wip: estado de trabajo pendiente antes de la vista grid (suite 230 verde)

2026-08-22 19:37:23 -06:00
parent 4f5a68b572
commit 8a59b39c98
103 changed files with 70954 additions and 1825 deletions
@@ -1 +1,44 @@
-{"0": "Webapp Frontend (JS)", "1": "Transcript Extraction & Parsing", "2": "Config & Discovery Pipeline", "3": "Store & Export Layer", "4": "CLI Command Layer", "5": "Platform Design & Proposals", "6": "Segments Search & Backfill", "7": "Store Platform Tests", "8": "Content Analysis", "9": "README & Config Docs", "10": "Server Start Script", "11": "Package Manifest", "12": "Server Stop Script", "13": "Webapp Package Init"}
+{
+  "0": "Webapp Frontend (JS)",
+  "1": "Transcript Extraction & Parsing",
+  "2": "Config & Discovery Pipeline",
+  "3": "Store & Export Layer",
+  "4": "CLI Command Layer",
+  "5": "Platform Design & Proposals",
+  "6": "Segments Search & Backfill",
+  "7": "Store Platform Tests",
+  "8": "Content Analysis",
+  "9": "README & Config Docs",
+  "10": "Server Start Script",
+  "11": "Package Manifest",
+  "12": "Server Stop Script",
+  "13": "Webapp Package Init",
+  "14": "test_extract.py",
+  "15": "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube",
+  "16": "api",
+  "17": "pipeline.py",
+  "18": "test_blocked_videos.py",
+  "19": "config.py",
+  "20": "setView",
+  "21": "Discovery-Only Scrape Design",
+  "22": "renderDashboardCharts",
+  "23": "Global Constraints",
+  "24": "Config",
+  "25": "init",
+  "26": "render.py",
+  "27": "loadChannels",
+  "28": "jobs.py",
+  "29": "Segment",
+  "30": "cookies.py",
+  "31": "discover.py",
+  "32": "export.py",
+  "33": "pipeline.py",
+  "34": "_channel_targets",
+  "35": "test_features.py",
+  "36": "VideoRow",
+  "37": "test_since_filter.py",
+  "38": ".reset_videos",
+  "39": "._connect",
+  "40": "re_render_cmd",
+  "41": "handleFiles"
+}
@@ -1 +1 @@
-D:\yt-channel-scraper
+.
@@ -0,0 +1,27 @@
+{
+  "0": "Webapp Frontend (JS)",
+  "1": "Transcript Extraction & Parsing",
+  "2": "Config & Discovery Pipeline",
+  "3": "Store & Export Layer",
+  "4": "CLI Command Layer",
+  "5": "Platform Design & Proposals",
+  "6": "Segments Search & Backfill",
+  "7": "Store Platform Tests",
+  "8": "Content Analysis",
+  "9": "README & Config Docs",
+  "10": "Server Start Script",
+  "11": "Package Manifest",
+  "12": "Server Stop Script",
+  "13": "Webapp Package Init",
+  "14": "test_extract.py",
+  "15": "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube",
+  "16": "api",
+  "17": "pipeline.py",
+  "18": "render.py",
+  "19": "config.py",
+  "20": "setView",
+  "21": "Discovery-Only Scrape Design",
+  "22": "renderDashboardCharts",
+  "23": "Global Constraints",
+  "24": "loadJobs"
+}
@@ -0,0 +1,182 @@
+# 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._
@@ -0,0 +1,12 @@
+{
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+      "date": "2026-07-27T05:54:56.822038+00:00",
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+      "output_tokens": 4100,
+      "files": 37
+    }
+  ],
+  "total_input_tokens": 11800,
+  "total_output_tokens": 4100
+}
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+{
+  "0": "Webapp Frontend (JS)",
+  "1": "Transcript Extraction & Parsing",
+  "2": "Config & Discovery Pipeline",
+  "3": "Store & Export Layer",
+  "4": "CLI Command Layer",
+  "5": "Platform Design & Proposals",
+  "6": "Segments Search & Backfill",
+  "7": "Store Platform Tests",
+  "8": "Content Analysis",
+  "9": "README & Config Docs",
+  "10": "Server Start Script",
+  "11": "Package Manifest",
+  "12": "Server Stop Script",
+  "13": "Webapp Package Init",
+  "14": "test_extract.py",
+  "15": "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube",
+  "16": "api",
