_title_property(), build_data_source_parent(), parse_properties_arg() (+15 more)
### Community 65 - "NotionAsyncOrganizer"
Cohesion: 0.12
Nodes (16): Accept either a database_id or a data_source_id, return a data_source_id. S, NotionAsyncOrganizer, example_audit_database(), example_bulk_status_update(), main(), Notion Async Organizer - Base Template ====================================== Pu, Async Notion operations with rate limiting and retry logic., Fetch full schema (properties) for a database or data source. (+8 more)
### Community 194 - "search cache"
Cohesion: 0.33
Nodes (8): _cache_key(), cache_get(), Path, Any, cache_put(), Filesystem cache for rerank results, keyed by SHA256(query + candidate_ids)., Return cached results if file exists and is fresh, else None. Corrupted cac, Write results to cache. Creates cache_dir if missing.
### Community 173 - "search llm"
Cohesion: 0.25
Nodes (10): _have_anthropic_sdk(), _have_claude_cli(), _call_via_sdk(), _call_via_cli(), call_claude(), Claude client abstraction. SDK preferred, `claude -p` CLI fallback., Shell out to Claude Code CLI. max_tokens is ignored (CLI handles defaults)., Send a prompt to Claude. Tries the anthropic SDK first (requires ANTHROPIC_ (+2 more)
### Community 75 - "notion search"
Cohesion: 0.12
Nodes (24): expand_query(), search_candidates(), _flatten_property(), _extract_title(), _block_text(), _fetch_excerpt(), enrich_candidates(), _format_candidate_for_rerank() (+16 more)
### Community 233 - "schema migrator"
Cohesion: 0.40
Nodes (4): generate_mapping_template(), Notion Schema Migrator ====================== Purpose: Migrate data between Noti, Generate a mapping template for user to customize., Notion Organizer CLAUDE.md
### Community 96 - "SchemaMigrator"
Cohesion: 0.17
Nodes (10): SchemaMigrator, main(), Migrate data between Notion databases with property mapping., Accept database_id or data_source_id; return data_source_id., Get full schema for a database or data source., Fetch all pages from source data source., Transform a property value from source to target type., Map source page properties to target schema. (+2 more)
### Community 1 - "test notion search"
Cohesion: 0.05
Nodes (56): _assert(), test_call_claude_dispatches_to_sdk_when_available(), test_call_claude_falls_back_to_cli_when_no_sdk(), test_call_claude_raises_when_neither_available(), test_cache_miss_returns_none(), test_cache_hit_returns_cached_results(), test_cache_miss_on_different_candidates(), test_cache_miss_after_ttl_expires() (+48 more)
### Community 43 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 11 - "CompetitiveMonitor"
Cohesion: 0.08
Nodes (36): TrafficTrend, DrTrend, KeywordMovement, ContentVelocity, CompetitiveAlert, MarketShare, CompetitiveMonitorResult, CompetitiveMonitor (+28 more)
### Community 55 - "notion writer"
Cohesion: 0.15
Nodes (30): _is_table_row(), _split_table_row(), Any, _parse_lines(), _is_absolute_url(), _rich_span(), parse_rich_text(), create_paragraph_block() (+22 more)
### Community 90 - "main"
Cohesion: 0.15
Nodes (22): extract_notion_id(), format_id_with_dashes(), list_accessible_content(), Client, get_page_info(), get_database_info(), append_to_page(), clear_page_content() (+14 more)
### Community 19 - "test parser"
Cohesion: 0.10
Nodes (43): markdown_to_notion_blocks(), Convert markdown text (or pre-split lines) to Notion block objects. Reentra, _assert(), test_rich_text_plain(), test_rich_text_bold(), test_rich_text_italic(), test_rich_text_code(), test_rich_text_link() (+35 more)
### Community 44 - "ConfigManager"
Cohesion: 0.06
Nodes (22): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all (+14 more)
### Community 94 - "BotIdentification"
Cohesion: 0.13
Nodes (15): OrphanPage, BotProfile, CrawlRecommendation, CrawlBudgetResult, main(), _format_text_report(), Crawl Budget Analyzer - Identify crawl waste and generate recommendations ======, A page that is either in the sitemap but uncrawled, or crawled but not in sitema (+7 more)
### Community 50 - "CrawlBudgetAnalyzer"
Cohesion: 0.11
Nodes (18): CrawlWaste, CrawlBudgetAnalyzer, LogEntry, BotIdentification, A category of crawl budget waste., Analyze crawl budget efficiency from server access logs., Use LogParser to load all bot requests from the log file., Fetch and parse an XML sitemap, returning the set of URLs. (+10 more)
### Community 99 - "datetime"
Cohesion: 0.14
Nodes (12): BotStats, LogParseResult, datetime, _parse_date(), main(), Log Parser - Server access log parser with bot identification ==================, Aggregated statistics for a single bot., Complete log parsing result. (+4 more)
### Community 89 - "LogParser"
Cohesion: 0.12
Nodes (13): LogEntry, LogParser, TextIO, A single parsed log entry., Parse server access logs and identify search engine bot traffic., Auto-detect log format from a sample line., Parse a single Nginx combined format log line., Parse a single Apache combined format log line. (+5 more)
### Community 91 - "ConfigManager"
Cohesion: 0.10
Nodes (9): RateLimiter, BaseAsyncClient, Logger, Any, ConfigManager, Base Client - Shared async client utilities ====================================, Rate limiter using token bucket algorithm., Base class for async API clients with rate limiting. (+1 more)
### Community 17 - "MigrationMonitor"
Cohesion: 0.08
Nodes (33): TrafficComparison, RedirectHealth, IndexationStatus, RankingChange, MigrationAlert, MigrationReport, MigrationMonitor, Any (+25 more)
### Community 6 - "MigrationPlanner"
Cohesion: 0.07
Nodes (36): MigrationURL, MigrationBaseline, RedirectMap, RiskAssessment, MigrationPlan, MigrationPlanner, Any, _format_text_report() (+28 more)
### Community 153 - "BaseAsyncClient"
Cohesion: 0.17
Nodes (8): BaseAsyncClient, Any, Base Client - Shared async client utilities ====================================, Acquire a token, waiting if necessary., Base class for async API clients with rate limiting., Execute a request with rate limiting and retry., Execute multiple requests concurrently., Print request statistics.
### Community 172 - "RateLimiter"
Cohesion: 0.18
Nodes (9): RateLimiter, Logger, Rate limiter using token bucket algorithm., Initialize rate limiter. Args: rate: Number of requests all, Initialize base client. Args: max_concurrent: Maximum concu, PageMetadata, _is_captcha_response(), Response (+1 more)
### Community 45 - "DashboardGenerator"
Cohesion: 0.09
Nodes (21): DashboardConfig, DashboardGenerator, Any, parse_args(), Namespace, main(), Dashboard Generator - Interactive HTML SEO dashboard with Chart.js =============, Configuration for dashboard generation. (+13 more)
### Community 63 - "ExecutiveReportGenerator"
Cohesion: 0.12
Nodes (20): AudienceConfig, ExecutiveSummary, _translate_description(), ExecutiveReportGenerator, Any, parse_args(), Namespace, main() (+12 more)
### Community 140 - ".run"
Cohesion: 0.24
Nodes (12): AggregatedReport, _format_text_report(), _serialize_report(), parse_args(), Namespace, async_main(), main(), Report Aggregator - Collect and normalize outputs from all SEO skills ========== (+4 more)
### Community 81 - "ReportAggregator"
Cohesion: 0.13
Nodes (14): SkillOutput, ReportAggregator, Any, Normalized output from a single SEO skill., Aggregate outputs from all SEO skills into unified reports., Extract bare domain from URL or return as-is if already bare., Generate audit ID in DASH-YYYYMMDD-NNN format., Find JSON output files from other SEO skills in a directory. Scans for (+6 more)
### Community 83 - "ComplianceChecker"
Cohesion: 0.13
Nodes (14): ComplianceViolation, ComplianceChecker, main(), Jamie Marketing Brand Editor - Compliance Checker ==============================, Represents a single compliance violation found in content, Checks marketing content for violations of Korean medical advertising law., Load regex patterns for prohibited content types., Load templates for required disclaimers. (+6 more)
### Community 188 - "jamie channel status"
Cohesion: 0.29
Nodes (9): get_authenticated_service(), get_channel_info(), get_videos_status(), format_duration(), main(), Authenticate and return YouTube API service., Get channel information., Get status of multiple videos. (+1 more)
### Community 144 - "jamie video info"
Cohesion: 0.21
Nodes (13): extract_video_id(), get_authenticated_service(), format_duration(), format_number(), get_video_info(), print_video_info(), main(), Extract video ID from various YouTube URL formats. (+5 more)
### Community 206 - "jamie youtube api test"
Cohesion: 0.36
Nodes (7): get_authenticated_service(), test_jamie_channel(), test_video_access(), main(), Authenticate and return YouTube API service., Test connection to Jamie's YouTube channel., Test if we can access a Jamie video.
