Follows the spec published on #91: remove the client-side latest-chapter scan for lightnovelworld rather than porting #87's truncation into a second codebase. - lightnovelworld.latestChapterFromAnchors deleted, not stubbed: absence is what the background-fetch guard keys off. - computeLatestChapter tolerates an adapter with no scanner (yields null) and is exported as the test seam. - backgroundRefreshLatest skips a scanner-less Site before the due filter: no Series page fetched, no freshness timestamp recorded, no batch slot consumed. The on-page path (maybeCaptureLatestOnSeriesPage) routes through the same null-tolerant computation. - novelfull's scanner, the shared max-chapter helper and all four manga Sites untouched. - userscript/AGENTS.md records the Poll-only contract for this Site and why. All seven acceptance criteria from the spec met. node --check clean; novel suite 30/30 (the regression pin fails if a lnw scan is reintroduced, scoped or not); manga suite 35/35, manga userscript byte-for-byte unchanged. Two-axis code review: no hard standard violations, spec-clean; one follow-up commit matching the sibling adapter guard from the manga script. Reviewed-on: #93 Co-authored-by: Sulthan Zaki <sultankiki05@gmail.com> Co-committed-by: Sulthan Zaki <sultankiki05@gmail.com>
40 KiB
Graph Report - mangaBookmark (2026-08-11)
Corpus Check
- 108 files · ~265,771 words
- Verdict: corpus is large enough that graph structure adds value.
Summary
- 1637 nodes · 3195 edges · 274 communities (66 shown, 208 thin omitted)
- Extraction: 90% EXTRACTED · 10% INFERRED · 0% AMBIGUOUS · INFERRED: 305 edges (avg confidence: 0.77)
- Token cost: 0 input · 0 output
Graph Freshness
- Built from commit:
fb65c78e - Run
git rev-parse HEADand compare to check if the graph is stale. - Run
graphify update .after code changes (no API cost).
Community Hubs (Navigation)
- _COMMUNITY_HTMX Library Internals
- _COMMUNITY_Cover Fetch Test Helpers
- _COMMUNITY_Manga Userscript Adapters
- _COMMUNITY_Novel Userscript Adapters
- _COMMUNITY_Series Acquisition Tests
- _COMMUNITY_Bookmarks API Tests
- _COMMUNITY_Storage Choice ADR
- _COMMUNITY_Cover & Acquire Internals
- _COMMUNITY_System Architecture Concepts
- _COMMUNITY_Session Middleware
- _COMMUNITY_Go Test Helpers
- _COMMUNITY_Store Tests
- _COMMUNITY_Bookmarks API Handler
- _COMMUNITY_Web UI Handlers
- _COMMUNITY_Go Error Handling
- _COMMUNITY_CDP Browser Client
- _COMMUNITY_Store
- _COMMUNITY_Go Code Style Guide
- _COMMUNITY_Agent Skills
- _COMMUNITY_Open
- _COMMUNITY_IO Performance Patterns
- _COMMUNITY_CPU Optimization
- _COMMUNITY_Caching Patterns
- _COMMUNITY_Browser Entrypoint
- _COMMUNITY_Memory Allocation & GC
- _COMMUNITY_Cover Fetcher Tests
- _COMMUNITY_Deployment & Cover ADRs
- _COMMUNITY_Find Skills Guide
- _COMMUNITY_Allocation Patterns
- _COMMUNITY_Observability & Alerting
- _COMMUNITY_PG Test Infrastructure
- _COMMUNITY_Domain Concepts
- _COMMUNITY_Repo Hard Constraints
- _COMMUNITY_Go Testing Guide
- _COMMUNITY_Session Store
- _COMMUNITY_Web UI Filter Logic
- _COMMUNITY_Userscript Test Harness
- _COMMUNITY_Product & Security Context
- _COMMUNITY_novel-logic.test.js
- _COMMUNITY_UI Critique 2026-07-26A
- _COMMUNITY_UI Critique 2026-07-26B
- _COMMUNITY_DB Cutover Runbook
- _COMMUNITY_Memory Layout Patterns
- _COMMUNITY_Issue Tracker & Triage
- _COMMUNITY_Ticket Workflow
- _COMMUNITY_Go Perf Alert Rules
