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Backend & APIs · Amazon Web Services · By aws

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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/aws-lambda-dotnet1.7k—~1.7kAutomated safety check: PassApache-2.0yesterday
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/aws-lambda-dotnet1.7k—~3kAutomated safety check: PassApache-2.0yesterday
3

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-aws2.8k—~4kAutomated safety check: PassApache-2.0yesterday
4

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-aws2.8k—~18kAutomated safety check: PassApache-2.0yesterday
5
5.SDK ConventionsOfficial

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

aws/aws-sdk-net147—~6.6kAutomated safety check: PassApache-2.0yesterday
6
6.Aurora DsqlOfficial

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-aws2.8k—~9.6kAutomated safety check: PassApache-2.0yesterday
7

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

aws/tools-for-devops-agent103—~2.8kAutomated safety check: PassApache-2.0yesterday
8

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-aws2.8k—~3.4kAutomated safety check: PassApache-2.0yesterday
9

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

aws/agent-toolkit-for-aws2.8k1 repo~2.1kAutomated safety check: PassApache-2.0yesterday
10

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

aws/agent-toolkit-for-aws2.8k1 repo~2.1kAutomated safety check: PassApache-2.0yesterday
11

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-aws2.8k—~4.8kAutomated safety check: PassApache-2.0yesterday
12

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

aws/agent-toolkit-for-aws2.8k1 repo~2kAutomated safety check: PassApache-2.0yesterday
13
13.AWS IamOfficial

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-aws2.8k1 repo~1.7kAutomated safety check: PassApache-2.0yesterday
14
14.Migrate To MskOfficial

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

aws/agent-toolkit-for-aws2.8k—~3.5kAutomated safety check: PassApache-2.0yesterday
15

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-aws2.8k—~2.3kAutomated safety check: PassApache-2.0yesterday
16

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

aws/agent-toolkit-for-aws2.8k—~2.2kAutomated safety check: PassApache-2.0yesterday
17

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

aws/agent-toolkit-for-aws2.8k—~2.3kAutomated safety check: PassApache-2.0yesterday
18

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

aws/agent-toolkit-for-aws2.8k—~2.6kAutomated safety check: PassApache-2.0yesterday
19

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

aws/agent-toolkit-for-aws2.8k—~2.1kAutomated safety check: PassApache-2.0yesterday
20

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-aws2.8k—~1.9kAutomated safety check: PassApache-2.0yesterday
21

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-aws2.8k—~3.8kAutomated safety check: PassApache-2.0yesterday
22
22.Agents ConnectOfficial

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-aws2.8k—~7.4kAutomated safety check: NotesApache-2.0yesterday
23

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-aws2.8k—~2.4kAutomated safety check: PassApache-2.0yesterday
24
24.AWS BlocksOfficial

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

aws/agent-toolkit-for-aws2.8k—~1.2kAutomated safety check: NotesApache-2.0yesterday
25

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

aws/agent-toolkit-for-aws2.8k—~3.7kAutomated safety check: PassApache-2.0yesterday
26
26.AWS ServerlessOfficial

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-aws2.8k—~2.5kAutomated safety check: PassApache-2.0yesterday
27

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

aws/agent-toolkit-for-aws2.8k—~3.5kAutomated safety check: PassApache-2.0yesterday
28

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-aws2.8k—~5.9kAutomated safety check: PassApache-2.0yesterday
29
29.Querying AWS S3Official

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-aws2.8k—~3.3kAutomated safety check: PassApache-2.0yesterday
30
30.Rds SqlserverOfficial

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

aws/agent-toolkit-for-aws2.8k—~6.3kAutomated safety check: PassApache-2.0yesterday
31

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

aws/agent-toolkit-for-aws2.8k—~1.8kAutomated safety check: NotesApache-2.0yesterday
32
32.Amazon SesOfficial

Guides Amazon SES onboarding for domain-based email sending.

aws/agent-toolkit-for-aws2.8k—~4kAutomated safety check: PassApache-2.0yesterday
33

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

aws/agent-toolkit-for-aws2.8k—~2.8kAutomated safety check: PassApache-2.0yesterday
34
34.AWS AI MLOfficial

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

aws/agent-toolkit-for-aws2.8k—~2.1kAutomated safety check: PassApache-2.0yesterday
35
35.AWS AuthOfficial

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-aws2.8k—~3.4kAutomated safety check: PassApache-2.0yesterday
36

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-aws2.8k—~502Automated safety check: PassApache-2.0yesterday
37

Exports Amazon RDS or Aurora database snapshots to Amazon S3 in Apache Parquet format for analytics, backup, or data migration.

aws/agent-toolkit-for-aws2.8k—~495Automated safety check: PassApache-2.0yesterday
38

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

aws/agent-toolkit-for-aws2.8k—~1.1kAutomated safety check: PassApache-2.0yesterday
39
39.Redshift GuideOfficial

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-aws2.8k—~2.6kAutomated safety check: PassApache-2.0yesterday
40
40.WafOfficial

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-aws2.8k—~2.2kAutomated safety check: PassApache-2.0yesterday
41
41.Msk OperationsOfficial

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

aws/tools-for-devops-agent103—~6.6kAutomated safety check: PassApache-2.0yesterday
42

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-aws2.8k—~8.7kAutomated safety check: PassApache-2.0yesterday
43

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

aws/agent-toolkit-for-aws2.8k—~3.1kAutomated safety check: PassApache-2.0yesterday
44

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-aws2.8k—~422Automated safety check: PassApache-2.0yesterday
45

Creates an API Gateway stage with CloudWatch logging, X-Ray tracing, throttling, WAF integration, and IAM roles following AWS best practices.

aws/agent-toolkit-for-aws2.8k—~337Automated safety check: PassApache-2.0yesterday
46
46.Rds OracleOfficial

Diagnoses and resolves Amazon RDS for Oracle connectivity, authentication, networking, and driver troubleshooting.

aws/agent-toolkit-for-aws2.8k—~6.2kAutomated safety check: PassApache-2.0yesterday
47

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/agent-toolkit-for-aws2.8k—~425Automated safety check: PassApache-2.0yesterday
48

Sets up notification channels for CloudWatch alarms using SNS topics and subscriptions.

aws/agent-toolkit-for-aws2.8k—~399Automated safety check: PassApache-2.0yesterday