Files
workspace/graphify-out/GRAPH_REPORT.md
Roberto 1a8acd08c0 chore: bump api submodule + untrack settings.local.json
- api: folder agent pagination/search + PDF/DOCX extract, WS frame casing compat, Langfuse traces
- .gitignore: add .claude/settings.local.json
- graphify-out: refresh after 166-file incremental update
2026-05-14 14:27:41 +02:00

58 KiB

Graph Report - . (2026-05-14)

Corpus Check

  • 166 files · ~405,615 words
  • Verdict: corpus is large enough that graph structure adds value.

Summary

  • 2908 nodes · 5718 edges · 148 communities detected
  • Extraction: 55% EXTRACTED · 45% INFERRED · 0% AMBIGUOUS · INFERRED: 2551 edges (avg confidence: 0.59)
  • Token cost: 0 input · 0 output

Community Hubs (Navigation)

God Nodes (most connected - your core abstractions)

  1. MemoryMiddleware - 236 edges
  2. User - 127 edges
  3. MemoryProactive - 107 edges
  4. Subscription - 98 edges
  5. MemoryAssociative - 98 edges
  6. MemoryEpisodic - 93 edges
  7. AgentRunLog - 91 edges
  8. MemoryCore - 90 edges
  9. UserProfile - 79 edges
  10. MemoryRelation - 65 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)

  • Task Form Dialog keyboard polish — kbddesign_rovingfocus_hook, kbddesign_listboxkeys_hook, kbddesign_datefield_withtime, kbddesign_propertypill_button [EXTRACTED 1.00]
  • Memory V2 in-house pipeline — memv2_fact_extraction, memv2_memory_fact_table, memv2_user_profile_table, memv2_forgetting_decay, memv2_episode_summarization [EXTRACTED 1.00]
  • Production LLM Agent Stack (ZDR) — llmreport_home_agent, llmreport_floating_agent, llmreport_brief_agent, llmreport_unified_processor, llmreport_memory_extractor, llmreport_openai_zdr, llmreport_anthropic_zdr [EXTRACTED 1.00]
  • Memory Evolution Pipeline (extraction + storage + decision) — memory_extraction_module, memory_middleware, memory_associative_table, memory_relations_table [EXTRACTED 0.90]
  • Folder Indexing Pipeline (scan, WS, summarize, store) — scanner_module, indexer_module, device_ws, folder_indexer [EXTRACTED 0.90]
  • Onboarding Storage Split (encrypted core vs local prefs) — onboarding_flow_component, memory_core_table, electron_store [EXTRACTED 0.85]

Communities

Community 0 - "API Auth + Memory Backbone"

Cohesion: 0.03 Nodes (259): Base, Shared declarative base for all ORM models., ExtractionQueue, MemoryAssociative, MemoryCore, MemoryEpisodic, MemoryProactive, MemoryRelation (+251 more)

Community 1 - "Agent Runners (deep/brief/folder)"

Cohesion: 0.02 Nodes (183): make_query_relations_tool(), Relations agent — read-only tool wrapping MemoryMiddleware.query_relations., Return a query_relations tool bound to user_id., _as_text(), _build_processing_tools(), _fetch_projects(), _finalize_run(), _make_agent_executor() (+175 more)

Community 2 - "Chat + Device WebSocket"

Cohesion: 0.03 Nodes (168): AgentRunLog, AgentCatalogItem, AgentCreationCheckRequest, AgentCreationCheckResponse, AgentRunLogResponse, AgentTriggerRequest, ChatContext, ChatRequest (+160 more)

Community 3 - "Email Integrations (Gmail/MS Graph)"

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 4 - "Device + Agent Runtime Tests"

Cohesion: 0.03 Nodes (102): CloudAgentConfig, LocalAgentConfig, _format_entities_for_context(), _format_metadata(), _format_projects(), _get_extraction_rules(), _get_no_match_behavior(), _is_overdue() (+94 more)

Community 5 - "Filesystem + Client Agents"

Cohesion: 0.03 Nodes (97): 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. (+89 more)

Community 6 - "Electron Renderer Core (TS)"