- _COMMUNITY_Userscript Display Logic
- _COMMUNITY_Go Perf Skill Docs
- _COMMUNITY_Login Page Art
- _COMMUNITY_BookmarkManager Logo
- _COMMUNITY_Skills CLI
- _COMMUNITY_Skills Leaderboard
- _COMMUNITY_Complex Condition Extraction
- _COMMUNITY_Sentinel Errors
- _COMMUNITY_errors.As Patterns
- _COMMUNITY_errors.Is Patterns
- _COMMUNITY_errors.Join Patterns
- _COMMUNITY_Error Wrapping
- _COMMUNITY_Single Error Handling
- _COMMUNITY_SIMD Optimizations
- _COMMUNITY_GOGC Tuning
- _COMMUNITY_GOMEMLIMIT
- _COMMUNITY_Bottleneck Decision Tree
- _COMMUNITY_pprof Profiling
- _COMMUNITY_Test Timeout Helper
- _COMMUNITY_httptest Patterns
- _COMMUNITY_testify Suite Pattern
- _COMMUNITY_goembed Fixtures
- _COMMUNITY_clockwork Time Mocking
- _COMMUNITY_testify Mocking
- _COMMUNITY_t.ArtifactDir Helper
- _COMMUNITY_Subtests Pitfall
- _COMMUNITY_golang-benchmark Skill
- _COMMUNITY_golang-concurrency Skill
- _COMMUNITY_golang-ci Skill
- _COMMUNITY_golang-database Skill
- _COMMUNITY_golang-lint Skill
- _COMMUNITY_testify Skill
- _COMMUNITY_Build Tag Integration Tests
- _COMMUNITY_Test Naming Convention
- _COMMUNITY_UI Critique A Finding
- _COMMUNITY_UI Critique B Finding
- _COMMUNITY_P0 Overflow Bug
- _COMMUNITY_P1 hx-indicator Gap
- _COMMUNITY_golang-benchmark Skill (ext)
- _COMMUNITY_golang-concurrency Skill (ext)
- _COMMUNITY_golang-ci Skill (ext)
- _COMMUNITY_golang-data-structures Skill (ext)
- _COMMUNITY_golang-database Skill (ext)
- _COMMUNITY_golang-design-patterns Skill (ext)
- _COMMUNITY_golang-documentation Skill (ext)
- _COMMUNITY_golang-gopls Skill (ext)
- _COMMUNITY_golang-lint Skill (ext)
- _COMMUNITY_golang-naming Skill (ext)
- _COMMUNITY_golang-observability Skill (ext)
- _COMMUNITY_golang-refactoring Skill (ext)
- _COMMUNITY_golang-safety Skill (ext)
- _COMMUNITY_golang-samber-oops Skill (ext)
- _COMMUNITY_golang-samber-slog Skill (ext)
- _COMMUNITY_golang-structs-interfaces Skill (ext)
- _COMMUNITY_golang-troubleshooting Skill (ext)
- _COMMUNITY_promql-cli Skill
- _COMMUNITY_Backend Module
- _COMMUNITY_bookmark-api Service
- _COMMUNITY_AGENTS
- _COMMUNITY_reviewer
- _COMMUNITY_Redeploy runbook
- _COMMUNITY_1. Backend
- _COMMUNITY_Deployment
- _COMMUNITY_Cinder — BookmarkManager design system
- _COMMUNITY_Implement tickets
- _COMMUNITY_SQLite → Postgres cutover runbook
- _COMMUNITY_Testing the userscript
- _COMMUNITY_ADR-0007 The backend hosts every Site's Cover bytes
- [[_COMMUNITY_Issue tracker Gitea (
teaCLI)|Issue tracker: Gitea (teaCLI)]] - _COMMUNITY_ADR-0006 The browser runs on the home machine, over the tailnet
- _COMMUNITY_ADR-0008 A Series identity is discovered from the Site's links, never derived from an address
- _COMMUNITY_Domain Docs
- _COMMUNITY_ticket-implementer
- _COMMUNITY_implementer
- _COMMUNITY_Series is a shared entity, and only the Poll may update it
- _COMMUNITY_Postgres replaces SQLite as the primary datastore
- _COMMUNITY_Identity comes from Discord OAuth; we store no passwords and send no email
- _COMMUNITY_The wire format stays flat and deliberately does not mirror the schema
- _COMMUNITY_ADR-0005 On-demand browser sidecar
- _COMMUNITY_AGENTS
- _COMMUNITY_Bookmark Manager
- _COMMUNITY_triage-labels
- _COMMUNITY_Cross-Ticket Contract
- _COMMUNITY_Implement Tickets Skill
- _COMMUNITY_Orchestrator Role
- _COMMUNITY_resolving-merge-conflicts Skill
- _COMMUNITY_tdd Skill
- _COMMUNITY_Ticket Wave Batching
- _COMMUNITY_Four-Object Browser Stub
