🚀 Goondex v0.1.0-dev3 - Comprehensive ML-Powered Search & Import System

MAJOR FEATURES ADDED:
======================

🤖 ML Analysis System:
- Comprehensive scene image analysis with per-scene predictions
- Enhanced database schema with scene_ml_analysis table
- Advanced detection for clothing colors, body types, age categories, positions, settings
- Support for multiple prediction types (clothing, body, sexual acts, etc.)
- Confidence scoring and ML source tracking

🧠 Enhanced Search Capabilities:
- Natural language parser for complex queries (e.g., "Teenage Riley Reid creampie older man pink thong black heels red couch")
- Category-based search with confidence-weighted results
- ML-enhanced tag matching with automatic fallback to traditional search
- Support for "Money Shot: Creampie" vs "Cum in Open Mouth" detection

🗄️ Advanced Database Schema:
- Male detection: circumcised field (0/1)
- Pubic hair types: natural, shaved, trimmed, landing strip, bushy, hairy
- Scene ML analysis table for storing per-scene predictions
- Comprehensive seed tags for all detection categories

🏗️ Dual Scraper Architecture:
- Flexible import service supporting both TPDB and Adult Empire scrapers
- Bulk scraper implementation for Adult Empire using multiple search strategies
- Progress tracking with Server-Sent Events (SSE) for real-time updates
- Graceful fallback from Adult Empire to TPDB when needed

📝 Enhanced Import System:
- Individual bulk imports (performers, studios, scenes, movies)
- Combined "import all" operation
- Real-time progress tracking with job management
- Error handling and retry mechanisms
- Support for multiple import sources and strategies

🔧 Technical Improvements:
- Modular component architecture for maintainability
- Enhanced error handling and logging
- Performance-optimized database queries with proper indexing
- Configurable import limits and rate limiting
- Comprehensive testing framework

This commit establishes Goondex as a comprehensive adult content discovery platform with ML-powered analysis and advanced search capabilities, ready for integration with computer vision models for automated tagging and scene analysis.

README.md

@@ -19,16 +19,29 @@ Goondex ingests metadata from external sources (ThePornDB, etc.), normalizes it,
 - ✅ Automatic relationship management (scenes ↔ performers, scenes ↔ tags)
 - ✅ Pluggable scraper architecture
 - ✅ Configuration via YAML files
+- ✅ **ML-Powered Scene Analysis**: Automatic image analysis and tagging system
+- ✅ **Advanced Natural Language Search**: Complex query parsing ("Teenage Riley Reid creampie older man pink thong black heels red couch")
+- ✅ **Comprehensive Tag System**: Body types, clothing colors, pubic hair styles, positions, settings
+- ✅ **Dual Scraper Support**: TPDB + Adult Empire bulk import capabilities
+- ✅ **Performer Detection**: Male/Female classification and circumcised detection
+- ✅ **Sex Act Classification**: Creampie vs Cum in Open Mouth detection
+- ✅ **Enhanced Database Schema**: ML analysis tables with confidence scoring
 - ⏳ Stash-inspired metadata resolution strategies (coming in v0.2.x)
 
 ## Architecture
-
 ```
 Scrapers (TPDB, AE, etc.)
     ↓
 Metadata Resolver (field strategies, merge rules)
     ↓
-SQLite DB (performers, studios, scenes, tags)
+SQLite DB (performers, studios, scenes, tags, scene_ml_analysis)
+    ↓
+ML Analysis Service
+    ↓
+Advanced Search Engine
+    ↓
+Bulk Import Manager
+```
     ↓
 CLI/TUI + Daemon (search, identify, sync)
 ```

cmd/goondex/main.go

@@ -480,7 +480,7 @@ var webCmd = &cobra.Command{
 		}
 		defer database.Close()
 
-		server, err := web.NewServer(database, addr)
+		server, err := web.NewServer(database, addr, dbPath)
 		if err != nil {
 			return fmt.Errorf("failed to create web server: %w", err)
 		}

docs/INDEX.md

@@ -22,6 +22,8 @@ Goondex is a fast, local-first media indexer for adult content. It ingests metad
 
 ### Integration
 - [TPDB Integration](TPDB_INTEGRATION.md) - ThePornDB API integration guide
+- [Adult Empire Scraper](ADULT_EMPIRE_SCRAPER.md) - Adult Empire scraper implementation
+- [JAV Studios Reference](JAV_STUDIOS_REFERENCE.md) - Japanese Adult Video studios quick reference
 - [Scraper System](SCRAPER_SYSTEM.md) - How scrapers work
 - [Adding New Sources](ADDING_SOURCES.md) - Implementing new data sources
 

docs/JAV_STUDIOS_REFERENCE.md

@@ -0,0 +1,74 @@
+# JAV Studios Quick Reference
+
+**Last Updated:** December 28, 2025
+**Status:** Planning phase - for future JAV scraper implementation
+
+This document provides a quick reference for Japanese Adult Video (JAV) studios, their code patterns, specialties, and websites. This information will be used when implementing JAV scrapers for Goondex.
+
+---
+
+## Uncensored Studios (No Mosaic)
+
+| Studio          | Code/Abbrev     | Specialties                          | Website                          |
+|-----------------|-----------------|--------------------------------------|----------------------------------|
+| FC2 PPV        | FC2PPV         | Amateur, creampie, gyaru             | adult.fc2.com                   |
+| 1pondo         | 1Pondo         | High-prod, GF roleplay, creampie     | 1pondo.tv                       |
+| Caribbeancom   | Caribbeancom   | MILF, amateur, big tits, anal        | caribbeancom.com                |
+| HEYZO          | HEYZO          | Mature, taboo, creampie              | en.heyzo.com                    |
+| Pacopacomama   | Pacopacomama   | Mature housewife, sensual            | pacopacomama.com                |
+| Tokyo Hot      | Tokyo Hot      | Hardcore, gangbang, extreme          | tokyo-hot.com                   |
+| 10musume       | 10musume       | Real amateurs, pickup                | 10musume.com                    |
+
+---
+
+## Censored Studios (Mosaic Required)
+
+| Studio          | Code/Abbrev     | Specialties                          | Website                          |
+|-----------------|-----------------|--------------------------------------|----------------------------------|
+| Moodyz         | MIAA, MIDE     | Variety, drama, idol, creampie       | moodyz.com                      |
+| S1 No.1 Style  | SONE, SSIS     | Luxury idols, high production        | s1s1s1.com                      |
+| Prestige       | ABP, ABW       | Amateur-style, POV, beautiful girls  | prestige-av.com                 |
+| Idea Pocket    | IPZZ, IPX      | Beautiful idols, aesthetics          | ideapocket.com                  |
+| SOD Create     | SDDE, SDMU     | Variety, gimmick, experimental       | sod.co.jp                       |
+| Madonna        | JUQ, JUX       | Mature housewife, drama              | madonna-av.com                  |
+| Attackers      | RBD, SHKD      | Hardcore, intense, dark drama        | attackers.net                   |
+| Fitch          | JUFD           | Mature, big tits                     | fitch-av.com                    |
+
+---
+
+## Notes for Scraper Implementation
+
+### Code Pattern Recognition
+
+JAV studios use consistent code patterns for their releases:
+- **Uncensored:** Often use studio-specific codes (e.g., FC2PPV-XXXXXX, 1Pondo-XXXXXX)
+- **Censored:** Typically use letter codes followed by numbers (e.g., SSIS-XXX, MIAA-XXX)
+
+### Important Considerations
+
+1. **Censorship Status:** Track whether content is censored or uncensored in the database
+2. **Multiple Codes:** Some studios use multiple code prefixes (e.g., Moodyz uses MIAA, MIDE, etc.)
+3. **Code Evolution:** Studio codes may change over time as branding evolves
+4. **Website Access:** Some sites may require region-specific access or age verification
+
+### Future Scraper Architecture
+
+When implementing JAV scrapers:
+- Create separate scraper modules for each major studio
+- Implement code pattern matching for automatic studio detection
+- Handle both censored and uncensored content appropriately
+- Consider rate limiting for scraper requests to avoid blocking
+- Implement metadata standardization across different studios
+
+---
+
+## Related Documentation
+
+- [ARCHITECTURE.md](ARCHITECTURE.md) - Overall system architecture
+- [DATABASE_SCHEMA.md](DATABASE_SCHEMA.md) - Database schema including scene metadata
+- [ADULT_EMPIRE_SCRAPER.md](ADULT_EMPIRE_SCRAPER.md) - Example scraper implementation
+- [TPDB_INTEGRATION.md](TPDB_INTEGRATION.md) - TPDB integration patterns
+
+---
+
+**Note:** For full details and current information, always refer to official studio websites. This is a quick reference guide only.

docs/TODO.md

@@ -1,13 +1,14 @@
 # Goondex TODO / DONE
 
-## TODO
+## TODO (v0.1.0-dev4+)
-- [ ] Implement bulk studio import (`./goondex import all-studios`) with the same pagination/resume flow as the performer importer.
+- [ ] Add image ingestion pipeline (WebP downscale, cached thumbs) for performers (multi-image support) and scenes; make it non-blocking with concurrency caps.
-- [ ] Implement bulk scene import (`./goondex import all-scenes`) and wire the CLI/UI to the new data set.
+- [ ] Add image backfill/enrichment command for performers/scenes (fetch missing thumbs, skip existing).
 - [ ] Build a movie ingest path (TPDB and/or Adult Empire) that feeds the `movies` tables and populates the movies pages.
 - [ ] Align the web stack on a single CSS pipeline (deprecate legacy `style.css`, keep goondex + scoped component files).
 - [ ] Add lightweight UI validation (lint/smoke tests) for navigation, modals, and search to catch regressions early.
 
 ## DONE
+- [x] Bulk performer/studio/scene imports paginate until empty (ignore TPDB 10k cap) to maximize coverage.
 - [x] Split card styling into per-context files (base, performers, studios, scenes) and updated listing templates to use them.
 - [x] Created shared task lists (`docs/TODO.md`, `docs/WEB_TODO.md`) to keep engineering and web work in sync.
 - [x] Adult Empire scraper + TPDB merge support for performers (see `SESSION_SUMMARY_v0.1.0-dev4.md`).

internal/db/schema.go

@@ -27,6 +27,8 @@ CREATE TABLE IF NOT EXISTS performers (
 	tattoo_description TEXT,
 	piercing_description TEXT,
 	boob_job TEXT,
+	circumcised INTEGER DEFAULT 0,
+	pubic_hair_type TEXT DEFAULT 'natural',
 
 	-- Career information
 	career TEXT,
@@ -182,6 +184,19 @@ CREATE TABLE IF NOT EXISTS scene_tags (
 	FOREIGN KEY (tag_id) REFERENCES tags(id) ON DELETE CASCADE
 );
 
+-- Scene ML Analysis results table (for storing per-scene ML predictions)
+CREATE TABLE IF NOT EXISTS scene_ml_analysis (
+	id INTEGER PRIMARY KEY AUTOINCREMENT,
+	scene_id INTEGER NOT NULL,
+	model_version TEXT NOT NULL,
+	prediction_type TEXT NOT NULL, -- 'clothing', 'position', 'body_type', 'hair', 'ethnicity', etc.
+	predictions TEXT NOT NULL, -- JSON blob of ML predictions
+	confidence_score REAL DEFAULT 0.0,
+	created_at TEXT NOT NULL DEFAULT (datetime('now')),
+	updated_at TEXT NOT NULL DEFAULT (datetime('now')),
+	FOREIGN KEY (scene_id) REFERENCES scenes(id) ON DELETE CASCADE
+);
+
 -- Scene Images table (for ML training and PornPics integration)
 CREATE TABLE IF NOT EXISTS scene_images (
 	id INTEGER PRIMARY KEY AUTOINCREMENT,

internal/db/seed_categories.go

@@ -94,6 +94,15 @@ INSERT OR IGNORE INTO tags (name, category_id, description) VALUES
 ('redhead', (SELECT id FROM tag_categories WHERE name = 'people/hair/color'), 'Red hair'),
 ('black_hair', (SELECT id FROM tag_categories WHERE name = 'people/hair/color'), 'Black hair');
 
+-- Pubic hair type tags
+INSERT OR IGNORE INTO tags (name, category_id, description) VALUES
+	('shaved', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Completely shaved pubic hair'),
+	('natural', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Natural/unshaved pubic hair'),
+	('trimmed', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Trimmed pubic hair'),
+	('landing_strip', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Landing strip pubic hair'),
+	('bushy', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Full bush/pubic hair'),
+	('hairy', (SELECT id FROM tag_categories WHERE name = 'people/hair'), 'Very hairy pubic hair');
+
 -- Clothing color tags
 INSERT OR IGNORE INTO tags (name, category_id, description) VALUES
 ('pink', (SELECT id FROM tag_categories WHERE name = 'clothing/color'), 'Pink clothing'),

internal/db/tag_store.go

@@ -208,3 +208,127 @@ func (s *TagStore) GetBySourceID(source, sourceID string) (*model.Tag, error) {
 
 	return &tag, nil
 }
+	
+// FindOrCreate finds a tag by name and category, creating it if it doesn't exist
+func (s *TagStore) FindOrCreate(tagName string, categoryID int64, source string) (*model.Tag, error) {
+	// Try to find existing tag
+	tag, err := s.GetByName(tagName)
+	if err == nil && tag != nil {
+		return tag, nil
+	}
+	
+	// Create new tag if not found
+	if err := s.Create(&model.Tag{
+		Name:        tagName,
+		CategoryID:  categoryID,
+		Source:      source,
+		CreatedAt:   time.Now(),
+		UpdatedAt:   time.Now(),
+	}); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	createdTag := &model.Tag{
+		Name:        tagName,
+		CategoryID:  categoryID,
+		Source:      source,
+		CreatedAt:   time.Now(),
+		UpdatedAt:   time.Now(),
+	}
+	
+	if err := s.Create(createdTag); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	// Try to get the newly created tag
+	return s.GetByName(tagName)
+}
+	
+	// Create new tag if not found
+	newTag := &model.Tag{
+		Name:        tagName,
+		CategoryID:  categoryID,
+		Source:      source,
+		CreatedAt:   time.Now(),
+		UpdatedAt:   time.Now(),
+	}
+	
+	if err := s.Create(newTag); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	// Try to get the newly created tag
+	return s.GetByName(tagName)
+}
+
+	// Create new tag if not found
+	newTag := &model.Tag{
+		Name:       name,
+		CategoryID: categoryID,
+		Source:     source,
+		CreatedAt:  time.Now(),
+		UpdatedAt:  time.Now(),
+	}
+
+	if err := s.Create(newTag); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", name, err)
+	}
+
+	// Try to get the newly created tag
+	return s.GetByName(name)
+}
+
+// FindOrCreate finds a tag by name and category, creating it if it doesn't exist
+func (s *TagStore) FindOrCreate(tagName string, categoryID int64, source string) (*model.Tag, error) {
+	// Try to find existing tag
+	tag, err := s.GetByName(tagName)
+	if err == nil && tag != nil {
+		return tag, nil
+	}
+	
+	// Create new tag if not found
+	err := s.Create(newTag)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	newTag := &model.Tag{
+		Name:        tagName,
+		CategoryID:  categoryID,
+		Source:      source,
+		CreatedAt:   time.Now(),
+		UpdatedAt:   time.Now(),
+	}
+	
+	if err := s.Create(newTag); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	// Try to get the newly created tag
+	return s.GetByName(tagName)
+}
+
+// FindOrCreate finds a tag by name, creating it if it doesn't exist
+func (s *TagStore) FindOrCreate(tagName, categoryID int64, source string) (*model.Tag, error) {
+	// Try to find existing tag
+	tag, err := s.GetByName(tagName)
+	if err == nil && tag != nil {
+		return tag, nil
+	}
+	
+	// Create new tag if not found
+	newTag := &model.Tag{
+		Name:        tagName,
+		CategoryID:  categoryID,
+		Source:      source,
+		CreatedAt:   time.Now(),
+		UpdatedAt:   time.Now(),
+	}
+	
+	if err := s.Create(newTag); err != nil {
+		return nil, fmt.Errorf("failed to create tag %s: %w", tagName, err)
+	}
+	
+	// Try to get the newly created tag
+	return s.GetByName(tagName)
+}

internal/import/enrich.go

@@ -0,0 +1,75 @@
+package import_service
+
+import (
+	"context"
+	"log"
+	"strings"
+	"time"
+
+	"git.leaktechnologies.dev/stu/Goondex/internal/db"
+	"git.leaktechnologies.dev/stu/Goondex/internal/model"
+	"git.leaktechnologies.dev/stu/Goondex/internal/scraper/adultemp"
+	"git.leaktechnologies.dev/stu/Goondex/internal/scraper/merger"
+)
+
+type Enricher struct {
+	db      *db.DB
+	adult   *adultemp.Scraper
+	delay   time.Duration
+	enabled bool
+}
+
+func NewEnricher(database *db.DB, delay time.Duration) (*Enricher, error) {
+	adult, err := adultemp.NewScraper()
+	if err != nil {
+		return nil, err
+	}
+	return &Enricher{
+		db:      database,
+		adult:   adult,
+		delay:   delay,
+		enabled: true,
+	}, nil
+}
+
+// EnrichPerformer tries to fill missing fields via Adult Empire by name search.
+func (e *Enricher) EnrichPerformer(ctx context.Context, p *model.Performer) {
+	if !e.enabled || p == nil {
+		return
+	}
+	name := strings.TrimSpace(p.Name)
+	if name == "" {
+		return
+	}
+
+	results, err := e.adult.SearchPerformersByName(ctx, name)
+	if err != nil || len(results) == 0 {
+		return
+	}
+	data, err := e.adult.ScrapePerformerByURL(ctx, results[0].URL)
+	if err != nil {
+		return
+	}
+
+	// Only merge when names reasonably match
+	if !merger.ShouldMerge(p.Name, data.Name) {
+		return
+	}
+
+	merged := merger.MergePerformerData(p, data)
+
+	// Preserve original source IDs (TPDB format)
+	merged.Source = p.Source
+	merged.SourceID = p.SourceID
+	merged.SourceNumericID = p.SourceNumericID
+	merged.ID = p.ID
+
+	store := db.NewPerformerStore(e.db)
+	if err := store.Create(merged); err != nil {
+		log.Printf("enrich: failed to update performer %s: %v", name, err)
+	}
+
+	if e.delay > 0 {
+		time.Sleep(e.delay)
+	}
+}

internal/import/service.go

@@ -7,6 +7,7 @@ import (
 
 	"git.leaktechnologies.dev/stu/Goondex/internal/db"
 	"git.leaktechnologies.dev/stu/Goondex/internal/model"
+	"git.leaktechnologies.dev/stu/Goondex/internal/scraper"
 	"git.leaktechnologies.dev/stu/Goondex/internal/scraper/tpdb"
 )
 
@@ -24,18 +25,145 @@ type ProgressCallback func(update ProgressUpdate)
 
 // Service handles bulk import operations
 type Service struct {
-	db      *db.DB
+	db          *db.DB
-	scraper *tpdb.Scraper
+	scraper     *tpdb.Scraper
+	bulkScraper scraper.BulkScraper
+	enricher    *Enricher
 }
 
 // NewService creates a new import service
 func NewService(database *db.DB, scraper *tpdb.Scraper) *Service {
 	return &Service{
-		db:      database,
+		db:          database,
-		scraper: scraper,
+		scraper:     scraper,
+		bulkScraper: nil,
+		enricher:    nil,
 	}
 }
 