+  "17": "pipeline.py",
+  "20": "setView",
+  "21": "Discovery-Only Scrape Design",
+  "22": "renderDashboardCharts",
+  "23": "Global Constraints",
+  "25": "init",
+  "27": "loadChannels"
+}
@@ -0,0 +1,177 @@
+# Graph Report - yt-channel-scraper  (2026-08-01)
+
+## Corpus Check
+- 48 files · ~51,184 words
+- Verdict: corpus is large enough that graph structure adds value.
+
+## Summary
+- 669 nodes · 1538 edges · 24 communities (21 shown, 3 thin omitted)
+- Extraction: 89% EXTRACTED · 11% INFERRED · 0% AMBIGUOUS · INFERRED: 162 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
+- setView
+- Discovery-Only Scrape Design
+- renderDashboardCharts
+- Global Constraints
+- init
+- loadChannels
+
+## God Nodes (most connected - your core abstractions)
+1. `Store` - 101 edges
+2. `VideoRef` - 42 edges
+3. `api()` - 39 edges
+4. `toast()` - 38 edges
+5. `Config` - 36 edges
+6. `Segment` - 32 edges
+7. `JobManager` - 26 edges
+8. `discover_incremental()` - 21 edges
+9. `process_video()` - 19 edges
+10. `reconcile_markdown()` - 19 edges
+
+## Surprising Connections (you probably didn't know these)
+- `seeded_store()` --calls--> `VideoRef`  [INFERRED]
+  tests/test_store_platform.py → src/yt_scraper/store.py
+- `test_upload_sort_uses_discovered_time_when_date_is_missing()` --calls--> `VideoRef`  [INFERRED]
+  tests/test_store_platform.py → src/yt_scraper/store.py
+- `test_upsert_videos_reports_only_new_rows()` --calls--> `VideoRef`  [INFERRED]
+  tests/test_store_platform.py → src/yt_scraper/store.py
+- `store()` --calls--> `Store`  [INFERRED]
+  tests/test_store_platform.py → src/yt_scraper/store.py
+- `test_migration_idempotent()` --calls--> `Store`  [INFERRED]
+  tests/test_store_platform.py → src/yt_scraper/store.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 (24 total, 3 thin omitted)
+
+### Community 0 - "Webapp Frontend (JS)"
+Cohesion: 0.06
+Nodes (22): _armAutoHide(), cancelScrape(), closeClip(), closeJobWidget(), closeSidebar(), closeStats(), closeStream(), deleteJob() (+14 more)
+
+### Community 1 - "Transcript Extraction & Parsing"
+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 2 - "Config & Discovery Pipeline"
+Cohesion: 0.06
+Nodes (46): _build_config(), Config, DelayConfig, load_config(), Path, Incremental channel sync — how far back a routine re-scan looks.      The /video, SyncConfig, YtDlpConfig (+38 more)
+
+### Community 3 - "Store & Export Layer"
+Cohesion: 0.05
+Nodes (46): Connection, Cursor, Environment, Row, auto_import_dir(), cookies_dir(), delete(), import_file() (+38 more)
+
+### Community 4 - "CLI Command Layer"
+Cohesion: 0.07
+Nodes (44): analyze_cmd(), _apply_filters(), audio_cmd(), _channel_targets(), channels_add(), cli(), export_cmd(), _extract_handle() (+36 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: 0.09
+Nodes (28): APIRouter, FastAPI, cache_channel_avatar(), 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, Download + cache a channel avatar to <avatars_dir>/<channel_id>.jpg. Returns Tru, thumbnail_url_for() (+20 more)
+
+### Community 7 - "Store Platform Tests"
+Cohesion: 0.13
+Nodes (28): Collection, _channel_root_url(), deep_channel_avatar(), discover_channel(), discover_incremental(), _flatten_entries(), IncrementalDiscovery, _pick_channel_avatar() (+20 more)
+
+### Community 8 - "Content Analysis"
+Cohesion: 0.10
+Nodes (41): Re-escanear data/markdown y hacer que la DB coincida con el disco., reconcile_cmd(), Make the DB agree with what is actually on disk.      `backfill_from_markdown` f, reconcile_markdown(), VideoRef, Recovery paths: retryable statuses, recorded skip reasons, disk<->DB reconcile., The throttling message is the one that must stay retryable., The exact symptom the user reported: a .md exists but the row still     shows a (+33 more)
