# agent-toolkit-for-aws | Amazon Web Services | Knowledge Base | Instagit

Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS

GitHub Stars: 1.3k

Repository: https://github.com/aws/agent-toolkit-for-aws

---

## Articles

### [IAM Condition Keys to Distinguish Agent vs Human Actions in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/iam-condition-keys-distinguish-agent-human-actions)

Distinguish agent vs human actions in AWS using IAM condition keys. Scope permissions to allow automated agents and deny human users with the same IAM role for enhanced security.

- Tags: best-practices
- Published: 2026-07-03

### [How to Handle S3 Presigned URLs and Multipart Uploads with AWS SDK v3](/aws/agent-toolkit-for-aws/handle-s3-presigned-urls-multipart-uploads-aws-sdk)

Learn to handle S3 presigned URLs and multipart uploads with AWS SDK v3. Discover tools for temporary URLs, browser uploads, and efficient streaming with parallelization.

- Tags: how-to-guide
- Published: 2026-07-03

### [How to Implement Custom Metrics Using EMF in CloudWatch](/aws/agent-toolkit-for-aws/implement-custom-metrics-emf-cloudwatch)

Learn to implement custom CloudWatch metrics with EMF. Write structured JSON logs; the agent automatically extracts them as metrics. Simplify metric collection with AWS Agent Toolkit.

- Tags: how-to-guide
- Published: 2026-07-03

### [Performance Considerations for Parallel Workloads with AWS SDK: Best Practices from the Agent Toolkit](/aws/agent-toolkit-for-aws/performance-considerations-parallel-workloads-aws-sdk)

Maximize throughput for parallel AWS SDK workloads. Discover best practices for reusing clients, managing thread pools, and implementing exponential backoff to avoid throttling.

- Tags: performance
- Published: 2026-07-03

### [How to Configure AWS MCP Server with Claude Code, Codex, or Cursor](/aws/agent-toolkit-for-aws/configure-aws-mcp-server-claude-code-codex-cursor)

Learn to configure AWS MCP Server with Claude Code, Codex, or Cursor. Install the aws-core plugin, define your MCP server, and verify connectivity for seamless integration.

- Tags: how-to-guide
- Published: 2026-07-03

### [Common Gotchas with ForAllValues and ForAnyValue IAM Condition Operators](/aws/agent-toolkit-for-aws/forallvalues-foranyvalue-iam-condition-operators-gotchas)

Master ForAllValues and ForAnyValue IAM condition operators. Learn common gotchas like array-type checks, preventing vacuous truth with Null:false, and explicit Null denies.

- Tags: best-practices
- Published: 2026-07-03

### [How to Set Up X-Ray Tracing with ADOT Collector Configuration](/aws/agent-toolkit-for-aws/setup-x-ray-tracing-adot-collector-configuration)

Learn to set up X-Ray tracing with ADOT collector configuration using AWS Agent Toolkit. Export traces to X-Ray & metrics to CloudWatch for full observability.

- Tags: how-to-guide
- Published: 2026-07-03

### [Security Considerations for Using IAM PassRole with Compute Services](/aws/agent-toolkit-for-aws/security-considerations-iam-passrole-compute-services)

Learn about security considerations for IAM PassRole with compute services. Prevent privilege escalation by understanding resource constraints and best practices for AWS Lambda, ECS, and Step Functions.

- Tags: security-best-practices
- Published: 2026-07-03

### [How to Implement Middleware in AWS SDK for JavaScript v3: A Complete Guide](/aws/agent-toolkit-for-aws/implement-middleware-aws-sdk-js-v3-custom-logic)

Implement AWS SDK for JavaScript v3 middleware to add custom logic. Inject code at five pipeline steps to modify requests before they reach the network. Learn how.

- Tags: how-to-guide
- Published: 2026-07-03

### [CloudWatch Metric, Composite, and Anomaly Detection Alarms: Key Differences and Implementation Guide](/aws/agent-toolkit-for-aws/cloudwatch-metric-composite-anomaly-detection-alarms-differences)

Understand CloudWatch metric, composite, and anomaly detection alarms. Learn their differences and how to implement them for effective AWS monitoring. Get the key distinctions now.

