Topic · Code and Developer
SQL and Databases skills for Claude Code and Codex
Skills for writing queries, designing schemas and running databases, from PostgreSQL, MySQL and SQL Server to Redis, Qdrant, Neon and Supabase. Many come from the database vendors, so the agent follows the engine's own conventions for indexing, migrations and scaling.
Highest-scoring SQL and database skills in the October 22, 2026 snapshot: dbt-sf-to-bq-translator from google/skills (89/100), qdrant-edge from qdrant/skills (84/100) and mssql from sanjay3290/ai-skills (83/100). Scores come from the Suede Skill Check.
- 116 listed skills
- 19 repositories
- 28 with full pages
100 from official publishers. 11 bundle scripts. 3 connect to an outside service. Listed in Data, Analytics and Databases (97), DevOps and Cloud (8), Testing and QA (4), AI Agents and LLM Engineering (3), Developer Tools and Frameworks (2), Security (1), Video, Image, Audio and Creative (1).
All 116 SQL and database skills
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| Skill | Repository | What it does |
|---|---|---|
| basin 78/100 · C | cloudflare/skills | Builds and troubleshoots Cloudflare Basin analytics workflows with Basin Pipelines, Catalog, and SQL, such as streaming data into R2 Iceberg tables and querying them. |
| dbt-sf-to-bq-translator 89/100 · B | google/skills | Translates Snowflake dbt SQL models to BigQuery SQL, handling SQL compilation, Jinja macro masking, BigQuery Translation Service workflows, config transformations, type casting, and deduplication. |
| firebase-firestore 81/100 · B | firebase/skills | Sets up, queries, and configures Cloud Firestore databases, including data modeling, security rules, indexes, and SDK integrations for Web, Python, iOS, Android, and Flutter. |
| mssql 83/100 · B | sanjay3290/ai-skills | Executes read-only SQL queries against multiple Microsoft SQL Server databases, supporting schema exploration, SELECT queries for data analysis, and checking database contents. |
| mysql 83/100 · B | sanjay3290/ai-skills | Executes read-only SQL queries against multiple MySQL databases, supporting schema exploration, SELECT queries for data analysis, and checking database contents. |
| postgres 80/100 · B | sanjay3290/ai-skills | Executes read-only SQL queries against multiple PostgreSQL databases, supporting schema exploration, SELECT queries for data analysis, and checking database contents. |
| qdrant-advisor 77/100 · C | qdrant/skills | Diagnoses, troubleshoots, and advises on Qdrant deployments by loading the latest official Qdrant skills live from skills.qdrant.tech, covering performance, scaling, search quality, and monitoring. |
| qdrant-deployment-options 81/100 · B | qdrant/skills | Guides choosing a Qdrant deployment type, such as Docker, Cloud, local mode, embedded, Qdrant EDGE, or self-hosted, including when lowest latency is needed. |
| qdrant-edge 84/100 · B | qdrant/skills | Guides building on Qdrant Edge, the embedded in-process shard, including syncing with the server, BM25 and hybrid search, and snapshots. |
| qdrant-hybrid-cloud-setup 79/100 · C | qdrant/skills | Guides installing and running Qdrant Hybrid Cloud on your own Kubernetes cluster, covering storage, backups, the agent and operator, cluster exposure, and secret rotation. |
| qdrant-migration-tool 84/100 · B | qdrant/skills | Guides using the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from other vector databases into Qdrant, including resuming interrupted runs. |
| qdrant-model-migration 84/100 · B | qdrant/skills | Guides migrating to a new embedding model in Qdrant without downtime, including re-embedding data, changing model dimensions, switching providers, and A/B testing models. |
| qdrant-monitoring 80/100 · B | qdrant/skills | Guides Qdrant monitoring and observability setup, including which metrics to track, Prometheus, Grafana, health checks, alerts, and log centralization. |
| qdrant-multitenancy 84/100 · B | qdrant/skills | Guides tenant isolation architecture in Qdrant for multi-tenant applications, including partitioning tenants by payload, how many collections to create, and data residency. |
| qdrant-scaling 83/100 · B | qdrant/skills | Guides Qdrant scaling decisions such as node count, sharding, vertical versus horizontal scaling, throughput, tail latency, and retention windows for expiring old vectors. |
| qdrant-search-quality 78/100 · C | qdrant/skills | Diagnoses and improves Qdrant search relevance, covering embedding model choice, hybrid search, fusion, reranking, relevance feedback, and measuring retrieval quality. |