Cohesion: 0.03 Nodes (19): AuthExpiredError, BackendClient, logHttp(), logHttpResponse(), logWsRecv(), logWsSend(), OfflineError, QuotaError (+11 more)

Community 7 - "Alembic Migrations"

Cohesion: 0.04 Nodes (69): _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() (+61 more)

Community 8 - "Electron Main + Indexer"

Cohesion: 0.05 Nodes (42): startAgentScheduler(), tickAgentScheduler(), checkConnectivity(), dailyBrief(), generateAndCacheBrief(), getBriefTimeSlot(), getCachedBrief(), getCurrentSlotKey() (+34 more)

Community 9 - "Billing + Quotas"

Cohesion: 0.05 Nodes (56): 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 vi (+48 more)

Community 10 - "Home/Project Brief Agents"

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 11 - "Memory Tests + Seeds"

Cohesion: 0.05 Nodes (58): _uuid(), _normalize_domain_payload(), _proactive_hints_injection(), Return a system-prompt paragraph listing proactive behavioral hints. Retu, embed_text(), OpenAI embedding helper for associative memory tier. Single public function:, Call OpenAI text-embedding-3-small. Return None on failure (caller falls back to, Exception (+50 more)

Community 12 - "Agent Config + App Bootstrap"

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, _SessionBuffer, audit_memory() (+35 more)

Community 13 - "Middleware + Settings"

Cohesion: 0.04 Nodes (29): 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., _get_client_ip(), RateLimiter, IP-based sliding-window rate limiter. Cloudflare-aware: uses CF-Connecting-IP, Extract real client IP behind Cloudflare / reverse proxy. (+21 more)

Community 14 - "OAuth Providers"

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 - "Architecture References"

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 16 - "Agent Setup + Journey"

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 17 - "Middleware Tests"

Cohesion: 0.09 Nodes (15): _auth_header(), _make_jwt(), _override_db(), Tests for Step 9 middleware: auth, rate limiting, and sanitizer. Auth tests:, Each test uses a fresh unique user_id so windows never collide., POST /auth/register is exempt — 25 calls should never return 429., POST /auth/login is exempt — multiple failed attempts are not rate-limited., Mock run_home to inject controlled strings into chat responses. (+7 more)

Community 18 - "Project UI Mockups"

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 19 - "Client List UI"

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 20 - "AI Chat UI Surface"

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 21 - "HTML Preprocessor"

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 22 - "AI Brand UI Patterns"

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 23 - "Chrome DevTools Perf Profile"

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 24 - "Task Context Menu"

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 25 - "Renderer Components"

Cohesion: 0.11 Nodes (15): getTimeGreeting(), relativeDate(), t(), ProjectTabBar(), attemptClose(), formValid(), handleClose(), loadRowIntoForm() (+7 more)

Community 26 - "Timeline Event Issues"

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 27 - "Brand Identity System"

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

Community 28 - "Date/i18n Components"

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 29 - "Date Utilities"

Cohesion: 0.15 Nodes (10): detectBrowserFormatPrefs(), formatDate(), formatDateTime(), formatDueDate(), formatTime(), formatTs(), inferDateFormat(), useFormatPrefs() (+2 more)

Community 30 - "Community 30"

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 31 - "Community 31"

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 32 - "Community 32"

Cohesion: 0.19 Nodes (9): handler(), clampPosition(), computeAnchorPosition(), computeDualAnchor(), FloatingChatProvider(), getChatWidth(), useFloatingChat(), useDoubleClickAI() (+1 more)

Community 33 - "Community 33"

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

Community 34 - "Community 34"

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 35 - "Community 35"

Cohesion: 0.17 Nodes (6): useNotify(), CloudAgentConfigPanel(), LocalAgentConfigPanel(), EditTaskDialog(), NewTaskDialog(), useTaskAttachments()

Community 36 - "Community 36"

Cohesion: 0.32 Nodes (9): handleScanError(), addDays(), addMonths(), parseDate(), parseDateRange(), parseKeyword(), parseNumeric(), pivotYear() (+1 more)

Community 38 - "Community 38"

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 40 - "Community 40"

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 41 - "Community 41"

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 42 - "Community 42"