- Tags: deep-dive
- Published: 2026-07-03

### [How to Configure CloudWatch Log Insights Queries for Specific Application Patterns](/aws/agent-toolkit-for-aws/configure-cloudwatch-log-insights-queries-application-patterns)

Master CloudWatch Log Insights queries for specific application patterns. Use filter, parse, and pattern commands to efficiently analyze logs and uncover insights.

- Tags: how-to-guide
- Published: 2026-07-03

### [Lambda Function Initialization with AWS SDK: Best Practices for Cold Start Optimization](/aws/agent-toolkit-for-aws/lambda-function-initialization-aws-sdk-best-practices)

Discover best practices for Lambda function initialization with AWS SDK. Optimize cold starts by initializing clients outside the handler, deferring resource creation, and using Lambda layers for better performance.

- Tags: best-practices
- Published: 2026-07-03

### [How to Use DynamoDB DocumentClient with Native JavaScript Types](/aws/agent-toolkit-for-aws/use-dynamodb-documentclient-native-javascript-types)

Learn to use DynamoDB DocumentClient with native JavaScript types. Effortlessly convert data without manual attribute value construction. Enhance your AWS development.

- Tags: how-to-guide
- Published: 2026-07-03

### [STS Session Limits and Role Chaining Restrictions in AWS IAM](/aws/agent-toolkit-for-aws/sts-session-limits-role-chaining-restrictions)

Understand AWS STS session limits. Discover how role chaining restricts sessions to 1 hour while AssumeRole supports up to 12 hours for extended access.

- Tags: deep-dive
- Published: 2026-07-03

### [Debug Observability Issues in AWS: Fixing Missing Metrics and Traces in Agent Toolkit](/aws/agent-toolkit-for-aws/debug-aws-observability-metrics-traces-not-appearing)

Fix missing AWS metrics and traces in Agent Toolkit. Learn how to resolve common observability issues caused by entry point wrappers, IAM permissions, or disabled CloudWatch Transaction Search.

- Tags: how-to-guide
- Published: 2026-07-03

### [Pattern for Sharing Credentials and Socket Pools Across Multi-Region AWS SDK Clients](/aws/agent-toolkit-for-aws/sharing-credentials-socket-pools-multi-region-sdk-clients)

Share AWS SDK credentials and socket pools across multi-region clients with a single CredentialProvider and NodeHttpHandler. Optimize performance and reduce overhead.

- Tags: best-practices
- Published: 2026-07-03

### [Enable Application Signals Auto-Instrumentation on EKS Using ADOT: Implementation Guide](/aws/agent-toolkit-for-aws/enable-application-signals-auto-instrumentation-eks-adot)

Enable Application Signals auto-instrumentation on EKS effortlessly with ADOT. This guide details implementing the CloudWatch Observability add-on for zero code changes and seamless telemetry.

- Tags: how-to-guide
- Published: 2026-07-03

### [IAM Policy Evaluation Edge Cases That AI Agents Frequently Misinterpret](/aws/agent-toolkit-for-aws/iam-policy-evaluation-edge-cases-ai-agents-get-wrong)

Discover IAM policy evaluation edge cases AI agents misinterpret, including missing session tags, transitive tag failures, and unmet condition keys. Improve your AWS security.

- Tags: best-practices
- Published: 2026-07-03

### [Configure SigV4a for S3 Multi-Region Access Points in AWS SDK](/aws/agent-toolkit-for-aws/configure-sigv4a-s3-multi-region-access-points-aws-sdk)

Learn how to configure SigV4a for S3 Multi-Region Access Points in the AWS SDK for JavaScript v3. Install the necessary package and import it for effective client creation.

- Tags: how-to-guide
- Published: 2026-07-03

### [Common Privilege Escalation Paths in AWS IAM and Prevention Strategies](/aws/agent-toolkit-for-aws/aws-iam-privilege-escalation-paths-prevention)

Discover common AWS IAM privilege escalation paths like PutUserPolicy and PassRole. Learn effective prevention strategies including resource constraints and MFA policies to secure your cloud environment.

