yt-channel-scraper/graphify-out/2026-07-31/GRAPH_REPORT.md

Graph Report - yt-channel-scraper (2026-07-31)

Corpus Check

• 45 files · ~46,603 words
• Verdict: corpus is large enough that graph structure adds value.

Summary

• 612 nodes · 1392 edges · 25 communities (22 shown, 3 thin omitted)
• Extraction: 91% EXTRACTED · 9% INFERRED · 0% AMBIGUOUS · INFERRED: 129 edges (avg confidence: 0.78)
• Token cost: 0 input · 0 output

Graph Freshness

• Built from commit: 06497299
• Run git rev-parse HEAD and compare to check if the graph is stale.
• Run graphify update . after code changes (no API cost).

Community Hubs (Navigation)

• Webapp Frontend (JS)
• Transcript Extraction & Parsing
• Config & Discovery Pipeline
• Store & Export Layer
• CLI Command Layer
• Platform Design & Proposals
• Segments Search & Backfill
• Store Platform Tests
• Content Analysis
• README & Config Docs
• Server Start Script
• Package Manifest
• Server Stop Script
• test_extract.py
• Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube
• api
• pipeline.py
• render.py
• config.py
• setView
• Discovery-Only Scrape Design
• renderDashboardCharts
• Global Constraints
• loadJobs

God Nodes (most connected - your core abstractions)

1. Store - 96 edges
2. api() - 36 edges
3. toast() - 36 edges
4. Config - 34 edges
5. Segment - 32 edges
6. JobManager - 26 edges
7. VideoRef - 25 edges
8. discover_incremental() - 21 edges
9. process_video() - 19 edges
10. subscribeJob() - 18 edges

Surprising Connections (you probably didn't know these)

• test_config_languages_defaults_to_dict() --calls--> Config [INFERRED] tests/test_extract.py → src/yt_scraper/config.py
• test_config_prefer_manual_defaults_true() --calls--> Config [INFERRED] tests/test_extract.py → src/yt_scraper/config.py
• test_dashboard_aggregates() --calls--> Segment [INFERRED] tests/test_store_platform.py → src/yt_scraper/parse.py
• test_store_and_search_segments() --calls--> Segment [INFERRED] tests/test_store_platform.py → src/yt_scraper/parse.py
• test_store_segments_overwrites() --calls--> Segment [INFERRED] tests/test_store_platform.py → src/yt_scraper/parse.py

Import Cycles

• None detected.

Hyperedges (group relationships)

• Workstream B webapp stack (FastAPI + Alpine SPA + subagent) — opencode_agent_webapp_builder, opencode_goals_webapp_build, src_yt_scraper_webapp_static_index, docs_superpowers_specs_2026_07_26_platform_design_dark_command_center, docs_superpowers_specs_2026_07_26_platform_design_sse_job_runner [EXTRACTED 0.95]
• FTS5 transcript search flow (proposal -> spec -> SPA view) — opportunities_search_fts5, docs_superpowers_specs_2026_07_26_platform_design_transcript_fts5, src_yt_scraper_webapp_static_index [INFERRED 0.85]
• Cookie auth chain (vault -> resolve_active_path -> scrape job) — docs_superpowers_specs_2026_07_26_platform_design_cookie_vault_ux, docs_superpowers_specs_2026_07_26_platform_design_sse_job_runner, docs_superpowers_specs_2026_07_26_platform_design_cookies_bug_fix, src_yt_scraper_webapp_static_index [INFERRED 0.85]

Communities (25 total, 3 thin omitted)

Community 0 - "Webapp Frontend (JS)"

Cohesion: 0.07 Nodes (20): _armAutoHide(), closeClip(), closeJobWidget(), closeSidebar(), closeStats(), _disarmAutoHide(), downloadClipTxt(), downloadFile() (+12 more)

Community 1 - "Transcript Extraction & Parsing"

Cohesion: 0.16 Nodes (17): merge_adjacent(), parse_auto_dump(), parse_json3(), parse_vtt(), Segment, _vtt_ts_to_seconds(), store(), test_export_json_csv() (+9 more)

Community 2 - "Config & Discovery Pipeline"

Cohesion: 0.08 Nodes (34): Config, Path, deep_channel_avatar(), Robust avatar recovery via non-flat yt-dlp call on the channel root URL., _extract_handle(), _keep_ref(), Same shorts/live rules the store was populated under — see jobs._keep_ref., Discover + process pending videos for a channel, optionally on an interval. (+26 more)

Community 3 - "Store & Export Layer"

Cohesion: 0.06 Nodes (43): Connection, Cursor, Environment, Row, auto_import_dir(), cookies_dir(), delete(), import_file() (+35 more)

Community 4 - "CLI Command Layer"

Cohesion: 0.08 Nodes (37): analyze_cmd(), _apply_filters(), audio_cmd(), _channel_targets(), channels_add(), cli(), export_cmd(), _extract_handle() (+29 more)

Community 5 - "Platform Design & Proposals"

Cohesion: 0.12 Nodes (20): Platform Implementation Plan, Platform Design Spec, Cookie drag-and-drop vault UX, cli.py cookies scope bug fix, Design language: dark data command center, Architecture: Monorepo in-package webapp (Approach A), Scope rule: No AI features, Single-threaded scrape job runner + SSE event bus (+12 more)

Community 6 - "Segments Search & Backfill"

Cohesion: 0.10 Nodes (26): APIRouter, FastAPI, cache_thumbnail(), Thumbnail URL for a video: stored URL, else the canonical YouTube one derived fr, Download + cache a video's thumbnail to <thumbnails_dir>/<video_id>.jpg. Returns, thumbnail_url_for(), backfill_from_markdown(), parse_markdown() (+18 more)