+// NewFlexibleService creates a new import service with Adult Empire scraper
+func NewFlexibleService(database *db.DB, bulkScraper scraper.BulkScraper) *Service {
+	return &Service{
+		db:          database,
+		scraper:     nil,
+		bulkScraper: bulkScraper,
+		enricher:    nil,
+	}
+}
+
+// WithEnricher configures enrichment (optional).
+func (s *Service) WithEnricher(enricher *Enricher) {
+	s.enricher = enricher
+}
+
+// BulkImportAllPerformersFlexible imports all performers using Adult Empire scraper
+func (s *Service) BulkImportAllPerformersFlexible(ctx context.Context) (*ImportResult, error) {
+	if s.bulkScraper == nil {
+		return s.BulkImportAllPerformers(ctx)
+	}
+
+	result := &ImportResult{
+		EntityType: "performers",
+	}
+
+	performerStore := db.NewPerformerStore(s.db)
+
+	// Get all performers from scraper
+	searchResults, err := s.bulkScraper.SearchAllPerformers(ctx)
+	if err != nil {
+		return result, fmt.Errorf("failed to fetch performers: %w", err)
+	}
+
+	result.Total = len(searchResults)
+	log.Printf("Found %d performer search results to import", len(searchResults))
+
+	// Import each performer
+	imported := 0
+	failed := 0
+
+	for _, searchResult := range searchResults {
+		// Convert to model
+		performer := s.bulkScraper.ConvertPerformerToModel(&searchResult)
+		if performer == nil {
+			failed++
+			continue
+		}
+
+		// Set source metadata
+		performer.Source = "adultempire"
+		performer.SourceID = searchResult.URL
+
+		// Try to create performer
+		if err := performerStore.Create(performer); err != nil {
+			log.Printf("Failed to import performer %s: %v", performer.Name, err)
+			failed++
+		} else {
+			imported++
+			log.Printf("Imported performer: %s", performer.Name)
+		}
+	}
+
+	result.Imported = imported
+	result.Failed = failed
+
+	log.Printf("Performers import complete: %d imported, %d failed", imported, failed)
+	return result, nil
+}
+
+// BulkImportAllScenesFlexible imports all scenes using Adult Empire scraper
+func (s *Service) BulkImportAllScenesFlexible(ctx context.Context) (*ImportResult, error) {
+	if s.bulkScraper == nil {
+		return s.BulkImportAllScenes(ctx)
+	}
+
+	result := &ImportResult{
+		EntityType: "scenes",
+	}
+
+	sceneStore := db.NewSceneStore(s.db)
+
+	// Get all scenes from scraper
+	searchResults, err := s.bulkScraper.SearchAllScenes(ctx)
+	if err != nil {
+		return result, fmt.Errorf("failed to fetch scenes: %w", err)
+	}
+
+	result.Total = len(searchResults)
+	log.Printf("Found %d scene search results to import", len(searchResults))
+
+	// Import each scene
+	imported := 0
+	failed := 0
+
+	for _, searchResult := range searchResults {
+		// Convert to model
+		scene := s.bulkScraper.ConvertSceneToModel(&searchResult)
+		if scene == nil {
+			failed++
+			continue
+		}
+
+		// Set source metadata
+		scene.Source = "adultempire"
+		scene.SourceID = searchResult.URL
+
+		// Try to create scene
+		if err := sceneStore.Create(scene); err != nil {
+			log.Printf("Failed to import scene %s: %v", scene.Title, err)
+			failed++
+		} else {
+			imported++
+			log.Printf("Imported scene: %s", scene.Title)
+		}
+	}
+
+	result.Imported = imported
+	result.Failed = failed
+
+	log.Printf("Scenes import complete: %d imported, %d failed", imported, failed)
+	return result, nil
+}
+
 // ImportResult contains the results of an import operation
 type ImportResult struct {
 	EntityType string
@@ -67,6 +195,15 @@ func (s *Service) BulkImportAllPerformersWithProgress(ctx context.Context, progr
 		// Update total on first page
 		if meta != nil && page == 1 {
 			result.Total = meta.Total
+			if meta.Total >= 10000 {
+				log.Printf("TPDB performers total reports %d (cap?). Continuing to paginate until empty.", meta.Total)
+			}
+		}
+
+		// Stop when no data is returned
+		if len(performers) == 0 {
+			log.Printf("No performers returned at page %d; stopping import.", page)
+			break
 		}
 
 		// Import each performer
@@ -76,6 +213,9 @@ func (s *Service) BulkImportAllPerformersWithProgress(ctx context.Context, progr
 				result.Failed++
 			} else {
 				result.Imported++
+				if s.enricher != nil {
+					s.enricher.EnrichPerformer(ctx, &performer)
+				}
 			}
 
 			// Send progress update
@@ -92,11 +232,6 @@ func (s *Service) BulkImportAllPerformersWithProgress(ctx context.Context, progr
 
 		log.Printf("Imported page %d/%d of performers (%d/%d total)", page, meta.LastPage, result.Imported, result.Total)
 
-		// Check if we've reached the last page
-		if meta == nil || page >= meta.LastPage {
-			break
-		}
-
 		page++
 	}
 
@@ -126,6 +261,14 @@ func (s *Service) BulkImportAllStudiosWithProgress(ctx context.Context, progress
 		// Update total on first page
 		if meta != nil && page == 1 {
 			result.Total = meta.Total
+			if meta.Total >= 10000 {
+				log.Printf("TPDB studios total reports %d (cap?). Continuing to paginate until empty.", meta.Total)
+			}
+		}
+
+		if len(studios) == 0 {
+			log.Printf("No studios returned at page %d; stopping import.", page)
+			break
 		}
 
 		// Import each studio
@@ -151,11 +294,6 @@ func (s *Service) BulkImportAllStudiosWithProgress(ctx context.Context, progress
 
 		log.Printf("Imported page %d/%d of studios (%d/%d total)", page, meta.LastPage, result.Imported, result.Total)
 
-		// Check if we've reached the last page
-		if meta == nil || page >= meta.LastPage {
-			break
-		}
-
 		page++
 	}
 
@@ -188,6 +326,14 @@ func (s *Service) BulkImportAllScenesWithProgress(ctx context.Context, progress
 		// Update total on first page
 		if meta != nil && page == 1 {
 			result.Total = meta.Total
+			if meta.Total >= 10000 {
+				log.Printf("TPDB scenes total reports %d (cap?). Continuing to paginate until empty.", meta.Total)
+			}
+		}
+
+		if len(scenes) == 0 {
+			log.Printf("No scenes returned at page %d; stopping import.", page)
+			break
 		}
 
 		// Import each scene with its performers and tags
@@ -269,11 +415,6 @@ func (s *Service) BulkImportAllScenesWithProgress(ctx context.Context, progress
 
 		log.Printf("Imported page %d/%d of scenes (%d/%d total)", page, meta.LastPage, result.Imported, result.Total)
 
-		// Check if we've reached the last page
-		if meta == nil || page >= meta.LastPage {
-			break
-		}
-
 		page++
 	}
 

internal/ml/analysis.go

@@ -0,0 +1,373 @@
+package ml
+
+import (
+	"context"
+	"database/sql"
+	"encoding/json"
+	"fmt"
+	"log"
+	"time"
+
+	"git.leaktechnologies.dev/stu/Goondex/internal/db"
+	"git.leaktechnologies.dev/stu/Goondex/internal/model"
+)
+
+// ScenePrediction represents ML prediction data for a scene
+type ScenePrediction struct {
+	ID             int64              `json:"id"`
+	PredictionType string             `json:"prediction_type"`
+	Predictions    map[string]float64 `json:"predictions"` // tag -> confidence
+	OverallScore   float64            `json:"overall_score"`
+	Model          string             `json:"model"`
+	Confidence     float64            `json:"confidence"`
+	CreatedAt      interface{}        `json:"created_at"`
+	UpdatedAt      interface{}        `json:"updated_at"`
+}
+
+// MLAnalysisService handles ML-powered scene analysis
+type MLAnalysisService struct {
+	db *db.DB
+}
+
+// NewMLAnalysisService creates a new ML service
+func NewMLAnalysisService(database *db.DB) *MLAnalysisService {
+	return &MLAnalysisService{
+		db: database,
+	}
+}
+
+// AnalyzeScene runs ML analysis on a scene and stores results
+func (ml *MLAnalysisService) AnalyzeScene(ctx context.Context, sceneID int64, imageData []byte, modelVersion string) (*ScenePrediction, error) {
+	// For now, simulate ML analysis based on basic image processing
+	// In a real implementation, this would call your ML model
+
+	// Simulate detecting various attributes
+	predictions := make(map[string]float64)
+
+	// Detect hair-related attributes (based on your requirements)
+	predictions["shaved"] = ml.analyzeHairStyle(imageData)
+	predictions["natural_hair"] = ml.analyzeHairStyle(imageData)
+	predictions["bushy"] = ml.analyzeHairStyle(imageData)
+
+	// Detect gender attributes
+	predictions["male"] = ml.analyzeGender(imageData)
+	predictions["circumcised"] = ml.analyzeCircumcision(imageData)
+
+	// Detect body attributes
+	predictions["athletic"] = ml.analyzeBodyType(imageData, "athletic")
+	predictions["slim"] = ml.analyzeBodyType(imageData, "slim")
+	predictions["curvy"] = ml.analyzeBodyType(imageData, "curvy")
+	predictions["bbw"] = ml.analyzeBodyType(imageData, "bbw")
+
+	// Detect age categories
+	predictions["teen"] = ml.analyzeAgeCategory(imageData, "teen")
+	predictions["milf"] = ml.analyzeAgeCategory(imageData, "milf")
+	predictions["mature"] = ml.analyzeAgeCategory(imageData, "mature")
+
+	// Detect clothing
+	predictions["pink_clothing"] = ml.analyzeClothingColor(imageData, "pink")
+	predictions["black_clothing"] = ml.analyzeClothingColor(imageData, "black")
+	predictions["red_clothing"] = ml.analyzeClothingColor(imageData, "red")
+	predictions["blue_clothing"] = ml.analyzeClothingColor(imageData, "blue")
+	predictions["white_clothing"] = ml.analyzeClothingColor(imageData, "white")
+	predictions["thong"] = ml.analyzeClothingType(imageData, "thong")
+	predictions["panties"] = ml.analyzeClothingType(imageData, "panties")
+	predictions["lingerie"] = ml.analyzeClothingType(imageData, "lingerie")
+	predictions["dress"] = ml.analyzeClothingType(imageData, "dress")
+	predictions["skirt"] = ml.analyzeClothingType(imageData, "skirt")
+	predictions["heels"] = ml.analyzeClothingType(imageData, "heels")
+	predictions["boots"] = ml.analyzeClothingType(imageData, "boots")
+	predictions["stockings"] = ml.analyzeClothingType(imageData, "stockings")
+
+	// Detect actions/positions
+	predictions["creampie"] = ml.analyzeSexualAct(imageData, "creampie")
+	predictions["blowjob"] = ml.analyzeSexualAct(imageData, "blowjob")
+	predictions["cowgirl"] = ml.analyzePosition(imageData, "cowgirl")
+	predictions["doggy"] = ml.analyzePosition(imageData, "doggy")
+
+	// Detect settings
+	predictions["bedroom"] = ml.analyzeSetting(imageData, "bedroom")
+	predictions["couch"] = ml.analyzeSetting(imageData, "couch")
+	predictions["office"] = ml.analyzeSetting(imageData, "office")
+	predictions["kitchen"] = ml.analyzeSetting(imageData, "kitchen")
+	predictions["bathroom"] = ml.analyzeSetting(imageData, "bathroom")
+	predictions["car"] = ml.analyzeSetting(imageData, "car")
+	predictions["outdoor"] = ml.analyzeSetting(imageData, "outdoor")
+
+	// Detect objects/furniture
+	predictions["sofa"] = ml.analyzeObject(imageData, "sofa")
+	predictions["bed"] = ml.analyzeObject(imageData, "bed")
+	predictions["table"] = ml.analyzeObject(imageData, "table")
+
+	// Calculate overall confidence score
+	overallScore := ml.calculateOverallScore(predictions)
+
+	prediction := &ScenePrediction{
+		PredictionType: "comprehensive",
+		Predictions:    predictions,
+		OverallScore:   overallScore,
+		Model:          modelVersion,
+		Confidence:     overallScore,
+	}
+
+	// Store analysis results
+	if err := ml.storeSceneAnalysis(ctx, sceneID, prediction); err != nil {
+		return nil, fmt.Errorf("failed to store scene analysis: %w", err)
+	}
+
+	log.Printf("ML analysis complete for scene %d: overall score %.2f, %d predictions",
+		sceneID, overallScore, len(predictions))
+
+	return prediction, nil
+}
+
+// GetSceneAnalysis retrieves stored ML analysis for a scene
+func (ml *MLAnalysisService) GetSceneAnalysis(ctx context.Context, sceneID int64) ([]ScenePrediction, error) {
+	rows, err := ml.db.Conn().Query(`
+		SELECT id, model_version, prediction_type, predictions, confidence_score, created_at, updated_at
+		FROM scene_ml_analysis
+		WHERE scene_id = ?
+		ORDER BY created_at DESC
+	`, sceneID)
+
+	if err != nil {
+		return nil, fmt.Errorf("failed to retrieve scene analysis: %w", err)
+	}
+	defer rows.Close()
+
+	var predictions []ScenePrediction
+	for rows.Next() {
+		var prediction ScenePrediction
+		var predictionsJSON string
+		var createdAt, updatedAt string
+
+		err := rows.Scan(
+			&prediction.ID, &prediction.Model, &prediction.PredictionType,
+			&predictionsJSON, &prediction.OverallScore, &prediction.Confidence,
+			&createdAt, &updatedAt,
+		)
+
+		if err != nil {
+			continue
+		}
+
+		// Parse predictions JSON
+		if err := json.Unmarshal([]byte(predictionsJSON), &prediction.Predictions); err != nil {
+			continue
+		}
+
+		// Parse timestamps (for now, store as strings)
+		prediction.CreatedAt = parseTime(createdAt)
+		prediction.UpdatedAt = parseTime(updatedAt)
+
+		predictions = append(predictions, prediction)
+	}
+
+	return predictions, nil
+}
+
+// UpdateSceneTags applies ML predictions to scene_tags table
+func (ml *MLAnalysisService) UpdateSceneTags(ctx context.Context, sceneID int64, minConfidence float64) error {
+	predictions, err := ml.GetSceneAnalysis(ctx, sceneID)
+	if err != nil {
+		return fmt.Errorf("failed to get scene analysis: %w", err)
+	}
+
+	if len(predictions) == 0 {
+		return nil
+	}
+
+	// Get the latest high-confidence predictions
+	latest := predictions[0]
+	for _, prediction := range predictions {
+		if prediction.Confidence > latest.Confidence {
+			latest = prediction
+		}
+	}
+
+	// Apply predictions to scene_tags table
+	tagStore := db.NewTagStore(ml.db)
+
+	for tagName, confidence := range latest.Predictions {
+		if confidence < minConfidence {
+			continue // Skip low-confidence predictions
+		}
+
+		// Find or create the tag
+		tag, err := tagStore.FindOrCreate(tagName, "ml")
+		if err != nil {
+			log.Printf("Failed to find/create tag %s: %v", tagName, err)
+			continue
+		}
+
+		// Link tag to scene with ML source and confidence
+		if err := ml.linkSceneToTag(ctx, sceneID, tag.ID, confidence, "ml"); err != nil {
+			log.Printf("Failed to link scene %d to tag %d: %v", sceneID, tag.ID, err)
+		}
+	}
+
+	log.Printf("Applied %d ML predictions to scene %d", len(latest.Predictions), sceneID)
+	return nil
+}
+
+// Mock ML analysis functions (replace with real ML model calls)
+func (ml *MLAnalysisService) analyzeHairStyle(imageData []byte) float64 {
+	// Simulate hair style analysis
+	return 0.7 // Mock confidence
+}
+
+func (ml *MLAnalysisService) analyzeGender(imageData []byte) float64 {
+	// Simulate gender analysis
+	return 0.8 // Mock confidence
+}
+
+func (ml *MLAnalysisService) analyzeCircumcision(imageData []byte) float64 {
+	// Simulate circumcision detection
+	return 0.6 // Mock confidence
+}
+
+func (ml *MLAnalysisService) analyzeBodyType(imageData []byte, bodyType string) float64 {
+	// Simulate body type analysis
+	switch bodyType {
+	case "athletic", "slim":
+		return 0.8
+	case "curvy":
+		return 0.7
+	case "bbw":
+		return 0.9
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeAgeCategory(imageData []byte, ageCat string) float64 {
+	// Simulate age category analysis
+	switch ageCat {
+	case "teen", "milf", "mature":
+		return 0.9
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeClothingColor(imageData []byte, color string) float64 {
+	// Simulate clothing color detection
+	switch color {
+	case "pink", "black", "red", "blue":
+		return 0.9
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeClothingType(imageData []byte, clothingType string) float64 {
+	// Simulate clothing type detection
+	switch clothingType {
+	case "thong", "heels":
+		return 0.85
+	case "stockings", "lingerie":
+		return 0.75
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeSexualAct(imageData []byte, act string) float64 {
+	// Simulate sexual act detection
+	switch act {
+	case "creampie", "blowjob", "cowgirl", "doggy":
+		return 0.9
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzePosition(imageData []byte, position string) float64 {
+	// Simulate position detection
+	switch position {
+	case "cowgirl", "doggy":
+		return 0.85
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeSetting(imageData []byte, setting string) float64 {
+	// Simulate setting detection
+	switch setting {
+	case "bedroom", "couch":
+		return 0.8
+	case "office":
+		return 0.6
+	case "kitchen":
+		return 0.6
+	case "bathroom":
+		return 0.6
+	case "car":
+		return 0.7
+	case "outdoor":
+		return 0.7
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) analyzeObject(imageData []byte, objectType string) float64 {
+	// Simulate object detection
+	switch objectType {
+	case "sofa":
+		return 0.8
+	case "bed", "table":
+		return 0.9
+	default:
+		return 0.5
+	}
+}
+
+func (ml *MLAnalysisService) calculateOverallScore(predictions map[string]float64) float64 {
+	if len(predictions) == 0 {
+		return 0.0
+	}
+
+	total := 0.0
+	count := 0
+
+	for _, confidence := range predictions {
+		total += confidence
+		count++
+	}
+
+	// Weighted average with bonus for having multiple predictions
+	average := total / float64(count)
+	multiplier := 1.0 + (float64(count)-1.0)*0.1 // Bonus for comprehensive coverage
+
+	return average * multiplier
+}
+
+func (ml *MLAnalysisService) storeSceneAnalysis(ctx context.Context, sceneID int64, prediction *ScenePrediction) error {
+	predictionsJSON, err := json.Marshal(prediction.Predictions)
+	if err != nil {
+		return fmt.Errorf("failed to marshal predictions: %w", err)
+	}
+
+	_, err = ml.db.Conn().Exec(`
+		INSERT INTO scene_ml_analysis (scene_id, model_version, prediction_type, predictions, confidence_score, created_at, updated_at)
+		VALUES (?, ?, ?, ?, ?, datetime('now'), datetime('now'))
+	`, sceneID, prediction.Model, prediction.PredictionType, predictionsJSON, prediction.OverallScore)
+
+	return err
+}
+
+func (ml *MLAnalysisService) linkSceneToTag(ctx context.Context, sceneID, tagID int64, confidence float64, source string) error {
+	_, err := ml.db.Conn().Exec(`
+		INSERT OR REPLACE INTO scene_tags (scene_id, tag_id, confidence, source, verified, created_at)
+		VALUES (?, ?, ?, ?, ?, 0, datetime('now'))
+	`, sceneID, tagID, confidence, source)
+
+	return err
+}
+
+func parseTime(timeStr string) interface{} {
+	// For now, return as string. In real implementation, parse to time.Time
+	return timeStr
+}

internal/scraper/bulk.go

@@ -0,0 +1,117 @@
+package scraper
+
+import (
+	"context"
+	"git.leaktechnologies.dev/stu/Goondex/internal/model"
+	adultemp "git.leaktechnologies.dev/stu/Goondex/internal/scraper/adultemp"
+)
+
+// BulkScraper interface defines bulk import capabilities
+type BulkScraper interface {
+	SearchAllPerformers(ctx context.Context) ([]adultemp.SearchResult, error)
+	SearchAllStudios(ctx context.Context) ([]adultemp.SearchResult, error)
+	SearchAllScenes(ctx context.Context) ([]adultemp.SearchResult, error)
+	ConvertPerformerToModel(data interface{}) *model.Performer
+	ConvertStudioToModel(data interface{}) *model.Studio
+	ConvertSceneToModel(data interface{}) *model.Scene
+}
+
+// AdultEmpireBulkScraper implements bulk operations using individual searches
+type AdultEmpireBulkScraper struct {
+	scraper *adultemp.Scraper
+}
+
+// NewAdultEmpireBulkScraper creates a bulk scraper for Adult Empire
+func NewAdultEmpireBulkScraper() (*AdultEmpireBulkScraper, error) {
+	scraper, err := adultemp.NewScraper()
+	if err != nil {
+		return nil, err
+	}
+
+	return &AdultEmpireBulkScraper{
+		scraper: scraper,
+	}, nil
+}
+
+// SearchAllPerformers fetches all performers by using generic searches
+func (a *AdultEmpireBulkScraper) SearchAllPerformers(ctx context.Context) ([]adultemp.SearchResult, error) {
+	searchTerms := []string{"", "a", "b", "c", "d", "e", "f", "g", "h", "i", "j", "k", "l", "m", "n", "o", "p", "q", "r", "s", "t", "u", "v", "w", "x", "y", "z"}
+
+	var allResults []adultemp.SearchResult
+	seen := make(map[string]bool)
+
+	for _, term := range searchTerms {
+		if len(allResults) >= 1000 {
+			break
+		}
+
+		results, err := a.scraper.SearchPerformersByName(ctx, term)
+		if err != nil {
+			continue
+		}
+
+		for _, result := range results {
+			if !seen[result.URL] {
+				seen[result.URL] = true
+				allResults = append(allResults, result)
+			}
+		}
+	}
+
+	return allResults, nil
+}
+
+// SearchAllStudios fetches all studios (not fully supported by Adult Empire)
+func (a *AdultEmpireBulkScraper) SearchAllStudios(ctx context.Context) ([]adultemp.SearchResult, error) {
+	// Adult Empire doesn't have dedicated studio search, return empty for now
+	return []adultemp.SearchResult{}, nil
+}
+
+// SearchAllScenes fetches all scenes
+func (a *AdultEmpireBulkScraper) SearchAllScenes(ctx context.Context) ([]adultemp.SearchResult, error) {
+	searchTerms := []string{"", "a", "b", "c", "d", "e", "f", "g", "h", "i", "j", "k", "l", "m", "n", "o", "p", "q", "r", "s", "t", "u", "v", "w", "x", "y", "z"}
+
+	var allResults []adultemp.SearchResult
+	seen := make(map[string]bool)
+
+	for _, term := range searchTerms {
+		if len(allResults) >= 2000 {
+			break
+		}
+
+		results, err := a.scraper.SearchScenesByName(ctx, term)
+		if err != nil {
+			continue
+		}
+
+		for _, result := range results {
+			if !seen[result.URL] {
+				seen[result.URL] = true
+				allResults = append(allResults, result)
+			}
+		}
+	}
+
+	return allResults, nil
+}
+
+// ConvertPerformerToModel converts Adult Empire performer data
+func (a *AdultEmpireBulkScraper) ConvertPerformerToModel(data interface{}) *model.Performer {
+	if performerData, ok := data.(*adultemp.PerformerData); ok {
+		return a.scraper.ConvertPerformerToModel(performerData)
+	}
+	return nil
+}
+
+// ConvertStudioToModel converts studio data (not implemented for Adult Empire)
+func (a *AdultEmpireBulkScraper) ConvertStudioToModel(data interface{}) *model.Studio {
+	return nil
+}
+
+// ConvertSceneToModel converts scene data
+func (a *AdultEmpireBulkScraper) ConvertSceneToModel(data interface{}) *model.Scene {
+	if sceneData, ok := data.(*adultemp.SceneData); ok {
+		return a.scraper.ConvertSceneToModel(sceneData)
+	}
+	return nil
+}

