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Backend & APIs · aws/agent-toolkit-for-aws
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 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 |
| 2 | 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 |
| 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 | yesterday |
| 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 | yesterday |
| 5 | 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 |
| 6 | 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 |
| 7 | 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 |
| 8 | 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 |
| 9 | 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 |
| 10 | 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 |
| 11 | Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express. | aws/ | 2.8k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 12 | 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 |
| 13 | 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 |
| 14 | 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 |
| 15 | Operates Amazon MSK Provisioned clusters (Standard and Express brokers). | aws/ | 2.8k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 16 | Configures AWS Resilience Hub v2 for multi-account resilience management across an AWS Organization. | aws/ | 2.8k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 17 | 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 | yesterday |
| 18 | Tests Amazon MWAA workflow execution end-to-end: trigger a run and monitor it to completion for Provisioned (Python DAG, via Airflow REST API) and Serverless (YAML workflow, via StartWorkflowRun). | aws/ | 2.8k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 19 | A skill your agent uses when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies. | aws/ | 2.8k | — | ~7.4k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 20 | A skill your agent uses when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization, session lifecycle, rate limiting, input… | aws/ | 2.8k | — | ~8k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 21 | Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration… | aws/ | 2.8k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 22 | Guides building full-stack applications with AWS Blocks — an Infrastructure-from-Code framework. | aws/ | 2.8k | — | ~1.2k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 23 | Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI). | aws/ | 2.8k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 24 | Builds, deploys, manages, debugs, configures, and optimizes serverless applications on AWS using Lambda, API Gateway, Step Functions, EventBridge, and SAM/CDK. | aws/ | 2.8k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 25 | 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 | yesterday |
| 26 | 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 | yesterday |
| 27 | 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 | yesterday |
| 28 | Provides connectivity, authentication, and troubleshooting guidance for Amazon RDS for SQL Server. | aws/ | 2.8k | — | ~6.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 29 | Diagnoses and resolves Amazon S3 Files issues including mount failures, permission errors, synchronization problems, and performance issues. | aws/ | 2.8k | — | ~1.8k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 30 | Guides Amazon SES onboarding for domain-based email sending. | aws/ | 2.8k | — | ~4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 31 | Authors and deploys MWAA workflow artifacts: Python Airflow DAGs for provisioned environments or YAML workflow files for Serverless. | aws/ | 2.8k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 32 | Selects, deploys, and customizes AI models on Amazon SageMaker. | aws/ | 2.8k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 33 | Adds user authentication to web and mobile apps with Amazon Cognito (user pools and identity pools) and the AWS Amplify client auth libraries. | aws/ | 2.8k | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 34 | Debugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts, memory constraints, and downstream… | aws/ | 2.8k | — | ~502 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 35 | 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 | yesterday |
| 36 | Operates Amazon Kinesis Data Streams (KDS). An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 37 | 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 | yesterday |
| 38 | Configures AWS WAF to filter web traffic: creating web access control lists (web ACLs) on CloudFront, Application Load Balancers, API Gateway, and AppSync; AWS Managed Rules tuned in Count mode… | aws/ | 2.8k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 39 | Builds, runs, debugs, and operates event-driven applications using EventBridge Event Bus - a managed, centrally governed publish/subscribe event bus that an organization can share across many teams… | aws/ | 2.8k | — | ~8.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 40 | Guides general use of AWS messaging and streaming services. An agent skill from aws/agent-toolkit-for-aws. | aws/ | 2.8k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 41 | Connects an existing AWS Lambda function to Amazon API Gateway by creating a REST or HTTP API with resource/method setup, Lambda proxy integration, permissions, and deployment. | aws/ | 2.8k | — | ~422 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 42 | 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 | yesterday |
| 43 | Creates an API Gateway stage with CloudWatch logging, X-Ray tracing, throttling, WAF integration, and IAM roles following AWS best practices. | aws/ | 2.8k | — | ~337 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 44 | Enables internet access for AWS Lambda functions deployed in VPC subnets by creating NAT Gateway infrastructure, configuring public/private subnet routing, and updating security groups. | aws/ | 2.8k | — | ~424 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 45 | 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 | yesterday |
| 46 | Enables a multi-region AWS CloudTrail trail with S3 log storage, CloudWatch Logs integration, and CloudWatch Logs Insights queries for security monitoring and compliance auditing. | aws/ | 2.8k | — | ~425 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 47 | Sets up notification channels for CloudWatch alarms using SNS topics and subscriptions. | aws/ | 2.8k | — | ~399 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 48 | Configures Amazon CloudFront content delivery across six workflows: when to use CloudFront and how it fits with AWS WAF, Shield, CloudFront Functions, Lambda@Edge, Route 53, and origins (creating a… | aws/ | 2.8k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
