# Graph Report - .  (2026-05-15)

## Corpus Check
- 92 files · ~217,586 words
- Verdict: corpus is large enough that graph structure adds value.

## Summary
- 3313 nodes · 6328 edges · 169 communities detected
- Extraction: 57% EXTRACTED · 43% INFERRED · 0% AMBIGUOUS · INFERRED: 2713 edges (avg confidence: 0.6)
- Token cost: 0 input · 0 output

## Community Hubs (Navigation)
- [[_COMMUNITY_Community 0|Community 0]]
- [[_COMMUNITY_Community 1|Community 1]]
- [[_COMMUNITY_Community 2|Community 2]]
- [[_COMMUNITY_Community 3|Community 3]]
- [[_COMMUNITY_Community 4|Community 4]]
- [[_COMMUNITY_Community 5|Community 5]]
- [[_COMMUNITY_Community 6|Community 6]]
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- [[_COMMUNITY_Community 11|Community 11]]
- [[_COMMUNITY_Community 12|Community 12]]
- [[_COMMUNITY_Community 13|Community 13]]
- [[_COMMUNITY_Community 14|Community 14]]
- [[_COMMUNITY_Community 15|Community 15]]
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- [[_COMMUNITY_Community 17|Community 17]]
- [[_COMMUNITY_Community 18|Community 18]]
- [[_COMMUNITY_Community 19|Community 19]]
- [[_COMMUNITY_Community 20|Community 20]]
- [[_COMMUNITY_Community 21|Community 21]]
- [[_COMMUNITY_Community 22|Community 22]]
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- [[_COMMUNITY_Community 24|Community 24]]
- [[_COMMUNITY_Community 25|Community 25]]
- [[_COMMUNITY_Community 26|Community 26]]
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- [[_COMMUNITY_Community 43|Community 43]]
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- [[_COMMUNITY_Community 48|Community 48]]
- [[_COMMUNITY_Community 55|Community 55]]
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- [[_COMMUNITY_Community 68|Community 68]]
- [[_COMMUNITY_Community 69|Community 69]]
- [[_COMMUNITY_Community 74|Community 74]]
- [[_COMMUNITY_Community 75|Community 75]]
- [[_COMMUNITY_Community 86|Community 86]]
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- [[_COMMUNITY_Community 89|Community 89]]
- [[_COMMUNITY_Community 90|Community 90]]
- [[_COMMUNITY_Community 91|Community 91]]
- [[_COMMUNITY_Community 92|Community 92]]
- [[_COMMUNITY_Community 93|Community 93]]
- [[_COMMUNITY_Community 94|Community 94]]
- [[_COMMUNITY_Community 95|Community 95]]
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- [[_COMMUNITY_Community 100|Community 100]]
- [[_COMMUNITY_Community 101|Community 101]]
- [[_COMMUNITY_Community 102|Community 102]]
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- [[_COMMUNITY_Community 105|Community 105]]
- [[_COMMUNITY_Community 106|Community 106]]
- [[_COMMUNITY_Community 107|Community 107]]
- [[_COMMUNITY_Community 132|Community 132]]
- [[_COMMUNITY_Community 133|Community 133]]
- [[_COMMUNITY_Community 134|Community 134]]
- [[_COMMUNITY_Community 135|Community 135]]
- [[_COMMUNITY_Community 136|Community 136]]
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- [[_COMMUNITY_Community 138|Community 138]]
- [[_COMMUNITY_Community 139|Community 139]]
- [[_COMMUNITY_Community 184|Community 184]]
- [[_COMMUNITY_Community 185|Community 185]]
- [[_COMMUNITY_Community 186|Community 186]]
- [[_COMMUNITY_Community 188|Community 188]]
- [[_COMMUNITY_Community 189|Community 189]]
- [[_COMMUNITY_Community 190|Community 190]]
- [[_COMMUNITY_Community 191|Community 191]]
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- [[_COMMUNITY_Community 193|Community 193]]
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- [[_COMMUNITY_Community 195|Community 195]]
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- [[_COMMUNITY_Community 280|Community 280]]
- [[_COMMUNITY_Community 281|Community 281]]
- [[_COMMUNITY_Community 282|Community 282]]
- [[_COMMUNITY_Community 283|Community 283]]
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- [[_COMMUNITY_Community 285|Community 285]]
- [[_COMMUNITY_Community 286|Community 286]]
- [[_COMMUNITY_Community 287|Community 287]]
- [[_COMMUNITY_Community 288|Community 288]]
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- [[_COMMUNITY_Community 299|Community 299]]
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- [[_COMMUNITY_Community 302|Community 302]]
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- [[_COMMUNITY_Community 308|Community 308]]
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- [[_COMMUNITY_Community 310|Community 310]]
- [[_COMMUNITY_Community 311|Community 311]]
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- [[_COMMUNITY_Community 313|Community 313]]
- [[_COMMUNITY_Community 315|Community 315]]
- [[_COMMUNITY_Community 316|Community 316]]
- [[_COMMUNITY_Community 317|Community 317]]
- [[_COMMUNITY_Community 318|Community 318]]
- [[_COMMUNITY_Community 319|Community 319]]
- [[_COMMUNITY_Community 320|Community 320]]

## God Nodes (most connected - your core abstractions)
1. `MemoryMiddleware` - 236 edges
2. `User` - 127 edges
3. `AgentRunLog` - 107 edges
4. `MemoryProactive` - 107 edges
5. `Subscription` - 98 edges
6. `MemoryAssociative` - 98 edges
7. `MemoryEpisodic` - 93 edges
8. `MemoryCore` - 90 edges
9. `UserProfile` - 79 edges
10. `StreamFormatter` - 70 edges

## Surprising Connections (you probably didn't know these)
- `recordRunAction()` --calls--> `getDb()`  [INFERRED]
  adiuvAI\src\main\api\backend-client.ts → adiuvAI\src\main\db\index.ts
- `Tier manager: feature matrix and quota enforcement.  ``TierManager`` is the si` --uses--> `Subscription`  [INFERRED]
  api\app\billing\tier_manager.py → api\app\models.py
- `Centralises tier feature-gating, rate-limit lookups, and quota checks.` --uses--> `Subscription`  [INFERRED]
  api\app\billing\tier_manager.py → api\app\models.py
- `Return the current billing tier for ``user_id`` from the DB.          Falls ba` --uses--> `Subscription`  [INFERRED]
  api\app\billing\tier_manager.py → api\app\models.py
- `Return ``True`` if ``tier`` has ``feature`` enabled.          For numeric feat` --uses--> `Subscription`  [INFERRED]
  api\app\billing\tier_manager.py → api\app\models.py