internal/search/advanced.go

@@ -0,0 +1,439 @@
+package search
+
+import (
+	"database/sql"
+	"fmt"
+	"math"
+	"strings"
+	"time"
+
+	"git.leaktechnologies.dev/stu/Goondex/internal/db"
+	"git.leaktechnologies.dev/stu/Goondex/internal/model"
+)
+
+// AdvancedSearch handles complex scene search with ML tag matching
+type AdvancedSearch struct {
+	db             *db.DB
+	parser         *Parser
+	sceneStore     *db.SceneStore
+	performerStore *db.PerformerStore
+	tagStore       *db.TagStore
+}
+
+// SearchResult represents a scored search result
+type SearchResult struct {
+	Scene     model.Scene   `json:"scene"`
+	Score     float64       `json:"score"`
+	MatchInfo MatchInfo     `json:"match_info"`
+	Related   []model.Scene `json:"related,omitempty"`
+}
+
+// MatchInfo details what matched in the search
+type MatchInfo struct {
+	PerformerMatch []string `json:"performer_match"`
+	TagMatches     []string `json:"tag_matches"`
+	Confidence     float64  `json:"confidence"`
+}
+
+// NewAdvancedSearch creates a new advanced search service
+func NewAdvancedSearch(database *db.DB) *AdvancedSearch {
+	return &AdvancedSearch{
+		db:             database,
+		parser:         NewParser(),
+		sceneStore:     db.NewSceneStore(database),
+		performerStore: db.NewPerformerStore(database),
+		tagStore:       db.NewTagStore(database),
+	}
+}
+
+// Search performs advanced search with natural language parsing
+func (as *AdvancedSearch) Search(query string, limit int) ([]SearchResult, error) {
+	// Parse the natural language query
+	parsedQuery := as.parser.Parse(query)
+
+	// If no specific criteria, fallback to basic title search
+	if as.isSimpleQuery(parsedQuery) {
+		return as.basicSearch(query, limit)
+	}
+
+	// Perform advanced tag-based search
+	return as.advancedSearch(parsedQuery, limit)
+}
+
+// isSimpleQuery checks if query has specific searchable criteria
+func (as *AdvancedSearch) isSimpleQuery(q *SearchQuery) bool {
+	return len(q.Performers) == 0 && len(q.Actions) == 0 &&
+		len(q.Clothing) == 0 && len(q.Colors) == 0 &&
+		len(q.AgeCategories) == 0 && len(q.Settings) == 0
+}
+
+// basicSearch performs simple title-based search
+func (as *AdvancedSearch) basicSearch(query string, limit int) ([]SearchResult, error) {
+	scenes, err := as.sceneStore.Search(query)
+	if err != nil {
+		return nil, err
+	}
+
+	results := make([]SearchResult, len(scenes))
+	for i, scene := range scenes {
+		results[i] = SearchResult{
+			Scene: scene,
+			Score: as.calculateTitleScore(scene.Title, query),
+			MatchInfo: MatchInfo{
+				Confidence: 0.5,
+			},
+		}
+	}
+
+	return results, nil
+}
+
+// advancedSearch performs complex tag-based search
+func (as *AdvancedSearch) advancedSearch(q *SearchQuery, limit int) ([]SearchResult, error) {
+	var results []SearchResult
+
+	// Search by performer names first
+	if len(q.Performers) > 0 {
+		performerResults, err := as.searchByPerformers(q.Performers, limit)
+		if err != nil {
+			return nil, err
+		}
+		results = append(results, performerResults...)
+	}
+
+	// Search by tags (actions, clothing, colors, etc.)
+	tagResults, err := as.searchByTags(q, limit)
+	if err != nil {
+		return nil, err
+	}
+	results = append(results, tagResults...)
+
+	// Remove duplicates and sort by score
+	results = as.deduplicateAndSort(results, limit)
+
+	// Add related content if requested
+	if len(results) > 0 {
+		results = as.addRelatedContent(results)
+	}
+
+	return results, nil
+}
+
+// searchByPerformers finds scenes with specific performers
+func (as *AdvancedSearch) searchByPerformers(performerNames []string, limit int) ([]SearchResult, error) {
+	var results []SearchResult
+
+	for _, name := range performerNames {
+		performers, err := as.performerStore.Search(name)
+		if err != nil {
+			continue
+		}
+
+		for _, performer := range performers {
+			scenes, err := as.getScenesByPerformer(performer.ID)
+			if err != nil {
+				continue
+			}
+
+			for _, scene := range scenes {
+				score := 1.0 // Perfect match for performer
+				if !strings.Contains(strings.ToLower(scene.Title), strings.ToLower(name)) {
+					score = 0.8 // Scene exists but name not in title
+				}
+
+				results = append(results, SearchResult{
+					Scene: scene,
+					Score: score,
+					MatchInfo: MatchInfo{
+						PerformerMatch: []string{name},
+						Confidence:     score,
+					},
+				})
+			}
+		}
+	}
+
+	return results, nil
+}
+
+// searchByTags finds scenes matching various tag categories
+func (as *AdvancedSearch) searchByTags(q *SearchQuery, limit int) ([]SearchResult, error) {
+	// Build complex SQL query for tag matching
+	whereClauses := []string{}
+	args := []interface{}{}
+
+	// Add clothing color tags
+	for _, color := range q.Colors {
+		whereClauses = append(whereClauses, "t.name LIKE ?")
+		args = append(args, "%"+color+"%")
+	}
+
+	// Add clothing type tags
+	for _, clothing := range q.Clothing {
+		whereClauses = append(whereClauses, "t.name LIKE ?")
+		args = append(args, "%"+clothing+"%")
+	}
+
+	// Add action tags
+	for _, action := range q.Actions {
+		whereClauses = append(whereClauses, "t.name LIKE ?")
+		args = append(args, "%"+action+"%")
+	}
+
+	// Add age category tags
+	for _, age := range q.AgeCategories {
+		whereClauses = append(whereClauses, "t.name LIKE ?")
+		args = append(args, "%"+age+"%")
+	}
+
+	// Add setting tags
+	for _, setting := range q.Settings {
+		whereClauses = append(whereClauses, "t.name LIKE ?")
+		args = append(args, "%"+setting+"%")
+	}
+
+	if len(whereClauses) == 0 {
+		return []SearchResult{}, nil
+	}
+
+	// Execute complex tag search query
+	query := `
+		SELECT DISTINCT s.*, COUNT(st.tag_id) as match_count, AVG(st.confidence) as avg_confidence
+		FROM scenes s
+		INNER JOIN scene_tags st ON s.id = st.scene_id
+		INNER JOIN tags t ON st.tag_id = t.id
+		WHERE ` + strings.Join(whereClauses, " OR ") + `
+		GROUP BY s.id
+		ORDER BY match_count DESC, avg_confidence DESC
+		LIMIT ?
+	`
+
+	args = append(args, limit*2) // Get more for deduplication
+
+	rows, err := as.db.Conn().Query(query, args...)
+	if err != nil {
+		return nil, fmt.Errorf("tag search failed: %w", err)
+	}
+	defer rows.Close()
+
+	return as.scanSearchResults(rows), nil
+}
+
+// getScenesByPerformer retrieves scenes for a specific performer
+func (as *AdvancedSearch) getScenesByPerformer(performerID int64) ([]model.Scene, error) {
+	rows, err := as.db.Conn().Query(`
+		SELECT s.id, s.title, COALESCE(s.code, ''), COALESCE(s.date, ''), 
+		       COALESCE(s.studio_id, 0), COALESCE(s.description, ''), 
+		       COALESCE(s.image_path, ''), COALESCE(s.image_url, ''), 
+		       COALESCE(s.director, ''), COALESCE(s.url, ''), 
+		       COALESCE(s.source, ''), COALESCE(s.source_id, ''), 
+		       s.created_at, s.updated_at
+		FROM scenes s
+		INNER JOIN scene_performers sp ON s.id = sp.scene_id
+		WHERE sp.performer_id = ?
+		ORDER BY s.date DESC, s.title
+	`, performerID)
+
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return as.scanScenes(rows)
+}
+
+// calculateTitleScore calculates relevance score for title matching
+func (as *AdvancedSearch) calculateTitleScore(title, query string) float64 {
+	title = strings.ToLower(title)
+	query = strings.ToLower(query)
+
+	// Exact match
+	if title == query {
+		return 1.0
+	}
+
+	// Title contains query
+	if strings.Contains(title, query) {
+		return 0.8
+	}
+
+	// Query contains title
+	if strings.Contains(query, title) {
+		return 0.6
+	}
+
+	// Word overlap
+	titleWords := strings.Fields(title)
+	queryWords := strings.Fields(query)
+	matches := 0
+
+	for _, qWord := range queryWords {
+		for _, tWord := range titleWords {
+			if qWord == tWord {
+				matches++
+				break
+			}
+		}
+	}
+
+	if len(queryWords) == 0 {
+		return 0.0
+	}
+
+	return float64(matches) / float64(len(queryWords)) * 0.4
+}
+
+// deduplicateAndSort removes duplicate scenes and sorts by score
+func (as *AdvancedSearch) deduplicateAndSort(results []SearchResult, limit int) []SearchResult {
+	seen := make(map[int64]bool)
+	unique := []SearchResult{}
+
+	for _, result := range results {
+		if !seen[result.Scene.ID] {
+			seen[result.Scene.ID] = true
+			unique = append(unique, result)
+		}
+	}
+
+	// Sort by score (higher first)
+	for i := 0; i < len(unique); i++ {
+		for j := i + 1; j < len(unique); j++ {
+			if unique[j].Score > unique[i].Score {
+				unique[i], unique[j] = unique[j], unique[i]
+			}
+		}
+	}
+
+	if len(unique) > limit {
+		unique = unique[:limit]
+	}
+
+	return unique
+}
+
+// addRelatedContent adds related scenes to search results
+func (as *AdvancedSearch) addRelatedContent(results []SearchResult) []SearchResult {
+	if len(results) == 0 {
+		return results
+	}
+
+	// For now, add scenes from same studio or performers
+	baseScene := results[0].Scene
+	related, err := as.findRelatedScenes(baseScene.ID, *baseScene.StudioID)
+	if err != nil {
+		return results
+	}
+
+	if len(related) > 3 {
+		related = related[:3] // Limit related content
+	}
+
+	results[0].Related = related
+	return results
+}
+
+// findRelatedScenes finds scenes related to a base scene
+func (as *AdvancedSearch) findRelatedScenes(sceneID, studioID int64) ([]model.Scene, error) {
+	// Find scenes with same studio or same performers
+	query := `
+		SELECT DISTINCT s.id, s.title, COALESCE(s.code, ''), COALESCE(s.date, ''), 
+		       COALESCE(s.studio_id, 0), COALESCE(s.description, ''), 
+		       COALESCE(s.image_path, ''), COALESCE(s.image_url, ''), 
+		       COALESCE(s.director, ''), COALESCE(s.url, ''), 
+		       COALESCE(s.source, ''), COALESCE(s.source_id, ''), 
+		       s.created_at, s.updated_at
+		FROM scenes s
+		WHERE (s.studio_id = ? OR s.id IN (
+			SELECT sp2.scene_id 
+			FROM scene_performers sp1 
+			INNER JOIN scene_performers sp2 ON sp1.performer_id = sp2.performer_id 
+			WHERE sp1.scene_id = ? AND sp2.scene_id != ?
+		)) AND s.id != ?
+		ORDER BY s.date DESC
+		LIMIT 10
+	`
+
+	rows, err := as.db.Conn().Query(query, studioID, sceneID, sceneID, sceneID)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	return as.scanScenes(rows)
+}
+
+// scanSearchResults converts SQL rows to SearchResult structs
+func (as *AdvancedSearch) scanSearchResults(rows *sql.Rows) []SearchResult {
+	var results []SearchResult
+
+	for rows.Next() {
+		var scene model.Scene
+		var createdAt, updatedAt string
+		var matchCount int
+		var avgConfidence float64
+
+		err := rows.Scan(
+			&scene.ID, &scene.Title, &scene.Code, &scene.Date, &scene.StudioID,
+			&scene.Description, &scene.ImagePath, &scene.ImageURL, &scene.Director,
+			&scene.URL, &scene.Source, &scene.SourceID, &createdAt, &updatedAt,
+			&matchCount, &avgConfidence,
+		)
+
+		if err != nil {
+			continue
+		}
+
+		// Parse timestamps
+		if parsedTime, err := time.Parse("2006-01-02 15:04:05", createdAt); err == nil {
+			scene.CreatedAt = parsedTime
+		}
+		if parsedTime, err := time.Parse("2006-01-02 15:04:05", updatedAt); err == nil {
+			scene.UpdatedAt = parsedTime
+		}
+
+		// Calculate composite score
+		score := math.Min(avgConfidence*0.7+float64(matchCount)*0.3, 1.0)
+
+		results = append(results, SearchResult{
+			Scene: scene,
+			Score: score,
+			MatchInfo: MatchInfo{
+				Confidence: avgConfidence,
+			},
+		})
+	}
+
+	return results
+}
+
+// scanScenes converts SQL rows to Scene structs
+func (as *AdvancedSearch) scanScenes(rows *sql.Rows) ([]model.Scene, error) {
+	var scenes []model.Scene
+
+	for rows.Next() {
+		var scene model.Scene
+		var createdAt, updatedAt string
+
+		err := rows.Scan(
+			&scene.ID, &scene.Title, &scene.Code, &scene.Date, &scene.StudioID,
+			&scene.Description, &scene.ImagePath, &scene.ImageURL, &scene.Director,
+			&scene.URL, &scene.Source, &scene.SourceID, &createdAt, &updatedAt,
+		)
+
+		if err != nil {
+			continue
+		}
+
+		// Parse timestamps
+		if parsedTime, err := time.Parse("2006-01-02 15:04:05", createdAt); err == nil {
+			scene.CreatedAt = parsedTime
+		}
+		if parsedTime, err := time.Parse("2006-01-02 15:04:05", updatedAt); err == nil {
+			scene.UpdatedAt = parsedTime
+		}
+
+		scenes = append(scenes, scene)
+	}
+
+	return scenes, nil
+}

internal/search/parser.go

@@ -0,0 +1,200 @@
+package search
+
+import (
+	"regexp"
+	"strings"
+)
+
+// SearchQuery represents a parsed search query
+type SearchQuery struct {
+	Original      string
+	Performers    []string
+	Actions       []string
+	Clothing      []string
+	Colors        []string
+	BodyTypes     []string
+	AgeCategories []string
+	Ethnicities   []string
+	Settings      []string
+	Positions     []string
+	Production    []string
+	Requirements  []string // must-have terms
+	Preferences   []string // nice-to-have terms
+}
+
+// Parser handles natural language search query parsing
+type Parser struct {
+	// Keyword mappings for different categories
+	actions       map[string]bool
+	clothing      map[string]bool
+	colors        map[string]bool
+	bodyTypes     map[string]bool
+	ageCategories map[string]bool
+	ethnicities   map[string]bool
+	settings      map[string]bool
+	positions     map[string]bool
+	production    map[string]bool
+}
+
+// NewParser creates a new search query parser
+func NewParser() *Parser {
+	p := &Parser{
+		actions:       make(map[string]bool),
+		clothing:      make(map[string]bool),
+		colors:        make(map[string]bool),
+		bodyTypes:     make(map[string]bool),
+		ageCategories: make(map[string]bool),
+		ethnicities:   make(map[string]bool),
+		settings:      make(map[string]bool),
+		positions:     make(map[string]bool),
+		production:    make(map[string]bool),
+	}
+
+	// Initialize keyword mappings
+	p.initializeKeywords()
+	return p
+}
+
+// Parse parses a natural language search query
+func (p *Parser) Parse(query string) *SearchQuery {
+	query = strings.ToLower(query)
+	query = strings.TrimSpace(query)
+
+	sq := &SearchQuery{
+		Original:      query,
+		Performers:    []string{},
+		Actions:       []string{},
+		Clothing:      []string{},
+		Colors:        []string{},
+		BodyTypes:     []string{},
+		AgeCategories: []string{},
+		Ethnicities:   []string{},
+		Settings:      []string{},
+		Positions:     []string{},
+		Production:    []string{},
+		Requirements:  []string{},
+		Preferences:   []string{},
+	}
+
+	// Extract performer names (proper nouns, capitalized terms)
+	performerRegex := regexp.MustCompile(`\b([A-Z][a-z]+(?:\s+[A-Z][a-z]+)*)\b`)
+	matches := performerRegex.FindAllString(query, -1)
+	for _, match := range matches {
+		if len(match) > 2 { // Only consider names longer than 2 chars
+			sq.Performers = append(sq.Performers, match)
+		}
+	}
+
+	// Extract age-specific terms
+	if strings.Contains(query, "teen") || strings.Contains(query, "teenage") {
+		sq.AgeCategories = append(sq.AgeCategories, "teen")
+	}
+	if strings.Contains(query, "milf") {
+		sq.AgeCategories = append(sq.AgeCategories, "milf")
+	}
+	if strings.Contains(query, "mature") {
+		sq.AgeCategories = append(sq.AgeCategories, "mature")
+	}
+
+	// Extract sexual acts
+	sexualActs := []string{"creampie", "anal", "blowjob", "cumshot", "facial", "threesome", "gangbang"}
+	for _, act := range sexualActs {
+		if strings.Contains(query, act) {
+			sq.Actions = append(sq.Actions, act)
+		}
+	}
+
+	// Extract clothing items
+	clothingItems := []string{"thong", "panties", "bra", "lingerie", "heels", "stockings", "dress", "skirt"}
+	for _, item := range clothingItems {
+		if strings.Contains(query, item) {
+			sq.Clothing = append(sq.Clothing, item)
+		}
+	}
+
+	// Extract colors
+	colors := []string{"pink", "black", "red", "blue", "white", "yellow", "green", "purple"}
+	for _, color := range colors {
+		if strings.Contains(query, color) {
+			sq.Colors = append(sq.Colors, color)
+		}
+	}
+
+	// Extract body types
+	bodyTypes := []string{"big tit", "large breast", "slim", "curvy", "athletic", "bbw"}
+	for _, bodyType := range bodyTypes {
+		if strings.Contains(query, bodyType) {
+			sq.BodyTypes = append(sq.BodyTypes, bodyType)
+		}
+	}
+
+	// Extract settings
+	settings := []string{"couch", "bed", "bedroom", "office", "outdoor", "car", "shower"}
+	for _, setting := range settings {
+		if strings.Contains(query, setting) {
+			sq.Settings = append(sq.Settings, setting)
+		}
+	}
+
+	// All remaining terms become preferences/requirements
+	words := strings.Fields(query)
+	for _, word := range words {
+		if len(word) > 2 && !p.isCategorized(word, sq) {
+			// Check if it's preceded by "with" or similar requirement indicators
+			if strings.Contains(query, "with "+word) || strings.Contains(query, "has "+word) {
+				sq.Requirements = append(sq.Requirements, word)
+			} else {
+				sq.Preferences = append(sq.Preferences, word)
+			}
+		}
+	}
+
+	return sq
+}
+
+// initializeKeywords sets up the keyword mappings
+func (p *Parser) initializeKeywords() {
+	// Sexual actions
+	for _, act := range []string{"creampie", "anal", "blowjob", "cumshot", "facial"} {
+		p.actions[act] = true
+	}
+
+	// Clothing
+	for _, item := range []string{"thong", "panties", "lingerie", "heels"} {
+		p.clothing[item] = true
+	}
+
+	// Colors
+	for _, color := range []string{"pink", "black", "red", "blue", "white"} {
+		p.colors[color] = true
+	}
+
+	// Body types
+	for _, bodyType := range []string{"big tit", "slim", "curvy"} {
+		p.bodyTypes[bodyType] = true
+	}
+
+	// Age categories
+	for _, age := range []string{"teen", "milf", "mature"} {
+		p.ageCategories[age] = true
+	}
+
+	// Settings
+	for _, setting := range []string{"couch", "bedroom", "office"} {
+		p.settings[setting] = true
+	}
+}
+
+// isCategorized checks if a word has already been categorized
+func (p *Parser) isCategorized(word string, sq *SearchQuery) bool {
+	word = strings.ToLower(word)
+
+	for _, performer := range sq.Performers {
+		if strings.Contains(strings.ToLower(performer), word) {
+			return true
+		}
+	}
+
+	return p.actions[word] || p.clothing[word] || p.colors[word] ||
+		p.bodyTypes[word] || p.ageCategories[word] || p.settings[word]
+}

internal/web/server.go

@@ -9,16 +9,17 @@ import (
 	"io/fs"
 	"log"
 	"net/http"
+	"os"
 	"strconv"
 	"strings"
 	"time"
 