- _COMMUNITY_Module Export Hook
- _COMMUNITY_logic.test.js Test Harness
- _COMMUNITY_manga-bookmark.user.js
- _COMMUNITY_stripBuildHash
- _COMMUNITY_Testing the Userscript Skill
- _COMMUNITY_cr-spec Agent
- _COMMUNITY_cr-standards Agent
- _COMMUNITY_Escalate Rather Than Guess
- _COMMUNITY_Status Contract
- _COMMUNITY_Ticket Implementer Agent
- _COMMUNITY_Worktree Isolation
- _COMMUNITY_Escalate Rather Than Guess (opencode)
- _COMMUNITY_Implementer Subagent (opencode)
- _COMMUNITY_Subagent-Driven Development
- _COMMUNITY_Code Quality Review
- _COMMUNITY_Reviewer Subagent (opencode)
- _COMMUNITY_Finding Severity Rubric
- _COMMUNITY_Spec Compliance Review
- _COMMUNITY_CDP Browser Unit (chrome)
- _COMMUNITY_Cinder Design System
- _COMMUNITY_Cloudflare Challenge Behaviour
- _COMMUNITY_Ember Means New Chapter Only
- _COMMUNITY_Gitea + tea CLI
- _COMMUNITY_Graphify Knowledge Graph
- _COMMUNITY_novel-bookmark.user.js
- _COMMUNITY_Security Invariants
- _COMMUNITY_Why Use samberoops
- _COMMUNITY_singleflight Cache Stampede Prevention
- _COMMUNITY_Struct Field Alignment
- _COMMUNITY_testingsynctest Deterministic Goroutine Testing
- _COMMUNITY_API Package (Bookmark JSON Handlers)
- _COMMUNITY_Cover Acquisition & Serving Pipeline
- _COMMUNITY_Backend AGENTS.md Guidance
- _COMMUNITY_HTTP Middleware (AuthGzipCORS)
- _COMMUNITY_Latest Package (Site Parsers & Poller)
- _COMMUNITY_Latest-Chapter Poller
- _COMMUNITY_Main Composition Root
- _COMMUNITY_Migration-Owned Schema
- _COMMUNITY_Session Package (Cookie Signing & Rate Limit)
- _COMMUNITY_updated_at List-Order Rule
- _COMMUNITY_Userscript Package (Serving Handler)
- _COMMUNITY_Backend CLAUDE.md Guidance
- _COMMUNITY_Graphify Knowledge Graph (graphify-out)
- _COMMUNITY_CLAUDE.md (Symlink to AGENTS.md)
- _COMMUNITY_Chapter Slug
- _COMMUNITY_CONTEXT.md Ubiquitous Language
- _COMMUNITY_Favourite
- _COMMUNITY_Latest Chapter
- _COMMUNITY_Library
- _COMMUNITY_Lifecycle Bucket
- _COMMUNITY_New Chapter
- _COMMUNITY_Poll
- _COMMUNITY_Progress
- _COMMUNITY_Reader
- _COMMUNITY_Series
- _COMMUNITY_Site
- _COMMUNITY_ADR-0001 (Drop modernc.orgsqlite)
- _COMMUNITY_ADR-0003 (Split Shared Series Facts)
- _COMMUNITY_SQLite-to-Postgres Cutover Runbook
- _COMMUNITY_Import SQL Generation Rules
- _COMMUNITY_Throwaway Import Generator
- _COMMUNITY_ADR-0002 (Discord OAuth Sign-In)
- _COMMUNITY_ADR-0006 (Browser Out of API Stack)
- _COMMUNITY_ADR-0007 (Absolute Cover URLs)
- _COMMUNITY_bookmark-api Service
- _COMMUNITY_Deployment Runbook
- _COMMUNITY_Issue 24 (Derived Credentials)
- _COMMUNITY_Tailscale ACL Tagging
- _COMMUNITY_TOKEN_KEY Credential Derivation
- _COMMUNITY_Traefik Reverse Proxy
- _COMMUNITY_Real scaling limit is the poller outbound fetch budget
- _COMMUNITY_PostgreSQL (jackcpgxv5)
- _COMMUNITY_SQLite (modernc.orgsqlite)
- _COMMUNITY_Postgres chosen for future supportability, not concurrency
- _COMMUNITY_Per-Reader bearer token for userscripts
- _COMMUNITY_Discord OAuth2 (authorization code grant)
- _COMMUNITY_ADR-0002 Discord OAuth, no passwords, no email
- _COMMUNITY_Discord snowflake is the sole identity (lock-in)
- _COMMUNITY_Bookmark (per-Reader state Progress, Favourite, Lifecycle)
- _COMMUNITY_Deduplicate polling per Series (reader_count DESC queue)
- _COMMUNITY_ADR-0003 Series is shared, only the Poll updates it
- _COMMUNITY_Only the Poll writes Series fields (security boundary)
- _COMMUNITY_Series (shared entity keyed site+series_id)