| qdrant-sizing 84/100 · B | qdrant/skills | Sizes a Qdrant deployment before provisioning, estimating RAM, node count, and instance type from vector count and dimensions, or checking an existing estimate. |
| qdrant-version-upgrade 84/100 · B | qdrant/skills | Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity, including rolling upgrades, version compatibility, and pre-upgrade checks. |
| query-debugging 77/100 · C | honeydew-ai/honeydew-ai-coding-agents-plugins | Inspects past Honeydew query executions, including client, semantic definition, compiled SQL, and who ran them, and helps debug failures. |
| redis-clustering 75/100 · C | redis/agent-skills | Guides Redis Cluster and replication design, including hash tags for multi-key operations, avoiding CROSSSLOT errors, and reading from replicas to scale reads. |
| redis-connections 78/100 · C | redis/agent-skills | Guides Redis client and connection setup, covering pooling, multiplexing, pipelining, client-side caching with RESP3, avoiding slow commands, and tuning socket timeouts. |
| redis-core 75/100 · C | redis/agent-skills | Guides Redis data modeling, including choosing the right data structure and using consistent colon-separated key names. |
| redis-observability 75/100 · C | redis/agent-skills | Guides Redis monitoring, covering which metrics to track, built-in commands for incident triage such as SLOWLOG and INFO, and when to use Redis Insight. |
| redis-search 76/100 · C | redis/agent-skills | Guides Redis Search work, including FT.CREATE schema design, field types, query syntax, command selection, vector similarity, hybrid retrieval, and RAG pipelines. |
| redis-security 75/100 · C | redis/agent-skills | Guides Redis security, covering authentication with requirepass and ACL users, TLS, least-privilege access control, network exposure limits, and disabling dangerous commands. |
| redis-semantic-cache 75/100 · C | redis/agent-skills | Guides semantic caching of LLM responses with Redis LangCache on Redis Cloud, including search and set calls, similarity threshold tuning, and per-task caches. |
| sql-queries 78/100 · C | phuryn/pm-skills | Generates SQL queries from natural language descriptions for BigQuery, PostgreSQL, MySQL, and other dialects, reading database schemas from uploaded diagrams or documentation. |
| supabase 81/100 · B | supabase/agent-skills | Guides work on Supabase projects, including Database, Auth, Edge Functions, Realtime, Storage, client libraries, migrations, security audits, and debugging errors. |
| alloydb-basics 87/100 · B | google/skills | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated… |
| amazon-aurora-mysql 78/100 · C | aws/agent-toolkit-for-aws | Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel… |
| amazon-aurora-postgresql 78/100 · C | aws/agent-toolkit-for-aws | Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora… |
| amazon-documentdb 80/100 · B | aws/agent-toolkit-for-aws | Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS/VPC/driver config, flexible-schema and vector-search data modeling… |
| amazon-neptune 72/100 · C | aws/agent-toolkit-for-aws | Provides authoritative guidance on Amazon Neptune Database and Neptune Analytics for graph, knowledge-graph, and relationship-heavy workloads —… |
| aws-database 81/100 · B | aws/agent-toolkit-for-aws | Routes any task involving AWS databases — choosing, comparing, recommending, getting started with, or operating a database — to the correct… |
| bigquery-observability 85/100 · B | google/skills | Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA… |
| bigquery-optimization 85/100 · B | google/skills | Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles… |
| chroma 77/100 · C | Orchestra-Research/AI-Research-SKILLs | Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple… |
| cloud-databases-onboarding 92/100 · A | google/skills | Guides users through discovering their database requirements, recommends a Google Cloud database based on a recommendation matrix, and assists in… |
| cloud-sql-basics 80/100 · B | google/skills | This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL… |
| connecting-to-data-source 82/100 · B | aws/agent-toolkit-for-aws | Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery… |
| create-dashboard 84/100 · B | gooseworks-ai/goose-skills | Create a custom web dashboard (React + Vite + Express) inside your sandbox to visualize the agent's Turso database. The dashboard is served on port… |