+
+### Community 10 - "Server Start Script"
+Cohesion: 0.38
+Nodes (3): Open-Browser(), Out-Line(), Show-State()
+
+### Community 14 - "test_extract.py"
+Cohesion: 0.07
+Nodes (48): Response, parse_languages(), Any, Normalise legacy list / new dict / None into ``{lang: mode}``., _coerce_languages(), describe_missing_subtitle(), _download_subtitle(), extract_video() (+40 more)
+
+### Community 15 - "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube"
+Cohesion: 0.04
+Nodes (42): 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, Estados terminales y frescura (la UI tiene que reflejar DB + disco), Frontend (+34 more)
+
+### Community 16 - "api"
+Cohesion: 0.15
+Nodes (29): activateCookie(), api(), checkAudio(), clearJobHistory(), copyClip(), copyText(), downloadAudio(), downloadAudioOne() (+21 more)
+
+### Community 17 - "pipeline.py"
+Cohesion: 0.05
+Nodes (56): align_chapters(), Chapter, chapters_from_info(), Section, merge_adjacent(), parse_auto_dump(), parse_json3(), parse_vtt() (+48 more)
+
+### Community 20 - "setView"
+Cohesion: 0.24
+Nodes (10): cycleSort(), destroyCharts(), loadFolders(), loadFormat(), loadSearch(), loadVideos(), openChannel(), resetSearch() (+2 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 25 - "init"
+Cohesion: 0.20
+Nodes (11): checkHealth(), hydrateURL(), init(), jobActive(), loadRetryable(), reconcile(), refreshLiveState(), resetVideos() (+3 more)
+
+### Community 27 - "loadChannels"
+Cohesion: 0.32
+Nodes (8): addChannel(), downloadAvatarsScope(), loadChannelPending(), loadChannels(), loadDashboard(), removeChannel(), _setSyncResult(), syncChannels()
+
+## Knowledge Gaps
+- **58 isolated node(s):** `yt-channel-scraper`, `Qué es esto`, `Comandos`, `Orientación antes de leer código`, `Tres superficies, un solo pipeline` (+53 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`, `Content Analysis`, `pipeline.py`?**
+  _High betweenness centrality (0.151) - this node is a cross-community bridge._
+- **Why does `VideoRef` connect `Content Analysis` to `Config & Discovery Pipeline`, `Store & Export Layer`, `CLI Command Layer`, `Store Platform Tests`, `pipeline.py`?**
+  _High betweenness centrality (0.048) - this node is a cross-community bridge._
+- **Why does `Segment` connect `pipeline.py` to `CLI Command Layer`, `test_extract.py`, `Segments Search & Backfill`?**
+  _High betweenness centrality (0.032) - this node is a cross-community bridge._
+- **Are the 13 inferred relationships involving `Store` (e.g. with `ParsedMarkdown` and `store()`) actually correct?**
+  _`Store` has 13 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 31 inferred relationships involving `VideoRef` (e.g. with `IncrementalDiscovery` and `store()`) actually correct?**
+  _`VideoRef` has 31 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 11 inferred relationships involving `Config` (e.g. with `test_config_languages_defaults_to_dict()` and `test_config_prefer_manual_defaults_true()`) actually correct?**
+  _`Config` has 11 INFERRED edges - model-reasoned connections that need verification._
+- **What connects `yt-channel-scraper`, `Qué es esto`, `Comandos` to the rest of the system?**
+  _58 weakly-connected nodes found - possible documentation gaps or missing edges._
@@ -0,0 +1,12 @@
+{
+  "runs": [
+    {
+      "date": "2026-07-27T05:54:56.822038+00:00",
+      "input_tokens": 11800,
+      "output_tokens": 4100,
+      "files": 37
+    }
+  ],
+  "total_input_tokens": 11800,
+  "total_output_tokens": 4100
+}
@@ -0,0 +1,252 @@
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+  }
+}
@@ -1,12 +1,18 @@
-# Graph Report - .  (2026-07-26)
+# Graph Report - yt-channel-scraper  (2026-08-01)