### Community 224 - "jamie youtube batch update"
Cohesion: 0.47
Nodes (5): get_authenticated_service(), update_video_metadata(), main(), Authenticate and return YouTube API service., Update video title and description.
### Community 74 - "journal validator"
Cohesion: 0.11
Nodes (18): ValidationIssue, StructureValidator, ComplianceChecker, SpellingChecker, LinkRecommender, JournalValidator, _build_parser(), ArgumentParser (+10 more)
### Community 84 - "ComplianceChecker"
Cohesion: 0.13
Nodes (14): ComplianceViolation, ComplianceChecker, main(), Jamie Marketing Brand Editor - Compliance Checker ==============================, Represents a single compliance violation found in content, Checks marketing content for violations of Korean medical advertising law., Load regex patterns for prohibited content types., Load templates for required disclaimers. (+6 more)
### Community 221 - "gtm audit"
Cohesion: 0.33
Nodes (3): main(), Save report to JSON file., Print audit summary to console.
### Community 133 - ". run datalayer audit"
Cohesion: 0.17
Nodes (8): DataLayerValidator, Advanced dataLayer validation and monitoring., Validate a single dataLayer event against GA4 specs., Validate checkout event sequence., Check if ecommerce object is cleared before new pushes., Validate checkout-related events in dataLayer., Capture events logged by our monitoring., Execute deep dataLayer analysis.
### Community 134 - ". run form audit"
Cohesion: 0.17
Nodes (8): FormAnalyzer, Form discovery, analysis, and interaction tracking., Find and analyze all forms on the page., Check if forms are ready for GTM tracking., Simulate user interaction with a form., Check if expected form events are in dataLayer., Capture current dataLayer state., Execute form analysis.
### Community 175 - "CheckoutFlowAnalyzer"
Cohesion: 0.20
Nodes (6): CheckoutFlowAnalyzer, E-commerce checkout flow simulation and validation., Find checkout-related elements on page., Attempt to simulate add-to-cart action., Attempt to click checkout button., Execute e-commerce checkout flow analysis.
### Community 116 - "GTMAuditor"
Cohesion: 0.16
Nodes (9): GTMAuditor, Main GTM audit orchestrator., Intercept and log network requests to tag destinations., Inject dataLayer monitoring script., Verify GTM container installation., Simulate scroll to trigger scroll-depth tags., Generate recommendations based on findings., Generate audit checklist. (+1 more)
### Community 14 - "generate quotation"
Cohesion: 0.06
Nodes (42): LineItem, QuotationDraft, calculate_price(), determine_discount(), build_quotation(), generate_xlsx(), Path, main() (+34 more)
### Community 122 - "ExtensionsAnalyzer"
Cohesion: 0.22
Nodes (8): ExtensionsAnalyzer, Path, main(), Find extension directories., Parse YAML frontmatter., Analyze a command file., Analyze a skill directory., Analyze an agent file.
### Community 165 - "AutoFixer"
Cohesion: 0.29
Nodes (6): AutoFixer, Path, main(), Create backup before modifying., Add serverInstructions to MCP servers., Add frontmatter to command missing it.
### Community 207 - "run audit"
Cohesion: 0.39
Nodes (7): run_analyzer(), calculate_health(), generate_report(), main(), Run an analyzer script and return its output., Determine overall health status., Generate markdown report.
### Community 236 - "cleanup execute.sh"
Cohesion: 0.80
Nodes (4): cleanup_execute.sh script, usage(), log_action(), clean_dir()
### Community 62 - "organizer"
Cohesion: 0.16
Nodes (27): FolderScan, Proposal, is_visible(), list_visible_files(), Path, list_visible_dirs(), scan(), is_sensitive() (+19 more)
### Community 51 - "manifest"
Cohesion: 0.11
Nodes (30): cli(), create_manifest(), dedup(), Reference Discovery — manage source manifests., Create a manifest from discovered URLs. Input format (JSON array): [, Deduplicate manifest URLs against existing repository., read_manifest(), Path (+22 more)
### Community 0 - "db session"
Cohesion: 0.05
Nodes (55): register_source(), list_sources(), Register a new source in the repository., List registered sources., cli(), store(), check_dup(), query_topic() (+47 more)
### Community 132 - "crawl mgr"
Cohesion: 0.16
Nodes (14): cli(), store_result(), select_crawler(), list_crawls(), _extract_title(), _extract_url_from_content(), _get_alternatives(), Web Crawler Manager — manage crawl results and backend selection. (+6 more)
### Community 56 - "seo crawler adapter"
Cohesion: 0.10
Nodes (29): CrawlProgress, Path, _slugify(), _extract_main_content(), _table_to_markdown(), _write_raw_file(), discover_urls(), discover_from_sitemap() (+21 more)
### Community 57 - "reviewer"
Cohesion: 0.08
Nodes (29): cli(), load_pending(), calculate_score(), route(), log_review(), history(), gemini_evaluate(), gemini_evaluate_pending() (+21 more)
### Community 48 - "exporter"
Cohesion: 0.09
Nodes (31): cli(), project(), finetuning(), index(), crossrefs(), verify(), _export_nested(), _export_flat() (+23 more)
### Community 72 - "install.sh"
Cohesion: 0.32
Nodes (25): install.sh script, print_header(), print_step(), print_substep(), print_success(), print_warning(), print_error(), print_info() (+17 more)
### Community 76 - "config"
Cohesion: 0.11
Nodes (23): _expand_env_vars(), _expand_recursive(), Any, load_config(), get_db_config(), get_pipeline_config(), get_crawl_config(), get_export_config() (+15 more)
### Community 12 - "db"
Cohesion: 0.08
Nodes (27): MySQLBackend, FileBackend, UnsupportedQueryError, Exception, _reject_unsupported_sql(), _extract_table_name(), _extract_insert_columns(), _extract_set_columns() (+19 more)
### Community 131 - "DatabaseBackend"
Cohesion: 0.13
Nodes (10): DatabaseBackend, Protocol, get_backend(), Protocol for database backends., Execute a statement, return affected row count., Fetch a single row as dict., Fetch all rows as list of dicts., Insert a row and return the auto-generated ID. (+2 more)
### Community 24 - "models"
Cohesion: 0.11
Nodes (34): SourceType, str, Enum, CredibilityTier, DocType, Language, CrawlMethod, CrawlStatus (+26 more)
### Community 85 - "check-ownership"
Cohesion: 0.16
Nodes (22): get_project_root(), Path, get_agent_author(), load_yaml_file(), get_file_owner(), is_file_locked(), check_commit_message(), verify_ownership() (+14 more)
### Community 148 - "properties"
Cohesion: 0.15
Nodes (12): $schema, title, description, type, required, properties, technical, type (+4 more)
### Community 125 - "properties"
Cohesion: 0.13
Nodes (15): prospect, type, required, properties, name, type, domain, type (+7 more)
### Community 160 - "type"
Cohesion: 0.17
Nodes (12): aliases, type, items, type, competitor_benchmark, type, items, items (+4 more)
### Community 136 - "properties"
Cohesion: 0.14
Nodes (14): discovery, type, properties, sitemap_status, type, robots_sitemap_declared, type, discoverable_urls (+6 more)
### Community 119 - "properties"
Cohesion: 0.12
Nodes (16): properties, schema, type, properties, org, type, enum, hotel_on_property (+8 more)
### Community 168 - "properties"
Cohesion: 0.18
Nodes (11): cwv, type, properties, lcp_ms, type, cls, type, ttfb_ms (+3 more)
### Community 106 - "properties"
Cohesion: 0.11
Nodes (18): properties, panel, type, enum, name_split, type, legacy_contamination, type (+10 more)
### Community 126 - "properties"
Cohesion: 0.13
Nodes (15): properties, score, type, id, type, class, type, description (+7 more)
### Community 190 - "properties"
Cohesion: 0.22
Nodes (9): measurement, type, properties, gsc_access, type, ga4_access, type, tag_gaps (+1 more)
### Community 174 - "build deck"
Cohesion: 0.45
Nodes (10): _style(), textbox(), bar(), blank(), fill_bg(), header(), card(), finding_slide() (+2 more)
### Community 215 - "scope.schema.json"
Cohesion: 0.33
Nodes (5): $schema, title, description, type, required
### Community 127 - "properties"
Cohesion: 0.13
Nodes (15): properties, service, type, description, tier, type, description, billing_rate (+7 more)
### Community 238 - "method"
Cohesion: 0.50
Nodes (4): method, type, enum, description
### Community 169 - "properties"
Cohesion: 0.18
Nodes (11): prospect, type, properties, name, type, domain, type, audit_date (+3 more)
### Community 253 - "seq"
Cohesion: 0.67
Nodes (3): seq, type, default
### Community 149 - "properties"
Cohesion: 0.15
Nodes (13): signals, type, description, properties, properties_total, type, subbrands_total, type (+5 more)
### Community 191 - "items"
Cohesion: 0.28
Nodes (9): type, lessons, type, description, items, required, items, description (+1 more)
### Community 101 - "properties"
Cohesion: 0.11
Nodes (19): properties, subject, type, title, type, type, type, enum (+11 more)
### Community 254 - "students"
Cohesion: 0.67
Nodes (3): students, type, default
### Community 252 - "pricing mode"
Cohesion: 0.67
Nodes (3): pricing_mode, type, enum
### Community 232 - "coaching"
Cohesion: 0.60
Nodes (4): _discount(), _unit_price(), build(), Coaching method: cost = Σ(lesson_type_price × hours) over a lesson plan. Base l
### Community 213 - "effort"
Cohesion: 0.48
Nodes (6): _higher(), _is_premium(), _scope_mult(), _pick_tier(), build(), Effort method: cost = role_rate × billing_rate × hours, grouped by module. Tier
### Community 93 - "install.sh"
Cohesion: 0.29
Nodes (20): install.sh script, log_info(), log_success(), log_warn(), log_error(), log_step(), detect_platform(), detect_claude_paths() (+12 more)
### Community 87 - "install.sh"
Cohesion: 0.31
Nodes (22): install.sh script, print_banner(), info(), success(), warn(), error(), check_prerequisites(), setup_directories() (+14 more)
### Community 204 - "export for claude ai"
Cohesion: 0.36
Nodes (7): extract_skill_content(), generate_individual_files(), generate_bundle(), main(), Extract and simplify content from a skill's SKILL.md., Generate individual skill files for Claude.ai., Generate combined bundle file.
