Database
Database management and queries
creating-openlineage-extractors
by necatiarslan
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.
migrating-airflow-2-to-3
by necatiarslan
Guide for migrating Apache Airflow 2.x projects to Airflow 3.x. Use when the user mentions Airflow 3 migration, upgrade, compatibility issues, breaking changes, or wants to modernize their Airflow codebase.
annotating-task-lineage
by necatiarslan
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.
docs-init
by mgiovani
Initialize comprehensive documentation structure for a project based
review-perf
by mgiovani
Perform comprehensive performance review analyzing database queries,
springboot-migration
by a-pavithraa
Migrate Spring Boot projects to version 4.0 with Java 25, including Spring Modulith 2.0 and Testcontainers 2.x upgrades. Use when user requests upgrading Spring Boot, migrating to Java 25, updating dependencies to Spring Boot 4, mentions Jackson 3 migration, asks about starter renames (web→webmvc, aop→aspectj), fixing test annotations (@MockBean→@MockitoBean), or needs help with Spring Modulith 2.0 or Testcontainers 2.x compatibility. Analyzes codebase for migration issues and guides through changes with specific file references.
salvo-path-syntax
by salvo-rs
Path parameter syntax guide for Salvo routing. Explains the {} syntax (v0.76+) vs deprecated <> syntax, with migration examples.
salvo-database
by salvo-rs
Integrate databases with Salvo using SQLx, Diesel, SeaORM, or other ORMs. Use for persistent data storage and database operations.
performing-systematic-debugging-for-stubborn-problems
by ArjenSchwarz
Applies a modified Fagan Inspection methodology to systematically resolve persistent bugs and complex issues. Use when multiple previous fix attempts have failed repeatedly, when dealing with intricate system interactions, or when a methodical root cause analysis is needed. Do not use for simple troubleshooting. Triggers after multiple failed debugging attempts on the same complex issue.
vault-search
by Roasbeef
Semantic search and Dataview-style queries across the Obsidian vault. Use when searching for notes by meaning, finding related content, querying frontmatter metadata, or answering questions about vault contents. Trigger phrases include "search vault", "find notes about", "what do I have on", "related notes", "list tasks", "show positions".
codeql
by runkids
Scans a codebase for security vulnerabilities using CodeQL's interprocedural data flow and taint tracking analysis. Triggers on "run codeql", "codeql scan", "codeql analysis", "build codeql database", or "find vulnerabilities with codeql". Supports "run all" (security-and-quality suite) and "important only" (high-precision security findings) scan modes. Also handles creating data extension models and processing CodeQL SARIF output.
databricks-local
by i9wa4
Databricks local additions - Queries API, VARIANT/JSON, Dashboard API, dbt integration, Jupyter kernel Supplements the official databricks skill with project-specific patterns. Use when: - Working with Databricks Queries API (saved queries) - Handling VARIANT type or JSON operations - Working with Lakeview Dashboard API - Integrating dbt with Databricks JSON/VARIANT columns - Running Jupyter notebooks with Databricks kernel
restricted-bigquery-dbt-environment
by i9wa4
Restricted BigQuery dbt environment
bigquery
by i9wa4
BigQuery Expert Engineer Skill - Comprehensive guide for GoogleSQL queries, data management, performance optimization, and cost management Use when: - Running bq commands (query, load, extract) - Writing GoogleSQL queries (functions, JOINs, CTEs) - Designing partitioned/clustered tables - Using BigQuery ML or external data sources
dbt-local
by i9wa4
Local dbt additions - Issue-specific target setup and Databricks SQL dialect notes. Supplements the official dbt and running-dbt-commands skills. Use when: - Setting up Issue-specific targets in profiles.yml - Working with Databricks SQL dialect quirks in dbt
ai-chatbot
by rebyteai-template
Full-featured AI chatbot with Next.js 15, Auth.js, Drizzle ORM, and multi-model support.
natural-language-postgres-presentation
by rebyteai-template
Presentation-focused Natural Language to SQL app with PPT-style visualizations.
clean-architecture
by markus41
Clean Architecture and SOLID principles implementation including dependency injection, layer separation, domain-driven design, hexagonal architecture, and code quality patterns
code-review
by block
Comprehensive code review checklist for pull requests
Intelligence Layer Skill
by markus41
AnythingLLM Documentation
fastapi-patterns
by markus41
FastAPI best practices, Pydantic models, SQLAlchemy ORM, async patterns, dependency injection, and JWT authentication. Activate for FastAPI apps, async Python APIs, API design, and modern Python web services.
Infrastructure Foundation Skill
by markus41
MinIO Documentation
FastAPI Caching
by markus41
This skill should be used when the user asks to "add caching", "implement Redis cache", "cache API response", "invalidate cache", "add cache layer", "optimize with caching", or mentions Redis, caching strategies, cache invalidation, or performance optimization. Provides Redis caching patterns for FastAPI.
Beanie ODM
by markus41
This skill should be used when the user asks to "create MongoDB model", "define Beanie document", "write MongoDB query", "create aggregation pipeline", "run database migration", "index MongoDB collection", or mentions Beanie, Motor, MongoDB documents, or async database operations. Provides MongoDB/Beanie ODM patterns for FastAPI.