 ## Corpus Check
- Corpus is ~28,854 words - fits in a single context window. You may not need a graph.
+- 49 files · ~52,574 words
+- Verdict: corpus is large enough that graph structure adds value.

 ## Summary
- 392 nodes · 951 edges · 14 communities (12 shown, 2 thin omitted)
- Extraction: 93% EXTRACTED · 7% INFERRED · 0% AMBIGUOUS · INFERRED: 65 edges (avg confidence: 0.76)
- Token cost: 11,800 input · 4,100 output
+- 696 nodes · 1591 edges · 42 communities (37 shown, 5 thin omitted)
+- Extraction: 90% EXTRACTED · 10% INFERRED · 0% AMBIGUOUS · INFERRED: 163 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)
@@ -19,31 +25,61 @@
 - 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
+- test_blocked_videos.py
+- config.py
+- setView
+- Discovery-Only Scrape Design
+- renderDashboardCharts
+- Global Constraints
+- Config
+- init
+- render.py
+- loadChannels
+- jobs.py
+- Segment
+- cookies.py
+- discover.py
+- export.py
+- pipeline.py
+- _channel_targets
+- test_features.py
+- VideoRow
+- test_since_filter.py
+- .reset_videos
+- ._connect
+- re_render_cmd
+- handleFiles

 ## God Nodes (most connected - your core abstractions)
-1. `Store` - 81 edges
-2. `Segment` - 32 edges
-3. `api()` - 31 edges
-4. `toast()` - 29 edges
-5. `Config` - 23 edges
-6. `process_video()` - 19 edges
-7. `JobManager` - 17 edges
-8. `resolve_active_path()` - 13 edges
-9. `discover_channel()` - 13 edges
-10. `backfill_from_markdown()` - 13 edges
+1. `Store` - 103 edges
+2. `VideoRef` - 43 edges
+3. `api()` - 39 edges
+4. `toast()` - 38 edges
+5. `Config` - 36 edges
+6. `Segment` - 32 edges
+7. `JobManager` - 26 edges
+8. `discover_incremental()` - 21 edges
+9. `process_video()` - 19 edges
+10. `reconcile_markdown()` - 19 edges

 ## Surprising Connections (you probably didn't know these)
- `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
- `store()` --calls--> `Store`  [INFERRED]
-  tests/test_store_platform.py → src/yt_scraper/store.py
- `test_migration_idempotent()` --calls--> `Store`  [INFERRED]
-  tests/test_store_platform.py → src/yt_scraper/store.py
+- `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_export_json_csv()` --calls--> `Segment`  [INFERRED]
+  tests/test_features.py → src/yt_scraper/parse.py
+- `test_export_srt()` --calls--> `Segment`  [INFERRED]
+  tests/test_features.py → src/yt_scraper/parse.py
+- `test_term_timeline()` --calls--> `Segment`  [INFERRED]
+  tests/test_features.py → src/yt_scraper/parse.py

 ## Import Cycles
 - None detected.
@@ -53,63 +89,171 @@
 - **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 (14 total, 2 thin omitted)
+## Communities (42 total, 5 thin omitted)

 ### Community 0 - "Webapp Frontend (JS)"
 Cohesion: 0.06
-Nodes (59): activateCookie(), addChannel(), api(), axisOpts(), barOpts(), cancelScrape(), checkHealth(), closeStream() (+51 more)
+Nodes (22): _armAutoHide(), blockLabel(), blockTitle(), cancelScrape(), closeClip(), closeJobWidget(), closeSidebar(), closeStats() (+14 more)

 ### Community 1 - "Transcript Extraction & Parsing"
-Cohesion: 0.07
-Nodes (57): Environment, align_chapters(), Chapter, chapters_from_info(), Section, _parse_tags(), Regenerar Markdown desde segmentos almacenados., re_render_cmd() (+49 more)
+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 2 - "Config & Discovery Pipeline"
-Cohesion: 0.06
-Nodes (40): APIRouter, FastAPI, _build_config(), Config, DelayConfig, load_config(), Any, Path (+32 more)
+Cohesion: 0.17
+Nodes (10): _clone_config(), _handle(), JobManager, _keep_ref(), Any, Single-worker scrape job runner with an in-memory event log per job (SSE-polled), Refresh the catalog without extracting or downloading video content., Refresh one channel's catalog.          Incremental by default: only the newest (+2 more)