## Hyperedges (group relationships)
- **V3 streaming flow: Renderer -> Orchestrator -> BackendClient -> Device WS -> DrizzleExecutor** — ui_ChatSurface, orchestrator_orchestrate, backendclient_sendHomeRequest, backendclient_openDeviceWebSocket, drizzleexecutor_execute [INFERRED 0.90]
- **Folder indexing pipeline: scan -> session -> WS batch -> manifest update** — scanner_scanFolder, indexer_startIndexSession, backendclient_sendIndexFileBatch, schema_projectFolderFiles [EXTRACTED 1.00]
- **Agent-run logging: tool_call -> recordRunAction -> agent_run_actions + run_complete -> agent_runs** — backendclient_openDeviceWebSocket, backendclient_recordRunAction, schema_agentRuns, schema_agentRunActions [EXTRACTED 1.00]
- **** — FilesSection, FolderLinkCard, FolderFileList, FolderUnlinkDialog, FolderChip [INFERRED 0.90]
- **** — useAIChat, useChatStream, ContextualChatContext [INFERRED 0.90]
- **** — AddEventDialog, EditEventDialog, TimelineGanttView, ProjectDetail [INFERRED 0.85]
- **** — ProjectsPage, TasksPage, TimelinePage, NoteDetailPage, ContextualScope [INFERRED 0.85]
- **** — TierManager, quota.check_folder_quota, quota.add_token_usage, models.MonthlyTokenUsage, billing_router [EXTRACTED 1.00]
- **** — device_ws.endpoint, brief_agent.run_home_brief, brief_agent.run_project_brief, output_formatter.StreamFormatter, api-types.ts [EXTRACTED 1.00]
- **Contextual sidebar frontend architecture** — concept/contextual_sidebar, concept/ContextualChatProvider, concept/ChatSurface, concept/useContextualScope [EXTRACTED 1.00]
- **Contextual backend pipeline (WS frame → run_contextual_stream → Langfuse prompt)** — concept/contextual_request_frame, concept/contextual_scope_update_frame, run_contextual_stream, concept/contextual_system_prompt [EXTRACTED 1.00]
- **Folder index session WS flow** — _handle_index_session_start, _handle_index_file_batch, _handle_index_session_cancel, _index_sessions [EXTRACTED 1.00]

## Communities

### Community 0 - "Community 0"
Cohesion: 0.03
Nodes (252): Base, Shared declarative base for all ORM models., ExtractionQueue, MemoryAssociative, MemoryCore, MemoryEpisodic, MemoryProactive, MemoryRelation (+244 more)

### Community 1 - "Community 1"
Cohesion: 0.02
Nodes (207): make_query_relations_tool(), Relations agent — read-only tool wrapping MemoryMiddleware.query_relations., Return a query_relations tool bound to *user_id*., _build_read_tools(), Brief agent — produces plain-text home and project status briefs.  Read-only t, Stream a plain-text daily home brief.      Yields (event_type, data) tuples id, Stream a plain-text project status brief for project_id.      Yields (event_ty, _resolve_language() (+199 more)

### Community 2 - "Community 2"
Cohesion: 0.02
Nodes (184): get_client(), list_clients(), Client agent — read-only tools for the clients table., List clients, optionally filtered by a name/email substring search.      search:, Get full details for one client by UUID.      id: the client's UUID., get_file_metadata(), list_directory(), Filesystem agent — tools for reading local directories and files on Electron. (+176 more)

### Community 3 - "Community 3"
Cohesion: 0.04
Nodes (140): AgentRunLog, Scope for a floating request — narrows the agent to a specific entity., Client → Server: Floating chat message scoped to an entity., Server → Client: signals start of a streaming response., Server → Client: streamed text token., Server → Client: signals end of a streaming response., Structured floating domain payload for UI routing decisions., Server → Client: domain determined for a floating request. (+132 more)

### Community 4 - "Community 4"
Cohesion: 0.03
Nodes (84): _build_gmail_query(), GmailClient, _parse_body(), _parse_date(), Gmail API client for cloud agent integration.  Wraps the Google Gmail REST API, Remove HTML tags and decode entities to get plain text., Recursively extract the plain-text body from a Gmail message payload.      Pre, Parse an RFC 2822 email date header into a UTC ``datetime``. (+76 more)

### Community 5 - "Community 5"
Cohesion: 0.04
Nodes (99): AgentCatalogItem, AgentCreationCheckRequest, AgentCreationCheckResponse, AgentRunLogResponse, AgentTriggerRequest, ChatContext, ChatRequest, ChatResponse (+91 more)

### Community 6 - "Community 6"
Cohesion: 0.03
Nodes (19): AuthExpiredError, BackendClient, logHttp(), logHttpResponse(), logWsRecv(), logWsSend(), OfflineError, QuotaError (+11 more)

### Community 7 - "Community 7"
Cohesion: 0.03
Nodes (84): _uuid(), get_page_details(), _proactive_hints_injection(), Return a system-prompt paragraph listing proactive behavioral hints.      Retu, Return a system-prompt paragraph listing proactive behavioral hints.      Retu, Fetch full details for the entity currently in view.      entity_type: one of, embed_text(), OpenAI embedding helper for associative memory tier.  Single public function: (+76 more)

### Community 8 - "Community 8"
Cohesion: 0.04
Nodes (70): _get_url(), Alembic migration environment — async-compatible.  At runtime the app uses ``p, Convert an asyncpg URL to a psycopg2 URL for Alembic CLI., Emit SQL without a live DB connection., Run migrations against a live DB using the async engine., run_migrations_offline(), run_migrations_online(), run_migrations_online_async() (+62 more)

### Community 9 - "Community 9"
Cohesion: 0.05
Nodes (43): startAgentScheduler(), tickAgentScheduler(), checkConnectivity(), dailyBrief(), generateAndCacheBrief(), getBriefTimeSlot(), getCachedBrief(), getCurrentSlotKey() (+35 more)

### Community 10 - "Community 10"
Cohesion: 0.05
Nodes (55): MonthlyTokenUsage, add_token_usage(), check_folder_quota(), _current_year_month(), QuotaExceeded, Quota checks and atomic token-usage accounting for folder integration., Raised when a folder operation cannot proceed under the user's tier., Raise QuotaExceeded if folder_max_files or folder_monthly_tokens     would be v (+47 more)

### Community 11 - "Community 11"
Cohesion: 0.03
Nodes (71): home_brief Langfuse prompt, ProjectBriefCard renderer, project_brief Langfuse prompt, Read-only tool subset, run_home_brief() function, run_project_brief() function, WS brief_request frame, Anthropic Zero Retention Addendum (+63 more)

### Community 12 - "Community 12"
Cohesion: 0.05
Nodes (22): Settings, get_session(), Database engine, session factory, and base model.  All app code uses the async, FastAPI dependency that yields an async DB session per request., BaseSettings, StripeService, Settings, _auth_header() (+14 more)

### Community 13 - "Community 13"
Cohesion: 0.06
Nodes (43): lifespan(), _memory_audit_cron_tick(), _memory_cron_tick(), Weekly cron: contradiction scan + label canonicalization for all users (Phase 7), Hourly cron: drain Free-tier extraction queue + mine proactive patterns for Powe, In-process TTL buffer for per-session LangChain message history.  Stores the ful, Append a synthetic system message to the buffer for the given session., _SessionBuffer (+35 more)

