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Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 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 | today |
| 2 | AWS CDK CLI general PR reviewer. An agent skill from aws/aws-cdk-cli. | aws/ | 107 | — | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | 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 | today |
| 4 | 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/ | 145 | — | ~4k | Automated safety check: Pass | Apache-2.0 | today |
| 5 | A skill your agent uses to extend an existing agent project with memory, app integration, VPC, multi-agent, migration, model, browser, code interpreter, payments, or resource removal. | aws/ | 2.8k | — | ~2.3k | Automated safety check: Notes | Apache-2.0 | today |
| 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/ | 102 | — | ~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 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 145 | — | ~503 | Automated safety check: Pass | Apache-2.0 | today |
| 9 | ALWAYS use this skill in the beginning of any incident investigation, root cause analysis, or operational troubleshooting. | aws/ | 102 | — | ~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 | today |
| 11 | AWS Database Migration Service (DMS) operational review and troubleshooting skill. | aws/ | 102 | — | ~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/ | 145 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 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 | today |
| 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/ | 102 | — | ~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/ | 145 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | A skill your agent uses when THIS agent needs to pay for x402-protected content at runtime: hitting a paywall mid-task, settling it via AgentCore Payments, and applying operator-defined spend limits. | aws/ | 2.8k | — | ~6.5k | Automated safety check: Notes | Apache-2.0 | today |
| 17 | Comprehensive Amazon RDS and Aurora operational review aligned with the AWS Well-Architected Framework and RDS/Aurora best practices. | aws/ | 102 | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 18 | What the SmithyDotNet generator must emit for request marshallers and response/error unmarshallers, per Smithy binding trait and protocol. | aws/ | 145 | — | ~8.2k | Automated safety check: Pass | Apache-2.0 | today |
| 19 | 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 |
| 20 | Amazon SageMaker AI Operational Review. An agent skill from aws/tools-for-devops-agent. | aws/ | 102 | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 21 | The public-API contract SmithyDotNet-generated code must match against the shipping AWS SDK for .NET - what must match vs. | aws/ | 145 | — | ~6.6k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | 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 |
| 23 | Use this skill during any incident investigation, capacity planning, or operational troubleshooting when the issue may be caused by hitting AWS service limits. | aws/ | 102 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 24 | 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 |
| 25 | S3 resiliency, security, and data protection review. An agent skill from aws/tools-for-devops-agent. | aws/ | 102 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 26 | 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 | today |
| 27 | ALWAYS use this skill in the beginning of any incident investigation, root cause analysis, or operational troubleshooting. | aws/ | 102 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 28 | 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 |
| 29 | 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 |
| 30 | 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 | today |
| 31 | 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 | today |
| 32 | 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 | today |
| 33 | 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 |
| 34 | 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 | today |
| 35 | Comprehensive Amazon Data Firehose (formerly Kinesis Data Firehose) review aligned with the AWS Well-Architected Framework and Firehose best practices. | aws/ | 102 | — | ~6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 36 | 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 | today |
| 37 | Amazon Redshift domain expertise for query optimization, operational reviews, and cost optimization on provisioned clusters and Serverless workgroups. | aws/ | 102 | — | ~7.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 38 | 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 | today |
| 39 | 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 | — | ~16k | Automated safety check: Pass | Apache-2.0 | today |
| 40 | Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express. | aws/ | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | today |
| 41 | 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 | today |
| 42 | 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 | today |
| 43 | 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 |
| 44 | 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 |
| 45 | Provides authoritative guidance on Amazon Neptune Database and Neptune Analytics for graph, knowledge-graph, and relationship-heavy workloads — fraud detection / fraud rings, agentic memory /… | aws/ | 2.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | today |
| 46 | 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 | today |
| 47 | 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 | today |
| 48 | 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 | today |