### Community 78 - "InstallationValidator"
Cohesion: 0.19
Nodes (15): Colors, ok(), warn(), fail(), info(), InstallationValidator, main(), Record a check result. (+7 more)
### Community 100 - "generator template.js"
Cohesion: 0.11
Nodes (5): params, initializeSeed(), setup(), Entity, regenerate()
### Community 200 - "pack document"
Cohesion: 0.36
Nodes (7): main(), pack_document(), validate_document(), condense_xml(), Pack a directory into an Office file (.docx/.pptx/.xlsx). Args: inp, Validate document by converting to HTML with soffice., Strip unnecessary whitespace and remove comments.
### Community 26 - "BaseSchemaValidator"
Cohesion: 0.07
Nodes (19): BaseSchemaValidator, Base validator with common validation logic for document files., Run all validation checks and return True if all pass., Validate that all XML files are well-formed., Validate that namespace prefixes in Ignorable attributes are declared., Validate that specific IDs are unique according to OOXML requirements., Validate that all .rels files properly reference files and that all files are re, Validate that all r:id attributes in XML files reference existing IDs in (+11 more)
### Community 113 - "DOCXSchemaValidator"
Cohesion: 0.17
Nodes (9): DOCXSchemaValidator, Validator for Word document XML files against XSD schemas., Run all validation checks and return True if all pass., Validate that w:t elements with whitespace have xml:space='preserve'., Validate that w:t elements are not within w:del elements. For some reaso, Count the number of paragraphs in the unpacked document., Count the number of paragraphs in the original docx file., Validate that w:delText elements are not within w:ins elements. w:delTex (+1 more)
### Community 120 - "PPTXSchemaValidator"
Cohesion: 0.17
Nodes (9): BaseSchemaValidator, PPTXSchemaValidator, Validator for PowerPoint presentation XML files against XSD schemas., Run all validation checks and return True if all pass., Validate that ID attributes that look like UUIDs contain only hex values., Check if a value has the general structure of a UUID., Validate that sldLayoutId elements in slide masters reference valid slide layout, Validate that each slide has exactly one slideLayout reference. (+1 more)
### Community 141 - "RedliningValidator"
Cohesion: 0.20
Nodes (7): RedliningValidator, Validator for tracked changes in Word documents., Main validation method that returns True if valid, False otherwise., Generate detailed word-level differences using git word diff., Generate word diff using git with character-level precision., Remove tracked changes authored by Claude from the XML root., Extract text content from Word XML, preserving paragraph structure. Emp
### Community 64 - "XMLEditor"
Cohesion: 0.09
Nodes (17): _generate_rsid(), Generate random 8-character hex RSID., XMLEditor, range, _create_line_tracking_parser(), Editor for manipulating OOXML XML files with line-number-based node finding., Initialize with path to XML file and parse with line number tracking. A, Get a DOM element by tag and identifier. Finds an element by either its (+9 more)
### Community 88 - "DocxXMLEditor"
Cohesion: 0.11
Nodes (12): DocxXMLEditor, XMLEditor that automatically applies RSID, author, and date to new elements., Get the next available change ID by checking all tracked change elements., Ensure w16du namespace is declared on the root element., Ensure w16cex namespace is declared on the root element., Inject RSID, author, and date attributes into DOM nodes where applicable., Replace node with automatic attribute injection., Insert before with automatic attribute injection. (+4 more)
### Community 166 - ". init"
Cohesion: 0.17
Nodes (6): Initialize with required RSID and optional author. Args: xm, Initialize with path to unpacked Word document directory. Automatically, Get the next available comment ID., Load existing comments from files to enable replies., Check if an author already exists in people.xml., Add author to people.xml (called during initialization).
### Community 105 - ".append to"
Cohesion: 0.17
Nodes (10): _generate_hex_id(), Insert after with automatic attribute injection., Append to with automatic attribute injection., Generate random 8-character hex ID for para/durable IDs. Values are constra, Add a comment spanning from one element to another. Args: s, Add a reply to an existing comment. Args: parent_comment_id, Add a single comment to comments.xml., Add a single comment to commentsExtended.xml. (+2 more)
### Community 53 - "Document"
Cohesion: 0.08
Nodes (17): Document, Manages comments in unpacked Word documents., Get or create a DocxXMLEditor for the specified XML file. Enables lazy-, Clean up temporary directory on deletion., Validate the document against XSD schema and redlining rules. Raises:, Save all modified XML files to disk and copy to destination directory., Set up comment infrastructure in unpacked directory. Args:, Create people.xml if it doesn't exist. (+9 more)
### Community 68 - "get bounding box messages"
Cohesion: 0.13
Nodes (14): RectAndField, get_bounding_box_messages(), TestGetBoundingBoxMessages, Helper to create a JSON stream from data, Test case with no bounding box intersections, Test intersection between label and entry of the same field, Test intersection between bounding boxes of different fields, Test that boxes on different pages don't count as intersecting (+6 more)
### Community 130 - "get field info"
Cohesion: 0.20
Nodes (11): get_full_annotation_field_id(), make_field_dict(), get_field_info(), PdfReader, write_field_info(), fill_pdf_fields(), validation_error_for_field_value(), transform_coordinates() (+3 more)
### Community 201 - "pack document"
Cohesion: 0.36
Nodes (7): main(), pack_document(), validate_document(), condense_xml(), Pack a directory into an Office file (.docx/.pptx/.xlsx). Args: inp, Validate document by converting to HTML with soffice., Strip unnecessary whitespace and remove comments.
### Community 46 - "BaseSchemaValidator"
Cohesion: 0.08
Nodes (17): BaseSchemaValidator, Base validator with common validation logic for document files., Run all validation checks and return True if all pass., Validate that all XML files are well-formed., Validate that namespace prefixes in Ignorable attributes are declared., Validate that specific IDs are unique according to OOXML requirements., Validate that all .rels files properly reference files and that all files are re, Validate that all content files are properly declared in [Content_Types].xml. (+9 more)
### Community 114 - "DOCXSchemaValidator"
Cohesion: 0.17
Nodes (9): DOCXSchemaValidator, Validator for Word document XML files against XSD schemas., Run all validation checks and return True if all pass., Validate that w:t elements with whitespace have xml:space='preserve'., Validate that w:t elements are not within w:del elements. For some reaso, Count the number of paragraphs in the unpacked document., Count the number of paragraphs in the original docx file., Validate that w:delText elements are not within w:ins elements. w:delTex (+1 more)
### Community 129 - "PPTXSchemaValidator"
Cohesion: 0.19
Nodes (8): PPTXSchemaValidator, Validator for PowerPoint presentation XML files against XSD schemas., Run all validation checks and return True if all pass., Validate that ID attributes that look like UUIDs contain only hex values., Check if a value has the general structure of a UUID., Validate that sldLayoutId elements in slide masters reference valid slide layout, Validate that each slide has exactly one slideLayout reference., Validate that each notesSlide file is referenced by only one slide.