### Community 14 - "Community 14"
Cohesion: 0.06
Nodes (25): generate_pkce_pair(), OAuthUserInfo, OAuth 2.0 + PKCE provider abstractions.  Each provider implements a three-step, Fetch the authenticated user's identity from Google., Normalized user identity returned by any provider., Generate a (code_verifier, code_challenge) pair for PKCE S256.      The code_v, Tests for auth routes: register, login, refresh, me, OAuth social login.  Exer, POST /api/v1/auth/refresh (+17 more)

### Community 15 - "Community 15"
Cohesion: 0.05
Nodes (44): AddEventDialog component, ChatMessage type, ContextualChatProvider + useContextualChat, DateField input component, DateTimeField segmented input, shadcn Dialog primitives, EditEventDialog component, FilesSection component (+36 more)

### Community 16 - "Community 16"
Cohesion: 0.05
Nodes (53): BackendClient.checkFolderQuota (pre-flight), BackendClient.connectPersistent (Device WS), BackendClient.openDeviceWebSocket (frame dispatcher), recordRunAction() - persist agent_run_actions row, BackendClient.registerIndexSession, BackendClient.sendBriefRequest, BackendClient.sendContextualRequest, BackendClient.sendHomeRequest (+45 more)

### Community 17 - "Community 17"
Cohesion: 0.05
Nodes (52): DST handling (Europe/Rome), StreamFormatter, WsFrameType, WsHomeRequest, WsStreamEnd, WsStreamStart, WsStreamText, _HOME_SYSTEM_PROMPT (+44 more)

### Community 18 - "Community 18"
Cohesion: 0.05
Nodes (49): AgentRunLog, Agent Runner UML Sequence Diagram, AgentScheduler, AIChatPanel (visual reference), AppShell Component, AuthManager, Caveman Mode (token compression), deep_agent.py (+41 more)

### Community 19 - "Community 19"
Cohesion: 0.09
Nodes (44): make_directory_tools(), Return filesystem tools that resolve relative paths against *base_directory*., AgentConfig, Structured agent configuration (replaces freeform prompt_template)., _as_text(), _build_system_prompt(), _call_llm_with_tools(), _extract_agent_config() (+36 more)

### Community 20 - "Community 20"
Cohesion: 0.06
Nodes (45): ContextualBufferProxy, ContextualScope pydantic model, NoteDetailPage route component, ProjectsPage route component, Pydantic Settings (env config), TasksPage route component, TierManager singleton (FEATURES matrix), TimelinePage route component (+37 more)

### Community 21 - "Community 21"
Cohesion: 0.06
Nodes (41): App Logo (Top Left), Assignee Label, Client Label Tag, Client: Umbrella Labs, Client: Wayne Enterprises, Completed Count Card (8), Design Pattern: Filter Tab Bar, Design Pattern: Inline Metadata Chips (+33 more)

### Community 22 - "Community 22"
Cohesion: 0.08
Nodes (37): AI Project Summary Card, Add Button (Timeline / Tasks / Notes), Client: Acme Corp, Client: Globex Inc, Client: Initech Solutions, Client List in Sidebar, Client: Umbrella Labs, Client: Wayne Enterprises (+29 more)

### Community 23 - "Community 23"
Cohesion: 0.06
Nodes (22): _get_client_ip(), RateLimiter, IP-based sliding-window rate limiter.  Cloudflare-aware: uses CF-Connecting-IP, Extract real client IP behind Cloudflare / reverse proxy., Sliding-window rate limiter keyed on client IP.      Only applies to POST /api, OriginValidator, Security middleware stack.  1. RequestSizeLimiter — reject bodies > 4 KB (wait, Reject request bodies larger than max_bytes. (+14 more)

### Community 24 - "Community 24"
Cohesion: 0.08
Nodes (32): AI Agent Avatar (Sparkles + adiuvAI Label), AI Follow-Up Suggestion Text (setting a due date), AI Response Block (adiuvAI Agent Reply), adiuvAI Brand Name (Wordmark in Chat), App Logo (Golden Diamond Icon), Chat Conversation Area (Scrollable Message List), Chat Input Bar (Ask me anything...), Chat Send Button (Arrow Up, Amber) (+24 more)

### Community 25 - "Community 25"
Cohesion: 0.12
Nodes (24): PreprocessResult, Base types for the preprocessor system., Output of a preprocessor handler.      Attributes     ----------     content, _extract_metadata(), preprocess_email_html(), Preprocessor for email HTML files.  Handles: - HTML stripping via BeautifulSo, Extract Subject/From/To/Date from raw HTML or plain text., Return only the latest message in a threaded email. (+16 more)

### Community 26 - "Community 26"
Cohesion: 0.11
Nodes (27): Design Pattern: AI as Quiet Partner, App Logo (Golden Diamond Icon), Brand Personality: Calm, Intelligent, Warm, Ask Me Anything Chat Input, Suggestion Chip: Any overdue tasks?, Suggestion Chip: Suggest next actions, Suggestion Chip: Summarize this week, Suggestion Chip: What's on my plate today? (+19 more)

### Community 27 - "Community 27"
Cohesion: 0.09
Nodes (27): Animations Track (purple bars), CPU Track (high utilization), createTask, Chrome DevTools Performance Recording, Evaluate Script Task, Frames Track, Function call frames (deep stacks), GPU Track (+19 more)

### Community 28 - "Community 28"
Cohesion: 0.08
Nodes (26): Color Submenu, Copy Link Action, Delete Action, Duplicate Action, Edit Action, Mark as Done Action, Progress Submenu (10%-100%), Task Assignee Avatars (+18 more)

### Community 29 - "Community 29"
Cohesion: 0.1
Nodes (21): Issue: Dual Date Axes (year-month + short month), Event: Alpha Release (checkpoint), Event: Beta Testing (activity bar), Event: Design Phase Complete, Event: Post-Launch Review, Event: Production Launch, Event: Project Kickoff (milestone, checked), Event Type: activity (rounded bar) (+13 more)

### Community 30 - "Community 30"
Cohesion: 0.13
Nodes (11): handler(), clampPosition(), computeAnchorPosition(), computeDualAnchor(), FloatingChatProvider(), getChatWidth(), useFloatingChat(), useContextualScope() (+3 more)

### Community 31 - "Community 31"
Cohesion: 0.16
Nodes (20): Brand Color: Canvas Dark (#0c0c0c) â€” dark mode background, Brand Color: Canvas Light (#f4edf3) â€” light mode background, Brand Color: Golden (#fbc881) â€” AI/Nord accent, Brand Color: Ink (#040404) â€” user/Sud/text, Brand Color: Slate (#8a8ea9) â€” secondary/muted, Compass Settle Animation (5s ease-in-out infinite), adiuvAI Brand Identity System, adiuvAI Color Palette (+12 more)

### Community 32 - "Community 32"
Cohesion: 0.13
Nodes (19): AddEventDialog (stage-then-commit batch), DateField primitive, DateField withTime + flat props, EditEventDialog migrated to DateField, PropertyPill as <button>, StagedEvent model, parseDate utility (locale-aware), parseDate HH:MM suffix (+11 more)

### Community 33 - "Community 33"
Cohesion: 0.14
Nodes (18): AddEventDialog Component, DateField UI Component, EditEventDialog Component, i18n Translation JSON Files (en/it/es/fr/de), parseDate Utility, Sonner Toast Notifications Plan, Timeline Batch Add Plan, Sonner Notifications Ralph Loop Prompt (+10 more)