| creating-amazon-aurora-db-cluster-with-instances 74/100 · C | aws/agent-toolkit-for-aws | Creates a complete Amazon Aurora database cluster with instances, handling cluster creation, instance provisioning, and Secrets Manager password… |
| creating-oracle-to-postgres-master-migration-plan 74/100 · C | github/awesome-copilot | Discovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master… |
| creating-oracle-to-postgres-migration-bug-report 77/100 · C | github/awesome-copilot | Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle… |
| creating-oracle-to-postgres-migration-integration-tests 69/100 · D | github/awesome-copilot | Creates integration test cases targeting Oracle for .NET data access artifacts. Tests capture Oracle expected behavior as the authoritative… |
| database-lookup 74/100 · C | K-Dense-AI/claude-scientific-skills | Queries documented public database APIs with explicit endpoints, filters, pagination, and provenance. Used when a scientific, regulatory, financial… |
| database-optimizer 84/100 · B | jeffallan/claude-skills | Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution… |
| dms-schema-conversion 69/100 · D | aws/agent-toolkit-for-aws | Handles the full DMS Schema Conversion lifecycle including creating migration projects, converting database schemas to a target engine, running… |
| dummy-dataset 78/100 · C | phuryn/pm-skills | Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when… |
| efcore-d2-db-diagram 84/100 · B | github/awesome-copilot | Generate D2 database diagrams from Entity Framework Core models. USE FOR: EF Core database diagram, Entity Framework Core ERD, DbContext diagram, C#… |
| exporting-rds-to-s3 74/100 · C | aws/agent-toolkit-for-aws | Exports Amazon RDS or Aurora database snapshots to Amazon S3 in Apache Parquet format for analytics, backup, or data migration. Handles snapshot… |
| firebase-data-connect 72/100 · C | firebase/skills | Builds and deploys Firebase SQL Connect (aka Firebase Data Connect) backends with PostgreSQL securely. Use when designing schemas with tables and… |
| go-database 95/100 · A | eduardo-sl/go-agent-skills | Database patterns for Go services: database/sql, connection management, transactions, migrations, query builders, and ORM usage (sqlc, GORM, ent)… |
| ingesting-into-data-lake 80/100 · B | aws/agent-toolkit-for-aws | Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon… |
| migrating-oracle-to-postgres-data-access-code 77/100 · C | github/awesome-copilot | Migrates .NET/C# data access code from Oracle to PostgreSQL (Npgsql). Replaces Oracle NuGet packages, rewrites… |
| migrating-oracle-to-postgres-stored-procedures 74/100 · C | github/awesome-copilot | Migrates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL. Translates Oracle-specific syntax, preserves method signatures and type-anchored… |
| migrating-to-amazon-redshift 76/100 · C | aws/agent-toolkit-for-aws | Guides an end-to-end data-warehouse migration to Amazon Redshift — discovery, schema/SQL/stored-procedure/macro/script conversion, data migration… |
| mirrord-db-branching 69/100 · D | metalbear-co/skills | Helps users configure mirrord.json for database branching, enabling isolated database copies for safe development and testing. Use when the user… |
| neon 74/100 · C | neondatabase/agent-skills | Overview of Neon, a complete set of cloud backend primitives around Lakebase Postgres: Auth, Object Storage, Functions, the AI Gateway, and… |
| neon-auth 82/100 · B | neondatabase/agent-skills | Add authentication to a new app. Use for "add auth", "add login", Neon Auth (Managed Better Auth), identity routing, sign-up, sign-in, password… |
| neon-object-storage 79/100 · C | neondatabase/agent-skills | S3-compatible object storage that branches with your database, so each branch gets its own copy of the files and the rows that point at them. Use… |
| neon-postgres 82/100 · B | neondatabase/agent-skills | Guides and best practices for working with Lakebase Postgres on Neon: connections, pooled vs direct, schema migrations, branching, autoscaling… |
| neon-postgres-branches 81/100 · B | neondatabase/agent-skills | Choose and create the right Neon branch type for testing and development. Use when users ask about Neon branching, migration testing with real data… |
