Backend & APIs · By aws

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/aws-lambda-dotnet

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/aws-lambda-dotnet

Deploy an event-driven workflow that routes S3 uploads to either Lambda or Fargate via Step Functions based on file size.

aws/agent-toolkit-for-aws

Deploys, queries, and debugs AWS Marketplace usage-based (PAYG) metering — the pipeline (ResolveCustomer, BatchMeterUsage, EventBridge via SAM) and querying/debugging metering records, statuses…

aws/agent-toolkit-for-aws

The public-API contract SmithyDotNet-generated code must match against the shipping AWS SDK for .NET - what must match vs.

aws/aws-sdk-net

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/agent-toolkit-for-aws

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/agent-toolkit-for-aws

S3 resiliency, security, and data protection review. An agent skill from aws/tools-for-devops-agent.

aws/tools-for-devops-agent

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/agent-toolkit-for-aws

AWS SDK for Python (boto3/botocore) development patterns. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws

Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management.

aws/agent-toolkit-for-aws

Deploys a Regional REST API with a custom domain name, a Lambda backend function, and a request-based Lambda authorizer using AWS CLI.

aws/agent-toolkit-for-aws

Create and secure S3 buckets following AWS best practices for access control, encryption, monitoring, and remediation of misconfigurations.

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express.

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

AWS SDK for JavaScript v3 development patterns. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws

Diagnoses and root-causes Amazon MWAA workflow failures across Provisioned (Python DAG) and Serverless (YAML workflow) environments.

aws/agent-toolkit-for-aws

Operates Amazon MSK Provisioned clusters (Standard and Express brokers).

aws/agent-toolkit-for-aws

Configures AWS Resilience Hub v2 for multi-account resilience management across an AWS Organization.

aws/agent-toolkit-for-aws

Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors).

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

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/agent-toolkit-for-aws

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/agent-toolkit-for-aws

Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration…

aws/agent-toolkit-for-aws

Guides building full-stack applications with AWS Blocks — an Infrastructure-from-Code framework.

aws/agent-toolkit-for-aws

Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI).

aws/agent-toolkit-for-aws

Builds, deploys, manages, debugs, configures, and optimizes serverless applications on AWS using Lambda, API Gateway, Step Functions, EventBridge, and SAM/CDK.

aws/agent-toolkit-for-aws

Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables.

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

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/agent-toolkit-for-aws

Provides connectivity, authentication, and troubleshooting guidance for Amazon RDS for SQL Server.

aws/agent-toolkit-for-aws

Diagnoses and resolves Amazon S3 Files issues including mount failures, permission errors, synchronization problems, and performance issues.

aws/agent-toolkit-for-aws

Guides Amazon SES onboarding for domain-based email sending.

aws/agent-toolkit-for-aws

Authors and deploys MWAA workflow artifacts: Python Airflow DAGs for provisioned environments or YAML workflow files for Serverless.

aws/agent-toolkit-for-aws

Selects, deploys, and customizes AI models on Amazon SageMaker.

aws/agent-toolkit-for-aws

Adds user authentication to web and mobile apps with Amazon Cognito (user pools and identity pools) and the AWS Amplify client auth libraries.

aws/agent-toolkit-for-aws

Debugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts, memory constraints, and downstream…

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.

aws/agent-toolkit-for-aws

Operates Amazon Kinesis Data Streams (KDS). An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

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/agent-toolkit-for-aws

Amazon MSK Provisioned operations, troubleshooting, and health assessment for Standard and Express brokers.

aws/tools-for-devops-agent

A skill your agent uses when diagnosing IAM and access failures for Bedrock and SageMaker.

aws/tools-for-devops-agent

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/agent-toolkit-for-aws

Guides general use of AWS messaging and streaming services. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws

Connects an AWS Lambda function to DynamoDB with IAM roles, stream event source mapping, and read/write permissions.

aws/agent-toolkit-for-aws