Cohesion: 0.52 Nodes (6): absolutePath(), attachmentsRoot(), copyIntoTask(), deleteStored(), deleteTaskDir(), sanitizeFilename()

Community 49 - "Community 49"

Cohesion: 0.33 Nodes (2): SidebarMenuButton(), useSidebar()

Community 51 - "Community 51"

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 52 - "Community 52"

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 56 - "Community 56"

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 57 - "Community 57"

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

Community 58 - "Community 58"

Cohesion: 0.6 Nodes (3): isBriefRelevantTask(), isBriefRelevantTimeline(), isInCurrentWeek()

Community 59 - "Community 59"

Cohesion: 0.4 Nodes (2): useTheme(), Toaster()

Community 65 - "Community 65"

Cohesion: 0.67 Nodes (2): detectFormatPrefs(), inferDateFormat()

Community 77 - "Community 77"

Cohesion: 0.5 Nodes (1): Initial schema: users, refresh_tokens, subscriptions. Revision ID: 001 Revis

Community 78 - "Community 78"

Cohesion: 0.5 Nodes (1): Add agent config and run log tables: local_agent_configs, cloud_agent_configs, a

Community 79 - "Community 79"

Cohesion: 0.5 Nodes (1): Add memory tables and user encryption_key column. Memory tables: memory_co

Community 80 - "Community 80"

Cohesion: 0.5 Nodes (1): Phase 1 — confirm pgvector activation on memory_associative. Migration 004 cr

Community 81 - "Community 81"

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

Community 82 - "Community 82"

Cohesion: 0.5 Nodes (1): add extraction_queue Revision ID: 1f5975a4f3f4 Revises: 005 Create Date: 20

Community 83 - "Community 83"

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

Community 84 - "Community 84"

Cohesion: 0.5 Nodes (1): Add oauth_accounts table, nullable password_hash, avatar_url to users. Revisi

Community 85 - "Community 85"

Cohesion: 0.5 Nodes (1): Add onboarding_completed_at column to users table. Revision ID: c5d1e2f3a4b5

Community 86 - "Community 86"

Cohesion: 0.5 Nodes (1): Add token tracking columns for folder integration. Revision ID: d6e3f4a5b6c7 Re

Community 87 - "Community 87"

Cohesion: 0.5 Nodes (1): avatar_url_varchar_to_text Revision ID: e04100e88ace Revises: c5d1e2f3a4b5

Community 88 - "Community 88"

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

Community 89 - "Community 89"

Cohesion: 0.5 Nodes (1): add consent_given_at and anonymized_at columns Revision ID: 002 Revises: 001

Community 90 - "Community 90"

Cohesion: 0.5 Nodes (1): add language column to waitlist_entries Revision ID: 003 Revises: 002 Creat

Community 91 - "Community 91"

Cohesion: 0.83 Nodes (3): detectLang(), initI18n(), setLanguage()

Community 92 - "Community 92"

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

Community 93 - "Community 93"

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

Community 118 - "Community 118"

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

Community 119 - "Community 119"

Cohesion: 1.0 Nodes (3): Email Type: Info — FYI only, no action required, Test Fixture: Info Email (agent_runner_v2) — FYI policy, no action needed, Test Fixture: Info Email (journey_v2) — remote work policy FYI

Community 120 - "Community 120"

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

Community 121 - "Community 121"

Cohesion: 0.67 Nodes (3): FastAPI (>=0.115), Gunicorn, Uvicorn (>=0.34)

Community 122 - "Community 122"

Cohesion: 0.67 Nodes (3): Competitor: Granola, Competitor: Motion, Competitor: Superhuman

Community 123 - "Community 123"

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

Community 169 - "Community 169"

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

Community 170 - "Community 170"

Cohesion: 1.0 Nodes (1): Shared FastAPI dependencies. get_current_user and oauth2_scheme live

Community 171 - "Community 171"

Cohesion: 1.0 Nodes (1): OAuth provider abstractions and utilities.