+	"git.leaktechnologies.dev/stu/Goondex/internal/config"
 	"git.leaktechnologies.dev/stu/Goondex/internal/db"
 	import_service "git.leaktechnologies.dev/stu/Goondex/internal/import"
 	"git.leaktechnologies.dev/stu/Goondex/internal/model"
-	"git.leaktechnologies.dev/stu/Goondex/internal/config"
+	"git.leaktechnologies.dev/stu/Goondex/internal/scraper"
-	"git.leaktechnologies.dev/stu/Goondex/internal/scraper/adultemp"
+	"git.leaktechnologies.dev/stu/Goondex/internal/search"
-	"git.leaktechnologies.dev/stu/Goondex/internal/scraper/tpdb"
 	"git.leaktechnologies.dev/stu/Goondex/internal/sync"
 )
 
@@ -33,9 +34,10 @@ type Server struct {
 	db        *db.DB
 	templates *template.Template
 	addr      string
+	dbPath    string
 }
 
-func NewServer(database *db.DB, addr string) (*Server, error) {
+func NewServer(database *db.DB, addr string, dbPath string) (*Server, error) {
 	tmpl, err := template.ParseFS(content, "templates/*.html")
 	if err != nil {
 		return nil, fmt.Errorf("failed to parse templates: %w", err)
@@ -45,6 +47,7 @@ func NewServer(database *db.DB, addr string) (*Server, error) {
 		db:        database,
 		templates: tmpl,
 		addr:      addr,
+		dbPath:    dbPath,
 	}, nil
 }
 
@@ -91,6 +94,7 @@ func (s *Server) Start() error {
 
 	// Settings endpoints
 	mux.HandleFunc("/api/settings/api-keys", s.handleAPISettingsKeys)
+	mux.HandleFunc("/api/settings/database", s.handleAPIDatabase)
 
 	// API
 	mux.HandleFunc("/api/import/performer", s.handleAPIImportPerformer)
@@ -1109,25 +1113,30 @@ func (s *Server) handleAPIBulkImportPerformers(w http.ResponseWriter, r *http.Re
 
 	w.Header().Set("Content-Type", "application/json")
 
-	apiKey, err := tpdbAPIKey()
+	// Try Adult Empire first (primary scraper for new imports)
-	if writeTPDBError(w, err) {
+	bulkScraper, err := scraper.NewAdultEmpireBulkScraper()
-		return
-	}
-
-	scraper := tpdb.NewScraper("https://api.theporndb.net", apiKey)
-	service := import_service.NewService(s.db, scraper)
-
-	result, err := service.BulkImportAllPerformers(context.Background())
 	if err != nil {
-		json.NewEncoder(w).Encode(APIResponse{Success: false, Message: fmt.Sprintf("Import failed: %v", err)})
+		// Fall back to TPDB if Adult Empire fails
+		apiKey, keyErr := tpdbAPIKey()
+		if writeTPDBError(w, keyErr) {
+			return
+		}
+
+		tpdbScraper := tpdb.NewScraper("https://api.theporndb.net", apiKey)
+		service := import_service.NewService(s.db, tpdbScraper)
+		if enricher, enrichErr := import_service.NewEnricher(s.db, 1*time.Second); enrichErr == nil {
+			service.WithEnricher(enricher)
+		}
+
+		result, err := service.BulkImportAllPerformers(context.Background())
+		s.writeImportResult(w, result, err, "Performers")
 		return
 	}
 
-	json.NewEncoder(w).Encode(APIResponse{
+	// Use Adult Empire scraper
-		Success: true,
+	service := import_service.NewFlexibleService(s.db, bulkScraper)
-		Message: fmt.Sprintf("Imported %d/%d performers", result.Imported, result.Total),
+	result, err := service.BulkImportAllPerformersFlexible(context.Background())
-		Data:    result,
+	s.writeImportResult(w, result, err, "Performers")
-	})
 }
 
 func (s *Server) handleAPIBulkImportStudios(w http.ResponseWriter, r *http.Request) {
@@ -1322,6 +1331,11 @@ func (s *Server) handleAPIBulkImportScenesProgress(w http.ResponseWriter, r *htt
 // ============================================================================
 
 func (s *Server) handleAPIGlobalSearch(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodGet {
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
 	query := r.URL.Query().Get("q")
 	if query == "" {
 		json.NewEncoder(w).Encode(APIResponse{
@@ -1331,29 +1345,36 @@ func (s *Server) handleAPIGlobalSearch(w http.ResponseWriter, r *http.Request) {
 		return
 	}
 
-	performerStore := db.NewPerformerStore(s.db)
+	// Use advanced search for complex queries
-	studioStore := db.NewStudioStore(s.db)
+	advancedSearch := search.NewAdvancedSearch(s.db)
-	sceneStore := db.NewSceneStore(s.db)
+	results, err := advancedSearch.Search(query, 20)
-	tagStore := db.NewTagStore(s.db)
+	if err != nil {
+		json.NewEncoder(w).Encode(APIResponse{
+			Success: false,
+			Message: fmt.Sprintf("Search failed: %v", err),
+		})
+		return
+	}
 
-	performers, _ := performerStore.Search(query)
+	// Convert to format expected by frontend
-	studios, _ := studioStore.Search(query)
+	scenes := make([]model.Scene, len(results))
-	scenes, _ := sceneStore.Search(query)
+	for i, result := range results {
-	tags, _ := tagStore.Search(query)
+		scenes[i] = result.Scene
+	}
 
-	results := map[string]interface{}{
+	response := map[string]interface{}{
-		"performers": performers,
+		"scenes":       scenes,
-		"studios":    studios,
+		"total":        len(results),
-		"scenes":     scenes,
+		"advanced":     true,
-		"tags":       tags,
+		"search_query": query,
-		"total":      len(performers) + len(studios) + len(scenes) + len(tags),
 	}
 
 	json.NewEncoder(w).Encode(APIResponse{
 		Success: true,
-		Message: fmt.Sprintf("Found %d results", results["total"]),
+		Message: fmt.Sprintf("Found %d advanced results", len(results)),
-		Data:    results,
+		Data:    response,
 	})
+
 }
 
 // ============================================================================
@@ -1369,6 +1390,7 @@ func (s *Server) handleSettingsPage(w http.ResponseWriter, r *http.Request) {
 	data := map[string]interface{}{
 		"PageTitle":  "Settings",
 		"ActivePage": "settings",
+		"DBPath":     s.dbPath,
 	}
 
 	s.render(w, "settings.html", data)
@@ -1386,14 +1408,14 @@ func (s *Server) handleAPISettingsKeys(w http.ResponseWriter, r *http.Request) {
 	case http.MethodGet:
 		keys := config.GetAPIKeys()
 		resp := map[string]interface{}{
-			"tpdbConfigured":      keys.TPDBAPIKey != "",
+			"tpdbConfigured":    keys.TPDBAPIKey != "",
-			"aeConfigured":        keys.AEAPIKey != "",
+			"aeConfigured":      keys.AEAPIKey != "",
-			"stashdbConfigured":   keys.StashDBAPIKey != "",
+			"stashdbConfigured": keys.StashDBAPIKey != "",
-			"stashdbEndpoint":     keys.StashDBEndpoint,
+			"stashdbEndpoint":   keys.StashDBEndpoint,
-			"tpdb_api_key":        keys.TPDBAPIKey,      // local-only UI; if you prefer, mask these
+			"tpdb_api_key":      keys.TPDBAPIKey, // local-only UI; if you prefer, mask these
-			"ae_api_key":          keys.AEAPIKey,
+			"ae_api_key":        keys.AEAPIKey,
-			"stashdb_api_key":     keys.StashDBAPIKey,
+			"stashdb_api_key":   keys.StashDBAPIKey,
-			"stashdb_endpoint":    keys.StashDBEndpoint, // duplicate for UI convenience
+			"stashdb_endpoint":  keys.StashDBEndpoint, // duplicate for UI convenience
 		}
 		json.NewEncoder(w).Encode(APIResponse{
 			Success: true,
@@ -1427,3 +1449,40 @@ func (s *Server) handleAPISettingsKeys(w http.ResponseWriter, r *http.Request) {
 		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
 	}
 }
+
+// Database management
+func (s *Server) handleAPIDatabase(w http.ResponseWriter, r *http.Request) {
+	switch r.Method {
+	case http.MethodGet:
+		info := map[string]interface{}{
+			"path": s.dbPath,
+		}
+		if stat, err := os.Stat(s.dbPath); err == nil {
+			info["size_bytes"] = stat.Size()
+			info["size_mb"] = float64(stat.Size()) / (1024 * 1024)
+		}
+		json.NewEncoder(w).Encode(APIResponse{
+			Success: true,
+			Message: "OK",
+			Data:    info,
+		})
+	case http.MethodDelete:
+		// Close and recreate
+		if s.db != nil {
+			_ = s.db.Close()
+		}
+		_ = os.Remove(s.dbPath)
+		newDB, err := db.Open(s.dbPath)
+		if err != nil {
+			json.NewEncoder(w).Encode(APIResponse{Success: false, Message: fmt.Sprintf("Failed to recreate DB: %v", err)})
+			return
+		}
+		s.db = newDB
+		json.NewEncoder(w).Encode(APIResponse{
+			Success: true,
+			Message: "Database deleted and recreated.",
+		})
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}

internal/web/static/css/buttons.css

@@ -19,23 +19,20 @@
     font-weight: 600;
     cursor: pointer;
 
-    color: var(--color-text-primary);
+    color: #fff;
-    background: var(--color-bg-elevated);
+    background: var(--color-brand);
 
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-brand);
 
     transition: background var(--transition),
     border-color var(--transition),
-    box-shadow var(--transition),
     transform var(--transition-fast);
 }
 
-/* Hover glow (SUBTLE, medium intensity) */
 .btn:hover {
-    background: var(--color-bg-card);
+    background: var(--color-brand-hover);
-    border-color: var(--color-brand);
+    border-color: var(--color-brand-hover);
-    box-shadow: var(--shadow-glow-pink-soft);
+    transform: none;
-    transform: translateY(-2px);
 }
 
 /* Active press */
@@ -58,21 +55,16 @@
 .btn-primary,
 .btn.brand,
 .btn.pink {
-    background: linear-gradient(
+    background: linear-gradient(135deg, var(--color-brand), var(--color-brand-hover));
-        135deg,
-        var(--color-brand) 0%,
-                                var(--color-brand-hover) 90%
-    );
     border: none;
     color: #fff;
-    text-shadow: 0 0 8px rgba(255, 255, 255, 0.25);
+    text-shadow: none;
 }
 
 .btn-primary:hover,
 .btn.brand:hover,
 .btn.pink:hover {
-    box-shadow: var(--shadow-glow-pink);
+    transform: none;
-    transform: translateY(-2px);
 }
 
 
@@ -80,15 +72,30 @@
  *   SECONDARY BUTTON
  *   ================================ */
 .btn-secondary {
-    background: var(--color-bg-card);
+    background: transparent;
-    border: 1px solid var(--color-border-soft);
+    border: 2px solid var(--color-brand);
-    color: var(--color-text-primary);
+    color: var(--color-brand);
 }
 
 .btn-secondary:hover {
-    border-color: var(--color-brand);
+    border-color: var(--color-brand-hover);
+    color: var(--color-brand-hover);
+}
+
+/* ================================
+ *   LIGHT PRIMARY (white bg, pink text)
+ *   ================================ */
+.btn-light-primary {
+    background: #ffffff;
     color: var(--color-brand);
-    box-shadow: var(--shadow-glow-pink-soft);
+    border: none;
+}
+
+.btn-light-primary:hover {
+    background: #ffffff;
+    color: var(--color-brand-hover);
+    border: none;
+    transform: none;
 }
 
 
@@ -102,7 +109,7 @@
 }
 
 .btn-small:hover {
-    transform: translateY(-1px);
+    transform: none;
 }
 
 

internal/web/static/css/cards/card-base.css

@@ -17,39 +17,24 @@
 
 .gx-card {
     background: var(--color-bg-card);
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    border-radius: var(--radius-soft);
+    border-radius: 20px;
     overflow: hidden;
 
-    box-shadow: var(--shadow-elevated);
+    box-shadow: none;
-    transition:
+    transition: none;
-            transform var(--transition),
-            box-shadow var(--transition),
-            border-color var(--transition);
 
     cursor: pointer;
     position: relative;
 }
 
-.gx-card:hover {
-    transform: translateY(-4px);
-    border-color: var(--color-brand);
-    box-shadow:
-            0 0 18px rgba(255, 79, 163, 0.28),
-            0 6px 24px rgba(0, 0, 0, 0.55);
-}
-
 .gx-card-thumb {
     width: 100%;
     aspect-ratio: var(--gx-card-thumb-ratio);
     background-size: cover;
     background-position: center;
-    filter: brightness(0.92);
+    filter: none;
-    transition: filter var(--transition-fast);
+    transition: none;
-}
-
-.gx-card:hover .gx-card-thumb {
-    filter: brightness(1);
 }
 
 .gx-card-body {
@@ -62,10 +47,7 @@
 .gx-card-title {
     font-size: 1.1rem;
     font-weight: 600;
-
+    color: var(--color-text-primary);
-    background: linear-gradient(135deg, var(--color-text-primary), var(--color-header));
-    -webkit-background-clip: text;
-    -webkit-text-fill-color: transparent;
 }
 
 .gx-card-meta {
@@ -84,10 +66,10 @@
 .gx-card-tag {
     padding: 0.2rem 0.55rem;
     font-size: 0.75rem;
-    border-radius: var(--radius);
+    border-radius: 12px;
-    background: rgba(255, 79, 163, 0.08);
+    background: rgba(255, 79, 163, 0.15);
     color: var(--color-brand);
-    border: 1px solid rgba(255, 79, 163, 0.25);
+    border: 1px solid rgba(255, 79, 163, 0.3);
     text-transform: uppercase;
     letter-spacing: 0.03em;
 }

internal/web/static/css/cards/cards-performer.css

@@ -14,3 +14,21 @@
 .performer-card .gx-card-tags {
     margin-top: 0.6rem;
 }
+
+/* Harsh pink style reserved for performer cards */
+.performer-card .gx-card {
+    background: var(--color-brand);
+    color: #ffffff;
+    border: 5px solid #ffffff;
+}
+
+.performer-card .gx-card-title,
+.performer-card .gx-card-meta,
+.performer-card .gx-card-tag {
+    color: #ffffff;
+}
+
+.performer-card .gx-card-tag {
+    background: rgba(255, 255, 255, 0.12);
+    border: 1px solid #ffffff;
+}

internal/web/static/css/cards/cards-scene.css

@@ -14,3 +14,21 @@
 .scene-card .gx-card-tags {
     margin-top: 0.6rem;
 }
+
+/* Harsh pink style reserved for scene cards */
+.scene-card .gx-card {
+    background: var(--color-brand);
+    color: #ffffff;
+    border: 5px solid #ffffff;
+}
+
+.scene-card .gx-card-title,
+.scene-card .gx-card-meta,
+.scene-card .gx-card-tag {
+    color: #ffffff;
+}
+
+.scene-card .gx-card-tag {
+    background: rgba(255, 255, 255, 0.12);
+    border: 1px solid #ffffff;
+}

internal/web/static/css/components.css

@@ -9,16 +9,11 @@
  *   ============================================ */
 .card {
     background: var(--color-bg-card);
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    border-radius: var(--radius);
+    border-radius: 20px;
     padding: 1.5rem;
-    box-shadow: var(--shadow-elevated);
+    box-shadow: none;
-    transition: background var(--transition), box-shadow var(--transition);
+    transition: none;
-}
-
-.card:hover {
-    background: var(--color-bg-elevated);
-    box-shadow: var(--shadow-glow-pink-soft);
 }
 
 /* ============================================
@@ -26,26 +21,21 @@
  *   ============================================ */
 .stat-card {
     background: var(--color-bg-card);
-    border-radius: var(--radius);
+    border-radius: 20px;
     padding: 1.5rem;
     display: flex;
     align-items: center;
     gap: 1.2rem;
 
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    box-shadow: var(--shadow-elevated);
+    box-shadow: none;
-    transition: transform var(--transition), box-shadow var(--transition);
+    transition: none;
-}
-
-.stat-card:hover {
-    transform: translateY(-2px);
-    box-shadow: var(--shadow-glow-pink);
 }
 
 .stat-icon {
     font-size: 2.2rem;
     color: var(--color-brand);
-    text-shadow: 0 0 10px var(--color-brand-glow);
+    text-shadow: none;
 }
 
 .stat-content {
@@ -86,9 +76,9 @@
 .search-results {
     margin-top: 0.75rem;
     background: var(--color-bg-card);
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    border-radius: var(--radius);
+    border-radius: 20px;
-    box-shadow: var(--shadow-elevated);
+    box-shadow: none;
     max-height: 340px;
     overflow-y: auto;
     padding: 0.5rem;
@@ -96,13 +86,9 @@
 
 .search-result-item {
     padding: 0.75rem 1rem;
-    border-radius: var(--radius);
+    border-radius: 12px;
     cursor: pointer;
-    transition: background var(--transition);
+    transition: none;
-}
-
-.search-result-item:hover {
-    background: rgba(255, 79, 163, 0.08);
 }
 
 .search-result-title {
@@ -227,4 +213,3 @@
                                 transparent
     );
 }
-

internal/web/static/css/forms.css

@@ -31,17 +31,16 @@ select {
     width: 100%;
     padding: 0.9rem 1rem;
 
-    background: var(--color-bg-card);
+    background: var(--color-bg-elevated);
     color: var(--color-text-primary);
 
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
     border-radius: var(--radius);
 
     font-size: 1rem;
     outline: none;
 
     transition: border-color var(--transition),
-    box-shadow var(--transition),
     background var(--transition);
 }
 
@@ -57,8 +56,7 @@ input:focus,
 textarea:focus,
 select:focus {
     border-color: var(--color-brand);
-    box-shadow: 0 0 0 3px rgba(255, 79, 163, 0.18),
+    box-shadow: none;
-    var(--shadow-glow-pink-soft);
     background: var(--color-bg-elevated);
 }
 
@@ -96,8 +94,8 @@ input[type="checkbox"] {
     height: 18px;
     border-radius: 4px;
 
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    background: var(--color-bg-card);
+    background: var(--color-bg-elevated);
 
     cursor: pointer;
     position: relative;

internal/web/static/css/layout.css

@@ -4,58 +4,85 @@
  */
 
 /* ================================
- *   MAIN PAGE WRAPPING
+ *   MAIN APP SHELL
  * =================================== */
 
 body {
-    display: flex;
+    background: var(--color-bg-dark);
-    justify-content: center;
-    align-items: stretch;
     min-height: 100vh;
 }
 
-/* Main content (center column) */
+.app-shell {
-.main-wrapper {
+    min-height: 100vh;
-    flex: 1;
+    display: flex;
+    flex-direction: column;
+    color: var(--color-text-primary);
+}
+
+.app-body {
+    width: 100%;
     max-width: 1800px;
-    overflow-y: auto;
+    margin: 0 auto;
-    padding-bottom: 4rem;
+    padding: 1.5rem 0 3.5rem;
+}
+
+.main-wrapper {
+    width: 100%;
 }
 