### Community 142 - "RedliningValidator"
Cohesion: 0.20
Nodes (7): RedliningValidator, Validator for tracked changes in Word documents., Main validation method that returns True if valid, False otherwise., Generate detailed word-level differences using git word diff., Generate word diff using git with character-level precision., Remove tracked changes authored by Claude from the XML root., Extract text content from Word XML, preserving paragraph structure. Emp
### Community 176 - "html2pptx.js"
Cohesion: 0.29
Nodes (10): { chromium }, path, sharp, getBodyDimensions(), validateDimensions(), validateTextBoxPosition(), addBackground(), addElements() (+2 more)
### Community 161 - "inventory"
Cohesion: 0.23
Nodes (11): ShapeWithPosition, BaseShape, is_valid_shape(), collect_shapes_with_absolute_positions(), calculate_overlap(), detect_overlaps(), A shape with its absolute position on the slide., Check if a shape contains meaningful text content. (+3 more)
### Community 109 - "extract text inventory"
Cohesion: 0.14
Nodes (16): main(), ShapeDict, sort_shapes_by_position(), extract_text_inventory(), Path, InventoryData, get_inventory_as_dict(), InventoryDict (+8 more)
### Community 156 - "ParagraphData"
Cohesion: 0.15
Nodes (9): ParagraphData, Any, ParagraphDict, Data structure for paragraph properties extracted from a PowerPoint paragraph., Initialize from a PowerPoint paragraph object. Args: paragr, Convert to dictionary for JSON serialization, excluding None values., Extract default font size from slide layout for a placeholder shape. Ar, Calculate paragraphs from the shape's text frame. (+1 more)
### Community 92 - "ShapeData"
Cohesion: 0.13
Nodes (12): ShapeData, Data structure for shape properties extracted from a PowerPoint shape., Convert EMUs (English Metric Units) to inches., Convert inches to pixels at given DPI., Get slide dimensions from slide object. Args: slide: Slide, Initialize from a PowerPoint shape object. Args: shape: The, Get usable width and height in pixels after accounting for margins., Wrap a single line of text to fit within max_width_px. (+4 more)
### Community 189 - "rearrange presentation"
Cohesion: 0.29
Nodes (9): main(), duplicate_slide(), delete_slide(), reorder_slides(), rearrange_presentation(), Duplicate a slide in the presentation., Delete a slide from the presentation., Move a slide from one position to another. (+1 more)
### Community 104 - "replace"
Cohesion: 0.15
Nodes (18): clear_paragraph_bullets(), apply_paragraph_properties(), Any, apply_font_properties(), detect_frame_overflow(), InventoryData, validate_replacements(), check_duplicate_keys() (+10 more)
### Community 167 - "thumbnail"
Cohesion: 0.24
Nodes (11): main(), create_hidden_slide_placeholder(), get_placeholder_regions(), convert_to_images(), create_grids(), create_grid(), Create placeholder image for hidden slides., Extract ALL text regions from the presentation. Returns a tuple of (placeho (+3 more)
### Community 226 - "recalc"
Cohesion: 0.47
Nodes (5): setup_libreoffice_macro(), recalc(), main(), Setup LibreOffice macro for recalculation if not already configured, Recalculate formulas in Excel file and report any errors Args:
### Community 7 - "MCPConnection"
Cohesion: 0.06
Nodes (37): MCPConnection, ABC, Any, MCPConnectionStdio, MCPConnectionSSE, MCPConnectionHTTP, create_connection(), Lightweight connection handling for MCP servers. (+29 more)
### Community 210 - "init skill"
Cohesion: 0.38
Nodes (6): title_case_skill_name(), init_skill(), main(), Convert hyphenated skill name to Title Case for display., Initialize a new skill directory with template SKILL.md. Args: skil, # TODO: Add actual script logic here
### Community 214 - "package skill"
Cohesion: 0.33
Nodes (5): package_skill(), main(), Package a skill folder into a zip file. Args: skill_path: Path to t, validate_skill(), Basic validation of a skill
### Community 66 - "color palettes"
Cohesion: 0.09
Nodes (25): get_palette(), get_text_color_for_background(), get_complementary_color(), lighten_color(), darken_color(), blend_colors(), create_gradient_colors(), get_impact_color() (+17 more)
### Community 13 - "easing"
Cohesion: 0.07
Nodes (31): linear(), ease_in_quad(), ease_in_out_quad(), ease_in_cubic(), ease_out_cubic(), ease_in_elastic(), ease_out_elastic(), get_easing() (+23 more)
### Community 67 - "Image"
Cohesion: 0.08
Nodes (27): ease_out_quad(), Quadratic ease-out (fast start, decelerating)., Image, draw_rectangle(), draw_line(), draw_text(), draw_emoji(), composite_layers() (+19 more)
### Community 209 - "create bounce animation"
Cohesion: 0.33
Nodes (7): ease_in_bounce(), ease_out_bounce(), ease_in_out_bounce(), Bounce ease-in (bouncy start)., Bounce ease-out (bouncy end)., create_bounce_animation(), Create frames for a bouncing animation. Args: object_type: 'circle'
### Community 15 - "create blank frame"
Cohesion: 0.08
Nodes (44): interpolate(), Interpolate between two values with easing. Args: start: Start valu, create_blank_frame(), draw_circle(), draw_emoji_enhanced(), Create a blank frame with solid color background. Args: width: Fram, Draw a circle on a frame. Args: frame: PIL Image to draw on, Draw emoji with optional shadow for better visual quality. Args: fr (+36 more)
### Community 102 - "GIFBuilder"
Cohesion: 0.14
Nodes (12): GIFBuilder, ndarray, Image, Path, Builder for creating optimized GIFs from frames., Initialize GIF builder. Args: width: Frame width in pixels, Add a frame to the GIF. Args: frame: Frame as numpy array o, Add multiple frames at once. (+4 more)
### Community 103 - "draw text with outline"
Cohesion: 0.16
Nodes (18): get_font(), FreeTypeFont, draw_text_with_outline(), Image, draw_text_with_shadow(), draw_text_with_glow(), draw_text_in_box(), get_text_size() (+10 more)
### Community 162 - "validators"
Cohesion: 0.27
Nodes (11): check_slack_size(), Path, validate_dimensions(), validate_gif(), get_optimization_suggestions(), is_slack_ready(), Check if GIF meets Slack size limits. Args: gif_path: Path to GIF f, Check if dimensions are suitable for Slack. Args: width: Frame widt (+3 more)
### Community 97 - "visual effects"
Cohesion: 0.14
Nodes (19): Image, add_motion_blur(), create_impact_flash(), create_shockwave_rings(), create_explosion_effect(), add_glow_effect(), add_drop_shadow(), create_speed_lines() (+11 more)
### Community 54 - "ParticleSystem"
Cohesion: 0.08
Nodes (19): Particle, ParticleSystem, A single particle in a particle system., Initialize a particle. Args: x, y: Starting position, Update particle position and lifetime., Check if particle is still alive., Get particle opacity based on lifetime., Render particle to frame. Args: frame: PIL Image to draw on (+11 more)
### Community 211 - "create flip animation"
Cohesion: 0.38
Nodes (7): create_flip_animation(), Image, create_quick_flip(), create_nope_flip(), Create 3D-style flip animation. Args: object1_data: First object (f, Create quick flip for emoji GIFs. Args: emoji_front: Front emoji, Create "nope" reaction flip (like flipping table). Args: num_frames
### Community 212 - "create pulse animation"
Cohesion: 0.38
Nodes (7): create_pulse_animation(), Image, create_attention_pulse(), create_breathing_animation(), Create pulsing/scaling animation. Args: object_type: 'emoji', 'circ, Create attention-grabbing pulse (good for emoji GIFs). Args: emoji:, Create slow, calming breathing animation (in and out). Args: object
### Community 231 - "create wiggle animation"
Cohesion: 0.50
Nodes (5): create_wiggle_animation(), Image, create_excited_wiggle(), Create wiggle/wobble animation. Args: object_type: 'emoji', 'text', Create excited wiggle for emoji GIFs. Args: emoji: Emoji to wiggle
### Community 237 - "with server"
Cohesion: 0.50
Nodes (4): is_server_ready(), main(), Wait for server to be ready by polling the port., Web Application Testing Skill
### Community 159 - "migrate skill"
Cohesion: 0.24
Nodes (12): find_skill_files(), Path, parse_frontmatter(), generate_skill_yaml(), get_tool_stubs(), migrate_skill(), main(), Find all desktop/SKILL.md files. (+4 more)
### Community 145 - "migrate skill root"
Cohesion: 0.21
Nodes (13): skill_name(), is_skill_dir(), find_source(), discover_skill_dirs(), set_name(), build_root_skill(), main(), Skill `name:` = directory name without its NN- ordering prefix. (+5 more)
### Community 208 - "verify skills"
Cohesion: 0.39
Nodes (7): validate_skill_md(), sub_skill_skills(), classify_top_level(), main(), Return (name, errors[]). Mirrors quick_validate.py + YAML + size., Sub-skill SKILL.md files (suite members), excluding the dir's own code/ and, How does this top-level dir expose loadable skill(s)?