 ### Community 3 - "Store & Export Layer"
-Cohesion: 0.07
-Nodes (28): Connection, Cursor, Row, is_expired(), list_vault(), export_csv(), export_html(), export_json() (+20 more)
+Cohesion: 0.10
+Nodes (10): Cursor, _now_iso(), Any, Every video id already recorded for a channel — the boundary an         incremen, Newest known upload date (YYYYMMDD) for a channel, or None., Refresh a channel's counters from what is actually stored.          Incremental, Update only the fields explicitly passed. Preserves last_scraped and video_count, Set a video's status, optionally recording why.          `no_subtitles` used to (+2 more)

 ### Community 4 - "CLI Command Layer"
-Cohesion: 0.08
-Nodes (41): analyze_cmd(), _apply_filters(), audio_cmd(), _channel_targets(), channels_add(), cli(), export_cmd(), _extract_handle() (+33 more)
+Cohesion: 0.12
+Nodes (24): channels_add(), cli(), _extract_handle(), _fmt_date(), _fmt_duration(), _known_channel_for(), main(), _order_pending() (+16 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: 0.26
-Nodes (11): backfill_from_markdown(), parse_markdown(), ParsedMarkdown, Path, Parse all done .md files under md_root, populate segments/FTS/metadata. Idempote, search(), store_segments(), _strip_quotes() (+3 more)
+Cohesion: 0.13
+Nodes (17): APIRouter, FastAPI, cache_channel_avatar(), 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, Download + cache a channel avatar to <avatars_dir>/<channel_id>.jpg. Returns Tru, thumbnail_url_for() (+9 more)

 ### Community 7 - "Store Platform Tests"
-Cohesion: 0.17
-Nodes (5): store(), test_dashboard_aggregates(), test_migration_idempotent(), test_store_and_search_segments(), test_store_segments_overwrites()
+Cohesion: 0.22
+Nodes (18): Collection, discover_incremental(), IncrementalDiscovery, Fetch only the newest slice of a channel instead of paginating all of it.      A, Outcome of a windowed channel sync., _fake_channel(), Windowed channel sync: only fetch what is newer than what we already have.  The, Shorts the store never recorded must not keep the window widening. (+10 more)

