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Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Conventions and safety rules for changing the Amazon.Lambda.Annotations library and its source generator, including the T4 templates that generate Lambda handler code. | aws/ | 1.7k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 2 | Add a new AWS event source attribute (e.g., Kinesis, Kafka, MQ) to the Lambda .NET Annotations framework, including the attribute class, source generator integration, CloudFormation writer, unit… | aws/ | 1.7k | — | ~3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 3 | AWS CDK CLI general PR reviewer. An agent skill from aws/aws-cdk-cli. | aws/ | 107 | — | ~2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 4 | Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow. | aws/ | 2.8k | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5 | A skill your agent uses when validating that a C2J-to-Smithy migrated AWS SDK service builds, packages, and stays API-compatible with the shipping SDK, or before reporting such a migration as done… | aws/ | 147 | — | ~4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 6 | A skill your agent uses for GPU training or inference clusters on SageMaker HyperPod (Slurm or EKS), ParallelCluster, or self-managed EC2/EKS GPU instances. | aws/ | 103 | — | ~5.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 7 | Migrates vibe-coded web applications to AWS. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 8 | A skill your agent uses when working on the AWS SDK for .NET source code itself, including Core runtime changes, service client implementations, generator or model changes, repo-specific build and… | aws/ | 147 | — | ~503 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 9 | ALWAYS use this skill in the beginning of any incident investigation, root cause analysis, or operational troubleshooting. | aws/ | 103 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 10 | Deploy an event-driven workflow that routes S3 uploads to either Lambda or Fargate via Step Functions based on file size. | aws/ | 2.8k | — | ~4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 11 | AWS Database Migration Service (DMS) operational review and troubleshooting skill. | aws/ | 103 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 12 | The Smithy JSON AST facts and model invariants the SmithyDotNet generator relies on. | aws/ | 147 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 13 | Deploys, queries, and debugs AWS Marketplace usage-based (PAYG) metering — the pipeline (ResolveCustomer, BatchMeterUsage, EventBridge via SAM) and querying/debugging metering records, statuses… | aws/ | 2.8k | — | ~18k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 14 | Performs a comprehensive Amazon ECS operations review across the 6 review pillars (Resiliency & HA, Observability, Security, Operations, Performance, Additional Analysis) using read-only AWS APIs… | aws/ | 103 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 15 | Smithy shape to .NET type mapping, nullability, collection element rules, and error-shape naming/member rules. | aws/ | 147 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 16 | Comprehensive Amazon RDS and Aurora operational review aligned with the AWS Well-Architected Framework and RDS/Aurora best practices. | aws/ | 103 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 17 | 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 | yesterday |
| 18 | Amazon SageMaker AI Operational Review. An agent skill from aws/tools-for-devops-agent. | aws/ | 103 | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | The public-API contract SmithyDotNet-generated code must match against the shipping AWS SDK for .NET - what must match vs. | aws/ | 147 | — | ~6.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 20 | Use this skill during any incident investigation, capacity planning, or operational troubleshooting when the issue may be caused by hitting AWS service limits. | aws/ | 103 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | 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 | yesterday |
| 22 | S3 resiliency, security, and data protection review. An agent skill from aws/tools-for-devops-agent. | aws/ | 103 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 23 | Authors and edits AWS Step Functions state machines: writes Amazon States Language (ASL) in JSONata, and chooses and structures state types (Task, Choice, Map, Parallel, Pass, Wait, Succeed, Fail). | aws/ | 2.8k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 24 | ALWAYS use this skill in the beginning of any incident investigation, root cause analysis, or operational troubleshooting. | aws/ | 103 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 25 | 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 | yesterday |
| 26 | 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 | yesterday |
| 27 | Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management. | aws/ | 2.8k | 1 repo | ~2.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 28 | Deploys a Regional REST API with a custom domain name, a Lambda backend function, and a request-based Lambda authorizer using AWS CLI. | aws/ | 2.8k | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 29 | Full inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg catalogs. | aws/ | 2.8k | 1 repo | ~2.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 30 | 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 | yesterday |
| 31 | Create and secure S3 buckets following AWS best practices for access control, encryption, monitoring, and remediation of misconfigurations. | aws/ | 2.8k | 1 repo | ~2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 32 | Comprehensive Amazon Data Firehose (formerly Kinesis Data Firehose) review aligned with the AWS Well-Architected Framework and Firehose best practices. | aws/ | 103 | — | ~6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 33 | Migrate workloads from Heroku to AWS. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~7.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 34 | Provides verified corrections for IAM behaviors that AI agents frequently get wrong — policy evaluation edge cases, trust policy gotchas, STS session limits, Organizations quirks, and SAML/MFA… | aws/ | 2.8k | 1 repo | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 35 | 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 | yesterday |
| 36 | Creates and manages secrets in AWS Secrets Manager following security best practices. | aws/ | 2.8k | 1 repo | ~461 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 37 | A skill your agent uses when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite. | aws/ | 2.8k | — | ~21k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 38 | Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express. | aws/ | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 39 | A skill your agent uses when deploying your agent to AWS, or when a deploy has failed. | aws/ | 2.8k | — | ~2k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 40 | A skill your agent uses when a developer wants to create a new agent project or get started with AgentCore. | aws/ | 2.8k | — | ~4.3k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 41 | Connects AI agents to remote Windows desktop applications on Amazon WorkSpaces Applications (AppStream 2.0) through the managed Agent Access MCP server, and guides reliable desktop automation. | aws/ | 2.8k | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 42 | Startup-tailored AWS architecture advice for non-agent workloads, adjusted to the company's stage (pre-revenue through Series B+), team size, runway, and credits. | aws/ | 2.8k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 43 | Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). | aws/ | 2.8k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 44 | Analyze AWS costs, find savings, manage budgets, evaluate Savings Plans and Reserved Instances, right-size EC2/Lambda/RDS/EBS with Compute Optimizer, look up service pricing, query CUR with Athena… | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 45 | Builds resilient, long-running, multi-step applications with AWS Lambda durable functions with automatic state persistence, retry logic, and orchestration for long-running executions. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 46 | 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 | yesterday |
| 47 | Diagnoses and root-causes Amazon MWAA workflow failures across Provisioned (Python DAG) and Serverless (YAML workflow) environments. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 48 | AWS Startups reference content — Activate FAQ, credits guide, programs, partner offers, sample architectures, and hundreds of learn articles spanning generative AI, cloud architecture, cost… | aws/ | 2.8k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