| neon-postgres-egress-optimizer 81/100 · B | neondatabase/agent-skills | Diagnose and fix excessive Postgres egress (network data transfer) in a codebase. Use when a user mentions high database bills, unexpected data… |
| neon-realtime 84/100 · B | neondatabase/agent-skills | Neon Realtime makes any SQL query live. Build realtime, reactive apps and agents on Lakebase Postgres with live SQL queries and reactivity… |
| nvidia-ontology-query 81/100 · B | NVIDIA/skills | Query Auto Ontology and validate generated SQL, rows, and answers. Use for MCP or REST access, readiness, authentication, conversations, and… |
| pinecone 77/100 · C | Orchestra-Research/AI-Research-SKILLs | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and… |
| planning-oracle-to-postgres-migration-integration-testing 74/100 · C | github/awesome-copilot | Creates an integration testing plan for .NET data access artifacts during Oracle-to-PostgreSQL database migrations. Analyzes a single project to… |
| postgres-pro 84/100 · B | jeffallan/claude-skills | Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features. Invoke for EXPLAIN analysis, JSONB… |
| postgresql-code-review 69/100 · D | github/awesome-copilot | PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards. Covers JSONB… |
| postgresql-optimization 69/100 · D | github/awesome-copilot | PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers… |
| qdrant-clients-sdk 70/100 · C | qdrant/skills | Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments. |
| qdrant-horizontal-scaling 73/100 · C | qdrant/skills | Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?'… |
| qdrant-hybrid-search 75/100 · C | qdrant/skills | Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus… |
| qdrant-hybrid-search-combining 76/100 · C | qdrant/skills | Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine… |
| qdrant-hybrid-search-prefetches 76/100 · C | qdrant/skills | Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when… |
| qdrant-indexing-performance-optimization 73/100 · C | qdrant/skills | Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is… |
| qdrant-memory-usage-optimization 76/100 · C | qdrant/skills | Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory… |
| qdrant-minimize-latency 73/100 · C | qdrant/skills | Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency'… |
| qdrant-monitoring-debugging 73/100 · C | qdrant/skills | Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory… |
| qdrant-monitoring-setup 73/100 · C | qdrant/skills | Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when… |
| qdrant-performance-optimization 73/100 · C | github/awesome-copilot | Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when… |
| qdrant-performance-optimization 81/100 · B | qdrant/skills | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning… |
| qdrant-relevance-feedback 74/100 · C | qdrant/skills | Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about… |
| qdrant-scaling 76/100 · C | github/awesome-copilot | Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster… |
| qdrant-scaling-data-volume 72/100 · C | qdrant/skills | Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical… |
| qdrant-scaling-qps 73/100 · C | qdrant/skills | Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low'… |
| qdrant-scaling-query-volume 70/100 · C | qdrant/skills | Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating… |
| qdrant-search-quality 76/100 · C | github/awesome-copilot | Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall'… |
| qdrant-search-quality-diagnosis 69/100 · D | github/awesome-copilot | Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches'… |
| qdrant-search-quality-diagnosis 76/100 · C | qdrant/skills | Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches'… |
| qdrant-search-speed-optimization 76/100 · C | qdrant/skills | Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput… |
| qdrant-search-strategies 78/100 · C | qdrant/skills | Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't… |
| qdrant-sliding-time-window 76/100 · C | qdrant/skills | Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data… |
| qdrant-tenant-scaling 73/100 · C | qdrant/skills | Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated… |
| qdrant-vector-search 69/100 · D | Orchestra-Research/AI-Research-SKILLs | High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest… |
| qdrant-version-upgrade 64/100 · D | github/awesome-copilot | Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity. |
| qdrant-vertical-scaling 76/100 · C | qdrant/skills | Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling'… |