 ### Community 8 - "Content Analysis"
+Cohesion: 0.07
+Nodes (52): Re-escanear data/markdown y hacer que la DB coincida con el disco., reconcile_cmd(), backfill_from_markdown(), parse_markdown(), ParsedMarkdown, Path, Parse all done .md files under md_root, populate segments/FTS/metadata. Idempote, Make the DB agree with what is actually on disk.      `backfill_from_markdown` f (+44 more)
+
+### Community 10 - "Server Start Script"
+Cohesion: 0.38
+Nodes (3): Open-Browser(), Out-Line(), Show-State()
+
+### Community 14 - "test_extract.py"
+Cohesion: 0.07
+Nodes (50): Response, parse_languages(), Any, Normalise legacy list / new dict / None into ``{lang: mode}``., _coerce_languages(), describe_missing_subtitle(), _download_subtitle(), extract_video() (+42 more)
+
+### Community 15 - "Auditoría · Cómo la extensión obtiene la transcripción / información de vídeos de YouTube"
+Cohesion: 0.04
+Nodes (42): 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, Estados terminales y frescura (la UI tiene que reflejar DB + disco), Frontend (+34 more)
+
+### Community 16 - "api"
+Cohesion: 0.16
+Nodes (29): activateCookie(), api(), checkAudio(), clearJobHistory(), copyClip(), copyText(), deleteJob(), downloadAudio() (+21 more)
+
+### Community 17 - "pipeline.py"
+Cohesion: 0.10
+Nodes (19): merge_adjacent(), parse_auto_dump(), parse_json3(), parse_vtt(), _vtt_ts_to_seconds(), test_merge_adjacent(), test_parse_json3_basic(), test_parse_json3_invalid_json() (+11 more)
+
+### Community 18 - "test_blocked_videos.py"
+Cohesion: 0.23
+Nodes (18): Members-only / gated videos: identified from discovery, labelled, and kept out o, Buying the membership must not leave the video permanently stranded., `unlisted` downloads perfectly well — mislabelling it would hide videos     the, Rows burned into `error` before availability was captured must still be     iden, Bulk runs must not spend requests on videos that cannot be fetched., _ref(), _store(), test_a_blocked_video_is_still_reachable_by_id() (+10 more)
+
+### Community 19 - "config.py"
+Cohesion: 0.24
+Nodes (14): _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, The default must fall back to auto captions.      A manual-only default silently (+6 more)
+
+### Community 20 - "setView"
+Cohesion: 0.24
+Nodes (10): cycleSort(), destroyCharts(), loadFolders(), loadFormat(), loadSearch(), loadVideos(), openChannel(), resetSearch() (+2 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 - "Config"
+Cohesion: 0.23
+Nodes (11): Config, Path, _catalog_channel(), The window is 30 wide but the channel has 200 videos — video_count must     not, test_all_channel_discovery_continues_after_one_error(), test_audio_job_downloads_into_audio_directory(), test_audio_job_with_video_ids_uses_audio_runner(), test_batch_job_reports_videos_without_transcripts() (+3 more)
+
+### Community 25 - "init"
+Cohesion: 0.15
+Nodes (18): addChannel(), checkHealth(), downloadAvatarsScope(), hydrateURL(), init(), jobActive(), loadChannelPending(), loadChannels() (+10 more)
+
+### Community 26 - "render.py"
+Cohesion: 0.25
+Nodes (12): Environment, format_timestamp(), _make_env(), Path, quote_yaml(), render_markdown(), to_json(), test_format_timestamp_hours() (+4 more)
+
+### Community 27 - "loadChannels"
+Cohesion: 0.23
+Nodes (8): Row, is_expired(), list_vault(), CookieRow, JobRow, _row_to_cookierow(), _row_to_jobrow(), _sanitize_fts()
+
+### Community 28 - "jobs.py"
+Cohesion: 0.23
+Nodes (10): resolve_active_path(), _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., _run_once(), watch_loop(), polite_sleep() (+2 more)
+
+### Community 29 - "Segment"
+Cohesion: 0.37
+Nodes (11): align_chapters(), Chapter, chapters_from_info(), Section, Segment, test_align_no_chapters(), test_align_pre_chapter_segments(), test_align_with_chapters() (+3 more)
+
+### Community 30 - "cookies.py"
+Cohesion: 0.35
+Nodes (11): auto_import_dir(), cookies_dir(), delete(), import_file(), import_text(), parse_netscape(), parse_netscape_file(), Path (+3 more)
+
+### Community 31 - "discover.py"
 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)
+Nodes (10): _channel_root_url(), deep_channel_avatar(), discover_channel(), _flatten_entries(), _pick_channel_avatar(), Any, Best-effort channel avatar URL from a yt-dlp channel info dict.      Only source, Strip a tab suffix from a YouTube channel URL so yt-dlp extracts the     channel (+2 more)
+
+### Community 32 - "export.py"
+Cohesion: 0.38
+Nodes (10): export_csv(), export_html(), export_json(), export_srt(), export_srt_video(), Path, _segments_to_srt(), _srt_ts() (+2 more)
+
+### Community 33 - "pipeline.py"
+Cohesion: 0.29
+Nodes (10): _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., re_render_videos(), _safe_dirname(), build_filename_stem(), test_build_filename_stem() (+2 more)
+
+### Community 34 - "_channel_targets"
+Cohesion: 0.20
+Nodes (10): analyze_cmd(), audio_cmd(), _channel_targets(), export_cmd(), Devolver videos atascados en error/no_subtitles a 'pending' para reintentarlos., Export multi-formato., Descarga audio MP3 (requiere ffmpeg)., Analisis estadistico de contenido (frecuencia, timeline). (+2 more)
+
+### Community 35 - "test_features.py"
+Cohesion: 0.20
+Nodes (5): store(), test_export_json_csv(), test_export_srt(), test_term_timeline(), test_word_frequency()
+
+### Community 36 - "VideoRow"
+Cohesion: 0.33
+Nodes (4): Why this video can never be fetched, or None if it can.          Prefers the dis, Pending videos, excluding ones discovery already told us we cannot         fetch, _row_to_videorow(), VideoRow
+
+### Community 37 - "test_since_filter.py"
+Cohesion: 0.52
+Nodes (6): _apply_filters(), `--since` / the scrape form's date filter must not eat undated entries.  yt-dlp', _ref(), test_since_keeps_entries_with_no_upload_date(), test_since_still_drops_entries_that_are_provably_older(), test_without_since_nothing_is_dropped_on_date_grounds()
+
+### Community 40 - "re_render_cmd"
+Cohesion: 0.50
+Nodes (4): _parse_tags(), Regenerar Markdown desde segmentos almacenados., re_render_cmd(), _safe_dirname()
+
+### Community 41 - "handleFiles"
+Cohesion: 0.67
+Nodes (3): handleDrop(), handleFiles(), uploadCookies()