 /* Shared container */
 .container {
-    max-width: 1700px;
-    margin: 0 auto;
-    padding: 0 1.5rem;
-}
-
-
-/* ================================
- *   SIDE PANELS (OPTION A — scroll WITH page)
- * =================================== */
-
-.side-panel {
-    width: 220px;
-    flex-shrink: 0;
-    background: #000;
-    border-left: 1px solid var(--color-border-soft);
-    border-right: 1px solid var(--color-border-soft);
-    display: flex;
-    flex-direction: column;
-    overflow: hidden;
-}
-
-.side-panel img {
     width: 100%;
-    height: auto;
+    max-width: none;
-    display: block;
+    margin: 0 auto;
-    object-fit: cover;
+    padding-left: 1.25rem;
-    opacity: 0.75;
+    padding-right: 1.25rem;
-    transition: opacity 0.25s ease;
 }
 
-.side-panel img:hover {
+@media (min-width: 1200px) {
-    opacity: 1;
+    .container {
+        padding-left: 2.5rem;
+        padding-right: 2.5rem;
+    }
+}
+
+/* Reusable elevated surface */
+.surface-panel {
+    background: var(--color-bg-card);
+    border: 1px solid var(--color-border);
+    border-radius: 20px;
+    padding: 1.75rem;
+}
+
+.section-header {
+    display: flex;
+    align-items: center;
+    justify-content: space-between;
+    gap: 1rem;
+    margin-bottom: 1rem;
+}
+
+.section-kicker {
+    font-size: 0.85rem;
+    text-transform: uppercase;
+    letter-spacing: 0.08em;
+    color: var(--color-text-secondary);
+    margin-bottom: 0.25rem;
+}
+
+.section-title {
+    font-size: 1.4rem;
+    font-weight: 700;
+}
+
+.section-hint {
+    color: var(--color-text-secondary);
+    font-size: 0.95rem;
+}
+
+.content-stack {
+    display: grid;
+    gap: 1.5rem;
 }
 
 
@@ -65,19 +92,20 @@ body {
 
 .navbar {
     background: var(--color-bg-card);
-    border-bottom: 1px solid var(--color-border-soft);
+    border-bottom: 1px solid var(--color-border);
-    padding: 0.75rem 0;
+    padding: 0.85rem 0;
     position: sticky;
     top: 0;
     z-index: 40;
-    backdrop-filter: blur(6px);
-    box-shadow: var(--shadow-glow-pink-soft);
 }
 
 .nav-inner {
     display: flex;
     align-items: center;
     justify-content: space-between;
+    width: 100%;
+    max-width: 1800px;
+    margin: 0 auto;
 }
 
 /* Bootstrap navbar controls */
@@ -126,36 +154,20 @@ body {
  * =================================== */
 
 .hero-section {
-    background: linear-gradient(
+    background: var(--color-bg-card);
-        135deg,
+    border: 1px solid var(--color-border);
-        rgba(255, 79, 163, 0.10),
+    border-radius: 20px;
-                                rgba(216, 132, 226, 0.05)
+    padding: 3rem 2.5rem;
-    );
+    margin-bottom: 2rem;
-    border: 1px solid var(--color-border-soft);
-    border-radius: var(--radius-soft);
-    padding: 4rem 3rem;
-    margin-bottom: 3rem;
     position: relative;
     overflow: hidden;
-    box-shadow: var(--shadow-glow-pink-soft);
+    display: flex;
-}
+    flex-direction: column;
-
+    gap: 1.5rem;
-/* Subtle radial neon glow (G-A) */
-.hero-section::after {
-    content: "";
-    position: absolute;
-    inset: 0;
-    background: radial-gradient(
-        circle at 50% 20%,
-        rgba(255, 79, 163, 0.15),
-                                rgba(255, 79, 163, 0.05) 40%,
-                                transparent 75%
-    );
-    pointer-events: none;
 }
 
 .hero-title {
-    font-size: 3.2rem;
+    font-size: 2.8rem;
     font-weight: 800;
     background: linear-gradient(
         135deg,
@@ -170,8 +182,18 @@ body {
     margin-top: 1rem;
     font-size: 1.2rem;
     color: var(--color-text-secondary);
-    max-width: 580px;
+    max-width: 720px;
-    margin-inline: auto;
+}
+
+.hero-actions {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 0.75rem;
+}
+
+.hero-actions .btn,
+.hero-actions .btn-secondary {
+    min-width: 180px;
 }
 
 
@@ -182,26 +204,20 @@ body {
 .stats-grid {
     display: grid;
     grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
-    gap: 1.5rem;
+    gap: 1.25rem;
-    margin-bottom: 3rem;
+    margin-bottom: 2rem;
 }
 
 .stat-card {
     background: var(--color-bg-card);
-    border: 1px solid var(--color-border-soft);
+    border: 1px solid var(--color-border);
-    border-radius: var(--radius);
+    border-radius: 20px;
-    padding: 1.5rem;
+    padding: 1.4rem;
     display: flex;
     align-items: center;
     justify-content: space-between;
     gap: 1rem;
-    transition: transform 0.20s var(--transition),
+    transition: none;
-    box-shadow 0.20s var(--transition);
-}
-
-.stat-card:hover {
-    transform: translateY(-4px);
-    box-shadow: var(--shadow-glow-pink);
 }
 
 .stat-icon {
@@ -210,7 +226,7 @@ body {
 }
 
 .stat-content .stat-value {
-    font-size: 2rem;
+    font-size: 1.9rem;
     font-weight: 700;
 }
 
@@ -241,24 +257,17 @@ body {
  *   RESPONSIVE BREAKPOINTS
  * =================================== */
 
-/* --- Large screens under 1600px --- */
+/* --- Small screens --- */
-@media (max-width: 1600px) {
-    .side-panel {
-        width: 180px;
-    }
-}
-
-/* --- Hide side panels under 900px --- */
 @media (max-width: 900px) {
-    .side-panel {
-        display: none;
-    }
     .main-wrapper {
         padding: 0 0.5rem;
     }
     .logo-img {
         height: 36px;
     }
+    .hero-actions {
+        justify-content: flex-start;
+    }
 }
 
 /* --- Mobile adjustments (≤ 600px) --- */

internal/web/static/css/logo-animation.css

@@ -0,0 +1,28 @@
+/* Minimal bouncing animation for Goondex logo */
+.goondex-logo-animated {
+    animation: logoBounce 2s ease-in-out infinite;
+}
+
+.goondex-logo-animated .nipple-left,
+.goondex-logo-animated .nipple-right {
+    animation: nippleBounce 2s ease-in-out infinite;
+}
+
+.goondex-logo-animated .nipple-right {
+    animation-delay: 0.1s;
+}
+
+@keyframes logoBounce {
+    0% { transform: translateY(0) scaleY(1); }
+    20% { transform: translateY(-20px) scaleY(1.1); }
+    30% { transform: translateY(0) scaleY(0.7); }
+    40% { transform: translateY(8px) scaleY(1.15); }
+    100% { transform: translateY(0) scaleY(1); }
+}
+
+@keyframes nippleBounce {
+    0%, 100% { transform: translateY(0); }
+    25% { transform: translateY(-6px); }
+    50% { transform: translateY(0); }
+    75% { transform: translateY(-3px); }
+}

internal/web/static/css/style.css

@@ -540,6 +540,102 @@ main.container {
     color: #ff8a8a;
 }
 
+.global-loader {
+    position: fixed;
+    inset: 0;
+    background: rgba(0, 0, 0, 0.55);
+    backdrop-filter: blur(2px);
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    z-index: 2000;
+}
+
+.global-loader .loader-content {
+    background: var(--color-bg-card);
+    padding: 1.5rem 2rem;
+    border-radius: 12px;
+    border: 1px solid var(--color-border);
+    box-shadow: 0 8px 32px rgba(0, 0, 0, 0.35);
+    display: flex;
+    flex-direction: column;
+    gap: 1rem;
+    align-items: center;
+    color: var(--color-text-primary);
+    min-width: 280px;
+    justify-content: center;
+}
+
+.global-loader .logo {
+    display: flex;
+    justify-content: center;
+    margin-bottom: 0.5rem;
+}
+
+.global-loader .logo img,
+.global-loader .logo svg {
+    width: 90px;
+    height: 55px;
+    filter: drop-shadow(0 2px 8px rgba(255, 95, 162, 0.3));
+}
+
+.global-loader .spinner {
+    width: 24px;
+    height: 24px;
+    border: 3px solid rgba(255, 255, 255, 0.2);
+    border-top-color: var(--color-brand);
+    border-radius: 50%;
+    animation: spin 1s linear infinite;
+}
+
+@keyframes spin {
+    to { transform: rotate(360deg); }
+}
+
+.job-progress {
+    position: fixed;
+    top: 70px;
+    left: 50%;
+    transform: translateX(-50%);
+    background: var(--color-bg-card);
+    border: 1px solid var(--color-border);
+    border-radius: 12px;
+    padding: 0.75rem 1rem;
+    box-shadow: 0 12px 30px rgba(0, 0, 0, 0.3);
+    z-index: 1900;
+    min-width: 320px;
+    max-width: 520px;
+}
+
+.job-progress-header {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    font-weight: 600;
+    color: var(--color-text-primary);
+}
+
+.job-progress-bar {
+    margin-top: 0.6rem;
+    height: 10px;
+    background: var(--color-bg-elevated);
+    border-radius: 999px;
+    overflow: hidden;
+}
+
+.job-progress-fill {
+    height: 100%;
+    background: linear-gradient(135deg, var(--color-brand) 0%, var(--color-keypoint) 100%);
+    width: 0%;
+    transition: width 0.2s ease;
+}
+
+.job-progress-message {
+    margin-top: 0.4rem;
+    font-size: 0.9rem;
+    color: var(--color-text-secondary);
+}
+
 /* Detail views */
 .breadcrumb {
     margin-bottom: 1.5rem;
@@ -641,6 +737,17 @@ main.container {
     text-decoration: underline;
 }
 
+.btn-link {
+    color: var(--color-brand);
+    text-decoration: none;
+    font-weight: 600;
+}
+
+.btn-link:hover {
+    color: var(--color-brand-hover);
+    text-decoration: underline;
+}
+
 .full-width {
     grid-column: 1 / -1;
 }

internal/web/static/css/theme.css

@@ -8,28 +8,29 @@
  * =========================== */
 :root {
     /* --- BRAND IDENTITY --- */
-    --color-brand: #FF4FA3;          /* Flamingo Pink (core) */
+    --color-brand: #FF4FA3;          /* Flamingo Pulse Pink */
-    --color-brand-hover: #FF6AB7;    /* Slightly brighter pink */
+    --color-brand-strong: #d74280;   /* Deep Flamingo (new) */
-    --color-brand-glow: rgba(255, 79, 163, 0.35);  /* SUBTLE neon glow */
+    --color-brand-hover: #d74280;    /* Hover uses deeper pink */
+    --color-brand-glow: transparent; /* Flat theme: no glow */
 
     /* --- TEXT --- */
-    --color-text-primary: #F5F5F7;
+    --color-text-primary: #F8F8F8;
-    --color-text-secondary: #A0A3AB;
+    --color-text-secondary: #9BA0A8;
-    --color-header: #E08FEA;
+    --color-header: #D78BE0;
-    --color-keypoint: #FF6ACB;
+    --color-keypoint: #FF66C4;
 
     /* --- ALERTS --- */
     --color-warning: #FFAA88;
     --color-info: #7EE7E7;
 
-    /* --- BACKGROUND LAYERS (dark only) --- */
+    /* --- BACKGROUND LAYERS (plum-forward dark) --- */
-    --color-bg-dark: #0A0A0C;
+    --color-bg-dark: #2f2333;       /* Plum base */
-    --color-bg-card: #151517;
+    --color-bg-card: #3a2b40;       /* Card plum */
-    --color-bg-elevated: #212124;
+    --color-bg-elevated: #44344a;   /* Elevated plum */
 
     /* --- BORDERS --- */
-    --color-border: #3d3d44;
+    --color-border: #59475f;
-    --color-border-soft: rgba(255, 79, 163, 0.15); /* Flamingo soft border */
+    --color-border-soft: #59475f;
 
     /* --- RADII --- */
     --radius: 12px;
@@ -42,10 +43,10 @@
     /* --- UI GRID --- */
     --rail-width: 180px;
 
-    /* --- GLOWS + SHADOWS (medium intensity only) --- */
+    /* --- SHADOWS (flattened) --- */
-    --shadow-glow-pink: 0 0 18px rgba(255, 79, 163, 0.28);
+    --shadow-glow-pink: none;
-    --shadow-glow-pink-soft: 0 0 38px rgba(255, 79, 163, 0.14);
+    --shadow-glow-pink-soft: none;
-    --shadow-elevated: 0 6px 22px rgba(0, 0, 0, 0.6);
+    --shadow-elevated: none;
 }
 
 /* ===========================
@@ -82,12 +83,12 @@ body {
 ::-webkit-scrollbar-thumb {
     background: var(--color-brand);
     border-radius: 6px;
-    box-shadow: var(--shadow-glow-pink-soft);
+    box-shadow: none;
 }
 
 ::-webkit-scrollbar-thumb:hover {
     background: var(--color-brand-hover);
-    box-shadow: var(--shadow-glow-pink);
+    box-shadow: none;
 }
 
 /* ===========================
@@ -105,22 +106,38 @@ body {
 /* Subtle glowing border */
 .glow-border {
     border: 1px solid var(--color-border-soft);
-    box-shadow: var(--shadow-glow-pink-soft);
+    box-shadow: none;
 }
 
 /* Card elevation */
 .elevated {
     background: var(--color-bg-elevated);
-    box-shadow: var(--shadow-elevated);
+    box-shadow: none;
 }
 
 /* Brand glow text (subtle) */
 .text-glow {
-    text-shadow: 0 0 12px var(--color-brand-glow);
+    text-shadow: none;
 }
 
 /* Pink glow panel (subtle accent for navbar or hero) */
 .panel-glow {
-    box-shadow: inset 0 0 60px rgba(255, 79, 163, 0.08),
+    box-shadow: none;
-    0 0 22px rgba(255, 79, 163, 0.20);
+}
+
+/* Global flat override to strip remaining glow from legacy components */
+body, header, footer, nav, section, article,
+.card, .panel, .navbar, .sidebar, .btn, .button, .badge, .chip, .tag,
+input, select, textarea, button,
+.modal, .dialog, .tooltip, .toast, .dropdown, .tabs, .table {
+    box-shadow: none !important;
+    text-shadow: none !important;
+    filter: none !important;
+}
+
+/* Absolute kill-switch for any remaining glow/shadow */
+*, *::before, *::after {
+    box-shadow: none !important;
+    text-shadow: none !important;
+    filter: none !important;
 }

internal/web/static/img/logo/GOONDEX_logo.svg

@@ -23,16 +23,17 @@
      inkscape:pagecheckerboard="0"
      inkscape:deskcolor="#505050"
      inkscape:document-units="px"
-     inkscape:zoom="2.8284271"
+     inkscape:zoom="0.70710678"
-     inkscape:cx="1382.9241"
+     inkscape:cx="776.40325"
-     inkscape:cy="89.095455"
+     inkscape:cy="353.55339"
      inkscape:window-width="1920"
      inkscape:window-height="1011"
      inkscape:window-x="0"
      inkscape:window-y="0"
      inkscape:window-maximized="1"
      inkscape:current-layer="g9"
-     showgrid="true">
+     showgrid="false"
+     showguides="true">
     <inkscape:page
        x="0"
        y="0"
@@ -42,7 +43,7 @@
        margin="0"
        bleed="0" />
     <inkscape:page
-       x="610"
+       x="611"
        y="0"
        width="600"
        height="180"
@@ -65,7 +66,7 @@
        opacity="0.14901961"
        empspacing="5"
        enabled="true"
-       visible="true" />
+       visible="false" />
     <inkscape:page
        x="1220"
        y="0"
@@ -82,6 +83,38 @@
        id="page20"
        margin="0"
        bleed="0" />
+    <inkscape:page
+       x="611"
+       y="184"
+       width="600"
+       height="180"
+       id="page22"
+       margin="0"
+       bleed="0" />
+    <inkscape:page
+       x="0"
+       y="184"
+       width="600"
+       height="180"
+       id="page3"
+       margin="0"
+       bleed="0" />
+    <inkscape:page
+       x="1220"
+       y="115.2755"
+       width="180"
+       height="110"
+       id="page5"
+       margin="0"
+       bleed="0" />
+    <inkscape:page
+       x="1410"
+       y="115.2755"
+       width="180"
+       height="110"
+       id="page6"
+       margin="0"
+       bleed="0" />
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+    </g>
     <path
-       id="path22"
+       id="path7"
-       style="font-size:86.3973px;font-family:'Gmarket Sans';-inkscape-font-specification:'Gmarket Sans, Normal';fill:#483737;fill-opacity:1;stroke-width:9.80478"
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+       id="path1-62" />
+    <path
+       d="m 1463.813,183.61351 c -2.6247,1.4e-4 -4.7519,2.12955 -4.7493,4.75426 10e-5,2.62286 2.1265,4.74679 4.7493,4.74695 2.623,-1.6e-4 4.7491,-2.12409 4.7495,-4.74695 0,-2.62471 -2.1248,-4.75412 -4.7495,-4.75426 z m 70.4489,0 c -2.6247,1.4e-4 -4.7518,2.12955 -4.7495,4.75426 2e-4,2.62286 2.1265,4.74679 4.7495,4.74695 2.6228,-1.6e-4 4.7492,-2.12409 4.7493,-4.74695 0,-2.62471 -2.1246,-4.75412 -4.7493,-4.75426 z"
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+       id="path1-7" />
   </g>
 </svg>

internal/web/static/img/logo/GOONDEX_square.svg

@@ -0,0 +1,84 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!-- Created with Inkscape (http://www.inkscape.org/) -->
+
+<svg
+   width="400"
+   height="400"
+   viewBox="0 0 400 399.99999"
+   version="1.1"
+   id="svg1"
+   inkscape:version="1.4.2 (ebf0e940d0, 2025-05-08)"
+   sodipodi:docname="GOONDEX_square.svg"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:svg="http://www.w3.org/2000/svg">
+  <sodipodi:namedview
+     id="namedview1"
+     pagecolor="#505050"
+     bordercolor="#ffffff"
+     borderopacity="1"
+     inkscape:showpageshadow="0"
+     inkscape:pageopacity="0"
+     inkscape:pagecheckerboard="1"
+     inkscape:deskcolor="#505050"
+     inkscape:document-units="px"
+     inkscape:zoom="1.216"
+     inkscape:cx="423.51974"
+     inkscape:cy="245.06579"
+     inkscape:window-width="1920"
+     inkscape:window-height="1011"
+     inkscape:window-x="0"
+     inkscape:window-y="0"
+     inkscape:window-maximized="1"
+     inkscape:current-layer="layer1">
+    <inkscape:page
+       x="0"
+       y="0"
+       width="400"
+       height="400"
+       id="page1"
+       margin="0"
+       bleed="0" />
+    <inkscape:page
+       x="410"
+       y="0"
+       width="400"
+       height="400"
+       id="page2"
+       margin="0"
+       bleed="0"
+       inkscape:export-filename="Page 2.png"
+       inkscape:export-xdpi="96"
+       inkscape:export-ydpi="96" />
+  </sodipodi:namedview>
+  <defs
+     id="defs1" />
+  <g
+     inkscape:label="Layer 1"
+     inkscape:groupmode="layer"
+     id="layer1">
+    <rect
+       style="fill:#ffffff"
+       id="rect1"
+       width="400"
+       height="400"
+       x="0"
+       y="0" />
+    <rect
+       style="fill:#ff5fa2;fill-opacity:1"
+       id="rect2"
+       width="400"
+       height="400"
+       x="410"
+       y="4.9999999e-06" />
+    <path
+       id="path13"
+       style="font-size:86.3973px;font-family:'Gmarket Sans';-inkscape-font-specification:'Gmarket Sans, Normal';fill:#ff5fa2;fill-opacity:1;stroke-width:20.7876"
+       d="M 125.26694,95.479625 C 64.64998,95.479625 20,139.63511 20,200.00258 c 0,60.3675 44.90316,104.51781 105.52008,104.51781 29.86915,0 55.85772,-10.72014 74.54191,-28.8186 18.74564,18.09846 44.80196,28.8186 74.67107,28.8186 C 335.35004,304.52039 380,260.37008 380,200.00258 380,139.63511 335.10205,95.479625 274.48508,95.479625 c -29.86913,0 -55.86288,10.720115 -74.54707,28.818605 -18.74567,-18.09849 -44.80196,-28.818605 -74.67107,-28.818605 z m 0,23.946605 c 23.96579,0 44.63124,9.21433 58.85648,24.78875 6.94213,7.60055 12.35163,16.71632 15.86107,27.01549 3.49229,-10.31296 8.88066,-19.43983 15.80425,-27.04648 14.15904,-15.55593 34.74619,-24.75776 58.69634,-24.75776 45.6498,0 79.32606,33.42985 79.32606,80.57635 0,46.89709 -33.67774,80.57117 -79.07808,80.57117 -23.94588,0 -44.59623,-9.2654 -58.82031,-24.84558 -6.96843,-7.63274 -12.39772,-16.78182 -15.91276,-27.09816 -3.50769,10.30378 -8.91419,19.4452 -15.85591,27.07234 -14.19534,15.597 -34.79474,24.8714 -58.624,24.8714 -45.64978,0 -79.326065,-33.67408 -79.326065,-80.57117 0,-47.1465 33.423135,-80.57635 79.072925,-80.57635 z m -1.9891,108.85247 c -5.56477,3.2e-4 -10.0748,4.515 -10.06945,10.07979 2.3e-4,5.56091 4.50858,10.064 10.06945,10.06432 5.56085,-3.2e-4 10.06909,-4.50341 10.06946,-10.06432 0.006,-5.56479 -4.50468,-10.07947 -10.06946,-10.07979 z m 149.36279,0 c -5.56483,3.2e-4 -10.07469,4.515 -10.06946,10.07979 3.5e-4,5.56091 4.50849,10.064 10.06946,10.06432 5.56087,-3.2e-4 10.06915,-4.50341 10.06947,-10.06432 0.006,-5.56479 -4.50468,-10.07947 -10.06947,-10.07979 z" />
+    <path
+       id="path2"
+       style="font-size:86.3973px;font-family:'Gmarket Sans';-inkscape-font-specification:'Gmarket Sans, Normal';fill:#ffffff;fill-opacity:1;stroke-width:20.7876"
+       d="M 535.26694,95.479622 C 474.64998,95.479622 430,139.63511 430,200.00258 c 0,60.3675 44.90316,104.51781 105.52008,104.51781 29.86915,0 55.85772,-10.72014 74.54191,-28.8186 18.74564,18.09846 44.80196,28.8186 74.67107,28.8186 C 745.35004,304.52039 790,260.37008 790,200.00258 790,139.63511 745.10205,95.479622 684.48508,95.479622 c -29.86913,0 -55.86288,10.720118 -74.54707,28.818608 -18.74567,-18.09849 -44.80196,-28.818608 -74.67107,-28.818608 z m 0,23.946608 c 23.96579,0 44.63124,9.21433 58.85648,24.78875 6.94213,7.60055 12.35163,16.71632 15.86107,27.01549 3.49229,-10.31296 8.88066,-19.43983 15.80425,-27.04648 14.15904,-15.55593 34.74619,-24.75776 58.69634,-24.75776 45.6498,0 79.32606,33.42985 79.32606,80.57635 0,46.89709 -33.67774,80.57117 -79.07808,80.57117 -23.94588,0 -44.59623,-9.2654 -58.82031,-24.84558 -6.96843,-7.63274 -12.39772,-16.78182 -15.91276,-27.09816 -3.50769,10.30378 -8.91419,19.4452 -15.85591,27.07234 -14.19534,15.597 -34.79474,24.8714 -58.624,24.8714 -45.64978,0 -79.32606,-33.67408 -79.32606,-80.57117 0,-47.1465 33.42313,-80.57635 79.07292,-80.57635 z m -1.9891,108.85247 c -5.56477,3.2e-4 -10.0748,4.515 -10.06945,10.07979 2.3e-4,5.56091 4.50858,10.064 10.06945,10.06432 5.56085,-3.2e-4 10.06909,-4.50341 10.06946,-10.06432 0.006,-5.56479 -4.50468,-10.07947 -10.06946,-10.07979 z m 149.36279,0 c -5.56483,3.2e-4 -10.07469,4.515 -10.06946,10.07979 3.5e-4,5.56091 4.50849,10.064 10.06946,10.06432 5.56087,-3.2e-4 10.06915,-4.50341 10.06947,-10.06432 0.006,-5.56479 -4.50468,-10.07947 -10.06947,-10.07979 z" />
+  </g>
+</svg>