### Community 216 - "Organization"
Cohesion: 0.33
Nodes (6): Organization, WebSite, Hotel, Person, JobPosting, VideoObject
### Community 229 - "build schema drafts"
Cohesion: 0.40
Nodes (5): extract_site_claims.py, build_schema_drafts.py, validate_schema.py, SEO Local Audit Skill, SEO E-Commerce Skill
### Community 180 - "OurDigital Writing Style Guide"
Cohesion: 0.27
Nodes (10): OurDigital Writing Style Guide, OurDigital Blog Skill, OurDigital Blog Style Guide, Blog Post Template, OurDigital Journal Skill, OurDigital Journal Style Guide, OurDigital Research Skill, OurDigital Document Skill (+2 more)
### Community 235 - "OurDigital Trainer"
Cohesion: 0.50
Nodes (5): OurDigital Trainer, OurDigital Backoffice, OurDigital Brand Guide, OurDigital Document, OurDigital Designer
### Community 195 - "SEO Comprehensive Audit"
Cohesion: 0.22
Nodes (9): SEO Comprehensive Audit, SEO Technical Audit, SEO On-Page Audit, SEO Core Web Vitals, SEO Search Console, SEO Schema Validator, SEO Schema Generator, SEO Local Audit (+1 more)
### Community 255 - "NotebookLM Research"
Cohesion: 0.67
Nodes (3): General-Purpose Agent, NotebookLM Research, Reference Curator Pipeline
### Community 260 - "GTM Editor"
Cohesion: 0.67
Nodes (3): GTM Audit, GTM Editor, GTM Validator
### Community 241 - "D.intelligence Quotation Manager"
Cohesion: 0.50
Nodes (4): D.intelligence Account Manager, D.intelligence Documentation Secretary, D.intelligence Quotation Manager, D.intelligence Service Architect
### Community 257 - "D.intelligence Brand Editor"
Cohesion: 0.67
Nodes (3): D.intelligence Brand Editor, D.intelligence Brand Guardian, D.intelligence Marketing Manager
### Community 128 - "OurDigital SEO Audit Log (Notion)"
Cohesion: 0.13
Nodes (15): Ahrefs Site Audit Issues, OurSEO Crawl Website, OurSEO Audit Page, Semrush Overview Research, SEO KPI & Performance Framework, International SEO Audit, SEO AI Visibility & Brand Radar, Ahrefs Brand Radar Impressions (+7 more)
### Community 234 - "SEO Reporting Dashboard Skill"
Cohesion: 0.40
Nodes (5): SEO Competitor Intelligence Skill, Notion Writer Skill, SEO Crawl Budget Skill, SEO Migration Planner Skill, SEO Reporting Dashboard Skill
### Community 155 - "내시경 이마 거상술"
Cohesion: 0.18
Nodes (13): 내시경 이마 거상술, 내시경 눈썹 거상술, 눈 재수술, 눈성형, 자가지방이식, 이마성형, 하이푸 리프팅, 하이브리드 쌍꺼풀 (+5 more)
### Community 242 - "정기호 원장"
Cohesion: 0.50
Nodes (4): 제이미성형외과 브랜드가이드 v.2.8, 제이미성형외과 톤앤매너 가이드 v1.0, 제이미성형외과, 정기호 원장
### Community 170 - "Jamie Brand Editor Skill"
Cohesion: 0.18
Nodes (11): Jamie Brand Editor Skill, Jamie Clinic Brand Guardian Skill, Compliance Checker Script, Jamie Clinic Brand Voice Guide (Korean), Medical Advertising Law Summary (Korean), Jamie Clinic Logo Guidelines, Jamie Brand Color & Typography Extension v2.3, Cheek Lifting Fact Sheet (+3 more)
### Community 80 - "Jamie Journal Editor Skill"
Cohesion: 0.09
Nodes (24): Jamie Journal Editor Skill, Jamie Brand Audit, Jamie Brand Editor, Jamie Marketing Editor Skill, Brand Voice Reference, Content Patterns Reference, Medical Compliance Reference, Chapter Extraction Patterns Guide (+16 more)
### Community 244 - "NotebookLM Agent Skill"
Cohesion: 0.50
Nodes (4): NotebookLM Agent Skill, NotebookLM Automation Skill, NotebookLM Studio Skill, NotebookLM Research Skill
### Community 261 - "GTM Audit Skill"
Cohesion: 0.67
Nodes (3): GTM Audit Skill, GTM Editor Skill, GTM Validator Skill
### Community 192 - "GTM Validator Skill"
Cohesion: 0.31
Nodes (9): GTM Audit Skill, GTM Editor Skill, GTM Validator Skill, DataLayer Schema Reference, GTM Naming Conventions, Platform Event Mapping Reference, GTM Implementation QA Checklist, Chrome DevTools MCP (+1 more)
### Community 154 - "dintel-doc-secretary"
Cohesion: 0.23
Nodes (13): D.intelligence Back Office & HR Manager Skill, D.intelligence Account Manager Skill, D.intelligence Skill Update Meta-Agent Skill, D.intelligence Shared Brand Utilities, D.intelligence Shared Notion Utilities, Pricing Reference, Brand Canon, Fact Sheet (+5 more)
### Community 258 - "dintel-quotation-mgr"
Cohesion: 0.67
Nodes (3): dintel-quotation-mgr, dintel-service-architect, dintel.excel
### Community 197 - "mac-doctor"
Cohesion: 0.25
Nodes (8): mac-cleanup, mac-doctor, mac-environment, mac-packages, mac-resources, mac-security, audit_cleanup.sh, cleanup_execute.sh
### Community 198 - "Pipeline Orchestrator"
Cohesion: 0.25
Nodes (8): Reference Curator, Pipeline Orchestrator, Reference Discovery, Web Crawler Orchestrator, Content Repository, Content Distiller, Quality Reviewer, Markdown Exporter
### Community 199 - "Pipeline Orchestrator"
Cohesion: 0.39
Nodes (8): Pipeline Orchestrator, Reference Discovery, Web Crawler Orchestrator, Content Repository, Content Distiller, Quality Reviewer, Markdown Exporter, OurDigital Presales SEO
### Community 181 - "OurDigital Estimate Engine Skill"
Cohesion: 0.20
Nodes (10): OurDigital Pre-sales SEO Skill, OurDigital Estimate Engine Skill, Build Deck Script, Universal Rate Card, SEO Service Catalog, Education Catalog, Digital Branding Catalog, Digital Ads Catalog (+2 more)
### Community 228 - "Generative Art Viewer Template"
Cohesion: 0.40
Nodes (5): Generative Art Viewer Template, Artifacts Builder Skill, Anthropic Brand Guidelines Skill, Canvas Design Skill, p5.js
### Community 259 - "DOCX Skill"
Cohesion: 0.67
Nodes (3): DOCX Skill, DOCX Library Tutorial, Office Open XML Technical Reference
### Community 227 - "Agent Skills Spec"
Cohesion: 0.40
Nodes (5): OurDigital 커스텀 스킬 — 사용자 가이드, OurDigital Custom Skills — User Guide, Skills Repository README, Agent Skills Spec, Algorithmic Art Skill
### Community 217 - "PPTX Skill"
Cohesion: 0.33
Nodes (6): PPTX Skill, html2pptx workflow, OOXML Reference, unpack.py, rearrange.py, inventory.py
### Community 262 - "MCP Builder Skill"
Cohesion: 0.67
Nodes (3): MCP Builder Skill, MCP Best Practices, MCP Evaluation Guide
### Community 251 - "Task Creation from Specs"
Cohesion: 0.50
Nodes (4): Specification Parsing, Standard Implementation Plan Template, Task Creation Template, Task Creation from Specs
### Community 264 - "Skill Migration Guide"
Cohesion: 0.67
Nodes (3): Claude Skills - Format Requirements, Skill Migration Guide, Custom Claude Skill Creation Reference
### Community 179 - "Theme Factory Skill"
Cohesion: 0.18
Nodes (11): Theme Factory Skill, Arctic Frost Theme, Botanical Garden Theme, Desert Rose Theme, Forest Canopy Theme, Golden Hour Theme, Midnight Galaxy Theme, Modern Minimalist Theme (+3 more)
### Community 245 - "Notion Knowledge Capture Skill"
Cohesion: 0.50
Nodes (4): Notion Knowledge Capture Skill, Notion Meeting Intelligence Skill, Notion Research & Documentation Skill, Notion Spec to Implementation Skill
### Community 135 - "OKF: okf common"
Cohesion: 0.13
Nodes (12): split_frontmatter(), _scalar(), _collect_indented(), iter_concepts(), concept_id(), extract_links(), Shared OKF v0.1 parsing utilities (Python standard library only)., Return (raw_frontmatter, body). raw is None if there is no leading '---' block. (+4 more)
### Community 110 - "OKF: validate bundle"
Cohesion: 0.16
Nodes (18): FrontmatterError, ValueError, Raised when a frontmatter block is present but cannot be parsed., TestLinksAndIds, split_frontmatter, parse_yaml_subset, _collect_indented, parse_frontmatter (+10 more)
### Community 146 - "OKF: TestFrontmatter"
Cohesion: 0.22
Nodes (5): parse_yaml_subset(), parse_frontmatter(), Parse the small YAML subset OKF bundles use in practice. Handles: ``key: va, Return (meta, body). meta is None when no frontmatter block is present., TestFrontmatter
### Community 117 - "OKF: validate bundle"
Cohesion: 0.21
Nodes (9): _resolve_link(), validate_bundle(), format_report(), main(), Return a Path for an internal .md link, or None for external/anchor/non-md., write_bundle(), TestValidate, TestGoogleBundles (+1 more)
### Community 143 - "OKF: build graph"
Cohesion: 0.22
Nodes (8): _target_id(), build_graph(), render_html(), main(), TestViz, render_html, okf_viz.main, Self-Contained Single-HTML Visualizer
### Community 182 - "OKF: ourdigital-okf Skill"
Cohesion: 0.27
Nodes (10): format_report, okf_validate.main, OKF v0.1 Knowledge Format, Standard-Library-Only Constraint, OKF Conformance: required type field, ourdigital-okf Skill, Sales BigQuery Dataset (fixture), Customers BigQuery Table (fixture) (+2 more)