 ## Knowledge Gaps
- **10 isolated node(s):** `yt-channel-scraper`, `OPPORTUNITIES.md - extension audit`, `Design language: dark data command center`, `yt-dlp InnerTube mechanism (ANDROID/IOS/WEB clients)`, `Feature proposal: search (FTS5 transcript search)` (+5 more)
+- **58 isolated node(s):** `yt-channel-scraper`, `Qué es esto`, `Comandos`, `Orientación antes de leer código`, `Tres superficies, un solo pipeline` (+53 more)
  These have ≤1 connection - possible missing edges or undocumented components.
- **2 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+- **5 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`?**
-  _High betweenness centrality (0.194) - this node is a cross-community bridge._
- **Why does `Segment` connect `Transcript Extraction & Parsing` to `CLI Command Layer`, `Segments Search & Backfill`, `Store Platform Tests`?**
-  _High betweenness centrality (0.057) - this node is a cross-community bridge._
- **Why does `Config` connect `Config & Discovery Pipeline` to `Transcript Extraction & Parsing`, `CLI Command Layer`?**
-  _High betweenness centrality (0.024) - this node is a cross-community bridge._
- **Are the 4 inferred relationships involving `Store` (e.g. with `ParsedMarkdown` and `store()`) actually correct?**
-  _`Store` has 4 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`, `OPPORTUNITIES.md - extension audit`, `Design language: dark data command center` to the rest of the system?**
-  _10 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `Webapp Frontend (JS)` be split into smaller, more focused modules?**
-  _Cohesion score 0.062317429406037 - nodes in this community are weakly interconnected._
+- **Why does `Store` connect `Store & Export Layer` to `export.py`, `Transcript Extraction & Parsing`, `pipeline.py`, `Config & Discovery Pipeline`, `CLI Command Layer`, `VideoRow`, `.reset_videos`, `._connect`, `Content Analysis`, `Segments Search & Backfill`, `test_features.py`, `pipeline.py`, `test_blocked_videos.py`, `Config`, `loadChannels`, `jobs.py`, `cookies.py`?**
+  _High betweenness centrality (0.162) - this node is a cross-community bridge._
+- **Why does `VideoRef` connect `Content Analysis` to `Store & Export Layer`, `CLI Command Layer`, `test_features.py`, `test_since_filter.py`, `Store Platform Tests`, `pipeline.py`, `test_blocked_videos.py`, `Config`, `loadChannels`, `jobs.py`, `discover.py`?**
+  _High betweenness centrality (0.053) - this node is a cross-community bridge._
+- **Why does `Segment` connect `Segment` to `pipeline.py`, `test_features.py`, `CLI Command Layer`, `re_render_cmd`, `Content Analysis`, `test_extract.py`, `pipeline.py`?**
+  _High betweenness centrality (0.031) - this node is a cross-community bridge._
+- **Are the 14 inferred relationships involving `Store` (e.g. with `ParsedMarkdown` and `_store()`) actually correct?**
+  _`Store` has 14 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 31 inferred relationships involving `VideoRef` (e.g. with `IncrementalDiscovery` and `store()`) actually correct?**
+  _`VideoRef` has 31 INFERRED edges - model-reasoned connections that need verification._
+- **Are the 11 inferred relationships involving `Config` (e.g. with `test_config_languages_defaults_to_dict()` and `test_config_prefer_manual_defaults_true()`) actually correct?**
+  _`Config` has 11 INFERRED edges - model-reasoned connections that need verification._
+- **What connects `yt-channel-scraper`, `Qué es esto`, `Comandos` to the rest of the system?**
+  _58 weakly-connected nodes found - possible documentation gaps or missing edges._
@@ -0,0 +1 @@
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