- _COMMUNITY_ADR-0004 Wire format stays flat, does not mirror schema
- _COMMUNITY_Flat wire shape is a contract, not an implementation detail
- _COMMUNITY_Installed userscripts must keep working (14-day grace window)
- _COMMUNITY_CDP (Chrome DevTools Protocol) endpoint
- _COMMUNITY_headless-shell service (socat-fronted CDP)
- _COMMUNITY_Start Chrome on first CDP connection, reap after 300s idle
- _COMMUNITY_BROWSER_WS_URL configuration seam
- _COMMUNITY_ADR-0006 Browser runs on the home machine over the tailnet
- _COMMUNITY_Browser moved home VPS memory pressure, no requests served
- _COMMUNITY_Tailnet (Tailscale network)
- _COMMUNITY_Content-addressed filesystem storage (SHA-256 of source URL)
- _COMMUNITY_Cover (Series image bytes)
- _COMMUNITY_Deny-class destination control for outbound fetch
- _COMMUNITY_ADR-0007 Backend hosts every Site's Cover bytes
- _COMMUNITY_kagane CORP same-origin cover restriction
- _COMMUNITY_Backend acquires, stores, serves every Cover (uniformity)
- _COMMUNITY_Series identity is discovered from the Site's links
- _COMMUNITY_ADR-0008 Series identity discovered, never derived
- _COMMUNITY_Chapter slug vs series slug divergence (~7% measured)
- _COMMUNITY_Scan truncated at first wpd-threads marker
- _COMMUNITY_Surface ADR conflicts explicitly rather than silently overriding
- _COMMUNITY_Domain docs single-context layout guidance
- _COMMUNITY_domain-modeling skill (lazy CONTEXT.md creation)
- _COMMUNITY_CONTEXT.md glossary (ubiquitous language)
- _COMMUNITY_Gitea (tea CLI, gitea.violetcrown.my.id)
- _COMMUNITY_wayfinder mapticket mechanism
- _COMMUNITY_Triage labels canonical roles to tracker labels
- _COMMUNITY_Canonical triage role labels (needs-triage ... wontfix)
- _COMMUNITY_Cinder (BookmarkManager Web UI design system)
- _COMMUNITY_Heat is typographic ember reserved for unread chapters
- _COMMUNITY_Design tokens (dark + light branches, no hardcoded hex)
- _COMMUNITY_Three type roles display serif mono small-caps sans
- _COMMUNITY_Research lightnovelworld chapter slug vs series slug
- _COMMUNITY_Gitea issue 77 (chapter vs series slug)
- _COMMUNITY_Slug divergence measurements (341 diverge, 1 split)
- _COMMUNITY_Unscoped chapter regex is SAFE, truncated at wpd-threads
- _COMMUNITY_BookmarkManager
- _COMMUNITY_Bromite (Primary Device)
- _COMMUNITY_Dark-First Design Constraint
- _COMMUNITY_Discord Guild Membership
- _COMMUNITY_Reader Isolation Invariant
- _COMMUNITY_Site Adapters
- _COMMUNITY_Go Backend (backend)
- _COMMUNITY_localStorage Cache and Retry Queue
- _COMMUNITY_Latest Chapter Poller
- _COMMUNITY_Postgres Store (postgres17-alpine)
- _COMMUNITY_README Config and Endpoint Reference
- _COMMUNITY_Browser Unit Redeploy
- _COMMUNITY_pg_dump Hot Backup
- _COMMUNITY_Redeploy Runbook
- _COMMUNITY_Rollback Strategy
- _COMMUNITY_Bearer-token API client (apiGetapiPutapiDelete)
- _COMMUNITY_Userscript CLAUDE guidance
God Nodes (most connected - your core abstractions)
testConfig()- 53 edgesnewWebTestServer()- 49 edgesnewTestStore()- 42 edgesnewTestStore()- 41 edgese()- 29 edgesHandler- 29 edgesne()- 28 edgesDe()- 28 edgesOpen()- 27 edgesse()- 27 edges
Surprising Connections (you probably didn't know these)
