Back to skills
SKILL.md
Collection
ASecurityAdvanced product search system with keyword scoring, Vietnamese text normalization, multi-field matching, and search result ranking. USE WHEN implementing search functionality, adding keyword scoring to products, optimizing search algorithm, or improving search relevance.
- 24 stars
- 0 votes
- 0 copies
- 2 views
- Added September 8, 2026
Works with
Security analysis
100/100Pro scans all 21 files and shows the line behind each finding
npx -y skills add mattnigh/skills_collection --skill collection --agent claude-codeAre you the author of Collection?
Add the live security badge to your README. It updates with every re-scan.
[](https://www.skillsdirectory.com/skills/mattnigh-collection-f0097aae)---
name: product-search-scoring
description: Advanced product search system with keyword scoring, Vietnamese text normalization, multi-field matching, and search result ranking. USE WHEN implementing search functionality, adding keyword scoring to products, optimizing search algorithm, or improving search relevance.
---
## When to Activate This Skill
- User says "tìm kiếm sản phẩm", "search products", "implement search"
- Task involves search algorithm or keyword matching
- Need to add scoring/ranking to search results
- Improving search relevance or performance
- Implementing Vietnamese text search with accent handling
- Adding search analytics or trending keywords
## Core Architecture
### 3-Component System
**Component 1: Text Normalization**
- Remove Vietnamese accents (à, á, ả... → a)
- Convert to lowercase
- Strip special characters
- Normalize whitespace
**Component 2: Keyword Processing**
- Split search input into individual terms
- Filter stop words (từ, của, với, theo, etc.)
- Remove empty terms
- Maintain search index for fast lookup
**Component 3: Query Building & Sorting**
- Multi-field search (name, brand, type, tags)
- Multiple filter criteria (category, price, tags)
- Relevance-based sorting
- Pagination support
## Cache Strategy
Implement caching to prevent repeated searches:
```php
// Generate cache key from filters
protected function makeCacheKey(array $filters): string
{
return 'product_filter_ids:' . md5(json_encode($filters));
}
// Cache product IDs from filter query
$cacheKey = $this->makeCacheKey($filters);
$cacheTtl = ProductCacheService::SHORT_CACHE_TTL; // e.g., 300 seconds
$allProductIds = Cache::remember($cacheKey, $cacheTtl, function () use ($filters) {
$idQuery = Product::query()->select('products.id');
$this->applyFilters($idQuery, $filters);
$this->applySort($idQuery, $filters['sort']);
return $idQuery->pluck('products.id')->all();
});
```
## Search Index Field
Maintain a denormalized `search_index` column on products:
```php
// In Product model migration or observer
$searchIndex = StringHelper::normalizeForSearch(
implode(' ', [
$product->name,
$product->brand,
$product->type,
$product->tags->pluck('name')->join(' ')
])
);
$product->update(['search_index' => $searchIndex]);
```
## Keyword Highlighting
Display found keywords highlighted in results:
```php
public static function highlightSearchTerm(string $text, string $searchTerm): string
{
if (empty($searchTerm)) return e($text);
$searchTerms = self::splitSearchTerms($searchTerm);
$highlighted = $text;
foreach ($searchTerms as $term) {
$pattern = '/(' . preg_quote($term, '/') . ')/i';
$highlighted = preg_replace($pattern,
'<mark class="bg-yellow-200">$1</mark>',
$highlighted
);
}
return $highlighted;
}
```
## Common Patterns
### Pattern 1: Simple Text Search
User searches "giày nike" → Find products with name containing both terms
### Pattern 2: Category Filter + Search
User filters by "Tất, vớ" + searches "cotton" → Show cotton socks/stockings
### Pattern 3: Brand Filter + Sort
User selects "Nike" brand + sorts by price ascending → Show Nike products cheapest first
### Pattern 4: Multi-filter
User selects type + brand + tags + searches → Combine all filters with AND/OR logic
## Key Principles
1. **Normalize Vietnamese text** - Accent removal essential for accurate matching
2. **Filter stop words** - Remove common Vietnamese words to improve relevance
3. **Use search_index** - Denormalize search field for performance
4. **Cache aggressively** - Cache filter results by normalized filter key
5. **Multi-field search** - Search across name, brand, type, tags
6. **Flexible filtering** - Support category, brand, price, tag filters
7. **Pagination-friendly** - Cache IDs, then fetch only needed records
## Scoring Improvements (Advanced)
For production, consider these enhancements:
- **Exact match boost**: Higher score if full search term matches product name
- **Field weighting**: Name match worth more than tag match
- **Freshness**: Newer products ranked higher when relevance is equal
- **Popularity**: Track search term frequency for trending keywords
- **User behavior**: Click-through rate and sales indicate relevance
## Critical Requirements
- ⚠️ Always normalize Vietnamese text (accents cause 90% of missed matches)
- ⚠️ Update search_index when product name/brand/type changes
- ⚠️ Cache search queries (major performance bottleneck)
- ✅ Support multiple filter combinations
- ✅ Handle pagination efficiently
## Related Skills
- **image-management**: Use for product images in search results
- **filament-rules**: For admin panel to manage products
- **database-backup**: Before migrating to add search_index column
## Supplementary Resources
For comprehensive implementation guide: `read .claude/skills/workflows/product-search-scoring/CLAUDE.md`
---
## References
**Implementation Steps:** `read .claude/skills/workflows/product-search-scoring/references/implementation-steps.md`
Files in this skill
- 0Chan-smc__claude-code-workflow-lab__claude__skills__frontend-dev-guidelines__SKILL.md
- 17hz__nextjs-template__claude__skills__example-skill__SKILL.md
- 1ambda__dataops-platform__claude__skills__context-synthesis__SKILL.md
- 1natsu172__dotfiles__claude__skills__git-analysis__SKILL.md
- 1natsu172__dotfiles__claude__skills__github-pr-best-practices__SKILL.md
- 23Maestro__prospect-pipeline__claude__skills__npid-fastapi-skill.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-code-javascript__SKILL.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-code-python__SKILL.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-expression-syntax__SKILL.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-mcp-tools-expert__SKILL.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-node-configuration__SKILL.md
- 360AYA25__ClaudeN8N__claude__skills__n8n-workflow-patterns__SKILL.md
- 3x-Projetos__claude-memory-framework__claude__skills__scientist__SKILL.md
- 5MinFutures__futures-arena__claude__skills__migration-tracker__SKILL.md
- 5MinFutures__futures-arena__claude__skills__planning-guidelines__SKILL.md
- 92Bilal26__TaskPilotAI__claude__skills__assessment-builder__SKILL.md
- 92Bilal26__TaskPilotAI__claude__skills__book-scaffolding__SKILL.md
- 92Bilal26__TaskPilotAI__claude__skills__code-validation-sandbox__SKILL.md
- 92Bilal26__TaskPilotAI__claude__skills__exercise-designer__SKILL.md
- 92Bilal26__TaskPilotAI__claude__skills__learning-objectives__SKILL.md
Attribution
Comments
Loading comments…