internal/web/static/js/app.js

@@ -5,16 +5,47 @@ function openModal(modalId) {
     const modal = document.getElementById(modalId);
     if (modal) {
         modal.classList.add('active');
+}
     }
 }
 
-function closeModal(modalId) {
+// ============================================================================
-    const modal = document.getElementById(modalId);
+// Logo Animation for Loading Screens
-    if (modal) {
+// ============================================================================
-        modal.classList.remove('active');
+
+let logoAnimator = null;
+
+function startLogoAnimation() {
+    // Find logo in loader or main content
+    const logoElement = document.querySelector('#global-loader .logo img, 
+                                           #global-loader .logo svg,
+                                           .logo img, .logo svg');
+    
+    if (logoElement && !logoAnimator) {
+        // Add CSS if not already loaded
+        if (!document.querySelector('#logo-animation-css')) {
+            const css = document.createElement('link');
+            css.id = 'logo-animation-css';
+            css.rel = 'stylesheet';
+            css.href = '/static/css/logo-animation.css';
+            document.head.appendChild(css);
+        }
+        
+        // Initialize animator
+        logoAnimator = new LogoAnimator();
+        logoAnimator.init(logoElement);
+        logoAnimator.startBounce();
     }
 }
 
+function stopLogoAnimation() {
+    if (logoAnimator) {
+        logoAnimator.stopBounce();
+        logoAnimator = null;
+    }
+}
+}
+
 // Import functions
 // Global Search
 let searchTimeout;
@@ -97,151 +128,62 @@ function displayGlobalSearchResults(data) {
 
 // Bulk Import Functions
 async function bulkImportAll() {
-    if (!confirm('This will import ALL data from TPDB. This may take several hours. Continue?')) {
+    showLoader('Importing everything...');
-        return;
+    startJobProgress('Full library import');
-    }
-
-    setImportStatus('import-all', 'Importing all data from TPDB... This may take a while.', false);
-
     try {
-        const response = await fetch('/api/import/all', {
+        await importWithProgress('/api/import/all-performers/progress', 'Performers');
-            method: 'POST'
+        await importWithProgress('/api/import/all-studios/progress', 'Studios');
-        });
+        await importWithProgress('/api/import/all-scenes/progress', 'Scenes');
-
+        setImportStatus('import-all', 'Import complete', true);
-        const result = await response.json();
+        setTimeout(() => location.reload(), 1500);
-
+    } catch (err) {
-        if (result.success) {
+        setImportStatus('import-all', `Import error: ${err.message}`, false);
-            let message = result.message + '\n\n';
+    } finally {
-            if (result.data) {
+        stopJobProgress();
-                result.data.forEach(r => {
+        hideLoader();
-                    message += `${r.EntityType}: ${r.Imported}/${r.Total} imported, ${r.Failed} failed\n`;
-                });
-            }
-            setImportStatus('import-all', message, true);
-            setTimeout(() => {
-                closeModal('import-all-modal');
-                location.reload();
-            }, 3000);
-        } else {
-            setImportStatus('import-all', result.message, false);
-        }
-    } catch (error) {
-        setImportStatus('import-all', 'Error: ' + error.message, false);
     }
 }
 
 async function bulkImportPerformers() {
-    if (!confirm('This will import ALL performers from TPDB. Continue?')) {
+    showLoader('Importing performers...');
-        return;
+    startJobProgress('Importing performers');
+    try {
+        await importWithProgress('/api/import/all-performers/progress', 'Performers');
+        setTimeout(() => location.reload(), 1000);
+    } catch (err) {
+        setImportStatus('performer', `Error: ${err.message}`, false);
+    } finally {
+        stopJobProgress();
+        hideLoader();
     }
-
-    // Show progress modal
-    showProgressModal('performers');
-
-    // Connect to SSE endpoint
-    const eventSource = new EventSource('/api/import/all-performers/progress');
-
-    eventSource.onmessage = function(event) {
-        const data = JSON.parse(event.data);
-
-        if (data.error) {
-            updateProgress('performers', 0, 0, data.error, true);
-            eventSource.close();
-            return;
-        }
-
-        if (data.complete) {
-            updateProgress('performers', 100, 100, `Complete! Imported ${data.result.Imported}/${data.result.Total} performers`, false);
-            eventSource.close();
-            setTimeout(() => {
-                closeProgressModal();
-                location.reload();
-            }, 2000);
-        } else {
-            updateProgress('performers', data.current, data.total, data.message, false);
-        }
-    };
-
-    eventSource.onerror = function() {
-        updateProgress('performers', 0, 0, 'Connection error', true);
-        eventSource.close();
-    };
 }
 
 async function bulkImportStudios() {
-    if (!confirm('This will import ALL studios from TPDB. Continue?')) {
+    showLoader('Importing studios...');
-        return;
+    startJobProgress('Importing studios');
+    try {
+        await importWithProgress('/api/import/all-studios/progress', 'Studios');
+        setTimeout(() => location.reload(), 1000);
+    } catch (err) {
+        setImportStatus('studio', `Error: ${err.message}`, false);
+    } finally {
+        stopJobProgress();
+        hideLoader();
     }
-
-    // Show progress modal
-    showProgressModal('studios');
-
-    // Connect to SSE endpoint
-    const eventSource = new EventSource('/api/import/all-studios/progress');
-
-    eventSource.onmessage = function(event) {
-        const data = JSON.parse(event.data);
-
-        if (data.error) {
-            updateProgress('studios', 0, 0, data.error, true);
-            eventSource.close();
-            return;
-        }
-
-        if (data.complete) {
-            updateProgress('studios', 100, 100, `Complete! Imported ${data.result.Imported}/${data.result.Total} studios`, false);
-            eventSource.close();
-            setTimeout(() => {
-                closeProgressModal();
-                location.reload();
-            }, 2000);
-        } else {
-            updateProgress('studios', data.current, data.total, data.message, false);
-        }
-    };
-
-    eventSource.onerror = function() {
-        updateProgress('studios', 0, 0, 'Connection error', true);
-        eventSource.close();
-    };
 }
 
 async function bulkImportScenes() {
-    if (!confirm('This will import ALL scenes from TPDB. Continue?')) {
+    showLoader('Importing scenes...');
-        return;
+    startJobProgress('Importing scenes');
+    try {
+        await importWithProgress('/api/import/all-scenes/progress', 'Scenes');
+        setTimeout(() => location.reload(), 1000);
+    } catch (err) {
+        setImportStatus('scene', `Error: ${err.message}`, false);
+    } finally {
+        stopJobProgress();
+        hideLoader();
     }
-
-    // Show progress modal
-    showProgressModal('scenes');
-
-    // Connect to SSE endpoint
-    const eventSource = new EventSource('/api/import/all-scenes/progress');
-
-    eventSource.onmessage = function(event) {
-        const data = JSON.parse(event.data);
-
-        if (data.error) {
-            updateProgress('scenes', 0, 0, data.error, true);
-            eventSource.close();
-            return;
-        }
-
-        if (data.complete) {
-            updateProgress('scenes', 100, 100, `Complete! Imported ${data.result.Imported}/${data.result.Total} scenes`, false);
-            eventSource.close();
-            setTimeout(() => {
-                closeProgressModal();
-                location.reload();
-            }, 2000);
-        } else {
-            updateProgress('scenes', data.current, data.total, data.message, false);
-        }
-    };
-
-    eventSource.onerror = function() {
-        updateProgress('scenes', 0, 0, 'Connection error', true);
-        eventSource.close();
-    };
 }
 
 function bulkImportMovies() {
@@ -291,6 +233,7 @@ async function aeImportPerformerByName() {
     const name = prompt('Import performer by name (Adult Empire):');
     if (!name) return;
     setAEStatus(`Searching Adult Empire for "${name}"...`);
+    showLoader(`Importing performer "${name}" from Adult Empire...`);
     try {
         const res = await fetch('/api/ae/import/performer', {
             method: 'POST',
@@ -306,6 +249,8 @@ async function aeImportPerformerByName() {
         }
     } catch (err) {
         setAEStatus(`Error: ${err.message}`, true);
+    } finally {
+        hideLoader();
     }
 }
 
@@ -313,6 +258,7 @@ async function aeImportPerformerByURL() {
     const url = prompt('Paste Adult Empire performer URL:');
     if (!url) return;
     setAEStatus('Importing performer from Adult Empire URL...');
+    showLoader('Importing performer from Adult Empire URL...');
     try {
         const res = await fetch('/api/ae/import/performer-by-url', {
             method: 'POST',
@@ -328,6 +274,8 @@ async function aeImportPerformerByURL() {
         }
     } catch (err) {
         setAEStatus(`Error: ${err.message}`, true);
+    } finally {
+        hideLoader();
     }
 }
 
@@ -335,6 +283,7 @@ async function aeImportSceneByName() {
     const title = prompt('Import scene by title (Adult Empire):');
     if (!title) return;
     setAEStatus(`Searching Adult Empire for "${title}"...`);
+    showLoader(`Importing scene "${title}" from Adult Empire...`);
     try {
         const res = await fetch('/api/ae/import/scene', {
             method: 'POST',
@@ -350,6 +299,8 @@ async function aeImportSceneByName() {
         }
     } catch (err) {
         setAEStatus(`Error: ${err.message}`, true);
+    } finally {
+        hideLoader();
     }
 }
 
@@ -357,6 +308,7 @@ async function aeImportSceneByURL() {
     const url = prompt('Paste Adult Empire scene URL:');
     if (!url) return;
     setAEStatus('Importing scene from Adult Empire URL...');
+    showLoader('Importing scene from Adult Empire URL...');
     try {
         const res = await fetch('/api/ae/import/scene-by-url', {
             method: 'POST',
@@ -372,6 +324,8 @@ async function aeImportSceneByURL() {
         }
     } catch (err) {
         setAEStatus(`Error: ${err.message}`, true);
+    } finally {
+        hideLoader();
     }
 }
 
@@ -539,6 +493,98 @@ function setImportStatus(type, message, success) {
 }
 
 // Close modals when clicking outside
+
+// Global loader helpers
+function showLoader(msg) {
+    const overlay = document.getElementById('global-loader');
+    const text = document.getElementById('global-loader-text');
+    if (overlay) {
+        overlay.style.display = 'flex';
+        // Start logo animation when loader shows
+        startLogoAnimation();
+    }
+    if (text && msg) {
+        text.textContent = msg;
+    }
+}
+
+function hideLoader() {
+    const overlay = document.getElementById('global-loader');
+    if (overlay) {
+        overlay.style.display = 'none';
+        // Stop logo animation when loader hides
+        stopLogoAnimation();
+    }
+}
+
+// Unified SSE import helper with progress bar
+function importWithProgress(url, label) {
+    return new Promise((resolve, reject) => {
+        const eventSource = new EventSource(url);
+        startJobProgress(label);
+        eventSource.onmessage = function(event) {
+            const data = JSON.parse(event.data);
+            if (data.error) {
+                updateJobProgress(0, 0, data.error, true);
+                eventSource.close();
+                reject(new Error(data.error));
+                return;
+            }
+            if (data.complete) {
+                updateJobProgress(data.result.Imported, data.result.Total, `${label} complete (${data.result.Imported}/${data.result.Total})`, false);
+                eventSource.close();
+                resolve(data.result);
+                return;
+            }
+            updateJobProgress(data.current, data.total, data.message, false);
+        };
+        eventSource.onerror = function() {
+            updateJobProgress(0, 0, `${label} connection error`, true);
+            eventSource.close();
+            reject(new Error('Connection error'));
+        };
+    });
+}
+
+function startJobProgress(label) {
+    const container = document.getElementById('job-progress');
+    const lbl = document.getElementById('job-progress-label');
+    const msg = document.getElementById('job-progress-message');
+    const fill = document.getElementById('job-progress-fill');
+    const count = document.getElementById('job-progress-count');
+    if (container && lbl && msg && fill && count) {
+        container.style.display = 'block';
+        lbl.textContent = label || 'Working...';
+        msg.textContent = '';
+        count.textContent = '';
+        fill.style.width = '0%';
+    }
+}
+
+function updateJobProgress(current, total, message, isError) {
+    const container = document.getElementById('job-progress');
+    const msg = document.getElementById('job-progress-message');
+    const fill = document.getElementById('job-progress-fill');
+    const count = document.getElementById('job-progress-count');
+    if (container && fill && msg && count) {
+        const percent = total > 0 ? Math.min(100, (current / total) * 100) : 0;
+        fill.style.width = `${percent}%`;
+        count.textContent = total > 0 ? `${current}/${total}` : '';
+        msg.textContent = message || '';
+        if (isError) {
+            fill.style.background = '#ff8a8a';
+            msg.style.color = '#ff8a8a';
+        } else {
+            fill.style.background = 'linear-gradient(135deg, var(--color-brand) 0%, var(--color-keypoint) 100%)';
+            msg.style.color = 'var(--color-text-secondary)';
+        }
+    }
+}
+
+function stopJobProgress() {
+    const container = document.getElementById('job-progress');
+    if (container) container.style.display = 'none';
+}
 window.onclick = function(event) {
     if (event.target.classList.contains('modal')) {
         event.target.classList.remove('active');

internal/web/static/js/logo-anim.js

@@ -0,0 +1,103 @@
+class LogoAnimator {
+    constructor() {
+        this.isAnimating = false;
+        this.logoElement = null;
+    }
+
+    init(svgElement) {
+        this.logoElement = svgElement;
+        this.identifyParts();
+    }
+
+    identifyParts() {
+        if (!this.logoElement) return;
+        const nipples = [];
+        const breasts = [];
+
+        const breastCandidates = [
+            this.logoElement.querySelector('#breast-left'),
+            this.logoElement.querySelector('#breast-right')
+        ].filter(Boolean);
+        const nippleCandidates = [
+            this.logoElement.querySelector('#nipple-left'),
+            this.logoElement.querySelector('#nipple-right')
+        ].filter(Boolean);
+
+        breasts.push(...breastCandidates);
+        nipples.push(...nippleCandidates);
+
+        if (nipples.length < 2) {
+            const circ = Array.from(this.logoElement.querySelectorAll('circle, ellipse'));
+            while (nipples.length < 2 && circ.length) nipples.push(circ.shift());
+        }
+        if (breasts.length < 2) {
+            const shapes = Array.from(this.logoElement.querySelectorAll('path, polygon, rect'));
+            while (breasts.length < 2 && shapes.length) breasts.push(shapes.shift());
+        }
+        if (breasts.length === 0) breasts.push(this.logoElement);
+        if (breasts.length === 1) breasts.push(this.logoElement);
+
+        if (breasts[0]) breasts[0].classList.add('breast-left');
+        if (breasts[1]) breasts[1].classList.add('breast-right');
+
+        if (nipples.length === 0) nipples.push(breasts[0], breasts[1]);
+        nipples.slice(0, 2).forEach((el, idx) => el && el.classList.add(idx === 0 ? 'nipple-left' : 'nipple-right'));
+    }
+
+    startBounce() {
+        if (!this.logoElement || this.isAnimating) return;
+        this.logoElement.classList.add('goondex-logo-animated');
+        this.isAnimating = true;
+    }
+
+    stopBounce() {
+        if (!this.logoElement) return;
+        this.logoElement.classList.remove('goondex-logo-animated');
+        this.isAnimating = false;
+    }
+}
+
+async function loadSVG(urls, targetId) {
+    const target = document.getElementById(targetId);
+    if (!target) return null;
+    for (const url of urls) {
+        try {
+            const res = await fetch(url);
+            if (!res.ok) throw new Error('fetch failed');
+            const svgText = await res.text();
+            target.innerHTML = svgText;
+            const svg = target.querySelector('svg');
+            return svg;
+        } catch (e) {
+            continue;
+        }
+    }
+    // Fallback to img if all fetches fail
+    target.innerHTML = `<img src="${urls[0]}" alt="Goondex Logo" width="100%" height="100%">`;
+    return null;
+}
+
+(async function initLogoAnim() {
+    const logoURLs = [
+        "/static/img/logo/GOONDEX_Titty.svg",
+        "http://localhost:8788/static/img/logo/GOONDEX_Titty.svg",
+    ];
+
+    const staticSvg = await loadSVG(logoURLs, 'static-logo');
+    const animatedSvg = await loadSVG(logoURLs, 'animated-logo');
+    const loaderSvg = await loadSVG(logoURLs, 'loader-logo');
+
+    window.goondexLogoAnim = { animator: null, loaderAnimator: null };
+
+    if (animatedSvg) {
+        const animator = new LogoAnimator();
+        animator.init(animatedSvg);
+        animator.startBounce();
+        window.goondexLogoAnim.animator = animator;
+    }
+    if (loaderSvg) {
+        const l = new LogoAnimator();
+        l.init(loaderSvg);
+        window.goondexLogoAnim.loaderAnimator = l;
+    }
+})();

internal/web/static/js/logo-animation.js

@@ -0,0 +1,58 @@
+// Minimal logo animation controller
+class LogoAnimator {
+    constructor() {
+        this.isAnimating = false;
+        this.logoElement = null;
+    }
+
+    // Initialize with SVG element
+    init(svgElement) {
+        this.logoElement = svgElement;
+        this.identifyNipples();
+    }
+
+    // Identify nipple elements by their circular paths
+    identifyNipples() {
+        if (!this.logoElement) return;
+        
+        const paths = this.logoElement.querySelectorAll('path');
+        let nippleIndex = 0;
+        
+        paths.forEach((path) => {
+            const d = path.getAttribute('d');
+            // Look for the specific circular nipple paths in the GOONDEX_Titty.svg
+            if (d && d.includes('1463.5643,67.636337')) {
+                path.classList.add('nipple-left');
+                nippleIndex++;
+            } else if (d && d.includes('70.4489,0') && nippleIndex === 1) {
+                path.classList.add('nipple-right');
+                nippleIndex++;
+            }
+        });
+    }
+
+    // Start bouncing animation
+    startBounce() {
+        if (!this.logoElement || this.isAnimating) return;
+        
+        this.logoElement.classList.add('goondex-logo-animated');
+        this.isAnimating = true;
+    }
+
+    // Stop animation
+    stopBounce() {
+        if (!this.logoElement) return;
+        
+        this.logoElement.classList.remove('goondex-logo-animated');
+        this.isAnimating = false;
+    }
+
+    // Auto-start for loading screens
+    autoStart(duration = 3000) {
+        this.startBounce();
+        setTimeout(() => this.stopBounce(), duration);
+    }
+}
+
+// Export for use in loading screens
+window.LogoAnimator = LogoAnimator;

internal/web/templates/dashboard.html

@@ -2,203 +2,173 @@
 <html lang="en">
 <head>
     {{template "html-head" .}}
-
-    <style>
-        /* ==== LUXURY SIDE PANELS (A1 – Medium 240px) ==== */
-
-        body {
-            display: flex;
-            justify-content: center;
-            align-items: stretch;
-            min-height: 100vh;
-            overflow-x: hidden;
-        }
-
-        .side-panel {
-            width: 240px;
-            flex-shrink: 0;
-            background: #000;
-            border-right: 1px solid rgba(255, 79, 163, 0.2);
-            border-left: 1px solid rgba(255, 79, 163, 0.2);
-            display: flex;
-            flex-direction: column;
-            overflow: hidden;
-            position: sticky;
-            top: 0;
-            height: 100vh;
-        }
-
-        .side-panel.right {
-            border-right: none;
-        }
-
-        .side-panel img {
-            width: 100%;
-            height: auto;
-            display: block;
-            object-fit: cover;
-            opacity: 0.85;
-            transition: opacity 0.3s ease;
-        }
-
-        .side-panel img:hover {
-            opacity: 1;
-        }
-
-        /* Main site content */
-        .main-wrapper {
-            flex: 1;
-            overflow-y: auto;
-            max-width: 1400px;
-        }
-
-        /* Ensure navbar stays inside main-wrapper */
-        nav.navbar {
-            position: sticky;
-            top: 0;
-            z-index: 50;
-        }
-
-        /* Search results styling override to match new layout */
-        #global-search-results {
-            max-width: 100%;
-        }
-
-        /* Hide side panels on mobile */
-        @media (max-width: 900px) {
-            .side-panel {
-                display: none;
-            }
-        }
-    </style>
 </head>
 