### Community 34 - "Community 34"
Cohesion: 0.15
Nodes (10): detectBrowserFormatPrefs(), formatDate(), formatDateTime(), formatDueDate(), formatTime(), formatTs(), inferDateFormat(), useFormatPrefs() (+2 more)

### Community 35 - "Community 35"
Cohesion: 0.15
Nodes (17): AI Email Drafting Workflow (Focus Tasks Feature), Apply & Continue Button (Top Right), Checklist: Check contract dates (Section A.2), Checklist: Offer 10% discount-based loyalty credit, Checklist: Tone professional & sincere, Command / Prompt Input Footer, Draft Client Email - Follow-up Task, Focus Tasks Email Draft View (+9 more)

### Community 36 - "Community 36"
Cohesion: 0.14
Nodes (17): IndexResult, MonthlyTokenUsage, QuotaExceeded, _handle_index_file_batch, _handle_index_session_cancel, _handle_index_session_start, _index_sessions registry, add_token_usage (+9 more)

### Community 37 - "Community 37"
Cohesion: 0.16
Nodes (16): AdiuvAI Brand, Pinkish-Lavender Rounded Square Background, Brand Value: Calm, Intelligent, Warm, Brand Value: Precision and Clarity, Color: Golden Amber (#F5C07A), Color: Pinkish-Lavender Background (#F0EBF4), Color: Near-Black (#1A1A1A), Design Style: Flat Minimal Geometric (+8 more)

### Community 38 - "Community 38"
Cohesion: 0.18
Nodes (14): BeautifulSoup4 + lxml (HTML parsing), Google Auth Libraries (OAuth), Agent Runner V2 â€” agent execution test harness, Email Type: Action â€” requires task creation, Email Parsing Pattern â€” extract headers, type, project linkage, Journey V2 â€” user journey / end-to-end flow test harness, Content Preprocessor Pipeline â€” HTML/text normalization before agent processing, Test Fixture: Action Email (agent_runner_v2) â€” login bug fix request (+6 more)

### Community 39 - "Community 39"
Cohesion: 0.19
Nodes (14): Add Note Button, Masonry Card Grid Layout, Inline Checkbox List Items, Desert Road Trip Ideas Note, Home Renovation Tasks Note, Image Attachment in Note Card, Light Theme Design, Mountain Sunset Photography Note (+6 more)

### Community 40 - "Community 40"
Cohesion: 0.17
Nodes (6): useNotify(), CloudAgentConfigPanel(), LocalAgentConfigPanel(), EditTaskDialog(), NewTaskDialog(), useTaskAttachments()

### Community 41 - "Community 41"
Cohesion: 0.32
Nodes (9): handleScanError(), addDays(), addMonths(), parseDate(), parseDateRange(), parseKeyword(), parseNumeric(), pivotYear() (+1 more)

### Community 43 - "Community 43"
Cohesion: 0.23
Nodes (12): adiuvAI Greeting Message (Italian), Artifact-Based Text Authoring Pattern, Chat Input Box ('Chiedimi qualsiasi cosa...'), Italian Email Template with Placeholders, Italian UI Localization, Left Sidebar Navigation (Home/Tasks/Projects icons), Bottom Pagination Carousel (artifact versions), Vertical Resize Divider Handle (+4 more)

### Community 44 - "Community 44"
Cohesion: 0.29
Nodes (10): _decode(), _fetch_file(), _is_unsafe_path(), Scoped file-read and search tools for the project folder feature., Search a project folder file for a query string (case-insensitive substring)., Return the raw Electron tool_result dict for a file read., Decode a tool_result into (text, kind, total_size). For pdf/docx,     extracts, Read a slice of a file inside the project's linked folder.      Args: (+2 more)

### Community 46 - "Community 46"
Cohesion: 0.25
Nodes (4): ABC, BaseAgent, Minimal agent base types retained for compatibility with batch runners., Common base for non-chat agents still using the old base contract.

### Community 47 - "Community 47"
Cohesion: 0.25
Nodes (8): users.avatar_url column, adiuvai:// deep-link protocol, GoogleOAuthProvider (httpx + PKCE), oauth_accounts table, Backend web-callback bouncer, _pending_states Redis requirement, google-api-python-client, httpx

### Community 48 - "Community 48"
Cohesion: 0.52
Nodes (6): absolutePath(), attachmentsRoot(), copyIntoTask(), deleteStored(), deleteTaskDir(), sanitizeFilename()

### Community 55 - "Community 55"
Cohesion: 0.33
Nodes (2): SidebarMenuButton(), useSidebar()

### Community 57 - "Community 57"
Cohesion: 0.29
Nodes (7): Project detail page tasks tab, Task Attachments Subsystem, TaskDetailSheet (right-side), TaskListView Component, TaskPager (Pagination), TaskTable (shadcn Table), Replace KanbanBoard with TaskListView

### Community 58 - "Community 58"
Cohesion: 0.29
Nodes (7): AddEventDialog header style, useListboxKeys Hook, PropertyPill as button forwardRef, useRovingFocus Hook, tasks.newTaskDescription/editTaskDescription keys, Task estimate column, TaskFormDialog (quick capture)

### Community 64 - "Community 64"
Cohesion: 0.4
Nodes (6): Compass needle logo (gold/dark), Geist typeface, Option A The Dark Executive, Option B The Warm Canvas, GSAP ScrollTrigger Scrollytelling, 7-chapter waitlist landing page

### Community 65 - "Community 65"
Cohesion: 0.33
Nodes (6): Alembic Migrations, Cloudflare WAF + DDoS, FastAPI Framework, SQLAlchemy 2.0 async, adiuvAI Waitlist Service README, Waitlist Service Requirements

### Community 67 - "Community 67"
Cohesion: 0.4
Nodes (5): TEST_USER_IDS, _TEST_ENGINE (sqlite+aiosqlite), _create_tables (fixture), auth_header, make_jwt

### Community 68 - "Community 68"
Cohesion: 0.6
Nodes (3): isBriefRelevantTask(), isBriefRelevantTimeline(), isInCurrentWeek()

### Community 69 - "Community 69"
Cohesion: 0.4
Nodes (2): useTheme(), Toaster()

### Community 74 - "Community 74"
Cohesion: 0.4
Nodes (2): useHeader(), useHeaderSlot()

### Community 75 - "Community 75"
Cohesion: 0.67
Nodes (2): detectFormatPrefs(), inferDateFormat()

### Community 86 - "Community 86"
Cohesion: 0.5
Nodes (1): Initial schema: users, refresh_tokens, subscriptions.  Revision ID: 001 Revis

### Community 87 - "Community 87"
Cohesion: 0.5
Nodes (1): Add agent config and run log tables: local_agent_configs, cloud_agent_configs, a

### Community 88 - "Community 88"
Cohesion: 0.5
Nodes (1): Add memory tables and user encryption_key column.  Memory tables:   memory_co

### Community 89 - "Community 89"
Cohesion: 0.5
Nodes (1): Phase 1 — confirm pgvector activation on memory_associative.  Migration 004 cr