Browser Sidecar Service--semantically_similar_to-->Browser Sidecar (BROWSER_WS_URL)[INFERRED] [semantically similar] chrome/docker-compose.yml → backend/AGENTS.mdel()--indirect_call-->c()[INFERRED] userscript/manga-bookmark.user.js → backend/internal/web/static/htmx.min.jslatestChapterFromAnchors()--indirect_call-->re()[INFERRED] userscript/manga-bookmark.user.js → backend/internal/web/static/htmx.min.jsel()--indirect_call-->k()[INFERRED] userscript/manga-bookmark.user.js → backend/internal/web/static/htmx.min.jsmakeDraggable()--indirect_call-->e()[INFERRED] userscript/manga-bookmark.user.js → backend/internal/web/static/htmx.min.js
Import Cycles
- None detected.
Hyperedges (group relationships)
- Batch Ticket Implementation Pipeline — _claude_skills_implement_tickets_skill_implement_tickets, _omp_agents_ticket_implementer_ticket_implementer, _omp_agents_ticket_implementer_cr_spec, _omp_agents_ticket_implementer_cr_standards [INFERRED 0.85]
- Subagent-Driven Development Pipeline — _opencode_agent_implementer_implementer, _opencode_agent_reviewer_reviewer, _opencode_agent_implementer_subagent_driven_development [INFERRED 0.85]
- Deployment Runbook Family — cutover_cutover, deploy_deploy, redeploy_redeploy [INFERRED 0.85]
- Go HTML Template Family — backend_internal_web_templates_app_doc, backend_internal_web_templates_card_doc, backend_internal_web_templates_list_doc, backend_internal_web_templates_chrome_doc, backend_internal_web_templates_login_doc, backend_internal_web_templates_setup_doc, backend_internal_web_templates_readers_doc, backend_internal_web_templates_icons_doc [INFERRED 0.95]
- htmx Fragment Swap Flow — backend_internal_web_templates_app_doc, backend_internal_web_templates_card_doc, backend_internal_web_templates_chrome_doc, backend_internal_web_templates_setup_doc, backend_internal_web_templates_readers_doc [INFERRED 0.95]
- Deployment Topology — docker_compose_bookmark_api, docker_compose_postgres, docker_compose_prod_traefik, chrome_docker_compose_browser, docker_compose_db_network [INFERRED 0.95]
- Backend owns the truth (single-writer ownership of shared facts) — docs_adr_0003_series_shared_and_poll_owned_poll_owned_writes, docs_adr_0004_wire_format_does_not_mirror_the_schema_flat_wire_contract, docs_adr_0007_backend_hosts_cover_bytes_server_side_covers [INFERRED 0.85]
- Headless browser infrastructure (sidecar, on-demand, home deployment) — docs_adr_0005_on_demand_browser_headless_shell, docs_adr_0005_on_demand_browser_cdp, docs_adr_0005_on_demand_browser_on_demand_start, docs_adr_0006_browser_on_the_home_machine_home_machine_rationale [INFERRED 0.85]
- lightnovelworld series-identity investigation and fix — docs_research_lightnovelworld_chapter_vs_series_slug_issue_77, docs_research_lightnovelworld_chapter_vs_series_slug_unscoped_regex, docs_adr_0008_series_identity_is_discovered_not_derived_discovered_identity [INFERRED 0.85]
Communities (274 total, 208 thin omitted)
Community 0 - "HTMX Library Internals"
Cohesion: 0.08 Nodes (101): A(), ae(), an(), at(), B(), be(), bn(), bt() (+93 more)
Community 1 - "Cover Fetch Test Helpers"
Cohesion: 0.10 Nodes (84): floatPtr(), testConfig(), getCover(), Cookie, Handler, ResponseRecorder, T, TestListRendersAcquiredCover() (+76 more)
Community 2 - "Manga Userscript Adapters"
Cohesion: 0.06 Nodes (76): adapterFor(), anchorsFromDocument(), anchorsFromHTML(), apiDelete(), apiGet(), apiPut(), applyFabPos(), applyLatestChapterIfChanged() (+68 more)
Community 3 - "Novel Userscript Adapters"
Cohesion: 0.08 Nodes (71): adapterFor(), anchorsFromDocument(), anchorsFromHTML(), apiDelete(), apiGet(), apiPut(), applyFabPos(), applyLatestChapterIfChanged() (+63 more)
