Database
Database management and queries
annotating-task-lineage
by astronomer
Annotate Airflow tasks with data lineage using inlets and outlets. Use when the user wants to add lineage metadata to tasks, specify input/output datasets, or enable lineage tracking for operators without built-in OpenLineage extraction.
creating-openlineage-extractors
by astronomer
Create custom OpenLineage extractors for Airflow operators. Use when the user needs lineage from unsupported or third-party operators, wants column-level lineage, or needs complex extraction logic beyond what inlets/outlets provide.
search
by cosmix
Full-text search and search engine implementation. Use when implementing search functionality, autocomplete, faceted search, relevance tuning, or working with search indexes. Keywords: search, full-text search, Elasticsearch, OpenSearch, Meilisearch, Typesense, fuzzy search, autocomplete, faceted search, facets, inverted index, relevance, ranking, scoring, tokenizer, analyzer, search-as-you-type, aggregations, synonyms, indexing, query, filtering, highlighting, search UI, typeahead, suggestions.
pandasai
by vamseeachanta
Conversational data analysis using natural language queries on DataFrames. Chat with your data using LLMs to generate insights, create visualizations, and explain code.
polars
by vamseeachanta
High-performance DataFrame library for fast data processing with lazy evaluation, parallel execution, and memory efficiency
warehouse-init
by astronomer
Initialize warehouse schema discovery. Generates .astro/warehouse.md with all table metadata for instant lookups. Run once per project, refresh when schema changes. Use when user says "/data:warehouse-init" or asks to set up data discovery.
caching
by cosmix
Comprehensive caching strategies and patterns for performance optimization. Use when implementing cache layers, cache invalidation, TTL policies, or distributed caching. Covers Redis/Memcached patterns, CDN caching, database query caching, ML model caching, and eviction policies. Triggers: cache, caching, Redis, Memcached, CDN, TTL, invalidation, eviction, LRU, LFU, FIFO, write-through, write-behind, cache-aside, read-through, cache stampede, distributed cache, local cache, memoization, query cache, result cache, edge cache, browser cache, HTTP cache.
api-design
by lv416e
"Use when designing or modifying any API endpoint, before writing handler code - contract-first approach covering resource modeling, URL design, schema conventions, versioning, and authentication that ensures the interface is right before implementation begins APIエンドポイントの設計や変更時、ハンドラーコードを書く前に使用 - リソースモデリング、URL設計、スキーマ規約、バージョニング、認証を網羅するコントラクトファースト手法により、実装前にインターフェースの正しさを保証"
cosmos-dbt-core
by astronomer
Use when turning a dbt Core project into an Airflow DAG/TaskGroup using Astronomer Cosmos. Does not cover dbt Fusion. Before implementing, verify dbt engine, warehouse, Airflow version, execution environment, DAG vs TaskGroup, and manifest availability.
kaizen:analyse-problem
by NeoLabHQ
Comprehensive A3 one-page problem analysis with root cause and action plan
fpf:query
by NeoLabHQ
"Search the FPF knowledge base and display hypothesis details with assurance information"
kaizen:why
by NeoLabHQ
Iterative Five Whys root cause analysis drilling from symptoms to fundamentals
ai-sdk
by nuxt-content
'Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText, ToolLoopAgent, or tools, (2) Want to build AI agents, chatbots, or text generation features, (3) Have questions about AI providers (OpenAI, Anthropic, etc.), streaming, tool calling, or structured output.'
code-completion
by DaveSkender
Quality gates checklist for completing code work before finishing implementation cycles
moai-lang-python
by modu-ai
Python 3.13+ development specialist covering FastAPI, Django, async patterns, data science, testing with pytest, and modern Python features. Use when developing Python APIs, web applications, data pipelines, or writing tests.
deepchat-data-import
by ThinkInAIXYZ
Help developers build third-party tools that import, inspect, migrate, or analyze DeepChat data. Use when Codex needs to work with DeepChat provider configuration, model configuration, MCP/app settings, sessions, messages, legacy chat data, agent.db, chat.db, SQLCipher encrypted SQLite, Electron safeStorage wrapped passwords, Tauri importers, or native macOS/Windows/Linux data access.
springdoc-openapi
by claude-dev-suite
Springdoc OpenAPI for API documentation in Spring Boot. Covers Swagger UI configuration, annotations, schema customization, and security documentation. Based on production patterns from castellino and gestionale-presenze projects. USE WHEN: user mentions "Springdoc", "Spring Boot OpenAPI", "Swagger in Spring", "@Operation", "@Schema", "Swagger UI Spring", asks about "Spring Boot API documentation", "Spring REST documentation", "OpenAPI in Java" DO NOT USE FOR: General OpenAPI specs - use openapi instead; GraphQL - use graphql instead; Non-Spring Boot projects; Frontend OpenAPI generation - use openapi-codegen instead
reduce-unoptimized-query-oracle
by cockroachdb
Reduce an unoptimized-query-oracle test failure log to the simplest possible reproduction case. Use when you have unoptimized-query-oracle*.log files from a failed roachtest and need to find the minimal SQL to reproduce the bug.
notion-skill
by idanbeck
Read Notion databases and pages. Use when the user asks to pull data from Notion, list databases, query database entries, or export Notion content for migration.
python-peewee
by narumiruna
Patterns for using Peewee ORM with DatabaseProxy and scoped connections/transactions. Use when setting up DatabaseProxy, managing connection_context/atomic blocks, or writing tests with SQLite.
RAG System Configuration
by oyi77
This RAG system powers Vilona's memory. Every significant decision, lesson learned, and insight gets stored and retrieved automatically.
Vilona - BerkahKarya AI General Manager
by oyi77
Vilona is activated by default for all BerkahKarya-related conversations. Use RAG memory for context, oh-my-opencode for complex coding, and always stay focused on the mission: SURVIVE â GROW â DOMINATE.
laravel-debugging-prompts
by noartem
Create effective debugging prompts—include error messages, stack traces, expected vs actual behavior, logs, and attempted solutions
integration-test
by cockroachdb
Guidelines for writing integration tests with CockroachDB test servers, including when to use them and how to use sqlutils.