### Community 27 - "OKF: okf validate conformance linter"
Cohesion: 0.08
Nodes (37): ourdigital-okf Claude Skill, Single skill + bundled utilities (Approach A), MCP-agnostic pasted/exported schema adapter, Zero-dependency stdlib-only choice, Produce mode, Visualize mode, Validate mode, Google reference bundles (crypto_bitcoin, ga4, stackoverflow) (+29 more)
### Community 239 - "OKF: Progressive disclosure via index.md"
Cohesion: 0.50
Nodes (4): Reserved filenames (index.md, log.md), Progressive disclosure via index.md, Index template (index.md), Log template (log.md)
### Community 500 - "Docs: 61-gtm-editor"
Cohesion: 0.67
Nodes (3): 60-gtm-audit, 61-gtm-editor, 62-gtm-validator
### Community 372 - "Docs: OurDigital Designer"
Cohesion: 0.10
Nodes (28): Color Palette Reference, Visual Metaphor Dictionary, OurDigital Designer, ourdigital-designer YAML, Changelog, Advanced Visual Techniques, Shared Color Palette Reference, OurDigital Brand Guide (Code) (+20 more)
### Community 454 - "Docs: OurDigital Brand Guide README"
Cohesion: 0.60
Nodes (5): OurDigital Brand Guide README, ourdigital-brand-guide SKILL.md, brand-foundation.md, writing-style.md, color-palette.md
### Community 369 - "Docs: OurDigital Backoffice README"
Cohesion: 0.09
Nodes (21): Agenda Templates Guide, Slide Layouts Guide, OurDigital Document Skill, Skill YAML, Changelog, Research Frameworks, OurDigital Research Skill, 02-ourdigital-blog (+13 more)
### Community 371 - "Docs: jamie-youtube-manager"
Cohesion: 0.08
Nodes (18): Requirements, notion-client, python-pptx, gsc_client.py, google-api-python-client, google-auth, python-dotenv, notion_writer.py (+10 more)
### Community 399 - "Docs: OurDigital Blog Code SKILL"
Cohesion: 0.42
Nodes (6): OurDigital Blog README, OurDigital Blog SKILL, OurDigital Blog Code SKILL, OurDigital Blog Desktop SKILL, OurDigital Blog Changelog, 01-ourdigital-brand-guide
### Community 508 - "Docs: OurDigital Designer (Code)"
Cohesion: 0.67
Nodes (3): generate_prompt.py, mood_calibrator.py, OurDigital Designer (Code)
### Community 474 - "Docs: OurDigital Trainer (Code)"
Cohesion: 0.50
Nodes (4): OurDigital Trainer (Code), generate_curriculum.py, create_workshop.py, create_evaluation.py
### Community 374 - "Docs: Journal Style Guide"
Cohesion: 0.20
Nodes (15): OurDigital Blog Style Guide, Blog Project Instruction v3.3, OurDigital Writing Style Guide v2.1, Blog Template, OurDigital Journal README, OurDigital Journal Skill, OurDigital Journal Code Skill, OurDigital Journal Desktop Skill (+7 more)
### Community 437 - "Docs: OurDigital Backoffice Skill"
Cohesion: 0.33
Nodes (6): OurDigital Backoffice Skill, Pricing Guide, Proposal Template, Quote Template, Contract Template, OurDigital Brand Guide
### Community 386 - "Docs: OurDigital Skill Creator"
Cohesion: 0.22
Nodes (4): OurDigital Skill Creator README, OurDigital Skill Creator, sync_notion.py, Notion DB f8f19ede
### Community 376 - "Docs: seo-comprehensive-audit"
Cohesion: 0.14
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### Community 426 - "Docs: CLAUDE"
Cohesion: 0.29
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### Community 469 - "Docs: base client.py"
Cohesion: 0.50
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### Community 383 - "Docs: generate pages.py"
Cohesion: 0.18
Nodes (11): pandas, keyword_researcher.py, scikit-learn, generate_pages.py, services.json, locations.json, jinja2, report_aggregator.py (+3 more)
### Community 391 - "Docs: GTM Audit Skill"
Cohesion: 0.20
Nodes (10): seo-schema-validator, validate_schema.py, GTM Audit Skill, Chrome DevTools MCP, DTM Agent MCP, Notion Writer, GTM Editor Skill, GTM Audit Report Template (+2 more)
### Community 509 - "Docs: schema validator.py"
Cohesion: 0.67
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### Community 427 - "Docs: seo audit orchestrator.py"
Cohesion: 0.29
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### Community 370 - "Docs: SEO Knowledge Graph Skill"
Cohesion: 0.07
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### Community 381 - "Docs: seo-local-audit"
Cohesion: 0.17
Nodes (12): seo-local-audit, mcp__firecrawl__scrape, mcp__perplexity__search, mcp__notion__create-page, Notion Database 2c8581e5-8a1e-8035-880b-e38cefc2f3ef, Google Business Profile, Naver Smart Place, Kakao Map (+4 more)
### Community 530 - "Docs: seo-schema-generator"
Cohesion: 0.67
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### Community 385 - "Docs: seo-reporting-dashboard"
Cohesion: 0.18
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### Community 475 - "Docs: Defect Taxonomy"
Cohesion: 0.50
Nodes (4): Defect Taxonomy, validate_schema.py, schema_rules.json, decision-log.md
### Community 461 - "Docs: Validation Methodology"
Cohesion: 0.40
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### Community 472 - "Docs: Client QA Report Template"
Cohesion: 0.50
Nodes (4): Client QA Report Template, defect-taxonomy.md, decision-log.md, validate_schema.py
### Community 451 - "Docs: seo-schema-generator"
Cohesion: 0.33
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### Community 441 - "Docs: SEO Keyword Strategy"
Cohesion: 0.33
Nodes (6): SEO Keyword Strategy, mcp__semrush__keyword_research, mcp__ahrefs__keywords-explorer-overview, mcp__ourseo__search_knowledge_graph, our research search-console, our keywords volume
### Community 531 - "Docs: build schema drafts.py"
Cohesion: 0.67
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### Community 468 - "Docs: requests"
Cohesion: 0.50
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### Community 410 - "Docs: SEO Position Tracking"
Cohesion: 0.28
Nodes (9): SEO Position Tracking, Ahrefs MCP, Semrush MCP, OurSEO CLI, Google Search Console, seo-link-building, OurSEO, WebSearch (+1 more)
### Community 465 - "Docs: seo-ai-visibility"
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### Community 412 - "Docs: SEO KPI Framework"
Cohesion: 0.25
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### Community 511 - "Docs: Gateway Page Content Builder"
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### Community 488 - "Docs: GatewayPageGenerator"
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### Community 430 - "Docs: SKILL"
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Nodes (3): keyword_analyzer.py, competitor_analyzer.py, seo_scorer.py
### Community 506 - "Docs: notion-organizer"
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### Community 518 - "Docs: Notion Organizer Examples"
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### Community 528 - "Docs: log parser.py"
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### Community 382 - "Docs: jamie-brand-editor"
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### Community 476 - "Docs: compliance checker.py"
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### Community 417 - "Docs: Jamie Marketing Editor Skill"
Cohesion: 0.25
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### Community 481 - "Docs: Jamie Clinic"
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### Community 444 - "Docs: Jamie Plastic Surgery Clinic"
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Nodes (4): Jamie Tone Manner Analysis Framework, Clova Note, Whisper Web, Vrew
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Cohesion: 0.22
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Cohesion: 0.18
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Cohesion: 0.25
Nodes (6): Jamie Instagram Manager, jamie-brand-editor, jamie-brand-guardian, jamie-youtube-manager, Jamie Journal Editor, jamie-brand-audit
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Cohesion: 0.25
Nodes (8): Jamie Instagram Reply Templates, jamie-instagram-manager, Jamie Instagram Hashtag Database, Instagram MCP, Instagram Content Calendar Template, Hashtag Database, Reply Templates, Instagram Design Guide
### Community 402 - "Docs: Jamie YouTube Subtitle Checker Skill"
Cohesion: 0.22
Nodes (8): YouTube Metadata Template, Jamie YouTube Subtitle Checker Skill, Skill Metadata, Chapter Patterns Guide, load_typo_dict, typo_dictionary.json, chapter_patterns.md, youtube_metadata.md