Community 4 - "Series Acquisition Tests"
Cohesion: 0.10 Nodes (67): bookmarkNewKaganeSeries(), bookmarkNewNovelfullSeries(), bookmarkNewSeries(), Context, Store, T, newAcquirer(), readBookmark() (+59 more)
Community 5 - "Bookmarks API Tests"
Cohesion: 0.08 Nodes (67): auth(), getBookmarks(), Handler, Request, Store, T, newTestServer(), newTestStore() (+59 more)
Community 7 - "Cover & Acquire Internals"
Cohesion: 0.08 Nodes (40): Addr, Context, Store, defaultCoverResolver(), fetchCoverBytes(), Client, Context, NewCoverFetcher() (+32 more)
Community 8 - "System Architecture Concepts"
Cohesion: 0.10 Nodes (26): Confirm-Gated Destructive Actions, Discord OAuth & Guild-Membership Gate, Lifecycle Buckets (reading/archived/finished), Reader-Owned Store, HMAC-Derived Reader Credentials, Web Package (Browser UI + Templates), app.html — App Shell Template, Manga/Novel Library Switch (+18 more)
Community 9 - "Session Middleware"
Cohesion: 0.08 Nodes (35): ClearCookie(), ClientIP(), Duration, Mutex, Request, ResponseWriter, Time, isHTTPS() (+27 more)
Community 10 - "Go Test Helpers"
Cohesion: 0.05 Nodes (39): Test Helpers, Test Timeout, Basic Handler Test, HTTP Handler Testing, Query Parameters and Headers, Docker Compose Fixture, Integration Testing, SQL Schema Fixture (+31 more)
Community 11 - "Store Tests"
Cohesion: 0.14 Nodes (44): scanSeries(), Store, T, newTestStore(), readLatestCheckedAt(), readSeries(), secondReader(), seedForCheck() (+36 more)
Community 12 - "Bookmarks API Handler"
Cohesion: 0.08 Nodes (32): Handler, Request, ResponseWriter, Store, Healthz(), writeJSON(), Auth(), compressible() (+24 more)
Community 13 - "Web UI Handlers"
Cohesion: 0.14 Nodes (18): currentLib(), currentTab(), filterBookmarks(), Client, HandlerFunc, Request, ResponseWriter, Store (+10 more)
Community 14 - "Go Error Handling"
Cohesion: 0.06
Nodes (33): Creating Errors, Custom Error Types, Custom types that wrap other errors, Decision table: which error strategy to use, Error Creation, Error String Conventions, Errors as Values, errors.New — static error messages (+25 more)
Community 15 - "CDP Browser Client"
Cohesion: 0.08 Nodes (29): Action, awaitPromise(), browserConnectionLost(), classifyBrowserError(), Context, Mutex, isInterstitial(), jsString() (+21 more)
Community 16 - "Store"
Cohesion: 0.09 Nodes (7): CoverContentType(), coverRelativePath(), coverSourceAddress(), displayChapter(), Store, TestDisplayChapter(), Bookmark
Community 17 - "Go Code Style Guide"
Cohesion: 0.08 Nodes (23): Code Style Details, Extract Complex Conditions, Value vs Pointer Arguments, Code Organization Within Files, Complex Conditions & Init Scope, Composite Literals, Control Flow, Cross-References (+15 more)
Community 19 - "Open"
Cohesion: 0.19 Nodes (18): applyMigration(), migrate(), Open(), refreshOwnerToken(), seedOwner(), TestCoverIsContentAddressedOnFilesystem(), TestCoverPersistsAcrossReopen(), TestMigration0002BackfillsExistingBookmarks() (+10 more)
Community 20 - "I/O Performance Patterns"
Cohesion: 0.11 Nodes (18): Avoid io.ReadAll for large payloads, Batch Operations, Buffered I/O, Cgo Overhead, Channel: batch processing from a stream, Concurrent Multi-Stage Pipelines, Connection pooling, Database: batch inserts over row-by-row (+10 more)
Community 21 - "CPU Optimization"