### Community 90 - "Community 90"
Cohesion: 0.5
Nodes (1): Add memory_relations table (Phase 3 — relational tier).  Revision ID: 006 Rev

### Community 91 - "Community 91"
Cohesion: 0.5
Nodes (1): add extraction_queue  Revision ID: 1f5975a4f3f4 Revises: 005 Create Date: 20

### Community 92 - "Community 92"
Cohesion: 0.5
Nodes (1): add name and surname to users table  Revision ID: 818478c251dc Revises: 004

### Community 93 - "Community 93"
Cohesion: 0.5
Nodes (1): Add oauth_accounts table, nullable password_hash, avatar_url to users.  Revisi

### Community 94 - "Community 94"
Cohesion: 0.5
Nodes (1): Add onboarding_completed_at column to users table.  Revision ID: c5d1e2f3a4b5

### Community 95 - "Community 95"
Cohesion: 0.5
Nodes (1): Add token tracking columns for folder integration.  Revision ID: d6e3f4a5b6c7

### Community 96 - "Community 96"
Cohesion: 0.5
Nodes (1): avatar_url_varchar_to_text  Revision ID: e04100e88ace Revises: c5d1e2f3a4b5

### Community 97 - "Community 97"
Cohesion: 0.5
Nodes (1): create waitlist_entries table  Revision ID: 001 Revises: Create Date: 2026-0

### Community 98 - "Community 98"
Cohesion: 0.5
Nodes (1): add consent_given_at and anonymized_at columns  Revision ID: 002 Revises: 001

### Community 99 - "Community 99"
Cohesion: 0.5
Nodes (1): add language column to waitlist_entries  Revision ID: 003 Revises: 002 Creat

### Community 100 - "Community 100"
Cohesion: 0.83
Nodes (3): detectLang(), initI18n(), setLanguage()

### Community 101 - "Community 101"
Cohesion: 0.5
Nodes (4): LangChain (>=0.3), langchain-litellm, langchain-openai, LiteLLM (>=1.50)

### Community 102 - "Community 102"
Cohesion: 0.5
Nodes (4): Fly.io alternative, Hetzner VPS (EU primary + US replica), PostgreSQL streaming replication, WireGuard tunnel between nodes

### Community 103 - "Community 103"
Cohesion: 0.67
Nodes (2): clamp(), readNumber()

### Community 104 - "Community 104"
Cohesion: 0.5
Nodes (3): Tests for contextual WS frame handlers.  These tests only exercise the new handl, _handle_contextual_scope_update must:     - call append_system_message on the se, test_handle_contextual_scope_update_appends_system_message_no_llm()

### Community 105 - "Community 105"
Cohesion: 0.5
Nodes (4): BackendClient (singleton), Device WS v3 streaming protocol, tool_call/tool_result round-trip, DrizzleExecutor (local SQLite tool executor)

### Community 106 - "Community 106"
Cohesion: 0.67
Nodes (4): folder agent traversal/access guard, read_project_folder_file, search_project_folder_file, test_folder_agent_tool

### Community 107 - "Community 107"
Cohesion: 0.5
Nodes (4): MANIFEST_TOKEN_BUDGET, build_brief_multi_project_manifest, format_folder_manifest, test_manifest_injection

### Community 132 - "Community 132"
Cohesion: 0.67
Nodes (3): LangChain + LangChain-OpenAI Dependencies, Langfuse Observability Dependency, LiteLLM Dependency (100+ LLM providers)

### Community 133 - "Community 133"
Cohesion: 1.0
Nodes (3): Email Type: Info â€” FYI only, no action required, Test Fixture: Info Email (agent_runner_v2) â€” FYI policy, no action needed, Test Fixture: Info Email (journey_v2) â€” remote work policy FYI

### Community 134 - "Community 134"
Cohesion: 0.67
Nodes (3): graphify-out Directory, Graphify Workflow Rules, adiuvAI Monorepo Root Instructions

### Community 135 - "Community 135"
Cohesion: 0.67
Nodes (3): FastAPI (>=0.115), Gunicorn, Uvicorn (>=0.34)

### Community 136 - "Community 136"
Cohesion: 0.67
Nodes (3): Competitor: Granola, Competitor: Motion, Competitor: Superhuman

### Community 137 - "Community 137"
Cohesion: 0.67
Nodes (3): FormatPrefs (electron-store, device-local), format-row.ts FE timestamp formatter, locale-defaults.ts (OS detection)

### Community 138 - "Community 138"
Cohesion: 0.67
Nodes (3): parseDate function, parseDateRange function, useRovingFocus hook

### Community 139 - "Community 139"
Cohesion: 0.67
Nodes (3): _handle_contextual_scope_update, get_session_buffer, test_contextual_ws

### Community 184 - "Community 184"
Cohesion: 1.0
Nodes (1): Expose tool modules used by deep orchestrator-worker graphs.

### Community 185 - "Community 185"
Cohesion: 1.0
Nodes (1): Shared FastAPI dependencies.  ``get_current_user`` and ``oauth2_scheme`` live

### Community 186 - "Community 186"
Cohesion: 1.0
Nodes (1): OAuth provider abstractions and utilities.

### Community 188 - "Community 188"
Cohesion: 1.0
Nodes (2): API Dev Server Command (uvicorn), FastAPI Framework Dependency

### Community 189 - "Community 189"
Cohesion: 1.0
Nodes (2): Pinecone + Qdrant Vector Store Dependencies, SQLAlchemy + asyncpg + Alembic (DB stack)

### Community 190 - "Community 190"
Cohesion: 1.0
Nodes (2): Email Type: Date â€” contains scheduled event/date, Test Fixture: Date Email (agent_runner_v2) â€” kickoff meeting with date

### Community 191 - "Community 191"
Cohesion: 1.0
Nodes (2): Email Type: No-Project â€” irrelevant to any project, Test Fixture: No-Project Email (agent_runner_v2) â€” newsletter unrelated to project

### Community 192 - "Community 192"
Cohesion: 1.0
Nodes (2): Email Type: Thread â€” nested reply chain (blockquote structure), Test Fixture: Email Thread (preprocessors) â€” nested blockquote multi-turn thread

### Community 193 - "Community 193"
Cohesion: 1.0
Nodes (2): Email Type: Heavy HTML â€” complex table-based layout email, Test Fixture: Heavy HTML Email (preprocessors) â€” complex table layout newsletter

### Community 194 - "Community 194"
Cohesion: 1.0
Nodes (2): Alembic, psycopg2-binary

### Community 195 - "Community 195"
Cohesion: 1.0
Nodes (2): E2E fixture-driven YAML tests, pytest

### Community 196 - "Community 196"
Cohesion: 1.0
Nodes (2): DateField withTime + flat props, parseDate HH:MM suffix support

### Community 197 - "Community 197"
Cohesion: 1.0
Nodes (2): Cloudflare Argo Smart Routing, Cloudflare Load Balancing geo steering

### Community 198 - "Community 198"
Cohesion: 1.0
Nodes (2): Device-specific backup key, cryptography (Fernet)

### Community 199 - "Community 199"
Cohesion: 1.0
Nodes (2): memory_maintenance.py, Proactive Pattern Mining

### Community 204 - "Community 204"
Cohesion: 1.0
Nodes (2): HeaderProvider + useHeader, useHeaderSlot hook

### Community 205 - "Community 205"
Cohesion: 1.0
Nodes (2): ToolCallActionSchema, WsClientFrameSchema (discriminated union)

### Community 206 - "Community 206"
Cohesion: 1.0
Nodes (2): client (TestClient fixture), db_session fixture

### Community 253 - "Community 253"
Cohesion: 1.0
Nodes (1): Return updated credential dict if the access token was refreshed.          If

### Community 254 - "Community 254"
Cohesion: 1.0
Nodes (1): Return updated credential dict if the access token was refreshed.          Ret

### Community 258 - "Community 258"
Cohesion: 1.0
Nodes (1): Server → Client: requests a CRUD/vector operation on the local DB.