- Tags: best-practices
- Published: 2026-07-03

### [How to Handle Streaming Responses in AWS SDK for JavaScript v3 to Prevent Socket Exhaustion](/aws/agent-toolkit-for-aws/handle-streaming-responses-aws-sdk-js-v3-socket-exhaustion)

Learn to handle streaming responses in AWS SDK for JavaScript v3 to prevent socket exhaustion and EMFILE errors. Consume or discard data to keep your Node.js applications running smoothly.

- Tags: how-to-guide
- Published: 2026-07-03

### [AWS SDK for JavaScript v3 Bare-Bones vs Aggregated Client Styles: Production Best Practices](/aws/agent-toolkit-for-aws/aws-sdk-js-v3-bare-bones-vs-aggregated-client-styles)

Explore AWS SDK for JavaScript v3 bare-bones vs aggregated client styles. Learn production best practices for optimal bundle sizes and serverless workloads. Understand import styles for efficient development.

- Tags: best-practices
- Published: 2026-07-03

### [AWS MCP Server Authentication and Required IAM Permissions for Agent Operations](/aws/agent-toolkit-for-aws/aws-mcp-server-authentication-iam-permissions-agent-operations)

Learn about AWS MCP Server authentication and required IAM permissions for agent operations. Securely manage access with the agent's AWS credentials and specific IAM policies.

- Tags: how-to-guide
- Published: 2026-07-03

### [Managing IAM Role Trust Policies with aws:SourceAccount and aws:SourceArn Conditions](/aws/agent-toolkit-for-aws/managing-iam-role-trust-policies-aws-sourceaccount-aws-sourcearn-conditions)

Secure your AWS IAM roles by adding aws:SourceAccount and aws:SourceArn conditions to trust policies. Prevent confused deputy attacks and control resource access effectively to safeguard your accounts.

- Tags: best-practices
- Published: 2026-07-02

### [AWS SDK v3 S3 Presigned URLs, Multipart Uploads, and Waiters: Implementation Guide](/aws/agent-toolkit-for-aws/aws-sdk-v3-s3-presigned-urls-multipart-uploads-waiters)

Master AWS SDK v3 S3 presigned URLs, multipart uploads, and waiters. This guide from aws/agent-toolkit-for-aws shows you how to efficiently manage your S3 operations.

- Tags: implementation-guide
- Published: 2026-07-02

### [DynamoDB DocumentClient Usage with Native JavaScript Types: Complete Guide](/aws/agent-toolkit-for-aws/dynamodb-documentclient-usage-native-javascript-types)

Master DynamoDB DocumentClient with native JavaScript types. This guide simplifies data conversion, offering TypeScript safety and flexible number handling for your AWS applications.

- Tags: how-to-guide
- Published: 2026-07-02

### [CDK Lambda Monitoring Patterns with Alarms and Dashboards: A Complete Implementation Guide](/aws/agent-toolkit-for-aws/cdk-lambda-monitoring-patterns-alarms-dashboards)

Implement robust CDK Lambda monitoring with alarms and dashboards using the Agent Toolkit. Get best-practice CloudWatch alarms for errors, duration, and health with a pre-built dashboard.

- Tags: how-to-guide
- Published: 2026-07-02

### [Running Release Readiness Analysis with AI Agents Using the AWS Agent Toolkit](/aws/agent-toolkit-for-aws/running-release-readiness-analysis-ai-agents)

Accelerate release readiness analysis with AI agents using the AWS Agent Toolkit. Score your AWS workloads across seven dimensions and ensure a smooth deployment.

- Tags: how-to-guide
- Published: 2026-07-02

### [Using AWS Security Agent for Diff Scanning in Pre-Commit and Pre-PR Pipelines](/aws/agent-toolkit-for-aws/using-aws-security-agent-diff-scanning-pre-commit-pre-pr-pipelines)

Accelerate your CI/CD with AWS Security Agent for diff scanning. Inspect only changed code in pre-commit and pre-PR pipelines for rapid validation. Secure your repository efficiently.