| querying-aws-cloudwatch 67/100 · D | aws/agent-toolkit-for-aws | Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables. Covers VPC Flow Logs, WAF logs, CloudFront access logs… |
| querying-aws-s3 67/100 · D | aws/agent-toolkit-for-aws | Queries S3 object metadata, tracks bucket activity, audits object changes, searches annotations, and analyzes storage metrics using S3 Metadata… |
| querying-aws-sagemaker-catalog 69/100 · D | aws/agent-toolkit-for-aws | Runs SQL analytics on SageMaker Catalog asset metadata tables exported as Apache Iceberg in S3 Tables. Covers governance queries, asset growth… |
| querying-data-lake 84/100 · B | aws/agent-toolkit-for-aws | Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift). Triggers on phrases like: query data, run… |
| rds-oss 67/100 · D | aws/agent-toolkit-for-aws | Advises on Amazon RDS open-source engines (MySQL, MariaDB, PostgreSQL) for instance creation, upgrade planning, commitment pricing, proxy… |
| rds-sqlserver 78/100 · C | aws/agent-toolkit-for-aws | Provides connectivity, authentication, and troubleshooting guidance for Amazon RDS for SQL Server. Applicable when users ask about SSMS times out… |
| redshift-guide 76/100 · C | aws/agent-toolkit-for-aws | Amazon Redshift is NOT PostgreSQL; corrects LLM mistakes; covers SQL, metadata, connectivity/auth, storage, query performance, and operations… |
| reviewing-oracle-to-postgres-migration 77/100 · C | github/awesome-copilot | Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type… |
| scaffolding-oracle-to-postgres-migration-test-project 66/100 · D | github/awesome-copilot | Scaffolds an xUnit integration test project targeting Oracle in .NET solutions. Creates the test project, transaction-rollback base class, and seed… |
| spanner-basics 80/100 · B | google/skills | Assists in provisioning instances and databases, designing performant schemas, and querying data in Cloud Spanner on Google Cloud. Use when… |
| sql-code-review 69/100 · D | github/awesome-copilot | Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases… |
| sql-object-impact-analysis 82/100 · B | github/awesome-copilot | Before modifying a table, column, stored procedure, view, or trigger in a legacy codebase, trace every place that references it — across other SQL… |
| sql-optimization 69/100 · D | github/awesome-copilot | Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all… |
| sql-pro 84/100 · B | jeffallan/claude-skills | Optimizes SQL queries, designs database schemas, and troubleshoots performance issues. Use when a user asks why their query is slow, needs help… |
| sql-server-table-reconciliation 79/100 · C | github/awesome-copilot | Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift… |
| ssma-console 77/100 · C | github/awesome-copilot | Use when: SSMA console operations — create project, generate assessment report, convert schema, migrate data, Oracle to SQL Server migration, schema… |
| supabase-postgres-best-practices 67/100 · D | supabase/agent-skills | Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a… |
| upstash-redis 83/100 · B | github/awesome-copilot | Use Redis over HTTP from serverless and edge runtimes with @upstash/redis, and add rate limiting with @upstash/ratelimit. Use when the user mentions… |
How to choose SQL and database skills
Start with the engine you run. Vendor collections from Redis, Qdrant, Neon, Supabase and AWS encode dialect details and limits that general SQL skills miss.
Check whether a skill connects to a live database. Query runners for Postgres, MySQL and SQL Server read connection settings from environment variables; give them a read-only role first.
For migrations, such as Oracle to PostgreSQL, install the whole set from one collection. Those skills hand plans, code changes and test projects to each other in sequence.
Ranked SQL and database shortlists
Best Claude Code skills for data analysisTop pick: scientific-visualization (89/100) · 12 skills compared
Best Claude Code skills for RAG and vector searchTop pick: google-cloud-solution-rag-enterprise-search-gke-sqldb (87/100) · 15 skills compared
Best Claude Code skills for SQL and databasesTop pick: go-database (95/100) · 15 skills compared
Related topics
Vector Databases and Embeddings 57AWS 151Supabase and Firebase 22Data Warehouses 29Google Cloud 146RAG and Retrieval 32Observability and Monitoring 54Performance and Load Testing 14
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