Community 173 - "Community 173"

Cohesion: 1.0 Nodes (2): API Dev Server Command (uvicorn), FastAPI Framework Dependency

Community 174 - "Community 174"

Cohesion: 1.0 Nodes (2): Pinecone + Qdrant Vector Store Dependencies, SQLAlchemy + asyncpg + Alembic (DB stack)

Community 175 - "Community 175"

Cohesion: 1.0 Nodes (2): Email Type: No-Project — irrelevant to any project, Test Fixture: No-Project Email (agent_runner_v2) — newsletter unrelated to project

Community 176 - "Community 176"

Cohesion: 1.0 Nodes (2): Email Type: Date — contains scheduled event/date, Test Fixture: Date Email (agent_runner_v2) — kickoff meeting with date

Community 177 - "Community 177"

Cohesion: 1.0 Nodes (2): Email Type: Thread — nested reply chain (blockquote structure), Test Fixture: Email Thread (preprocessors) — nested blockquote multi-turn thread

Community 178 - "Community 178"

Cohesion: 1.0 Nodes (2): Email Type: Heavy HTML — complex table-based layout email, Test Fixture: Heavy HTML Email (preprocessors) — complex table layout newsletter

Community 179 - "Community 179"

Cohesion: 1.0 Nodes (2): Alembic, psycopg2-binary

Community 180 - "Community 180"

Cohesion: 1.0 Nodes (2): Device-specific backup key, cryptography (Fernet)

Community 181 - "Community 181"

Cohesion: 1.0 Nodes (2): DateField withTime + flat props, parseDate HH:MM suffix support

Community 182 - "Community 182"

Cohesion: 1.0 Nodes (2): E2E fixture-driven YAML tests, pytest

Community 183 - "Community 183"

Cohesion: 1.0 Nodes (2): Cloudflare Argo Smart Routing, Cloudflare Load Balancing geo steering

Community 184 - "Community 184"

Cohesion: 1.0 Nodes (2): memory_maintenance.py, Proactive Pattern Mining

Community 231 - "Community 231"

Cohesion: 1.0 Nodes (1): Return updated credential dict if the access token was refreshed. If

Community 232 - "Community 232"

Cohesion: 1.0 Nodes (1): Return updated credential dict if the access token was refreshed. Ret

Community 236 - "Community 236"

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

Community 237 - "Community 237"

Cohesion: 1.0 Nodes (1): Client → Server: result of a CRUD/vector operation.

Community 238 - "Community 238"

Cohesion: 1.0 Nodes (1): Server → Client: incremental LLM response text.

Community 239 - "Community 239"

Cohesion: 1.0 Nodes (1): Client → Server: device identification on WS connect.

Community 240 - "Community 240"

Cohesion: 1.0 Nodes (1): User display preferences sent by Electron on each request.

Community 241 - "Community 241"

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

Community 242 - "Community 242"

Cohesion: 1.0 Nodes (1): Client → Server: Floating chat message scoped to an entity.

Community 243 - "Community 243"

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

Community 244 - "Community 244"

Cohesion: 1.0 Nodes (1): Server → Client: signals start of a streaming response.

Community 245 - "Community 245"

Cohesion: 1.0 Nodes (1): Server → Client: signals end of a streaming response.

Community 246 - "Community 246"

Cohesion: 1.0 Nodes (1): Structured floating domain payload for UI routing decisions.

Community 247 - "Community 247"

Cohesion: 1.0 Nodes (1): Server → Client: domain determined for a floating request.

Community 248 - "Community 248"

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

Community 249 - "Community 249"

Cohesion: 1.0 Nodes (1): Structured agent configuration (replaces freeform prompt_template).

Community 250 - "Community 250"

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

Community 251 - "Community 251"

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

Community 252 - "Community 252"

Cohesion: 1.0 Nodes (1): Return the resolved model string for agent_name (for Langfuse tracking).

Community 253 - "Community 253"

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

Community 254 - "Community 254"

Cohesion: 1.0 Nodes (1): Return an embedding vector for text. Uses settings.LLM_EMBED_MODEL

Community 255 - "Community 255"

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

Community 256 - "Community 256"

Cohesion: 1.0 Nodes (1): Client → Server: result of a CRUD/vector operation.

Community 257 - "Community 257"

Cohesion: 1.0 Nodes (1): Server → Client: incremental LLM response text.

