Databases

Implement Supabase reference architecture with best-practice project layout. Use when designing new Supabase integrations, reviewing project structure, or establishing architecture standards for Supabase applications. Trigger with phrases like "supabase architecture", "supabase best practices", "supabase project structure", "how to organize supabase", "supabase layout".

Sql Transform Helper - Auto-activating skill for Data Pipelines. Triggers on: sql transform helper, sql transform helper Part of the Data Pipelines skill category.

Implement intelligent API response caching with Redis, Memcached, and CDN integration. Use when optimizing API performance with caching. Trigger with phrases like "add caching", "optimize API performance", or "implement cache layer".

Deploy and orchestrate Vertex AI ADK agents using A2A protocol. Manages AgentCard discovery, task submission, Code Execution Sandbox, and Memory Bank. Use when asked to "deploy ADK agent" or "orchestrate agents". Trigger with phrases like 'deploy', 'infrastructure', or 'CI/CD'.

Execute apply Supabase advanced debugging techniques for hard-to-diagnose issues. Use when standard troubleshooting fails, investigating complex race conditions, or preparing evidence bundles for Supabase support escalation. Trigger with phrases like "supabase hard bug", "supabase mystery error", "supabase impossible to debug", "difficult supabase issue", "supabase deep debug".

Firestore Index Creator - Auto-activating skill for GCP Skills. Triggers on: firestore index creator, firestore index creator Part of the GCP Skills skill category.

Test automate security vulnerability testing covering OWASP Top 10, SQL injection, XSS, CSRF, and authentication issues. Use when performing security assessments, penetration tests, or vulnerability scans. Trigger with phrases like "scan for vulnerabilities", "test security", or "run penetration test".

Dynamodb Table Designer - Auto-activating skill for AWS Skills. Triggers on: dynamodb table designer, dynamodb table designer Part of the AWS Skills skill category.

Create a minimal working Supabase example. Use when starting a new Supabase integration, testing your setup, or learning basic Supabase API patterns. Trigger with phrases like "supabase hello world", "supabase example", "supabase quick start", "simple supabase code".

Elasticsearch Index Manager - Auto-activating skill for DevOps Advanced. Triggers on: elasticsearch index manager, elasticsearch index manager Part of the DevOps Advanced skill category.

Execute set up comprehensive observability for Supabase integrations with metrics, traces, and alerts. Use when implementing monitoring for Supabase operations, setting up dashboards, or configuring alerting for Supabase integration health. Trigger with phrases like "supabase monitoring", "supabase metrics", "supabase observability", "monitor supabase", "supabase alerts", "supabase tracing".

Process use when you need to work with connection management. This skill provides connection pooling and management with comprehensive guidance and automation. Trigger with phrases like "manage connections", "configure pooling", or "optimize connection usage".

Collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases. Use when monitoring system performance or troubleshooting infrastructure issues. Trigger with phrases like "collect infrastructure metrics", "monitor server performance", or "track system resources".

Elasticache Config - Auto-activating skill for AWS Skills. Triggers on: elasticache config, elasticache config Part of the AWS Skills skill category.

Use the @steipete/oracle CLI to bundle a prompt plus the right files and get a second-model review (API or browser) for debugging, refactors, design checks, or cross-validation.

TRPC with Tanstack Query patterns Applies to files matching: *.tsx.

Run omicverse's CellPhoneDB v5 wrapper on annotated single-cell data to infer ligand-receptor networks and produce CellChat-style visualisations.

Help Claude query STRING for protein interactions, build PPI graphs with pyPPI, and render styled network figures for bulk gene lists.

Apply systematic performance optimization techniques for Python and Rust code: estimation + profiling, API/bulk design, algorithmic wins, cache-friendly memory layout, fewer allocations, fast paths, caching, and compiler-friendly hot loops. Use for performance code reviews, refactors, and profiling-driven optimizations. Keywords: performance, latency, throughput, cache, allocation, memory layout, PyO3, msgspec, tokio, async, pprof, py-spy, perf.

Process use when you need to work with database documentation. This skill provides automated documentation generation with comprehensive guidance and automation. Trigger with phrases like "generate docs", "document schema", or "create database documentation".