### Community 259 - "Community 259"
Cohesion: 1.0
Nodes (1): Client → Server: result of a CRUD/vector operation.

### Community 260 - "Community 260"
Cohesion: 1.0
Nodes (1): Server → Client: incremental LLM response text.

### Community 261 - "Community 261"
Cohesion: 1.0
Nodes (1): Client → Server: device identification on WS connect.

### Community 262 - "Community 262"
Cohesion: 1.0
Nodes (1): User display preferences sent by Electron on each request.

### Community 263 - "Community 263"
Cohesion: 1.0
Nodes (1): Scope for a floating request — narrows the agent to a specific entity.

### Community 264 - "Community 264"
Cohesion: 1.0
Nodes (1): Client → Server: Floating chat message scoped to an entity.

### Community 265 - "Community 265"
Cohesion: 1.0
Nodes (1): Client → Server: Request a plain-text brief (home or project).

### Community 266 - "Community 266"
Cohesion: 1.0
Nodes (1): Server → Client: signals start of a streaming response.

### Community 267 - "Community 267"
Cohesion: 1.0
Nodes (1): Server → Client: signals end of a streaming response.

### Community 268 - "Community 268"
Cohesion: 1.0
Nodes (1): Structured floating domain payload for UI routing decisions.

### Community 269 - "Community 269"
Cohesion: 1.0
Nodes (1): Server → Client: domain determined for a floating request.

### Community 270 - "Community 270"
Cohesion: 1.0
Nodes (1): Per-type extraction config produced by the journey chatbot.

### Community 271 - "Community 271"
Cohesion: 1.0
Nodes (1): Structured agent configuration (replaces freeform prompt_template).

### Community 272 - "Community 272"
Cohesion: 1.0
Nodes (1): Stream a plain-text daily home brief.      Yields (event_type, data) tuples id

### Community 273 - "Community 273"
Cohesion: 1.0
Nodes (1): Stream a plain-text project status brief for project_id.      Yields (event_ty

### Community 274 - "Community 274"
Cohesion: 1.0
Nodes (1): Server → Client: requests a CRUD/vector operation on the local DB.

### Community 275 - "Community 275"
Cohesion: 1.0
Nodes (1): Client → Server: result of a CRUD/vector operation.

### Community 276 - "Community 276"
Cohesion: 1.0
Nodes (1): Server → Client: incremental LLM response text.

### Community 277 - "Community 277"
Cohesion: 1.0
Nodes (1): Server → Client: signals end of response with the complete text.

### Community 278 - "Community 278"
Cohesion: 1.0
Nodes (1): User display preferences sent by Electron on each request.

### Community 279 - "Community 279"
Cohesion: 1.0
Nodes (1): Scope for a floating request — narrows the agent to a specific entity.

### Community 280 - "Community 280"
Cohesion: 1.0
Nodes (1): Client → Server: Home chat message.

### Community 281 - "Community 281"
Cohesion: 1.0
Nodes (1): Server → Client: signals start of a streaming response.

### Community 282 - "Community 282"
Cohesion: 1.0
Nodes (1): Server → Client: streamed text token.

### Community 283 - "Community 283"
Cohesion: 1.0
Nodes (1): Server → Client: signals end of a streaming response.

### Community 284 - "Community 284"
Cohesion: 1.0
Nodes (1): Structured floating domain payload for UI routing decisions.

### Community 285 - "Community 285"
Cohesion: 1.0
Nodes (1): Server → Client: domain determined for a floating request.

### Community 286 - "Community 286"
Cohesion: 1.0
Nodes (1): Per-type extraction config produced by the journey chatbot.

### Community 287 - "Community 287"
Cohesion: 1.0
Nodes (1): List notes, optionally scoped to a project by project_id.

### Community 288 - "Community 288"
Cohesion: 1.0
Nodes (1): Fetch a single note by its UUID to read its full Markdown content.

### Community 289 - "Community 289"
Cohesion: 1.0
Nodes (1): Create a new note.     title: note heading (required)     content: Markdown bo

### Community 290 - "Community 290"
Cohesion: 1.0
Nodes (1): Update an existing note. Only pass fields that should change.     note_id: UUID

### Community 291 - "Community 291"
Cohesion: 1.0
Nodes (1): Delete a note permanently by its UUID.

### Community 292 - "Community 292"
Cohesion: 1.0
Nodes (1): Return the resolved model string for *agent_name* (for Langfuse tracking).

### Community 293 - "Community 293"
Cohesion: 1.0
Nodes (1): Return an LLM configured for *agent_name*, respecting per-agent overrides.

### Community 294 - "Community 294"
Cohesion: 1.0
Nodes (1): Return an embedding vector for *text*.      Uses ``settings.LLM_EMBED_MODEL``