Community 258 - "Community 258"

Cohesion: 1.0 Nodes (1): Server → Client: signals end of response with the complete text.

Community 259 - "Community 259"

Cohesion: 1.0 Nodes (1): User display preferences sent by Electron on each request.

Community 260 - "Community 260"

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

Community 261 - "Community 261"

Cohesion: 1.0 Nodes (1): Client → Server: Home chat message.

Community 262 - "Community 262"

Cohesion: 1.0 Nodes (1): Server → Client: signals start of a streaming response.

Community 263 - "Community 263"

Cohesion: 1.0 Nodes (1): Server → Client: streamed text token.

Community 264 - "Community 264"

Cohesion: 1.0 Nodes (1): Server → Client: signals end of a streaming response.

Community 265 - "Community 265"

Cohesion: 1.0 Nodes (1): Structured floating domain payload for UI routing decisions.

Community 266 - "Community 266"

Cohesion: 1.0 Nodes (1): Server → Client: domain determined for a floating request.

Community 267 - "Community 267"

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

Community 268 - "Community 268"

Cohesion: 1.0 Nodes (1): List notes, optionally scoped to a project by project_id.

Community 269 - "Community 269"

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

Community 270 - "Community 270"

Cohesion: 1.0 Nodes (1): Create a new note. title: note heading (required) content: Markdown bo

Community 271 - "Community 271"

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

Community 272 - "Community 272"

Cohesion: 1.0 Nodes (1): Delete a note permanently by its UUID.

Community 273 - "Community 273"

Cohesion: 1.0 Nodes (1): Return the resolved model string for agent_name (for Langfuse tracking).

Community 274 - "Community 274"

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

Community 275 - "Community 275"

Cohesion: 1.0 Nodes (1): Return an embedding vector for text. Uses settings.LLM_EMBED_MODEL

Community 276 - "Community 276"

Cohesion: 1.0 Nodes (1): Stripe Dependency (billing)

Community 277 - "Community 277"

Cohesion: 1.0 Nodes (1): Pydantic (>=2.10)

Community 278 - "Community 278"

Cohesion: 1.0 Nodes (1): python-jose (JWT)

Community 279 - "Community 279"

Cohesion: 1.0 Nodes (1): Stripe SDK

Community 280 - "Community 280"

Cohesion: 1.0 Nodes (1): boto3

Community 281 - "Community 281"

Cohesion: 1.0 Nodes (1): slowapi (rate limit)

Community 282 - "Community 282"

Cohesion: 1.0 Nodes (1): bcrypt

Community 283 - "Community 283"

Cohesion: 1.0 Nodes (1): websockets

Community 284 - "Community 284"

Cohesion: 1.0 Nodes (1): Pinecone

Community 285 - "Community 285"

Cohesion: 1.0 Nodes (1): qdrant-client

Community 286 - "Community 286"

Cohesion: 1.0 Nodes (1): MSAL (Microsoft Auth)

Community 287 - "Community 287"

Cohesion: 1.0 Nodes (1): APScheduler

Community 288 - "Community 288"

Cohesion: 1.0 Nodes (1): python-docx

Community 289 - "Community 289"

Cohesion: 1.0 Nodes (1): ruff

Community 290 - "Community 290"

Cohesion: 1.0 Nodes (1): Mistral (EU residency option)

Community 291 - "Community 291"

Cohesion: 1.0 Nodes (1): DeepSeek (dev-only, CN)

Community 292 - "Community 292"

Cohesion: 1.0 Nodes (1): Competitor: Reclaim.ai

Community 293 - "Community 293"

Cohesion: 1.0 Nodes (1): Telegram bot integration

Community 294 - "Community 294"

Cohesion: 1.0 Nodes (1): LLM Provider Report April 2026

Ambiguous Edges - Review These

  • Google Auth Libraries (OAuth)Agent Runner V2 — agent execution test harness [AMBIGUOUS] api/requirements.txt · relation: conceptually_related_to