Cohesion: 0.12 Nodes (15): Cache Locality, Contiguous 2D allocation, CPU Optimization, False Sharing, Function Inlining, Handling CPU-specific instruction sets, Instruction-Level Parallelism, Monotonic Time (+7 more)
Community 22 - "Caching Patterns"
Cohesion: 0.13 Nodes (14): Algorithmic Complexity, Avoid iterator chains, Caching Patterns, Compiled Pattern Caching, Early returns and short-circuit loops, LRU caches, Map lookups over slice scanning, Precomputed lookup tables (+6 more)
Community 23 - "Browser Entrypoint"
Cohesion: 0.35 Nodes (14): browser_alive(), connection(), connection_signal(), finish_connection(), has_connections(), lock(), reaper(), entrypoint.sh script (+6 more)
Community 24 - "Memory Allocation & GC"
Cohesion: 0.13 Nodes (15): Allocation Rate Reduction, Ballast pattern (pre-Go 1.19), Garbage Collector Tuning, GC pacing, GC Profiling and Diagnostics, GODEBUG=gctrace=1, GOGC (default: 100), GOMAXPROCS in Containers (+7 more)
Community 25 - "Cover Fetcher Tests"
Cohesion: 0.33 Nodes (12): coverResponse(), Request, T, TestCoverFetcherCanonicalisesJpgAlias(), TestCoverFetcherFetchesPublicHTTPSImage(), TestCoverFetcherRefusesUnsafeDestinationsBeforeRequest(), TestCoverFetcherRejectsNonImage(), TestCoverFetcherRejectsOversizedBody() (+4 more)
Community 27 - "Find Skills Guide"
Cohesion: 0.14 Nodes (13): Common Skill Categories, Find Skills, How to Help Users Find Skills, Step 1: Understand What They Need, Step 2: Check the Leaderboard First, Step 3: Search for Skills, Step 4: Verify Quality Before Recommending, Step 5: Present Options to the User (+5 more)
Community 28 - "Allocation Patterns"
Cohesion: 0.17 Nodes (12): Backing Array Leaks, Map never shrinks, Map of pointers for large, frequently updated structs, Memory Layout, Memory Optimization, Pointer receivers for large structs, Slice reslicing retains the entire backing array, String and Byte Optimization (+4 more)
Community 29 - "Observability & Alerting"
Cohesion: 0.22 Nodes (9): Alerting rules (examples), CPU saturation, GC pressure, Goroutine leaks, Grafana Dashboards, Memory leaks, Prometheus Metrics for Go, PromQL Queries for Performance Diagnosis (+1 more)
Community 30 - "PG Test Infrastructure"
Cohesion: 0.18 Nodes (12): M, TestMain(), M, TestMain(), M, Main(), start(), URL() (+4 more)
Community 33 - "Go Testing Guide"
Cohesion: 0.20 Nodes (10): CI Regression Detection, Common Mistakes, Core Philosophy, Cross-References, Decision Tree: Where Is Time Spent?, Deep Dives, Go Performance Optimization, Iterative Optimization Methodology (+2 more)
Community 34 - "Session Store"
Cohesion: 0.28 Nodes (4): Duration, Store, Time, Session
Community 35 - "Web UI Filter Logic"
Cohesion: 0.31 Nodes (5): closeCardPanels(), setActiveTab(), toggleChapterForm(), toggleConfirmRow(), togglePanel()
Community 37 - "Product & Security Context"
Cohesion: 0.17 Nodes (11): Accessibility & Inclusion, Brand Commitments, Capabilities and Constraints, Evidence on Hand, Operating Context, Platform, Positioning, Product (+3 more)
Community 38 - "novel-logic.test.js"
Cohesion: 0.13 Nodes (8): assert, attrEls, elements, metaTags, { novelfull, lightnovelworld, computeLatestChapter, kindOf, maxChapter, repairLnwStaleRow, }, reset(), store, test
Community 39 - "UI Critique 2026-07-26A"
Cohesion: 0.29 Nodes (6): Design Health Score, Design Specificity Verdict, Minor Observations, Persona Red Flags, Priority Issues, Questions to Consider