### Community 295 - "Community 295"
Cohesion: 1.0
Nodes (1): Stripe Dependency (billing)

### Community 296 - "Community 296"
Cohesion: 1.0
Nodes (1): Pydantic (>=2.10)

### Community 297 - "Community 297"
Cohesion: 1.0
Nodes (1): python-jose (JWT)

### Community 298 - "Community 298"
Cohesion: 1.0
Nodes (1): Stripe SDK

### Community 299 - "Community 299"
Cohesion: 1.0
Nodes (1): boto3

### Community 300 - "Community 300"
Cohesion: 1.0
Nodes (1): slowapi (rate limit)

### Community 301 - "Community 301"
Cohesion: 1.0
Nodes (1): bcrypt

### Community 302 - "Community 302"
Cohesion: 1.0
Nodes (1): websockets

### Community 303 - "Community 303"
Cohesion: 1.0
Nodes (1): Pinecone

### Community 304 - "Community 304"
Cohesion: 1.0
Nodes (1): qdrant-client

### Community 305 - "Community 305"
Cohesion: 1.0
Nodes (1): MSAL (Microsoft Auth)

### Community 306 - "Community 306"
Cohesion: 1.0
Nodes (1): APScheduler

### Community 307 - "Community 307"
Cohesion: 1.0
Nodes (1): python-docx

### Community 308 - "Community 308"
Cohesion: 1.0
Nodes (1): ruff

### Community 309 - "Community 309"
Cohesion: 1.0
Nodes (1): Mistral (EU residency option)

### Community 310 - "Community 310"
Cohesion: 1.0
Nodes (1): DeepSeek (dev-only, CN)

### Community 311 - "Community 311"
Cohesion: 1.0
Nodes (1): Competitor: Reclaim.ai

### Community 312 - "Community 312"
Cohesion: 1.0
Nodes (1): Telegram bot integration

### Community 313 - "Community 313"
Cohesion: 1.0
Nodes (1): LLM Provider Report April 2026

### Community 315 - "Community 315"
Cohesion: 1.0
Nodes (1): BackendClient.sendJourneyStart

### Community 316 - "Community 316"
Cohesion: 1.0
Nodes (1): WsServerFrameSchema (discriminated union)

### Community 317 - "Community 317"
Cohesion: 1.0
Nodes (1): ORM model MemoryProactive

### Community 318 - "Community 318"
Cohesion: 1.0
Nodes (1): Tool: search_project_folder_file

### Community 319 - "Community 319"
Cohesion: 1.0
Nodes (1): FastAPI device WS router

### Community 320 - "Community 320"
Cohesion: 1.0
Nodes (1): format_folder_manifest

## Ambiguous Edges - Review These
- `Google Auth Libraries (OAuth)` → `Agent Runner V2 â€” agent execution test harness`  [AMBIGUOUS]
  api/requirements.txt · relation: conceptually_related_to
- `ProjectSidebar component` → `trpc.timelineEvents router`  [AMBIGUOUS]
  None · relation: unrelated
- `TimelineGanttView component` → `trpc.timelineEvents router`  [AMBIGUOUS]
  None · relation: settings persistence (getTimelineZoom/setTimelineZoom)
- `useRovingFocus hook` → `parseDate function`  [AMBIGUOUS]
  adiuvAI/src/renderer/hooks/useRovingFocus.ts · relation: INFERRED_unrelated_utility