Community 7 - "Store Platform Tests"

Cohesion: 0.06 Nodes (44): Collection, _channel_root_url(), discover_channel(), discover_incremental(), _flatten_entries(), IncrementalDiscovery, _pick_channel_avatar(), Any (+36 more)

Community 8 - "Content Analysis"

Cohesion: 0.27 Nodes (10): _iter_texts(), Path, Return [(YYYY-MM, count)] of months where term appears in transcripts., render_timeline_chart(), render_top_words_chart(), render_wordcloud(), term_timeline(), _tokenize() (+2 more)

Community 10 - "Server Start Script"

Cohesion: 0.38 Nodes (3): Open-Browser(), Out-Line(), Show-State()

Community 14 - "test_extract.py"

Cohesion: 0.08 Nodes (46): Response, parse_languages(), Any, Normalise legacy list / new dict / None into {lang: mode}., _coerce_languages(), _download_subtitle(), extract_video(), _normalize_lang() (+38 more)

Community 15 - "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube"

Cohesion: 0.05 Nodes (41): Arquitectura, Comandos, Cookies, Cualquier petición HTTP a CDNs de YouTube va por _yt_http.yt_get(), Documentos de referencia, El Markdown es fuente de datos, no solo salida, Frontend, Idiomas: dict por-idioma con compatibilidad legacy (+33 more)

Community 16 - "api"

Cohesion: 0.14 Nodes (34): activateCookie(), addChannel(), api(), checkAudio(), copyClip(), copyText(), downloadAudio(), downloadAudioOne() (+26 more)

Community 17 - "pipeline.py"

Cohesion: 0.24 Nodes (15): align_chapters(), Chapter, chapters_from_info(), Section, _normalize_date(), process_video(), Regenerate .md for done videos that have stored segments. Returns count re-rende, Extract + parse + store + render a single video. Returns final status string. (+7 more)

Community 18 - "render.py"

Cohesion: 0.20 Nodes (16): build_filename_stem(), format_timestamp(), _make_env(), Path, quote_yaml(), render_markdown(), to_json(), test_build_filename_stem() (+8 more)

Community 19 - "config.py"

Cohesion: 0.27 Nodes (13): _build_config(), DelayConfig, load_config(), Incremental channel sync — how far back a routine re-scan looks. The /video, SyncConfig, YtDlpConfig, Tests for the YAML config loader. Focuses on the languages and ``prefer_man, test_load_legacy_languages_list() (+5 more)

Community 20 - "setView"

Cohesion: 0.18 Nodes (14): checkHealth(), cycleSort(), destroyCharts(), hydrateURL(), init(), loadFolders(), loadFormat(), loadSearch() (+6 more)

Community 21 - "Discovery-Only Scrape Design"

Cohesion: 0.22 Nodes (8): Architecture, Discovery-Only Scrape Design, Error Handling, Existing Context, Goal, Persistence and Results, Testing, UI

Community 22 - "renderDashboardCharts"

Cohesion: 0.36 Nodes (9): axisOpts(), barOpts(), fmtMonth(), lineOpts(), loadAnalysis(), makeChart(), renderDashboardCharts(), renderTimelineChart() (+1 more)

Community 23 - "Global Constraints"

Cohesion: 0.25 Nodes (7): Discovery-Only Scrape Implementation Plan, Global Constraints, Task 1: Make catalog insertion counts accurate, Task 2: Add discovery-only job execution, Task 3: Expose the discovery mode through the API, Task 4: Add one-channel and all-channel UI controls, Task 5: Final verification and review

Community 24 - "loadJobs"

Cohesion: 0.29 Nodes (7): cancelScrape(), clearJobHistory(), closeStream(), deleteJob(), jobActionLabel(), jobIsTerminal(), loadJobs()

Knowledge Gaps

• 57 isolated node(s): yt-channel-scraper, Qué es esto, Comandos, Orientación antes de leer código, Tres superficies, un solo pipeline (+52 more) These have ≤1 connection - possible missing edges or undocumented components.
• 3 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 Store connect Store & Export Layer to Transcript Extraction & Parsing, Config & Discovery Pipeline, CLI Command Layer, Segments Search & Backfill, Store Platform Tests, Content Analysis, pipeline.py? High betweenness centrality (0.146) - this node is a cross-community bridge.
• Why does Segment connect Transcript Extraction & Parsing to CLI Command Layer, Segments Search & Backfill, Store Platform Tests, test_extract.py, pipeline.py, render.py? High betweenness centrality (0.035) - this node is a cross-community bridge.
• Why does VideoRef connect Store Platform Tests to Transcript Extraction & Parsing, Config & Discovery Pipeline, Store & Export Layer, CLI Command Layer? High betweenness centrality (0.027) - this node is a cross-community bridge.
• Are the 12 inferred relationships involving Store (e.g. with ParsedMarkdown and store()) actually correct? Store has 12 INFERRED edges - model-reasoned connections that need verification.
• Are the 9 inferred relationships involving Config (e.g. with test_config_languages_defaults_to_dict() and test_config_prefer_manual_defaults_true()) actually correct? Config has 9 INFERRED edges - model-reasoned connections that need verification.
• Are the 17 inferred relationships involving Segment (e.g. with Chapter and Section) actually correct? Segment has 17 INFERRED edges - model-reasoned connections that need verification.
• What connects yt-channel-scraper, Qué es esto, Comandos to the rest of the system? 57 weakly-connected nodes found - possible documentation gaps or missing edges.