-<body>
+<body class="app-shell">
+    {{template "navbar" .}}
 
-    <!-- LEFT LUXURY SIDE PANEL -->
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
-    <div class="side-panel left">
+        <main class="content-stack">
-        <img src="/static/img/sidebar/preview1.jpg" alt="">
-        <img src="/static/img/sidebar/preview2.jpg" alt="">
-        <img src="/static/img/sidebar/preview3.jpg" alt="">
-    </div>
-
-    <!-- MAIN CONTENT WRAPPER -->
-    <div class="main-wrapper">
-
-        <!-- NAVIGATION -->
-        {{template "navbar" .}}
-
-        <main class="container">
-
-            <!-- HERO -->
             <section class="hero-section">
+                <div class="section-kicker">Control center</div>
                 <h1 class="hero-title">Welcome to Goondex</h1>
-                <p class="hero-subtitle">TPDB bulk imports with Adult Empire enrichment</p>
+                <p class="hero-subtitle">Full-library sync with seamless enrichment</p>
 
                 <div class="hero-actions">
-                    <button class="btn" onclick="bulkImportAll()">
+                    <button type="button" class="btn btn-light-primary" onclick="bulkImportAll()">
-                        TPDB Bulk Import
+                        Full Import
                         <div class="hoverEffect"><div></div></div>
                     </button>
 
-                    <button class="btn-secondary" onclick="syncAll()">
+                    <button type="button" class="btn-secondary" onclick="syncAll()">
-                        Sync Data
+                        Sync Library
                         <div class="hoverEffect"><div></div></div>
                     </button>
                 </div>
             </section>
 
-            <!-- SEARCH -->
+            <div class="row g-4 align-items-stretch">
-            <section class="search-section" style="margin-bottom: 2.5rem;">
+                <div class="col-12 col-xl-8">
-                <input type="text" id="global-search" class="input"
+                    <section class="surface-panel content-stack h-100">
-                       placeholder="Search performers, studios, scenes, or tags...">
+                        <div class="section-header">
-                <div id="global-search-results" class="search-results"></div>
+                            <div>
-            </section>
+                                <div class="section-kicker">Search everything</div>
+                                <div class="section-title">Global search</div>
+                            </div>
+                            <div class="section-hint">Performers, studios, scenes, tags</div>
+                        </div>
 
-            <!-- STATS -->
+                        <section class="search-section mb-0">
-            <section class="stats-grid">
+                            <input type="text" id="global-search" class="input"
-                <!-- Performers -->
+                                   placeholder="Search performers, studios, scenes, or tags...">
-                <div class="stat-card">
+                            <div id="global-search-results" class="search-results"></div>
-                    <div class="stat-icon">👤</div>
+                        </section>
-                    <div class="stat-content">
+                    </section>
-                        <div class="stat-value">{{.PerformerCount}}</div>
-                        <div class="stat-label">Performers</div>
-                    </div>
-                    <div class="stat-actions">
-                        <a href="/performers" class="stat-link">View all →</a>
-                        <button class="btn-small" onclick="aeImportPerformerByName()">
-                            Quick import
-                            <div class="hoverEffect"><div></div></div>
-                        </button>
-                    </div>
                 </div>
 
-                <!-- Studios -->
+                <div class="col-12 col-xl-4">
-                <div class="stat-card">
+                    <section class="surface-panel content-stack h-100">
-                    <div class="stat-icon">🏢</div>
+                        <div class="section-header">
-                    <div class="stat-content">
+                            <div>
-                        <div class="stat-value">{{.StudioCount}}</div>
+                                <div class="section-kicker">Quick commands</div>
-                        <div class="stat-label">Studios</div>
+                                <div class="section-title">One-click control</div>
-                    </div>
+                            </div>
-                    <div class="stat-actions">
+                        </div>
-                        <a href="/studios" class="stat-link">View all →</a>
+
+                        <div class="d-grid gap-2">
+                            <button type="button" class="btn btn-light-primary w-100" onclick="bulkImportAll()">
+                                Full Import
+                                <div class="hoverEffect"><div></div></div>
+                            </button>
+                            <button type="button" class="btn-secondary w-100" onclick="syncAll()">
+                                Sync Library
+                                <div class="hoverEffect"><div></div></div>
+                            </button>
+                        </div>
+                        <p class="section-hint mb-0">Safe defaults with progress feedback.</p>
+                    </section>
+                </div>
+            </div>
+
+            <section class="surface-panel">
+                <div class="section-header">
+                    <div>
+                        <div class="section-kicker">Library health</div>
+                        <div class="section-title">Live snapshot</div>
                     </div>
+                    <div class="section-hint">Counts update as imports finish</div>
                 </div>
 
-                <!-- Scenes -->
+                <div class="stats-grid">
-                <div class="stat-card">
+                    <!-- Performers -->
-                    <div class="stat-icon">🎬</div>
+                    <div class="stat-card">
-                    <div class="stat-content">
+                        <div class="stat-icon">👤</div>
-                        <div class="stat-value">{{.SceneCount}}</div>
+                        <div class="stat-content">
-                        <div class="stat-label">Scenes</div>
+                            <div class="stat-value">{{.PerformerCount}}</div>
+                            <div class="stat-label">Performers</div>
+                        </div>
+                        <div class="stat-actions">
+                            <a href="/performers" class="stat-link">View all →</a>
+                            <button class="btn-small" onclick="bulkImportPerformers()">
+                                Import all
+                                <div class="hoverEffect"><div></div></div>
+                            </button>
+                        </div>
                     </div>
-                    <div class="stat-actions">
-                        <a href="/scenes" class="stat-link">View all →</a>
-                        <button class="btn-small" onclick="aeImportSceneByName()">
-                            Quick import
-                            <div class="hoverEffect"><div></div></div>
-                        </button>
-                    </div>
-                </div>
 
-                <!-- Movies -->
+                    <!-- Studios -->
-                <div class="stat-card">
+                    <div class="stat-card">
-                    <div class="stat-icon">🎞️</div>
+                        <div class="stat-icon">🏢</div>
-                    <div class="stat-content">
+                        <div class="stat-content">
-                        <div class="stat-value">{{.MovieCount}}</div>
+                            <div class="stat-value">{{.StudioCount}}</div>
-                        <div class="stat-label">Movies</div>
+                            <div class="stat-label">Studios</div>
+                        </div>
+                        <div class="stat-actions">
+                            <a href="/studios" class="stat-link">View all →</a>
+                        </div>
                     </div>
-                    <div class="stat-actions">
+
-                        <a href="/movies" class="stat-link">View all →</a>
+                    <!-- Scenes -->
+                    <div class="stat-card">
+                        <div class="stat-icon">🎬</div>
+                        <div class="stat-content">
+                            <div class="stat-value">{{.SceneCount}}</div>
+                            <div class="stat-label">Scenes</div>
+                        </div>
+                        <div class="stat-actions">
+                            <a href="/scenes" class="stat-link">View all →</a>
+                            <button class="btn-small" onclick="aeImportSceneByName()">
+                                Quick import
+                                <div class="hoverEffect"><div></div></div>
+                            </button>
+                        </div>
+                    </div>
+
+                    <!-- Movies -->
+                    <div class="stat-card">
+                        <div class="stat-icon">🎞️</div>
+                        <div class="stat-content">
+                            <div class="stat-value">{{.MovieCount}}</div>
+                            <div class="stat-label">Movies</div>
+                        </div>
+                        <div class="stat-actions">
+                            <a href="/movies" class="stat-link">View all →</a>
+                        </div>
                     </div>
                 </div>
             </section>
 
-            <!-- TPDB IMPORT/SYNC -->
+            <section class="surface-panel content-stack">
-            <section class="import-section">
+                <div class="section-header">
-                <h3 id="ae-import">TPDB Import & Sync</h3>
+                    <div>
-                <p class="help-text">
+                        <div class="section-kicker">Pipeline</div>
-                    Run bulk imports from TPDB, then enrich with AE/StashDB. Keep it running to build a complete base.
+                        <div class="section-title">Library Import & Sync</div>
+                    </div>
+                    <div class="section-hint">Run a full import, then sync regularly.</div>
+                </div>
+
+                <p class="help-text mb-0">
+                    Enrichment runs behind the scenes. Keep everything fresh with sync after imports.
                 </p>
 
                 <div class="import-buttons">
-                    <button class="btn" onclick="bulkImportAll()">
+                    <button type="button" class="btn" onclick="bulkImportAll()">
-                        Import Everything (TPDB)
+                        Import Everything
                         <div class="hoverEffect"><div></div></div>
                     </button>
-                    <button class="btn-secondary" onclick="bulkImportPerformers()">
+                    <button type="button" class="btn-secondary" onclick="bulkImportPerformers()">
-                        Import All Performers
+                        Import Performers
                         <div class="hoverEffect"><div></div></div>
                     </button>
-                    <button class="btn-secondary" onclick="bulkImportStudios()">
+                    <button type="button" class="btn-secondary" onclick="bulkImportStudios()">
-                        Import All Studios
+                        Import Studios
                         <div class="hoverEffect"><div></div></div>
                     </button>
-                    <button class="btn-secondary" onclick="bulkImportScenes()">
+                    <button type="button" class="btn-secondary" onclick="bulkImportScenes()">
-                        Import All Scenes
+                        Import Scenes
                         <div class="hoverEffect"><div></div></div>
                     </button>
-                    <button class="btn-secondary" onclick="syncAll()">
+                    <button type="button" class="btn-secondary" onclick="syncAll()">
                         Sync All
                         <div class="hoverEffect"><div></div></div>
                     </button>
@@ -208,12 +178,14 @@
                 <div id="sync-import-status" class="status-banner" style="margin-top: 0.75rem;"></div>
             </section>
 
-            <!-- AE IMPORT SECTION -->
+            <section class="surface-panel content-stack">
-            <section class="import-section">
+                <div class="section-header">
-                <h3>Adult Empire Imports</h3>
+                    <div>
-                <p class="help-text">
+                        <div class="section-kicker">Adult Empire</div>
-                    Import directly from Adult Empire via the UI with built-in progress feedback.
+                        <div class="section-title">Direct imports</div>
-                </p>
+                    </div>
+                    <div class="section-hint">Built-in progress feedback for manual pulls.</div>
+                </div>
 
                 <div class="import-buttons">
                     <button class="btn-secondary" onclick="aeImportPerformerByName()">
@@ -240,20 +212,9 @@
 
                 <div id="ae-status" class="status-banner"></div>
             </section>
-
         </main>
     </div>
 
-    <!-- RIGHT LUXURY SIDE PANEL -->
-    <div class="side-panel right">
-        <img src="/static/img/sidebar/preview4.jpg" alt="">
-        <img src="/static/img/sidebar/preview5.jpg" alt="">
-        <img src="/static/img/sidebar/preview6.jpg" alt="">
-    </div>
-
-    <!-- EXISTING MODALS (unchanged, full code integrity kept) -->
-    {{/* Your modals remain exactly as before */}}
-
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/layout.html

@@ -23,7 +23,7 @@
 
 {{define "navbar"}}
 <nav class="navbar navbar-expand-lg navbar-dark">
-    <div class="container nav-inner">
+    <div class="container-fluid nav-inner px-3 px-lg-4 px-xxl-5">
         <a class="navbar-brand d-flex align-items-center" href="/">
             <img src="/static/img/logo/Goondex_LOGO.png" class="logo-img" alt="Goondex logo">
         </a>
@@ -57,4 +57,23 @@
         </div>
     </div>
 </nav>
+<div id="global-loader" class="global-loader" style="display:none;">
+    <div class="loader-content">
+        <div class="logo">
+            <img src="/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="90" height="55">
+        </div>
+        <div class="spinner"></div>
+        <div id="global-loader-text">Working...</div>
+    </div>
+</div>
+<div id="job-progress" class="job-progress" style="display:none;">
+    <div class="job-progress-header">
+        <span id="job-progress-label">Importing...</span>
+        <span id="job-progress-count"></span>
+    </div>
+    <div class="job-progress-bar">
+        <div class="job-progress-fill" id="job-progress-fill" style="width:0%"></div>
+    </div>
+    <div class="job-progress-message" id="job-progress-message"></div>
+</div>
 {{end}}

internal/web/templates/movie_detail.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="detail-header">
             <div class="detail-image">
                 {{if .Movie.ImageURL}}
@@ -98,7 +99,8 @@
             </div>
         </section>
         {{end}}
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/movies.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="page-header">
             <h2>Movies</h2>
             <form class="search-form" action="/movies" method="get">
@@ -60,7 +61,8 @@
             {{end}}
         </div>
         {{end}}
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/performer_detail.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="breadcrumb">
             <a href="/performers">← Back to Performers</a>
         </div>
@@ -226,7 +227,8 @@
             <p class="help-text">Try importing scenes from ThePornDB or Adult Empire.</p>
         </div>
         {{end}}
-    </main>
+        </main>
+    </div>
 
     <!-- Image Lightbox Modal -->
     <div id="lightbox" class="lightbox" onclick="closeLightbox()">

internal/web/templates/performers.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="page-header">
             <h2>Performers</h2>
             <form class="search-form" action="/performers" method="get">
@@ -68,14 +69,16 @@
             <div class="empty-import-actions">
                 <p class="hint">Import performers from Adult Empire without the CLI.</p>
                 <div class="action-buttons">
-                    <button type="button" class="btn" onclick="aeImportPerformerByName()">Import performer by name</button>
+                    <button type="button" class="btn" onclick="bulkImportPerformers()">Import all performers</button>
+                    <button type="button" class="btn btn-secondary" onclick="aeImportPerformerByName()">Import performer by name</button>
                     <button type="button" class="btn btn-secondary" onclick="aeImportPerformerByURL()">Import performer by URL</button>
                 </div>
                 <div id="ae-status" class="status-banner"></div>
             </div>
         </div>
         {{end}}
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/scene_detail.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="breadcrumb">
             <a href="/scenes">← Back to Scenes</a>
         </div>
@@ -105,8 +106,8 @@
                     {{end}}
                     {{if .Scene.URL}}
                     <div class="detail-row">
-                        <span class="label">URL:</span>
+                        <span class="label">View / Buy:</span>
-                        <span class="value"><a href="{{.Scene.URL}}" target="_blank">View</a></span>
+                        <span class="value"><a class="btn-link" href="{{.Scene.URL}}" target="_blank" rel="noopener">Open on TPDB</a></span>
                     </div>
                     {{end}}
                 </div>
@@ -120,7 +121,8 @@
             </div>
             {{end}}
         </div>
-    </main>
+        </main>
+    </div>
 
     {{template "html-scripts" .}}
 </body>

internal/web/templates/scenes.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="page-header">
             <h2>Scenes</h2>
             <form class="search-form" action="/scenes" method="get">
@@ -51,14 +52,17 @@
         {{else}}
         <div class="empty-state">
             <p>No scenes found.</p>
-            {{if .Query}}
+            <div class="empty-import-actions">
-            <p>Try a different search term or <a href="/scenes">view all scenes</a>.</p>
+                <p class="hint">Import scenes now.</p>
-            {{else}}
+                <div class="action-buttons">
-            <p>Import scenes using the dashboard or CLI: <code>./goondex import scene "title"</code></p>
+                    <button type="button" class="btn" onclick="bulkImportScenes()">Import all scenes</button>
-            {{end}}
+                </div>
+                <div id="scene-import-status" class="status-banner"></div>
+            </div>
         </div>
         {{end}}
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/settings.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="page-header">
             <h2>Settings</h2>
             <p class="help-text">Manage API keys locally. Keys are stored in <code>config/api_keys.json</code> (gitignored).</p>
@@ -34,7 +35,18 @@
 
             <div id="settings-status" class="status-banner" style="margin-top: 1rem;"></div>
         </div>
-    </main>
+
+        <div class="gx-card" style="margin-top: 1.5rem; padding: 1.5rem; border: 1px solid #ff8a8a;">
+            <h4 style="color: #ff8a8a;">Database Maintenance</h4>
+            <p class="help-text">Current database: <code>{{.DBPath}}</code></p>
+            <div class="action-buttons" style="margin-top: 0.75rem;">
+                <button class="btn-secondary" onclick="loadDbInfo()">Refresh Info<div class="hoverEffect"><div></div></div></button>
+                <button class="btn" style="background: #ff4d4d;" onclick="confirmDeleteDb()">Delete Database<div class="hoverEffect"><div></div></div></button>
+            </div>
+            <div id="db-info" class="status-banner" style="margin-top: 0.75rem;"></div>
+        </div>
+        </main>
+    </div>
 
     {{template "html-scripts" .}}
     <script>
@@ -90,6 +102,48 @@
             el.style.display = msg ? 'block' : 'none';
         }
 
+        async function loadDbInfo() {
+            try {
+                const res = await fetch('/api/settings/database');
+                const result = await res.json();
+                if (result.success && result.data) {
+                    const d = result.data;
+                    const el = document.getElementById('db-info');
+                    el.textContent = `Path: ${d.path || ''} | Size: ${ (d.size_mb || 0).toFixed ? (d.size_mb.toFixed(2) + ' MB') : 'n/a'}`;
+                    el.classList.remove('error');
+                    el.style.display = 'block';
+                }
+            } catch (err) {
+                const el = document.getElementById('db-info');
+                el.textContent = 'Error loading DB info: ' + err.message;
+                el.classList.add('error');
+                el.style.display = 'block';
+            }
+        }
+
+        async function confirmDeleteDb() {
+            if (!confirm('This will DELETE the database file and recreate an empty one. Continue?')) return;
+            try {
+                const res = await fetch('/api/settings/database', { method: 'DELETE' });
+                const result = await res.json();
+                const el = document.getElementById('db-info');
+                if (result.success) {
+                    el.textContent = result.message;
+                    el.classList.remove('error');
+                    el.style.display = 'block';
+                } else {
+                    el.textContent = result.message || 'Failed to delete DB';
+                    el.classList.add('error');
+                    el.style.display = 'block';
+                }
+            } catch (err) {
+                const el = document.getElementById('db-info');
+                el.textContent = 'Error deleting DB: ' + err.message;
+                el.classList.add('error');
+                el.style.display = 'block';
+            }
+        }
+
         document.addEventListener('DOMContentLoaded', loadApiKeys);
     </script>
 </body>

internal/web/templates/studio_detail.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="breadcrumb">
             <a href="/studios">← Back to Studios</a>
         </div>
@@ -58,7 +59,8 @@
             </div>
             {{end}}
         </div>
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

internal/web/templates/studios.html

@@ -3,10 +3,11 @@
 <head>
     {{template "html-head" .}}
 </head>
-<body>
+<body class="app-shell">
     {{template "navbar" .}}
 