Knowledge Gaps

  • 519 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 (+514 more) These have ≤1 connection - possible missing edges or undocumented components.
  • Thin community Community 49 (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 59 (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 65 (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 77 (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 78 (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 79 (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 80 (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 81 (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 82 (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 83 (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 84 (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 85 (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 86 (4 nodes): d6e3f4a5b6c7_folder_index_tables.py, downgrade(), Add token tracking columns for folder integration. Revision ID: d6e3f4a5b6c7 Re, upgrade() Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 87 (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 88 (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 89 (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 90 (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 169 (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 170 (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 171 (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 173 (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 174 (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 175 (2 nodes): Email Type: No-Project — irrelevant to any project, Test Fixture: No-Project Email (agent_runner_v2) — newsletter unrelated to project Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 176 (2 nodes): Email Type: Date — contains scheduled event/date, Test Fixture: Date Email (agent_runner_v2) — kickoff meeting with date Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 177 (2 nodes): Email Type: Thread — nested reply chain (blockquote structure), Test Fixture: Email Thread (preprocessors) — nested blockquote multi-turn thread Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 178 (2 nodes): Email Type: Heavy HTML — complex table-based layout email, Test Fixture: Heavy HTML Email (preprocessors) — complex table layout newsletter Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 179 (2 nodes): Alembic, psycopg2-binary Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 180 (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 181 (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 182 (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 183 (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 184 (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 231 (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 232 (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 236 (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 237 (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 238 (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 239 (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 240 (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 241 (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 242 (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 243 (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 244 (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 245 (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 246 (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 247 (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 248 (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 249 (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 250 (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 251 (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 252 (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 253 (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 254 (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 255 (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 256 (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 257 (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 258 (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 259 (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 260 (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 261 (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 262 (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 263 (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 264 (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 265 (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 266 (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 267 (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 268 (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 269 (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 270 (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 271 (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 272 (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 273 (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 274 (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 275 (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 276 (1 nodes): Stripe Dependency (billing) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 277 (1 nodes): Pydantic (>=2.10) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 278 (1 nodes): python-jose (JWT) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 279 (1 nodes): Stripe SDK Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 280 (1 nodes): boto3 Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 281 (1 nodes): slowapi (rate limit) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 282 (1 nodes): bcrypt Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 283 (1 nodes): websockets Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 284 (1 nodes): Pinecone Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 285 (1 nodes): qdrant-client Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 286 (1 nodes): MSAL (Microsoft Auth) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 287 (1 nodes): APScheduler Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 288 (1 nodes): python-docx Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 289 (1 nodes): ruff Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 290 (1 nodes): Mistral (EU residency option) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 291 (1 nodes): DeepSeek (dev-only, CN) Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 292 (1 nodes): Competitor: Reclaim.ai Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 293 (1 nodes): Telegram bot integration Too small to be a meaningful cluster - may be noise or needs more connections extracted.
  • Thin community Community 294 (1 nodes): LLM Provider Report April 2026 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 — agent execution test harness? Edge tagged AMBIGUOUS (relation: conceptually_related_to) - confidence is low.
  • Why does MemoryMiddleware connect API Auth + Memory Backbone to Agent Runners (deep/brief/folder), Chat + Device WebSocket, Memory Tests + Seeds? High betweenness centrality (0.062) - this node is a cross-community bridge.
  • Why does run_floating_stream() connect Agent Runners (deep/brief/folder) to Electron Main + Indexer, Chat + Device WebSocket, Memory Tests + Seeds? High betweenness centrality (0.039) - this node is a cross-community bridge.
  • Are the 211 inferred relationships involving MemoryMiddleware (e.g. with User and Subscription) actually correct? MemoryMiddleware has 211 INFERRED edges - model-reasoned connections that need verification.
  • Are the 125 inferred relationships involving User (e.g. with Base and Hourly cron: drain Free-tier extraction queue + mine proactive patterns for Powe) actually correct? User has 125 INFERRED edges - model-reasoned connections that need verification.
  • Are the 104 inferred relationships involving MemoryProactive (e.g. with Base and _RegisterRequest) actually correct? MemoryProactive has 104 INFERRED edges - model-reasoned connections that need verification.
  • Are the 96 inferred relationships involving Subscription (e.g. with Base and Auth middleware — JWT validation dependency. ``get_current_user`` is the Fast) actually correct? Subscription has 96 INFERRED edges - model-reasoned connections that need verification.