- Tags: how-to-guide
- Published: 2026-07-02

### [Configuring Multi-AgentSpace Setups with SigV4 Authentication in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/configuring-multi-agentspace-setups-sigv4-authentication)

Configure multi AgentSpace setups with SigV4 authentication using mcp-proxy-for-aws. Route requests across Agent Spaces, bypassing single-space bearer token limits.

- Tags: how-to-guide
- Published: 2026-07-02

### [AWS DevOps Agent Tools for Incident Investigation and Root Cause Analysis](/aws/agent-toolkit-for-aws/aws-devops-agent-tools-incident-investigation-root-cause-analysis)

Investigate incidents and find root causes with AWS DevOps Agent tools. Analyze CloudWatch logs alarms and resource graphs automatically using AI powered analysis. Get faster issue resolution.

- Tags: tutorial
- Published: 2026-07-02

### [Setting Up CloudTrail Operational Auditing with Athena Queries: A Complete Guide](/aws/agent-toolkit-for-aws/setting-up-cloudtrail-operational-auditing-athena-queries)

Master CloudTrail operational auditing with Athena queries. Learn to set up multi-region trails, send logs to S3, and use SQL for incident investigation and API activity analysis.

- Tags: how-to-guide
- Published: 2026-07-02

### [Publishing Custom Metrics Using AWS Embedded Metrics Format (EMF): A Complete Guide](/aws/agent-toolkit-for-aws/publishing-custom-metrics-aws-embedded-metrics-format-emf)

Publish custom CloudWatch metrics with AWS Embedded Metrics Format EMF. Embed metric data in logs, reduce costs, and eliminate per-metric API calls. Your complete guide.

- Tags: how-to-guide
- Published: 2026-07-02

### [Creating Composite and Anomaly Detection Alarms in CloudWatch: A Complete Guide](/aws/agent-toolkit-for-aws/creating-composite-anomaly-detection-alarms-cloudwatch)

Master CloudWatch composite and anomaly detection alarms. Learn to aggregate metrics and use ML for dynamic thresholds to proactively monitor your AWS environment. Get the complete guide.

- Tags: how-to-guide
- Published: 2026-07-02

### [Configuring AWS X-Ray Tracing and Migrating to ADOT: A Complete Guide](/aws/agent-toolkit-for-aws/configuring-aws-xray-tracing-migrating-adot)

Migrate from AWS X-Ray SDK to ADOT with this guide. Learn to configure tracing, deploy the collector, update env vars, and stop the X-Ray daemon for a seamless transition.

- Tags: how-to-guide
- Published: 2026-07-02

### [How to Write Log Insights Queries for CloudWatch Log Analysis: A Complete Guide](/aws/agent-toolkit-for-aws/write-log-insights-queries-cloudwatch-log-analysis)

Master CloudWatch Logs Insights queries to analyze and visualize your AWS log data. Learn to use fields, filter, parse, stats, sort, and limit clauses for effective log analysis.

- Tags: how-to-guide
- Published: 2026-07-02

### [Setting Up Application Signals Onboarding with ADOT Auto-Instrumentation: A Complete Guide](/aws/agent-toolkit-for-aws/setting-up-application-signals-onboarding-adot-auto-instrumentation)

Learn how to set up Application Signals onboarding with ADOT auto-instrumentation. Follow this complete guide for deploying the CloudWatch Observability add-on and configuring IAM policies for seamless integration.

- Tags: how-to-guide
- Published: 2026-07-02

### [Debugging Stream Handling in AWS SDK v3 to Prevent Socket Exhaustion](/aws/agent-toolkit-for-aws/debugging-stream-handling-aws-sdk-v3-prevent-socket-exhaustion)

Prevent socket exhaustion in AWS SDK v3 by consuming streaming response bodies and reusing HTTP agents. Learn essential debugging techniques for AWS SDK v3 stream handling.

- Tags: debugging-guide
- Published: 2026-07-02

### [How to Create Service Roles for AWS Glue, Lambda, ECS, and Step Functions](/aws/agent-toolkit-for-aws/create-service-roles-aws-glue-lambda-ecs-step-functions)

Learn to create AWS service roles for Glue, Lambda, ECS, and Step Functions. Define trust policies, attach managed policies, and grant specific resource access using the AWS CLI or IAM console.