### Community 432 - "Docs: Instagram Design Guide"
Cohesion: 0.43
Nodes (7): Instagram Design Guide, Brand Guide v2.8, Instagram Prototype Designs, Canva Pro, Gemini 나노 바나나, Meta Business Suite, Instagram Design Guide
### Community 442 - "Docs: Instagram Content Calendar Template"
Cohesion: 0.33
Nodes (6): Instagram Content Calendar Template, Educational Content Template, Brand Story Template, Seasonal/Trend Content Template, Caption Templates, Posting Checklist
### Community 479 - "Docs: Gold"
Cohesion: 0.50
Nodes (4): Dark BG, Gold, Q&A Reels, Patient Episode
### Community 400 - "Docs: jamie-journal-editor"
Cohesion: 0.22
Nodes (9): jamie-journal-editor, Ghost CMS, Dr. Jung, brand-voice.md, content-patterns.md, medical-compliance.md, Brand Voice Reference, Content Patterns (+1 more)
### Community 533 - "Docs: YouTube Metadata Template"
Cohesion: 0.67
Nodes (3): YouTube Metadata Template, Jamie Clinic, Jung Ki Ho
### Community 459 - "Docs: Content Patterns Reference"
Cohesion: 0.40
Nodes (5): Content Patterns Reference, Content Structure Pattern, Eye Surgery Copy Patterns, Forehead Surgery Copy Patterns, Anti-aging Surgery Copy Patterns
### Community 384 - "Docs: gtm-validator"
Cohesion: 0.18
Nodes (11): gtm-validator, DataLayer Schema Reference, GTM Naming Conventions, Phase 6: Progressive Audit & Update, navigate_page, evaluate_script, list_network_requests, datalayer-schema.md (+3 more)
### Community 449 - "Docs: NotebookLM Automation Skill"
Cohesion: 0.33
Nodes (6): NotebookLM Automation Skill, NotebookLM Studio README, NotebookLM Studio Skill, NotebookLM Research README, NotebookLM Research Skill, NotebookLM Agent SKILL
### Community 520 - "Docs: GTM Audit README"
Cohesion: 0.67
Nodes (3): GTM Audit README, OurDigital GTM Manager, gtm_audit.py
### Community 524 - "Docs: NotebookLM Agent README"
Cohesion: 1.00
Nodes (3): NotebookLM Agent README, NotebookLM Automation README, notebooklm-py
### Community 515 - "Docs: GA4 Events"
Cohesion: 0.67
Nodes (3): E-commerce Schema, Form Tracking, GA4 Events
### Community 401 - "Docs: Jamie Plastic Surgery"
Cohesion: 0.22
Nodes (9): Jamie Plastic Surgery, Safety, Naturalness, Transparency, Quality Assurance, Eye Surgery, Forehead Surgery, Lifting Procedures (+1 more)
### Community 470 - "Docs: gtm audit.py"
Cohesion: 0.50
Nodes (4): gtm_audit.py, Playwright, FormAnalyzer, CheckoutFlowAnalyzer
### Community 455 - "Docs: begin checkout"
Cohesion: 0.40
Nodes (5): view_cart, begin_checkout, add_shipping_info, add_payment_info, purchase
### Community 446 - "Docs: getEventsData"
Cohesion: 0.40
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### Community 387 - "Docs: 70-dintel-brand-guardian"
Cohesion: 0.20
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### Community 368 - "Docs: dintel-brand-guardian"
Cohesion: 0.05
Nodes (34): dintel-brand-guardian, brand-canon.md, fact-sheet.md, service-architecture.md, naming-conventions.md, 01_outdated-facts.md, translation-standards.md, BRAND-GUIDE-v1.3.md (+26 more)
### Community 375 - "Docs: D.intelligence Service Architect (Agent "
Cohesion: 0.16
Nodes (12): 01_outdated-facts.md, D.intelligence Service Architect (Agent #74), Agent #77 (Account Manager), Andrew, module-decision-tree.md, 서비스 명세 일람표.csv, Module Decision Tree, Agent 77 dintel-account-mgr (+4 more)
### Community 378 - "Docs: dintel-backoffice-mgr (Agent #76)"
Cohesion: 0.18
Nodes (12): D.intelligence Documentation Secretary, dintel.brand, dintel.document, dintel.notion, Brand Editor (Agent #71), Brand Guardian (Agent #70), dintel-backoffice-mgr (Agent #76), Doc Secretary (Agent #72) (+4 more)
### Community 395 - "Docs: Agent 72: D.intelligence Documentation S"
Cohesion: 0.20
Nodes (9): DB2: Client Reference Library, Agent 72: D.intelligence Documentation Secretary, Agent 71: Brand Editor, Agent 70: Brand Guardian, Agent 73: Account Manager, Agent 77: Back Office Manager, dintel/document.py, dintel/brand.py (+1 more)
### Community 377 - "Docs: SKILL"
Cohesion: 0.26
Nodes (8): dintel-brand-editor, Brand Guardian, _dintel-shared/src/dintel/brand.py, dintelligence_brand_guide.md, brand-canon.md, fact-sheet.md, service-architecture.md, naming-conventions.md
### Community 458 - "Docs: Brand Editor (#71)"
Cohesion: 0.40
Nodes (5): Marketing Manager (#75), Brand Editor (#71), Brand Guardian (#70), Andrew, WordPress
### Community 486 - "Docs: DB1: Client Service Tasks Dashboard"
Cohesion: 0.50
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### Community 389 - "Docs: dintel-account-mgr"
Cohesion: 0.20
Nodes (10): brand.py, dintel-account-mgr, brand-canon.md, fact-sheet.md, notion.py, Service Architect, Quotation Mgr, Doc Secretary (+2 more)
### Community 408 - "Docs: Google Analytics 4"
Cohesion: 0.22
Nodes (9): Google Analytics 4, Google Tag Manager, Analytics Advisor, Generated Insights, Measurement Protocol, BigQuery, Looker Studio, Google Tag (+1 more)
### Community 457 - "Docs: claude-settings-optimizer"
Cohesion: 0.40
Nodes (5): claude-settings-optimizer, our-settings-audit, Sample Settings Check Report, Claude Desktop Configuration, MCP Server Token Estimates
### Community 503 - "Docs: Claude Settings Optimizer"
Cohesion: 0.67
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### Community 424 - "Docs: Agent 76 dintel-backoffice-mgr"
Cohesion: 0.29
Nodes (7): Agent 76 dintel-backoffice-mgr, 06_PRICING-PACKAGES.md, D.intelligence_Invoice_2026, D.intelligence_Service_Contract_2026, D.intelligence_NDA_2026, D.intelligence_Job_Readiness_2026, D.intelligence_Ad_Agency_Contract_2026
### Community 450 - "Docs: Quality Reviewer"
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Nodes (6): Web Crawler Orchestrator, Content Repository, Content Distiller, Quality Reviewer, Markdown Exporter, Pipeline Orchestrator
### Community 438 - "Docs: Reference Curator"
Cohesion: 0.33
Nodes (6): Reference Curator, Reference Discovery, Web Crawler, Content Repository, discover.py, web-crawler-orchestrator
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Cohesion: 0.22
Nodes (13): Mac Cleanup Command, audit_cleanup.sh, cleanup_execute.sh, Mac Doctor Command, audit_packages.sh, audit_environment.sh, audit_security.sh, audit_resources.sh (+5 more)
### Community 526 - "Docs: Our GDrive Organizer README"
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### Community 510 - "Docs: ourdigital-presales-seo"
Cohesion: 1.00
Nodes (3): ourdigital-presales-seo, ourdigital-presales-seo, competitor_sets
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### Community 421 - "Docs: GUARDRAILS"
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### Community 516 - "Docs: Rate Card"
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### Community 519 - "Docs: estimate.py"
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### Community 428 - "Docs: estimate.py"
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### Community 496 - "Docs: OurDigital Research"
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### Community 414 - "Docs: 94-dintel-bootstrap"
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### Community 431 - "Docs: GUARDRAILS"
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### Community 467 - "Docs: Pricing Quick Reference"
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Cohesion: 0.50
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### Community 423 - "Docs: Apache License 2.0"
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### Community 405 - "Docs: SIL Open Font License, Version 1.1"
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### Community 499 - "Docs: notion search.py"
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### Community 484 - "Docs: Artifacts Builder Skill"
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Nodes (4): Apache License 2.0, Artifacts Builder Skill, init-artifact.sh, bundle-artifact.sh
### Community 478 - "Docs: html2pptx"
Cohesion: 0.50
Nodes (4): html2pptx, pptxgenjs, playwright, sharp
### Community 477 - "Docs: fields.json"
Cohesion: 0.50
Nodes (4): create_validation_image.py, check_bounding_boxes.py, fill_pdf_form_with_annotations.py, fields.json
### Community 513 - "Docs: docx"
Cohesion: 1.00
Nodes (3): docx, Document, Packer
