seaborn

21.8k

davila7

Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for exploratory analysis and publication figures.

implementing-search-filter

296

ancoleman

Implements search and filter interfaces for both frontend (React/TypeScript) and backend (Python) with debouncing, query management, and database integration. Use when adding search functionality, building filter UIs, implementing faceted search, or optimizing search performance.

Search Quality Tester

71

PramodDutta

Evaluate search functionality quality including relevance ranking, typo tolerance, faceted filtering, autocomplete accuracy, and zero-results handling

Search Functionality Testing

71

PramodDutta

Search feature testing including relevance scoring, autocomplete, typo tolerance, faceted search, pagination, and search analytics verification.

taxonomy-architecture

31

melodic-software

Use when designing category hierarchies, tag systems, faceted classification, or vocabulary management for content organization. Covers flat vs hierarchical taxonomies, term relationships, multi-taxonomy content, and taxonomy APIs for headless CMS.

algolia-search

29

omer-metin

Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning. Use when "adding search to, algolia, instantsearch, search api, search functionality, typeahead, autocomplete search, faceted search, search index, search as you type, algolia, search, instantsearch, indexing, relevance, faceted-search, autocomplete" mentioned.

pages-category-pages

15

kostja94

When the user wants to create, optimize, or audit e-commerce category pages or listing pages. Also use when the user mentions "category page," "product category," "faceted navigation," "filter URLs," or "e-commerce listing."

search-engine-setup

9

TerminalSkills

Set up and optimize search engines for applications. Use when someone asks to "add search to my app", "set up Elasticsearch", "configure Algolia", "fix search relevance", "add autocomplete", "fuzzy search", or "faceted filtering". Covers index design, data sync, search API, autocomplete, relevance tuning, and query analysis.

meilisearch

9

TerminalSkills

Add fast, typo-tolerant full-text search with Meilisearch. Use when a user asks to add search to an app, implement full-text search, set up a search engine, replace Elasticsearch with something simpler, add autocomplete or instant search, build a product catalog search, index documents for search, configure search relevancy, add faceted filtering, or deploy a self-hosted search engine. Covers indexing, querying, facets, filtering, sorting, multi-tenancy, and integration with Node.js, Python, and REST API.

self-review

7

K9i-0

Self-review before task completion. Multi-faceted validation using Gemini CLI + Claude subagent.

Iterating Code

5

WarrenZhu050413

Explore complex, multi-faceted topics requiring deep understanding through a three-round iterative strategy with parallel subagents.

polish-gemstone

2

pjt222

Polish cut gemstones to final finish using progressive abrasive sequences. Covers pre-polish sanding, polishing compounds, lap selection, and quality assessment for both cabochons and faceted stones. Use when a cabochon or faceted stone has completed cutting and is ready for polishing, selecting the correct compound and lap for a specific species, troubleshooting a polish that will not reach full lustre (orange peel, haze, scratches), or re-polishing a stone with surface wear.

cut-gemstone

2

pjt222

Cut gemstones using cabochon and faceting techniques. Covers rough assessment, orientation for optimal color and yield, dopping, cutting angles, and crown/pavilion geometry for standard brilliant cuts. Use when you have rough gemstone material to cut into a cabochon or faceted stone, planning cutting orientation for optimal colour or optical phenomena, setting up a cabbing or faceting machine, or selecting the appropriate cutting approach for a given material.

cut-gemstone

2

pjt222

Cut gemstones using cabochon and faceting techniques. Covers rough assessment, orientation for optimal color and yield, dopping, cutting angles, and crown/pavilion geometry for standard brilliant cuts. Use when you have rough gemstone material to cut into a cabochon or faceted stone, planning cutting orientation for optimal colour or optical phenomena, setting up a cabbing or faceting machine, or selecting the appropriate cutting approach for a given material.

polish-gemstone

2

pjt222

Polish cut gemstones to final finish using progressive abrasive sequences. Covers pre-polish sanding, polishing compounds, lap selection, and quality assessment for both cabochons and faceted stones. Use when a cabochon or faceted stone has completed cutting and is ready for polishing, selecting the correct compound and lap for a specific species, troubleshooting a polish that will not reach full lustre (orange peel, haze, scratches), or re-polishing a stone with surface wear.

cross-domain-thinking-toolbox

hexbee

Apply 25 professional mental models to solve complex problems. Use when: (1) facing multi-faceted challenges that require diverse perspectives, (2) stuck in single-minded approaches, (3) need innovative solutions, (4) making major decisions with multiple stakeholders, (5) understanding complex human behavior, or (6) seeking to break cognitive biases and adopt alternative viewpoints.