- Tags: how-to-guide
- Published: 2026-07-02

### [AWS IAM Policy Evaluation Edge Cases with ForAllValues and Null Conditions](/aws/agent-toolkit-for-aws/aws-iam-policy-evaluation-edge-cases-forallvalues-null-conditions)

Uncover AWS IAM policy evaluation edge cases with ForAllValues and Null conditions. Learn how missing context keys can grant unintended access and secure your AWS environment.

- Tags: deep-dive
- Published: 2026-07-02

### [AWS SDK for JavaScript v3 Client Configuration: Bare vs Aggregated Clients](/aws/agent-toolkit-for-aws/aws-sdk-javascript-v3-client-configuration-bare-vs-aggregated-clients)

Explore AWS SDK for JavaScript v3 client configuration benefits. Learn about bare vs aggregated clients and choose the best option for your application's bundle size and convenience.

- Tags: deep-dive
- Published: 2026-07-02

### [How to Configure AWS MCP Server with Claude Code, Codex, and Cursor](/aws/agent-toolkit-for-aws/how-to-configure-aws-mcp-server-with-claude-code-codex-and-cursor)

Configure AWS MCP Server using aws-core plugin and JSON definition pointing to your AWS Model Context Protocol endpoint. Verify connectivity with your agent's list command.

- Tags: how-to-guide
- Published: 2026-07-02

### [How to Fix AWS CDK Non-Empty S3 Bucket Deletion Issues with autoDeleteObjects](/aws/agent-toolkit-for-aws/aws-cdk-s3-bucket-deletion-autodeleteobjects)

Troubleshoot AWS CDK non-empty S3 bucket deletion issues. Learn how to use autoDeleteObjects and DESTROY removal policy to ensure successful bucket removal and object deletion.

- Tags: how-to-guide
- Published: 2026-07-01

### [Threat Modeling with AWS Security Agent: A Complete DevSecOps Guide](/aws/agent-toolkit-for-aws/threat-modeling-aws-security-agent)

Master threat modeling with AWS Security Agent. This DevSecOps guide shows how its CLI-driven workflow evaluates documents against code without scanning. Get started today.

- Tags: how-to-guide
- Published: 2026-07-01

### [Setting up AWS Security Agent: Agent Space, IAM Role, and S3 Bucket](/aws/agent-toolkit-for-aws/setup-aws-security-agent-space-role-bucket)

Easily set up your AWS Security Agent workspace. Learn to create agent spaces, configure IAM roles, and set up S3 buckets for scan artifacts using the AWS CLI.

- Tags: how-to-guide
- Published: 2026-07-01

### [Configuring Cross-Region Inference Profiles for Amazon Bedrock Models: A Complete Guide](/aws/agent-toolkit-for-aws/configure-cross-region-inference-profiles-amazon-bedrock)

Configure cross-region inference profiles for Amazon Bedrock models. Enhance throughput and ensure data residency for your AI applications with our complete guide.

- Tags: how-to-guide
- Published: 2026-07-01

### [AWS Security Agent Diff Scanning for Pull Requests: Fast Security Reviews on Changed Code](/aws/agent-toolkit-for-aws/aws-security-agent-diff-scanning-pull-requests)

Accelerate security reviews with AWS Security Agent diff scanning for pull requests. Inspect only changed code for faster, efficient security checks on your PRs.

- Tags: how-to-guide
- Published: 2026-07-01

### [How to Add the Browser Tool to AWS Agent Core for Web Navigation](/aws/agent-toolkit-for-aws/add-browser-tool-aws-agentcore-web-navigation)

Learn to add the AWS Agent Core Browser tool for automated web navigation, form filling, and data extraction with headless Chrome. Simplify AI agent web interactions.

- Tags: how-to-guide
- Published: 2026-07-01

### [Implementing Multi-Agent Systems with Orchestrator and Specialist Patterns in AWS AgentCore](/aws/agent-toolkit-for-aws/implement-multi-agent-systems-agentcore-orchestrator-specialist)

Learn to build multi-agent systems in AWS AgentCore using orchestrator specialist patterns. Explore direct invocation and A2A protocols for efficient service delegation and discovery.