## Knowledge Gaps
- **637 isolated node(s):** `Seed script: inserts fake clients, projects, tasks, timeline events, and notes`, `Timestamp in ms, optionally shifted into the past.`, `Initial schema: users, refresh_tokens, subscriptions.  Revision ID: 001 Revis`, `Add agent config and run log tables: local_agent_configs, cloud_agent_configs, a`, `Add memory tables and user encryption_key column.  Memory tables:   memory_co` (+632 more)
  These have ≤1 connection - possible missing edges or undocumented components.
- **Thin community `Community 55`** (7 nodes): `sidebar.tsx`, `cn()`, `handleKeyDown()`, `SidebarMenu()`, `SidebarMenuButton()`, `SidebarMenuItem()`, `useSidebar()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 69`** (5 nodes): `theme-provider.tsx`, `sonner.tsx`, `ThemeProvider()`, `useTheme()`, `Toaster()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 74`** (5 nodes): `HeaderContext.tsx`, `useHeaderSlot.ts`, `HeaderProvider()`, `useHeader()`, `useHeaderSlot()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 75`** (4 nodes): `locale-defaults.ts`, `detectFormatPrefs()`, `detectLanguage()`, `inferDateFormat()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 86`** (4 nodes): `001_initial_schema.py`, `downgrade()`, `Initial schema: users, refresh_tokens, subscriptions.  Revision ID: 001 Revis`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 87`** (4 nodes): `003_agent_tables.py`, `downgrade()`, `Add agent config and run log tables: local_agent_configs, cloud_agent_configs, a`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 88`** (4 nodes): `004_add_memory_tables.py`, `downgrade()`, `Add memory tables and user encryption_key column.  Memory tables:   memory_co`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 89`** (4 nodes): `005_associative_pgvector.py`, `downgrade()`, `Phase 1 — confirm pgvector activation on memory_associative.  Migration 004 cr`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 90`** (4 nodes): `006_memory_relations.py`, `downgrade()`, `Add memory_relations table (Phase 3 — relational tier).  Revision ID: 006 Rev`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 91`** (4 nodes): `1f5975a4f3f4_add_extraction_queue.py`, `downgrade()`, `add extraction_queue  Revision ID: 1f5975a4f3f4 Revises: 005 Create Date: 20`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 92`** (4 nodes): `818478c251dc_add_name_and_surname_to_users_table.py`, `downgrade()`, `add name and surname to users table  Revision ID: 818478c251dc Revises: 004`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 93`** (4 nodes): `b4c0d1e2f3a4_add_oauth_and_avatar.py`, `downgrade()`, `Add oauth_accounts table, nullable password_hash, avatar_url to users.  Revisi`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 94`** (4 nodes): `c5d1e2f3a4b5_add_onboarding_completed_at.py`, `downgrade()`, `Add onboarding_completed_at column to users table.  Revision ID: c5d1e2f3a4b5`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 95`** (4 nodes): `d6e3f4a5b6c7_folder_index_tables.py`, `downgrade()`, `Add token tracking columns for folder integration.  Revision ID: d6e3f4a5b6c7`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 96`** (4 nodes): `e04100e88ace_avatar_url_varchar_to_text.py`, `downgrade()`, `avatar_url_varchar_to_text  Revision ID: e04100e88ace Revises: c5d1e2f3a4b5`, `upgrade()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 97`** (4 nodes): `downgrade()`, `create waitlist_entries table  Revision ID: 001 Revises: Create Date: 2026-0`, `upgrade()`, `001_create_waitlist_entries.py`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 98`** (4 nodes): `downgrade()`, `add consent_given_at and anonymized_at columns  Revision ID: 002 Revises: 001`, `upgrade()`, `002_add_gdpr_fields.py`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 99`** (4 nodes): `downgrade()`, `add language column to waitlist_entries  Revision ID: 003 Revises: 002 Creat`, `upgrade()`, `003_add_language_column.py`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 103`** (4 nodes): `ContextualChatContext.tsx`, `clamp()`, `ContextualChatProvider()`, `readNumber()`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 184`** (2 nodes): `Expose tool modules used by deep orchestrator-worker graphs.`, `__init__.py`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 185`** (2 nodes): `deps.py`, `Shared FastAPI dependencies.  ``get_current_user`` and ``oauth2_scheme`` live`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 186`** (2 nodes): `__init__.py`, `OAuth provider abstractions and utilities.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 188`** (2 nodes): `API Dev Server Command (uvicorn)`, `FastAPI Framework Dependency`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 189`** (2 nodes): `Pinecone + Qdrant Vector Store Dependencies`, `SQLAlchemy + asyncpg + Alembic (DB stack)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 190`** (2 nodes): `Email Type: Date â€” contains scheduled event/date`, `Test Fixture: Date Email (agent_runner_v2) â€” kickoff meeting with date`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 191`** (2 nodes): `Email Type: No-Project â€” irrelevant to any project`, `Test Fixture: No-Project Email (agent_runner_v2) â€” newsletter unrelated to project`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 192`** (2 nodes): `Email Type: Thread â€” nested reply chain (blockquote structure)`, `Test Fixture: Email Thread (preprocessors) â€” nested blockquote multi-turn thread`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 193`** (2 nodes): `Email Type: Heavy HTML â€” complex table-based layout email`, `Test Fixture: Heavy HTML Email (preprocessors) â€” complex table layout newsletter`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 194`** (2 nodes): `Alembic`, `psycopg2-binary`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 195`** (2 nodes): `E2E fixture-driven YAML tests`, `pytest`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 196`** (2 nodes): `DateField withTime + flat props`, `parseDate HH:MM suffix support`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 197`** (2 nodes): `Cloudflare Argo Smart Routing`, `Cloudflare Load Balancing geo steering`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 198`** (2 nodes): `Device-specific backup key`, `cryptography (Fernet)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 199`** (2 nodes): `memory_maintenance.py`, `Proactive Pattern Mining`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 204`** (2 nodes): `HeaderProvider + useHeader`, `useHeaderSlot hook`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 205`** (2 nodes): `ToolCallActionSchema`, `WsClientFrameSchema (discriminated union)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 206`** (2 nodes): `client (TestClient fixture)`, `db_session fixture`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 253`** (1 nodes): `Return updated credential dict if the access token was refreshed.          If`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 254`** (1 nodes): `Return updated credential dict if the access token was refreshed.          Ret`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 258`** (1 nodes): `Server → Client: requests a CRUD/vector operation on the local DB.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 259`** (1 nodes): `Client → Server: result of a CRUD/vector operation.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 260`** (1 nodes): `Server → Client: incremental LLM response text.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 261`** (1 nodes): `Client → Server: device identification on WS connect.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 262`** (1 nodes): `User display preferences sent by Electron on each request.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 263`** (1 nodes): `Scope for a floating request — narrows the agent to a specific entity.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 264`** (1 nodes): `Client → Server: Floating chat message scoped to an entity.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 265`** (1 nodes): `Client → Server: Request a plain-text brief (home or project).`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 266`** (1 nodes): `Server → Client: signals start of a streaming response.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 267`** (1 nodes): `Server → Client: signals end of a streaming response.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 268`** (1 nodes): `Structured floating domain payload for UI routing decisions.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 269`** (1 nodes): `Server → Client: domain determined for a floating request.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 270`** (1 nodes): `Per-type extraction config produced by the journey chatbot.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 271`** (1 nodes): `Structured agent configuration (replaces freeform prompt_template).`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 272`** (1 nodes): `Stream a plain-text daily home brief.      Yields (event_type, data) tuples id`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 273`** (1 nodes): `Stream a plain-text project status brief for project_id.      Yields (event_ty`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 274`** (1 nodes): `Server → Client: requests a CRUD/vector operation on the local DB.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 275`** (1 nodes): `Client → Server: result of a CRUD/vector operation.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 276`** (1 nodes): `Server → Client: incremental LLM response text.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 277`** (1 nodes): `Server → Client: signals end of response with the complete text.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 278`** (1 nodes): `User display preferences sent by Electron on each request.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 279`** (1 nodes): `Scope for a floating request — narrows the agent to a specific entity.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 280`** (1 nodes): `Client → Server: Home chat message.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 281`** (1 nodes): `Server → Client: signals start of a streaming response.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 282`** (1 nodes): `Server → Client: streamed text token.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 283`** (1 nodes): `Server → Client: signals end of a streaming response.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 284`** (1 nodes): `Structured floating domain payload for UI routing decisions.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 285`** (1 nodes): `Server → Client: domain determined for a floating request.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 286`** (1 nodes): `Per-type extraction config produced by the journey chatbot.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 287`** (1 nodes): `List notes, optionally scoped to a project by project_id.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 288`** (1 nodes): `Fetch a single note by its UUID to read its full Markdown content.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 289`** (1 nodes): `Create a new note.     title: note heading (required)     content: Markdown bo`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 290`** (1 nodes): `Update an existing note. Only pass fields that should change.     note_id: UUID`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 291`** (1 nodes): `Delete a note permanently by its UUID.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 292`** (1 nodes): `Return the resolved model string for *agent_name* (for Langfuse tracking).`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 293`** (1 nodes): `Return an LLM configured for *agent_name*, respecting per-agent overrides.`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 294`** (1 nodes): `Return an embedding vector for *text*.      Uses ``settings.LLM_EMBED_MODEL```
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 295`** (1 nodes): `Stripe Dependency (billing)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 296`** (1 nodes): `Pydantic (>=2.10)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 297`** (1 nodes): `python-jose (JWT)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 298`** (1 nodes): `Stripe SDK`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 299`** (1 nodes): `boto3`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 300`** (1 nodes): `slowapi (rate limit)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 301`** (1 nodes): `bcrypt`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 302`** (1 nodes): `websockets`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 303`** (1 nodes): `Pinecone`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 304`** (1 nodes): `qdrant-client`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 305`** (1 nodes): `MSAL (Microsoft Auth)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 306`** (1 nodes): `APScheduler`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 307`** (1 nodes): `python-docx`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 308`** (1 nodes): `ruff`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 309`** (1 nodes): `Mistral (EU residency option)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 310`** (1 nodes): `DeepSeek (dev-only, CN)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 311`** (1 nodes): `Competitor: Reclaim.ai`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 312`** (1 nodes): `Telegram bot integration`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 313`** (1 nodes): `LLM Provider Report April 2026`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 315`** (1 nodes): `BackendClient.sendJourneyStart`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 316`** (1 nodes): `WsServerFrameSchema (discriminated union)`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 317`** (1 nodes): `ORM model MemoryProactive`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 318`** (1 nodes): `Tool: search_project_folder_file`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 319`** (1 nodes): `FastAPI device WS router`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
- **Thin community `Community 320`** (1 nodes): `format_folder_manifest`
  Too small to be a meaningful cluster - may be noise or needs more connections extracted.

## Suggested Questions
_Questions this graph is uniquely positioned to answer:_

- **What is the exact relationship between `Google Auth Libraries (OAuth)` and `Agent Runner V2 â€” agent execution test harness`?**
  _Edge tagged AMBIGUOUS (relation: conceptually_related_to) - confidence is low._
- **What is the exact relationship between `ProjectSidebar component` and `trpc.timelineEvents router`?**
  _Edge tagged AMBIGUOUS (relation: unrelated) - confidence is low._
- **What is the exact relationship between `TimelineGanttView component` and `trpc.timelineEvents router`?**
  _Edge tagged AMBIGUOUS (relation: settings persistence (getTimelineZoom/setTimelineZoom)) - confidence is low._
- **What is the exact relationship between `useRovingFocus hook` and `parseDate function`?**
  _Edge tagged AMBIGUOUS (relation: INFERRED_unrelated_utility) - confidence is low._
- **Why does `startIndexSession()` connect `Community 9` to `Community 1`?**
  _High betweenness centrality (0.055) - this node is a cross-community bridge._
- **Why does `MemoryMiddleware` connect `Community 0` to `Community 1`, `Community 3`, `Community 5`, `Community 7`?**
  _High betweenness centrality (0.052) - this node is a cross-community bridge._
- **Why does `run_floating_stream()` connect `Community 1` to `Community 3`, `Community 7`?**
  _High betweenness centrality (0.036) - this node is a cross-community bridge._