-    <main class="container">
+    <div class="app-body container-fluid px-3 px-lg-4 px-xxl-5">
+        <main class="container">
         <div class="page-header">
             <h2>Studios</h2>
             <form class="search-form" action="/studios" method="get">
@@ -43,14 +44,17 @@
         {{else}}
         <div class="empty-state">
             <p>No studios found.</p>
-            {{if .Query}}
+            <div class="empty-import-actions">
-            <p>Try a different search term or <a href="/studios">view all studios</a>.</p>
+                <p class="hint">Import studios now.</p>
-            {{else}}
+                <div class="action-buttons">
-            <p>Import studios using the dashboard or CLI: <code>./goondex import studio "name"</code></p>
+                    <button type="button" class="btn" onclick="bulkImportStudios()">Import all studios</button>
-            {{end}}
+                </div>
+                <div id="studio-import-status" class="status-banner"></div>
+            </div>
         </div>
         {{end}}
-    </main>
+        </main>
+    </div>
     {{template "html-scripts" .}}
 </body>
 </html>

scripts/config/api_keys.json

@@ -0,0 +1,6 @@
+{
+  "tpdb_api_key": "Dn8q3mdZd7mE4OHUqf7k1A3q813i48t7q1418zv87c477738",
+  "ae_api_key": "",
+  "stashdb_api_key": "",
+  "stashdb_endpoint": "https://stashdb.org/graphql"
+}

scripts/enrich.sh

@@ -0,0 +1,50 @@
+#!/usr/bin/env bash
+# Enrichment helper (Adult Empire enricher)
+# Usage:
+#   ./scripts/enrich.sh all
+#   ./scripts/enrich.sh performers
+#   ./scripts/enrich.sh scenes
+# Optional flags are passed through after the subcommand, e.g.:
+#   ./scripts/enrich.sh performers --start-id 100 --limit 50
+
+set -euo pipefail
+
+cmd="${1:-}"
+shift || true
+
+repo_root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+
+run() {
+  echo "▶ $*"
+  if [[ -x "$repo_root/goondex" ]]; then
+    exec "$repo_root/goondex" "$@"
+  elif [[ -x "$repo_root/bin/goondex" ]]; then
+    exec "$repo_root/bin/goondex" "$@"
+  else
+    echo "goondex binary not found. Build it first with: go build -o bin/goondex ./cmd/goondex" >&2
+    exit 1
+  fi
+}
+
+case "$cmd" in
+  all)
+    run enrich all-performers "$@"
+    ;;
+  performers|performer)
+    run enrich all-performers "$@"
+    ;;
+  scenes|scene)
+    run enrich all-scenes "$@"
+    ;;
+  *)
+    cat <<'EOF' >&2
+Usage: ./scripts/enrich.sh {all|performers|scenes} [flags]
+
+Examples:
+  ./scripts/enrich.sh all
+  ./scripts/enrich.sh performers --start-id 100 --limit 50
+  ./scripts/enrich.sh scenes --start-id 200
+EOF
+    exit 1
+    ;;
+esac

scripts/run.sh

@@ -6,6 +6,16 @@ source "$ROOT/scripts/env.sh"
 
 ADDR="${ADDR:-localhost:8788}"
 
+# Auto-stop if already running on the same port
+if command -v lsof >/dev/null 2>&1; then
+  pids=$(lsof -t -i "@${ADDR#*:}:${ADDR##*:}" 2>/dev/null)
+  if [[ -n "$pids" ]]; then
+    echo "Stopping existing goondex on $ADDR (pids: $pids)"
+    kill $pids 2>/dev/null || true
+    sleep 0.5
+  fi
+fi
+
 # Build if missing
 if [[ ! -x "$ROOT/bin/goondex" ]]; then
   echo "Binary not found; building first..."

scripts/set_api_key.sh

@@ -0,0 +1,48 @@
+#!/usr/bin/env bash
+# Persist TPDB (and optional AE/Stash) API keys to config/api_keys.json
+# Usage:
+#   ./scripts/set_api_key.sh <tpdb-key> [ae-key] [stashdb-key]
+#
+# This writes config/api_keys.json (gitignored) and echoes an export line
+# you can paste to set the env var for the current shell if desired.
+
+set -euo pipefail
+
+tpdb="${1:-}"
+ae="${2:-}"
+stash="${3:-}"
+
+if [[ -z "$tpdb" ]]; then
+  echo "Usage: $0 <tpdb-key> [ae-key] [stashdb-key]" >&2
+  exit 1
+fi
+
+python - <<'PY' "$tpdb" "$ae" "$stash"
+import json, sys, os
+
+tpdb, ae, stash = sys.argv[1], sys.argv[2] or None, sys.argv[3] or None
+path = os.path.join("config", "api_keys.json")
+data = {}
+if os.path.exists(path):
+    try:
+        with open(path, "r") as f:
+            data = json.load(f)
+    except Exception:
+        data = {}
+
+data["tpdb_api_key"] = tpdb
+if ae:
+    data["ae_api_key"] = ae
+if stash:
+    data["stashdb_api_key"] = stash
+
+os.makedirs(os.path.dirname(path), exist_ok=True)
+with open(path, "w") as f:
+    json.dump(data, f, indent=2)
+
+print(f"Wrote {path}")
+print(f'TPDB key set: {tpdb[:4]}... (hidden)')
+PY
+
+echo "To set the env var for this shell, run:"
+echo "  export TPDB_API_KEY=\"${tpdb}\""

scripts/status.sh

@@ -0,0 +1,66 @@
+#!/usr/bin/env bash
+# Goondex status snapshot
+# Usage: ./scripts/status.sh
+
+set -euo pipefail
+
+repo_root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+cd "$repo_root"
+
+# Check binary
+if [[ -x "$repo_root/goondex" ]]; then
+  bin="$repo_root/goondex"
+elif [[ -x "$repo_root/bin/goondex" ]]; then
+  bin="$repo_root/bin/goondex"
+else
+  bin=""
+fi
+
+# DB info (file size)
+db_path="$repo_root/goondex.db"
+db_size="missing"
+if [[ -f "$db_path" ]]; then
+  db_size=$(du -h "$db_path" | awk '{print $1}')
+fi
+
+# API key presence
+keys_file="$repo_root/config/api_keys.json"
+tpdb_key="missing"
+if [[ -f "$keys_file" ]]; then
+  tpdb_key=$(python - <<'PY' "$keys_file"
+import json,sys
+try:
+    with open(sys.argv[1]) as f:
+        data=json.load(f)
+    key=data.get("tpdb_api_key")
+    print("set" if key else "missing")
+except Exception:
+    print("missing")
+PY
+)
+fi
+
+# Basic counts (if sqlite3 is available)
+scene_count="n/a"; performer_count="n/a"; studio_count="n/a"; movie_count="n/a"
+if command -v sqlite3 >/dev/null 2>&1 && [[ -f "$db_path" ]]; then
+  scene_count=$(sqlite3 "$db_path" 'select count(*) from scenes;') || scene_count="err"
+  performer_count=$(sqlite3 "$db_path" 'select count(*) from performers;') || performer_count="err"
+  studio_count=$(sqlite3 "$db_path" 'select count(*) from studios;') || studio_count="err"
+  movie_count=$(sqlite3 "$db_path" 'select count(*) from movies;') || movie_count="err"
+fi
+
+# Status summary
+cat <<EOF
+Goondex Status
+--------------
+Repo:        $repo_root
+Binary:      ${bin:-"not built"}
+DB:          $db_path (${db_size})
+Counts:      performers=$performer_count, studios=$studio_count, scenes=$scene_count, movies=$movie_count
+Keys:        TPDB=${tpdb_key}
+EOF
+
+# Optional: git status (concise)
+if command -v git >/dev/null 2>&1; then
+  echo "Git:" $(git status --porcelain | wc -l) "dirty file(s)"
+fi

scripts/tpdb_import.sh

@@ -0,0 +1,75 @@
+#!/usr/bin/env bash
+# TPDB import helper (TUI-friendly runner)
+# Usage:
+#   ./scripts/tpdb_import.sh all
+#   ./scripts/tpdb_import.sh performers
+#   ./scripts/tpdb_import.sh studios
+#   ./scripts/tpdb_import.sh scenes
+
+set -euo pipefail
+
+cmd="${1:-}"
+
+# Try env first, then config/api_keys.json
+if [[ -z "${TPDB_API_KEY:-}" ]]; then
+  if [[ -f "../config/api_keys.json" ]]; then
+    TPDB_API_KEY="$(
+python - <<'PY' "../config/api_keys.json"
+import json, sys
+p = sys.argv[1]
+try:
+    with open(p) as f:
+        data = json.load(f)
+    print(data.get("tpdb_api_key", ""))
+except Exception:
+    print("")
+PY
+    )"
+  fi
+fi
+
+if [[ -z "${TPDB_API_KEY:-}" ]]; then
+  echo "TPDB_API_KEY is not set. Export it, or save it via scripts/set_api_key.sh." >&2
+  echo '  export TPDB_API_KEY="your-key-here"' >&2
+  exit 1
+fi
+
+run() {
+  echo "▶ $*"
+  repo_root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+  if [[ -x "$repo_root/goondex" ]]; then
+    exec "$repo_root/goondex" "$@"
+  elif [[ -x "$repo_root/bin/goondex" ]]; then
+    exec "$repo_root/bin/goondex" "$@"
+  else
+    echo "goondex binary not found. Build it first with: go build -o bin/goondex ./cmd/goondex" >&2
+    exit 1
+  fi
+}
+
+case "$cmd" in
+  all)
+    run import all
+    ;;
+  performers|performer)
+    run import performer
+    ;;
+  studios|studio)
+    run import studio
+    ;;
+  scenes|scene)
+    run import scene
+    ;;
+  *)
+    cat <<'EOF' >&2
+Usage: ./scripts/tpdb_import.sh {all|performers|studios|scenes}
+
+Examples:
+  ./scripts/tpdb_import.sh all
+  ./scripts/tpdb_import.sh performers
+  ./scripts/tpdb_import.sh studios
+  ./scripts/tpdb_import.sh scenes
+EOF
+    exit 1
+    ;;
+esac

test-logo-standalone.html

@@ -0,0 +1,270 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <title>Logo Animation Test</title>
+    <style>
+        body { background: #1a1a1a; color: white; padding: 2rem; font-family: Arial, sans-serif; }
+        .logo { margin: 2rem 0; width: 180px; height: 110px; }
+        .logo svg { width: 100%; height: 100%; display: block; }
+        .goondex-logo-animated {
+            animation: logoBounce 1.5s ease-in-out infinite;
+        }
+        .goondex-logo-animated .nipple-left,
+        .goondex-logo-animated .nipple-right {
+            animation: nippleBounce 1.5s ease-in-out infinite;
+        }
+        .goondex-logo-animated .nipple-right {
+            animation-delay: 0.1s;
+        }
+
+        @keyframes logoBounce {
+            0% { transform: translateY(0) scaleY(1); }
+            15% { transform: translateY(-12px) scaleY(1.02); }
+            30% { transform: translateY(0) scaleY(0.85); }
+            40% { transform: translateY(3px) scaleY(1.05); }
+            100% { transform: translateY(0) scaleY(1); }
+        }
+
+        @keyframes nippleBounce {
+            0%, 100% { transform: translateY(0); }
+            15% { transform: translateY(-10px); }
+            30% { transform: translateY(0); }
+            40% { transform: translateY(2px); }
+            100% { transform: translateY(0); }
+        }
+
+        button { background: #ff5fa2; color: white; border: none; padding: 0.5rem 1rem; border-radius: 4px; margin-right: 1rem; cursor: pointer; }
+        .global-loader {
+            position: fixed;
+            inset: 0;
+            background: rgba(0, 0, 0, 0.55);
+            backdrop-filter: blur(2px);
+            display: flex;
+            align-items: center;
+            justify-content: center;
+            z-index: 2000;
+        }
+        .global-loader .loader-content {
+            background: #2a2a2a;
+            padding: 1.5rem 2rem;
+            border-radius: 12px;
+            border: 1px solid #444;
+            box-shadow: 0 8px 32px rgba(0, 0, 0, 0.35);
+            display: flex;
+            flex-direction: column;
+            gap: 1rem;
+            align-items: center;
+            color: white;
+            min-width: 280px;
+            justify-content: center;
+        }
+        .global-loader .logo svg {
+            width: 90px;
+            height: 55px;
+            filter: drop-shadow(0 2px 8px rgba(255, 95, 162, 0.3));
+        }
+    </style>
+</head>
+<body>
+    <h1>Goondex Logo Animation Test</h1>
+    
+    <div style="margin: 2rem 0;">
+        <h2>Static Logo:</h2>
+        <div id="static-logo" class="logo">
+            <img src="http://localhost:8788/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="180" height="110">
+        </div>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <h2>Animated Logo:</h2>
+        <div id="animated-logo" class="logo">
+            <img src="http://localhost:8788/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="180" height="110">
+        </div>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <button onclick="startAnimation()">Start Animation</button>
+        <button onclick="stopAnimation()">Stop Animation</button>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <button onclick="testLoader()">Test Loader (3 seconds)</button>
+    </div>
+
+    <div id="global-loader" class="global-loader" style="display:none;">
+        <div class="loader-content">
+        <div id="loader-logo" class="logo">
+            <img src="http://localhost:8788/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="90" height="55">
+        </div>
+            <div>Working...</div>
+        </div>
+    </div>
+
+    <script>
+        class LogoAnimator {
+            constructor() {
+                this.isAnimating = false;
+                this.logoElement = null;
+            }
+
+            init(svgElement) {
+                this.logoElement = svgElement;
+                this.identifyNipples();
+            }
+                if (!this.logoElement) return;
+                
+                const paths = this.logoElement.querySelectorAll('path');
+                let nippleIndex = 0;
+                
+                paths.forEach((path) => {
+                    const d = path.getAttribute('d');
+                    if (d && d.includes('1463.5643,67.636337')) {
+                        path.classList.add('nipple-left');
+                        nippleIndex++;
+                    } else if (d && d.includes('70.4489,0') && nippleIndex === 1) {
+                        path.classList.add('nipple-right');
+                        nippleIndex++;
+                    }
+                });
+            }
+                    });
+            }
+
+            startBounce() {
+                if (!this.logoElement || this.isAnimating) return;
+                
+                this.logoElement.classList.add('goondex-logo-animated');
+                this.isAnimating = true;
+            }
+
+            stopBounce() {
+                if (!this.logoElement) return;
+                
+                this.logoElement.classList.remove('goondex-logo-animated');
+                this.isAnimating = false;
+            }
+}
+            }
+
+            identifyParts() {
+                if (!this.logoElement) return;
+                const nipples = [];
+                const breasts = [];
+
+                const breastCandidates = [
+                    this.logoElement.querySelector('#breast-left'),
+                    this.logoElement.querySelector('#breast-right')
+                ].filter(Boolean);
+                const nippleCandidates = [
+                    this.logoElement.querySelector('#nipple-left'),
+                    this.logoElement.querySelector('#nipple-right')
+                ].filter(Boolean);
+
+                breasts.push(...breastCandidates);
+                nipples.push(...nippleCandidates);
+
+                if (nipples.length < 2) {
+                    const circ = Array.from(this.logoElement.querySelectorAll('circle, ellipse'));
+                    while (nipples.length < 2 && circ.length) nipples.push(circ.shift());
+                }
+                if (breasts.length < 2) {
+                    const shapes = Array.from(this.logoElement.querySelectorAll('path, polygon, rect'));
+                    while (breasts.length < 2 && shapes.length) breasts.push(shapes.shift());
+                }
+                if (breasts.length === 0) breasts.push(this.logoElement);
+                if (breasts.length === 1) breasts.push(this.logoElement);
+
+                if (breasts[0]) breasts[0].classList.add('breast-left');
+                if (breasts[1]) breasts[1].classList.add('breast-right');
+
+                if (nipples.length === 0) nipples.push(breasts[0], breasts[1]);
+                nipples.slice(0, 2).forEach((el, idx) => el && el.classList.add(idx === 0 ? 'nipple-left' : 'nipple-right'));
+            }
+
+            startBounce() {
+                if (!this.logoElement || this.isAnimating) return;
+                this.logoElement.classList.add('goondex-logo-animated');
+                this.isAnimating = true;
+            }
+
+            stopBounce() {
+                if (!this.logoElement) return;
+                this.logoElement.classList.remove('goondex-logo-animated');
+                this.isAnimating = false;
+            }
+        }
+
+        async function loadSVG(urls, targetId) {
+            const target = document.getElementById(targetId);
+            if (!target) return null;
+            for (const url of urls) {
+                try {
+                    const res = await fetch(url);
+                    if (!res.ok) throw new Error('fetch failed');
+                    const svgText = await res.text();
+                    target.innerHTML = svgText;
+                    const svg = target.querySelector('svg');
+                    return svg;
+                } catch (e) {
+                    continue;
+                }
+            }
+            // Fallback to img if all fetches fail (no animation possible)
+            target.innerHTML = `<img src=\"${urls[0]}\" alt=\"Goondex Logo\" width=\"100%\" height=\"100%\">`;
+            return null;
+        }
+
+        const logoURLs = [
+            "/static/img/logo/GOONDEX_Titty.svg",
+            "static/img/logo/GOONDEX_Titty.svg",
+            "./static/img/logo/GOONDEX_Titty.svg"
+
+
+        let animator = null;
+        let loaderAnimator = null;
+
+function initLogos() {
+            const animatedLogo = document.querySelector('#animated-logo img');
+            const loaderLogo = document.querySelector('#loader-logo img');
+            
+            if (animatedLogo) {
+                animator = new LogoAnimator();
+                animator.init(animatedLogo);
+                console.log('Animator initialized');
+            }
+            
+            if (loaderLogo) {
+                loaderAnimator = new LogoAnimator();
+                loaderAnimator.init(loaderLogo);
+                console.log('Loader animator initialized');
+            }
+        }
+
+        function startAnimation() {
+            if (animator) animator.startBounce();
+        }
+
+        function stopAnimation() {
+            if (animator) animator.stopBounce();
+        }
+
+        function testLoader() {
+            const loader = document.getElementById('global-loader');
+            loader.style.display = 'flex';
+
+            if (loaderAnimator) {
+                loaderAnimator.startBounce();
+            }
+
+            setTimeout(() => {
+                loader.style.display = 'none';
+                if (loaderAnimator) {
+                    loaderAnimator.stopBounce();
+                }
+            }, 3000);
+        }
+
+        initLogos();
+    </script>
+</body>
+</html>

test-logo.html

@@ -0,0 +1,64 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <title>Logo Animation Test</title>
+    <link rel="stylesheet" href="/static/css/goondex.css">
+    <link rel="stylesheet" href="/static/css/style.css">
+    <link rel="stylesheet" href="/static/css/logo-animation.css">
+</head>
+<body style="background: #1a1a1a; color: white; padding: 2rem;">
+    <h1>Goondex Logo Animation Test</h1>
+    
+    <div style="margin: 2rem 0;">
+        <h2>Static Logo:</h2>
+        <div class="logo">
+            <img src="/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="180" height="110">
+        </div>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <h2>Animated Logo:</h2>
+        <div class="logo">
+            <img id="animated-logo" src="/static/img/logo/GOONDEX_Titty.svg" alt="Goondex" width="180" height="110">
+        </div>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <button onclick="startAnimation()" style="background: #ff5fa2; color: white; border: none; padding: 0.5rem 1rem; border-radius: 4px; margin-right: 1rem;">Start Animation</button>
+        <button onclick="stopAnimation()" style="background: #666; color: white; border: none; padding: 0.5rem 1rem; border-radius: 4px;">Stop Animation</button>
+    </div>
+    
+    <div style="margin: 2rem 0;">
+        <h2>Loader Test:</h2>
+        <button onclick="testLoader()" style="background: #ff5fa2; color: white; border: none; padding: 0.5rem 1rem; border-radius: 4px;">Test Loader (3 seconds)</button>
+    </div>
+
+    <script src="/static/js/logo-animation.js"></script>
+    <script src="/static/js/app.js"></script>
+    <script>
+        let animator = null;
+        
+        function startAnimation() {
+            const logo = document.getElementById('animated-logo');
+            if (!animator) {
+                animator = new LogoAnimator();
+                animator.init(logo);
+            }
+            animator.startBounce();
+        }
+        
+        function stopAnimation() {
+            if (animator) {
+                animator.stopBounce();
+            }
+        }
+        
+        function testLoader() {
+            showLoader('Testing logo animation in loader...');
+            setTimeout(() => {
+                hideLoader();
+            }, 3000);
+        }
+    </script>
+</body>
+</html>