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aws/agent-toolkit-for-aws

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1
1.Agent AdvisorOfficial

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/agent-toolkit-for-aws2.8k—~4.9kAutomated safety check: PassApache-2.0yesterday
2
2.Agents BuildOfficial

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/agent-toolkit-for-aws2.8k—~2.3kAutomated safety check: NotesApache-2.0yesterday
3
3.Launch With AWSOfficial

Migrates vibe-coded web applications to AWS. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws2.8k—~3.4kAutomated safety check: PassApache-2.0yesterday
4

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
5

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
6
6.Agents PayOfficial

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/agent-toolkit-for-aws2.8k—~6.5kAutomated safety check: NotesApache-2.0yesterday
7

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/agent-toolkit-for-aws2.8k—~5.9kAutomated safety check: PassApache-2.0yesterday
8

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-aws2.8k—~4.5kAutomated safety check: PassApache-2.0yesterday
9
9.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
10

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
11

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
12

Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery.

aws/agent-toolkit-for-aws2.8k1 repo~2.2kAutomated safety check: PassApache-2.0yesterday
13

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
14

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
15

Full inventory and audit of AWS Glue Data Catalog assets across S3 Tables, Redshift-federated, and remote Iceberg catalogs.

aws/agent-toolkit-for-aws2.8k1 repo~2.6kAutomated safety check: PassApache-2.0yesterday
16

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/agent-toolkit-for-aws2.8k1 repo~2.8kAutomated safety check: PassApache-2.0yesterday
17

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
18
18.Heroku To AWSOfficial

Migrate workloads from Heroku to AWS. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws2.8k—~7.2kAutomated safety check: PassApache-2.0yesterday
19
19.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
20

Creates and manages secrets in AWS Secrets Manager following security best practices.

aws/agent-toolkit-for-aws2.8k1 repo~461Automated safety check: PassApache-2.0yesterday
21
21.LLM To BedrockOfficial

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/agent-toolkit-for-aws2.8k—~21kAutomated safety check: PassApache-2.0yesterday
22
22.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
23
23.Agents DeployOfficial

A skill your agent uses when deploying your agent to AWS, or when a deploy has failed.

aws/agent-toolkit-for-aws2.8k—~2kAutomated safety check: NotesApache-2.0yesterday
24

A skill your agent uses when a developer wants to create a new agent project or get started with AgentCore.

aws/agent-toolkit-for-aws2.8k—~4.3kAutomated safety check: NotesApache-2.0yesterday
25

Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query).

aws/agent-toolkit-for-aws2.8k—~4.3kAutomated safety check: PassApache-2.0yesterday
26

Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish).

aws/agent-toolkit-for-aws2.8k—~4.8kAutomated safety check: PassApache-2.0yesterday
27
27.Amazon NeptuneOfficial

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/agent-toolkit-for-aws2.8k—~4.7kAutomated safety check: PassApache-2.0yesterday
28

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/agent-toolkit-for-aws2.8k—~2.7kAutomated safety check: PassApache-2.0yesterday
29

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/agent-toolkit-for-aws2.8k—~3.7kAutomated safety check: PassApache-2.0yesterday
30
30.AWS AmplifyOfficial

Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first).

aws/agent-toolkit-for-aws2.8k—~3.9kAutomated safety check: PassApache-2.0yesterday
31

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/agent-toolkit-for-aws2.8k—~2.3kAutomated safety check: PassApache-2.0yesterday
32

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
33

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
34

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
35

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/agent-toolkit-for-aws2.8k—~2.9kAutomated safety check: PassApache-2.0yesterday
36

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

aws/agent-toolkit-for-aws2.8k—~2.6kAutomated safety check: PassApache-2.0yesterday
37

Execute and manage Athena SQL queries across default and federated catalogs (Glue, S3 Tables, Redshift).

aws/agent-toolkit-for-aws2.8k—~1.9kAutomated safety check: PassApache-2.0yesterday
38

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
39

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
40

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
41

Best-practice authoring guidance AND a read-only policy gate for AWS Terraform generated by a migration skill.

aws/agent-toolkit-for-aws2.8k—~3.1kAutomated safety check: PassApache-2.0yesterday
42

Retrieves authoritative guidance on Amazon Timestream for InfluxDB across its supported engine variants.

aws/agent-toolkit-for-aws2.8k—~3.8kAutomated safety check: PassApache-2.0yesterday
43
43.Amazon BedrockOfficial

Builds generative AI applications on Amazon Bedrock. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws2.8k—~8.6kAutomated safety check: PassApache-2.0yesterday
44
44.Amazon KeyspacesOfficial

Provides authoritative compatibility checks, pricing estimates, connection troubleshooting, pre-warming guidance, and infrastructure mutations for Amazon Keyspaces (for Apache Cassandra).

aws/agent-toolkit-for-aws2.8k—~7.5kAutomated safety check: PassApache-2.0yesterday
45

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

aws/agent-toolkit-for-aws2.8k—~7.2kAutomated safety check: PassApache-2.0yesterday
46
46.Azure To AWSOfficial

Migrate workloads from Microsoft Azure to AWS. An agent skill from aws/agent-toolkit-for-aws.

aws/agent-toolkit-for-aws2.8k—~5.5kAutomated safety check: PassApache-2.0yesterday
47
47.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
48
48.Agents DebugOfficial

A skill your agent uses when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues.

aws/agent-toolkit-for-aws2.8k—~7.7kAutomated safety check: NotesApache-2.0yesterday