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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | AWS Database Migration Service (DMS) operational review and troubleshooting skill. | aws/ | 103 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | today |
| 2 | Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS/VPC/driver config, flexible-schema and vector-search data modeling, MongoDB compatibility assessment, DMS-based migration… | aws/ | 2.8k | — | ~5.9k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | Activate when developers have latent caching needs: slow API responses, database read bottlenecks, DynamoDB throttling or cost, RDS/Aurora scaling pressure, Bedrock latency or cost, or adding a… | aws/ | 2.8k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | today |
| 4 | Provisions and manages Aurora DSQL clusters, connects via psql or DSQL Connectors, manages schemas, runs queries, migrates from MySQL, diagnoses query plans, and develops apps on serverless… | aws/ | 2.8k | — | ~9.6k | Automated safety check: Pass | Apache-2.0 | today |
| 5 | AWS SDK for Python (boto3/botocore) development patterns. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | 1 repo | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 6 | Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery. | aws/ | 2.8k | 1 repo | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 7 | Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery, DynamoDB, or existing Glue… | aws/ | 2.8k | 1 repo | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 8 | Amazon Redshift domain expertise for query optimization, operational reviews, and cost optimization on provisioned clusters and Serverless workgroups. | aws/ | 103 | — | ~7.3k | Automated safety check: Pass | Apache-2.0 | today |
| 9 | Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query). | aws/ | 2.8k | — | ~4.3k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). | aws/ | 2.8k | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | today |
| 11 | AWS SDK for JavaScript v3 development patterns. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift). | aws/ | 2.8k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 13 | Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors). | aws/ | 2.8k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Retrieves authoritative guidance on Amazon Timestream for InfluxDB across its supported engine variants. | aws/ | 2.8k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | today |
| 15 | Provides authoritative compatibility checks, pricing estimates, connection troubleshooting, pre-warming guidance, and infrastructure mutations for Amazon Keyspaces (for Apache Cassandra). | aws/ | 2.8k | — | ~7.5k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI). | aws/ | 2.8k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables. | aws/ | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | today |
| 18 | Enables Redshift system-table (SYS) log publishing to S3 Tables in Apache Iceberg format for both Provisioned clusters and Serverless namespaces, verifies publishing status, and queries the… | aws/ | 2.8k | — | ~5.9k | Automated safety check: Pass | Apache-2.0 | today |
| 19 | Queries S3 object metadata, tracks bucket activity, audits object changes, searches annotations, and analyzes storage metrics using S3 Metadata system tables (journal, inventory, annotation) and S3… | aws/ | 2.8k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
| 20 | Advises on Amazon RDS open-source engines (MySQL, MariaDB, PostgreSQL) for instance creation, upgrade planning, commitment pricing, proxy evaluation, and Blue/Green deployments. | aws/ | 2.8k | — | ~6.2k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Answers questions about Amazon Application Recovery Controller (ARC) Region switch including architecture, plans, execution blocks, workflows, triggers, active/active vs active/passive… | aws/ | 2.8k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | Exports Amazon RDS or Aurora database snapshots to Amazon S3 in Apache Parquet format for analytics, backup, or data migration. | aws/ | 2.8k | — | ~495 | Automated safety check: Pass | Apache-2.0 | today |
| 23 | Guides an end-to-end data-warehouse migration to Amazon Redshift — discovery, schema/SQL/stored-procedure/macro/script conversion, data migration, validation, performance comparison, and reporting. | aws/ | 2.8k | — | ~2.7k | Automated safety check: Notes | Apache-2.0 | today |
| 24 | Amazon Redshift is NOT PostgreSQL — corrects PostgreSQL-derived LLM mistakes; covers Redshift-specific SQL, DDL, COPY/UNLOAD, system views, metadata discovery, and operational patterns. | aws/ | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | today |
| 25 | Database-level data-plane diagnostics for Aurora MySQL and Aurora PostgreSQL. | aws/ | 103 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | today |
| 26 | Routes any task involving AWS databases — choosing, comparing, recommending, getting started with, or operating a database — to the correct service-specific skill. | aws/ | 2.8k | — | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 27 | Configures VPC endpoints (interface and gateway) for private AWS service access using AWS PrivateLink. | aws/ | 2.8k | — | ~396 | Automated safety check: Pass | Apache-2.0 | today |
| 28 | Connects an AWS Lambda function to DynamoDB with IAM roles, stream event source mapping, and read/write permissions. | aws/ | 2.8k | — | ~341 | Automated safety check: Pass | Apache-2.0 | today |
| 29 | Creates a complete Amazon Aurora database cluster with instances, handling cluster creation, instance provisioning, and Secrets Manager password management in the proper sequence. | aws/ | 2.8k | — | ~403 | Automated safety check: Pass | Apache-2.0 | today |
| 30 | Handles the full DMS Schema Conversion lifecycle including creating migration projects, converting database schemas to a target engine, running compatibility assessments, navigating metadata trees… | aws/ | 2.8k | — | ~6.1k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | Diagnoses and resolves Amazon RDS for Oracle connectivity, authentication, networking, and driver troubleshooting. | aws/ | 2.8k | — | ~6.2k | Automated safety check: Pass | Apache-2.0 | today |
| 32 | Selects, investigates, and compares AWS object, file, and block storage services, and answers cost, performance, configuration, security, and troubleshooting questions about storage services. | aws/ | 2.8k | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | today |
| 33 | Resolve data lake and lakehouse asset references across Glue Data Catalog, S3, S3 Tables, and Redshift. | aws/ | 2.8k | — | ~4.2k | Automated safety check: Warn | Apache-2.0 | today |