- Tags: tutorial
- Published: 2026-07-01

### [How to Migrate from Amazon Bedrock Agent to AWS AgentCore: A Complete Guide](/aws/agent-toolkit-for-aws/migrate-amazon-bedrock-agent-to-aws-agentcore)

Easily migrate from Amazon Bedrock Agent to AWS AgentCore using the agentcore CLI. This guide covers updating SDK calls and prompt adjustments for a seamless transition.

- Tags: migration-guide
- Published: 2026-07-01

### [How to Monitor Agents Running with AWS Agent Toolkit: X-Ray, CloudWatch, and Cross-Account Observability](/aws/agent-toolkit-for-aws/how-to-monitor-agents-running-with-aws-agent-toolkit)

Easily monitor your agents with AWS Agent Toolkit. Leverage X-Ray and CloudWatch for logs, metrics, and traces without manual instrumentation. Get started today.

- Tags: how-to-guide
- Published: 2026-06-30

### [How to Deploy Applications Built with AWS Agent Toolkit on AWS](/aws/agent-toolkit-for-aws/how-to-deploy-applications-built-with-aws-agent-toolkit-on-aws)

Easily deploy applications built with AWS Agent Toolkit on AWS. Follow simple steps to create configuration files validate your setup and provision resources with agentcore deploy.

- Tags: how-to-guide
- Published: 2026-06-30

### [AWS Agent Toolkit Security: Critical Considerations for Safe Cloud Automation](/aws/agent-toolkit-for-aws/what-are-the-security-considerations-when-using-aws-agent-toolkit)

Explore critical AWS Agent Toolkit security considerations. Learn how to implement least-privilege IAM, KMS encryption, and VPC isolation for safe cloud automation and prevent misconfigurations.

- Tags: best-practices
- Published: 2026-06-30

### [AWS Agent Toolkit Licensing: Apache 2.0 Terms and Compliance Guide](/aws/agent-toolkit-for-aws/what-is-the-licensing-information-for-aws-agent-toolkit)

Understand the AWS Agent Toolkit licensing under Apache 2.0. Learn your rights to use, modify, and distribute this software with our compliance guide.

- Tags: licensing-information
- Published: 2026-06-30

### [AWS Agent Toolkit Performance for Data Analytics: Architecture and Optimization Guide](/aws/agent-toolkit-for-aws/what-are-the-performance-implications-of-using-aws-agent-toolkit-for-data-analytics)

Optimize AWS Agent Toolkit performance for data analytics. Minimize latency and maximize cost-efficiency across 300+ AWS API integrations by tuning serverless cold starts, storage I/O, and database queries.

- Tags: performance
- Published: 2026-06-30

### [How to Contribute to the AWS Agent Toolkit Repository: Bug Reports, Feature Requests, and Security Disclosures](/aws/agent-toolkit-for-aws/how-to-contribute-to-the-aws-agent-toolkit-repository)

Learn how to contribute to the AWS Agent Toolkit repository. Submit bug reports, feature requests, and security disclosures effectively through GitHub issues and AWS security channels. Your feedback shapes the toolkit.

- Tags: how-to-guide
- Published: 2026-06-30

### [Prerequisites for Using the AWS Agent Toolkit: Complete Setup Guide](/aws/agent-toolkit-for-aws/what-are-the-prerequisites-for-using-aws-agent-toolkit)

Learn the two essential prerequisites for the AWS Agent Toolkit: uv package manager and valid AWS credentials. Get your setup guide here.

- Tags: getting-started
- Published: 2026-06-30

### [How to Set Up the AWS Agent Toolkit Environment: Complete Setup Guide](/aws/agent-toolkit-for-aws/how-to-set-up-the-aws-agent-toolkit-environment)

Learn how to set up the AWS Agent Toolkit environment by installing an agent plugin and configuring AWS MCP Server. Get secure access to over 300 AWS APIs.