### Community 429 - "Docs: Paragraph"
Cohesion: 0.29
Nodes (7): Paragraph, TextRun, Table, TableRow, TableCell, ImageRun, PageBreak
### Community 493 - "Docs: SIL Open Font License"
Cohesion: 0.50
Nodes (4): Tektur Project, SIL Open Font License, Work Sans Project, Young Serif Project
### Community 396 - "Docs: docx skill"
Cohesion: 0.20
Nodes (10): docx skill, pandoc, docx-js, unpack.py, pack.py, docx-js.md, ooxml.md, soffice (+2 more)
### Community 445 - "Docs: Office Open XML Technical Reference"
Cohesion: 0.33
Nodes (6): Office Open XML Technical Reference, Document, DocxXMLEditor, PIL.Image, shutil, os
### Community 434 - "Docs: PDF Processing Advanced Reference"
Cohesion: 0.29
Nodes (7): PDF Processing Advanced Reference, pdf-lib, pdfjs-dist, poppler-utils, pypdf, pytesseract, pdf2image
### Community 487 - "Docs: <p:txBody>"
Cohesion: 0.50
Nodes (4): <p:txBody>, <a:bodyPr>, <a:lstStyle>, <a:p>
### Community 490 - "Docs: slack-gif-creator"
Cohesion: 0.50
Nodes (4): slack-gif-creator, pillow, imageio, numpy
### Community 440 - "Docs: scripts/evaluation.py"
Cohesion: 0.33
Nodes (6): MCP Server, Evaluation XML Format, scripts/evaluation.py, anthropic, mcp, claude-3-7-sonnet-20250219
### Community 512 - "Docs: Database Best Practices"
Cohesion: 0.67
Nodes (3): Database Best Practices, Decision Log Database, General Documentation Database
### Community 522 - "Docs: Server"
Cohesion: 0.67
Nodes (3): Server, ListToolsRequestSchema, CallToolRequestSchema
### Community 523 - "Docs: main"
Cohesion: 0.67
Nodes (3): McpServer, StdioServerTransport, main
### Community 485 - "Docs: registerTool"
Cohesion: 0.50
Nodes (4): axios, registerTool, makeApiRequest, handleApiError
### Community 447 - "Docs: example search users"
Cohesion: 0.33
Nodes (6): BaseModel, UserSearchInput, ResponseFormat, _make_api_request, _handle_api_error, example_search_users
### Community 502 - "Docs: Implementation Plan: User Profile API"
Cohesion: 0.67
Nodes (3): User Profile API Specification, Implementation Plan: User Profile API, Engineering Tasks
### Community 422 - "Docs: Notion Spec to Implementation"
Cohesion: 0.29
Nodes (7): Progress Tracking, Progress Update Template, Quick Implementation Plan Template, Notion Spec to Implementation, API Feature Example, UI Component Example, Database Migration Example
### Community 425 - "Docs: Template Selection Guide"
Cohesion: 0.29
Nodes (7): Template Selection Guide, Decision Meeting Template, Status Update Template, Brainstorming Template, Sprint Planning Template, Retrospective Template, 1:1 Meeting Template
### Community 456 - "Docs: Notion Research Documentation Skill"
Cohesion: 0.40
Nodes (5): Notion Research Documentation Skill, Format Selection Guide, Research Summary Format, Comprehensive Report Format, Quick Brief Format
### Community 435 - "Docs: Claude Skill"
Cohesion: 0.29
Nodes (7): Claude Skill, SKILL.md, YAML Frontmatter, Instructions, scripts/, references/, assets/
### Community 525 - "Docs: Research & Documentation Skill"
Cohesion: 0.67
Nodes (3): Research & Documentation Skill, basic-research.json, research-to-database.json
### Community 411 - "Docs: Notion:notion-search"
Cohesion: 0.46
Nodes (8): Competitor Analysis Example, Market Research Example, Technical Investigation Example, Trip Planning Example, Advanced Search Techniques, Notion:notion-search, Notion:notion-fetch, Notion:notion-create-pages
### Community 394 - "Docs: Meeting Intelligence"
Cohesion: 0.33
Nodes (8): Meeting Intelligence, Notion:notion-search, Notion:notion-fetch, Notion:notion-create-pages, Template Selection Guide, Meeting Intelligence Skill Evaluations, Customer Meeting Prep, Executive Review Prep
### Community 492 - "Docs: Skill Migration Guide"
Cohesion: 0.50
Nodes (4): Skill Format Requirements, Skill Migration Guide, 16-seo-schema-validator, 17-seo-schema-generator
### Community 406 - "Docs: Format Selection Guide"
Cohesion: 0.33
Nodes (9): Comparison Format, Comparison Template, Comprehensive Report Format, Comprehensive Report Template, Format Selection Guide, Quick Brief Format, Quick Brief Template, Research Summary Format (+1 more)
### Community 505 - "Docs: Spec to Implementation Skill Evaluations"
Cohesion: 0.67
Nodes (3): Spec to Implementation Skill Evaluations, Basic Spec Implementation Evaluation, Spec to Tasks Evaluation
### Community 390 - "Docs: marketplace.json"
Cohesion: 0.20
Nodes (9): $schema, name, owner, name, email, metadata, description, version (+1 more)
## Knowledge Gaps
- **1371 isolated node(s):** `Any`, `fs`, `path`, `Any`, `Any` (+1366 more)
These have ≤1 connection - possible missing edges or undocumented components.
- **418 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 `datetime` connect `datetime` to `db session`, `KpiAggregator`, `PerformanceReporter`, `CompetitorProfiler`, `MigrationPlanner`, `.audit`, `PageAnalyzer`, `AiVisibilityTracker`, `CompetitiveMonitor`, `generate quotation`, `SerpAnalyzer`, `MigrationMonitor`, `LinkGapFinder`, `ContentAuditor`, `ProductSchemaChecker`, `KnowledgeGraphAnalyzer`, `ContentBriefGenerator`, `models`, `EntityAuditor`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `NaverSerpAnalyzer`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `ConfigManager`, `DashboardGenerator`, `exporter`, `KeywordResearcher`, `manifest`, `seo crawler adapter`, `reviewer`, `CrawlProgress`, `GatewayPageGenerator`, `SearchConsoleClient`, `RobotsChecker`, `organizer`, `ExecutiveReportGenerator`, `XMLEditor`, `NotionAsyncOrganizer`, `SchemaValidator`, `SitemapValidator`, `KeywordAnalyzer`, `check-ownership`, `ConfigManager`, `BotIdentification`, `keyword gap analyzer`, `BaseAsyncClient`, `position tracker`, `page analyzer`, `seo audit orchestrator`, `crawl mgr`, `backlink auditor`, `international auditor`, `ai citation analyzer`, `.run`, `jamie video info`, `BaseAsyncClient`, `ranking reporter`, `content gap analyzer`, `AutoFixer`, `export to ulysses`, `ghost publish`, `extract notion`, `run audit`, `gtm audit`, `schema migrator`, `init skill`, `run workflow`?**
_High betweenness centrality (0.299) - this node is a cross-community bridge._
- **Why does `jamie-youtube-manager` connect `Docs: jamie-youtube-manager` to `jamie youtube batch update`, `SEO Comprehensive Audit`, `jamie youtube api test`, `jamie video info`, `Docs: OurDigital Backoffice README`, `notion writer`, `jamie channel status`?**
_High betweenness centrality (0.050) - this node is a cross-community bridge._
- **Why does `BaseAsyncClient` connect `BaseAsyncClient` to `KpiAggregator`, `PerformanceReporter`, `CompetitorProfiler`, `MigrationPlanner`, `.audit`, `backlink auditor`, `AiVisibilityTracker`, `ai citation analyzer`, `CompetitiveMonitor`, `.run`, `MigrationMonitor`, `LinkGapFinder`, `.analyze`, `ContentAuditor`, `ProductSchemaChecker`, `KnowledgeGraphAnalyzer`, `ContentBriefGenerator`, `. call ahrefs`, `EntityAuditor`, `BacklinkAuditor`, `ContentGapAnalyzer`, `ranking reporter`, `content gap analyzer`, `RateLimiter`, `.compare competitors`, `.detect toxic links`, `seo crawler adapter`, `BaseAsyncClient`, `.generate calendar`, `RankingReporter`, `ReportAggregator`, `AnchorDistribution`, `.track velocity`, `.find top movers`, `TopicGap`, `ConfigManager`, `position tracker`, `PositionTracker`?**
_High betweenness centrality (0.026) - this node is a cross-community bridge._
- **Are the 157 inferred relationships involving `BaseAsyncClient` (e.g. with `Namespace` and `Namespace`) actually correct?**
_`BaseAsyncClient` has 157 INFERRED edges - model-reasoned connections that need verification._
- **Are the 3 inferred relationships involving `Document` (e.g. with `DOCXSchemaValidator` and `RedliningValidator`) actually correct?**
_`Document` has 3 INFERRED edges - model-reasoned connections that need verification._
- **What connects `Create JWT token for Ghost Admin API.`, `Parse YAML frontmatter from markdown content.`, `Publish markdown file to Ghost CMS.` to the rest of the system?**
_3215 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `PresentationGenerator` be split into smaller, more focused modules?**
_Cohesion score 0.14705882352941177 - nodes in this community are weakly interconnected._
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