Community 40 - "UI Critique 2026-07-26B"
Cohesion: 0.29 Nodes (6): Design Health Score, Design Specificity Verdict, Minor Observations, Persona Red Flags, Priority Issues, Questions to Consider
Community 42 - "Memory Layout Patterns"
Cohesion: 0.48 Nodes (6): T, TestCreateAndGetSession(), TestDeleteSessionIsPerReader(), TestDeleteSessionRevokes(), TestExpiredSessionIsGone(), TestGetSessionUnknownID()
Community 45 - "Go Perf Alert Rules"
Cohesion: 0.50 Nodes (4): Prometheus Alerting Rules (Go Performance), GoroutineLeak Alert, HighGCPauseTime Alert, MemoryNearLimit Alert
Community 46 - "Userscript Display Logic"
Cohesion: 0.07 Nodes (27): 1. Summary answer table, 2. The two reference pages, 3. Chapter page → series URL: every in-page pointer, in priority order, 4.1 Sample method, 4.2 Divergence results, 4.3 Is there a derivable rule? No., 4.4 The split case — a slug can change mid-series, 4. The reverse direction, and how common divergence is (+19 more)
Community 47 - "Go Perf Skill Docs"
Cohesion: 0.28 Nodes (5): Continuous Profiling, Production Observability for Performance, Pyroscope pull mode (via Grafana Alloy), Pyroscope push mode, Real-Time Visualization (Development)
Community 48 - "Login Page Art"
Cohesion: 0.67 Nodes (3): Fantasy Sword, Fiery Volcanic Scene, Login Art: Sword in Volcanic Rock
Community 49 - "BookmarkManager Logo"
Cohesion: 1.00 Nodes (3): Mirrored Double Bookmark Mark, Ember Flame Accent, BookmarkManager Logo
Community 103 - "bookmark-api Service"
Cohesion: 0.18 Nodes (16): Backend Go Service (stdlib net/http), Browser Sidecar (BROWSER_WS_URL), Store Package (Postgres Persistence), Browser Sidecar Service, CDP Endpoint (Tailnet-Bound :9222), Persistent Chrome Profile Volume, chrome/docker-compose.yml — Browser Deployable Unit, bookmark-api Service (+8 more)
Community 104 - "AGENTS.md"
Cohesion: 0.12 Nodes (15): Agent skills, AGENTS.md, Architecture, Commands, Comments, Design system, Domain docs, Forge: Gitea, not GitHub (+7 more)
Community 105 - "reviewer.md"
Cohesion: 0.12 Nodes (15): Assessment, Calibration, Critical (Must Fix), Do Not Trust the Report, Important (Should Fix), Inputs, Issues, Method (+7 more)
Community 106 - "Redeploy runbook"
Cohesion: 0.12 Nodes (15): 0. Preflight, 1. Back up the database, 2. Pull the new code, 3. Rebuild and restart, 4. Verify the deploy, 5. Smoke-test the full loop, 6. Rollback, 7. The whole thing, as one block (+7 more)
Community 107 - "1. Backend"
Cohesion: 0.13 Nodes (14): 1. Backend, 2. Userscript, Adapter reference (verified live 2026-07-24), Config (env), Deploy behind your reverse proxy, Desktop iteration (optional), Develop / test, Endpoints (+6 more)
Community 108 - "Deployment"
Cohesion: 0.14
Nodes (13): 0. Prerequisites, 1. Configure .env, 1b. Web UI, 2. Build + start, 3. Verify over HTTPS, 4. Configure the userscript, 5. Install on Bromite, 6. Smoke-test the full loop (+5 more)
Community 109 - "Cinder — BookmarkManager design system"
Cohesion: 0.20 Nodes (9): 1. The one idea, 2. Tokens, 3. Type, 4. Components (web UI), 5. Components (userscript panel), 6. Motion, 7. Accessibility floor (not negotiable), 8. Adding something new — checklist (+1 more)
Community 110 - "Implement tickets"
Cohesion: 0.22 Nodes (8): 1. Collect the tickets, 2. Plan the batch, 3. Get the plan approved, 4. Run a wave, 5. Land the wave, 6. Close the batch, Implement tickets, Ticket # —