- Tags: how-to-guide
- Published: 2026-06-30

### [Is the AWS Agent Toolkit Open Source? Yes—Here’s the Proof](/aws/agent-toolkit-for-aws/is-the-aws-agent-toolkit-open-source)

Discover that the AWS Agent Toolkit is open source under Apache 2.0. Explore its full source code in the public aws/agent-toolkit-for-aws GitHub repository and contribute today.

- Tags: getting-started
- Published: 2026-06-30

### [How to Use the AWS Agent Toolkit for AWS: Complete Setup Guide](/aws/agent-toolkit-for-aws/how-to-use-aws-agent-toolkit-for-aws)

Master the AWS Agent Toolkit for AWS with our complete setup guide. Easily authenticate and invoke over 300 AWS APIs for AI coding agents like Claude Code and Codex.

- Tags: getting-started
- Published: 2026-06-30

### [What Is the AWS Agent Toolkit? Architecture, Plugins, and Security Controls for AI Agents](/aws/agent-toolkit-for-aws/what-is-the-aws-agent-toolkit)

Explore the AWS Agent Toolkit for AWS. Discover its architecture, plugins, and security features for building secure, auditable AI agent interactions with AWS services. Learn how it empowers AI coding agents.

- Tags: architecture
- Published: 2026-06-30

### [Configuring the AWS MCP Server for Claude Code, Codex, and Cursor: A Complete Guide](/aws/agent-toolkit-for-aws/aws-mcp-server-configure-ai-coding-agents-claude-codex-cursor)

Learn to configure the AWS MCP Server for Claude Code, Codex, and Cursor using the Agent Toolkit. Enable AWS skills effortlessly with unified configuration and agent-specific manifests. No manual setup required.

- Tags: how-to-guide
- Published: 2026-06-29

### [Handling Undefined Response Types in AWS SDK v3 with TypeScript](/aws/agent-toolkit-for-aws/aws-sdk-v3-typescript-handle-undefined-responses)

Master AWS SDK v3 with TypeScript: learn to handle undefined response types and prevent runtime errors using strict null checks and defensive programming.

- Tags: handling-errors
- Published: 2026-06-29

### [The 8 Known IAM Privilege Escalation Paths and How to Prevent Them](/aws/agent-toolkit-for-aws/iam-privilege-escalation-paths-prevention)

Discover 8 common IAM privilege escalation paths and learn actionable prevention strategies to secure your AWS environment. Protect against unauthorized access.

- Tags: best-practices
- Published: 2026-06-29

### [Troubleshooting CloudWatch Alarm State Transitions: OK, ALARM, and INSUFFICIENT_DATA](/aws/agent-toolkit-for-aws/troubleshoot-cloudwatch-alarm-state-transitions)

Troubleshoot CloudWatch alarm state transitions like OK, ALARM, and INSUFFICIENT_DATA. Understand metric evaluation, thresholds, and missing data handling to keep your systems monitored.

- Tags: how-to-guide
- Published: 2026-06-29

### [Configuring CloudWatch Synthetics Canaries with VPC Networking Requirements: A Complete Guide](/aws/agent-toolkit-for-aws/cloudwatch-synthetics-canaries-vpc-networking-configuration)

Learn how to configure CloudWatch Synthetics canaries with VPC networking requirements. Ensure your canaries can reach CloudWatch and S3 by setting up NAT Gateways or VPC endpoints.

- Tags: how-to-guide
- Published: 2026-06-29

### [How to Add Custom Middleware to AWS SDK v3 Clients to Intercept Requests](/aws/agent-toolkit-for-aws/aws-sdk-v3-add-custom-middleware-intercept-requests)

Learn to add custom middleware to AWS SDK v3 clients to intercept requests. Modify arguments and responses seamlessly before they reach the network layer.

- Tags: how-to-guide
- Published: 2026-06-29

### [Publishing Custom CloudWatch Metrics Using EMF: A Complete Implementation Guide](/aws/agent-toolkit-for-aws/publish-custom-cloudwatch-metrics-emf)

Learn to publish custom CloudWatch metrics using EMF. This guide shows how to write structured JSON to standard output for automatic extraction and processing by CloudWatch Logs without PutMetricData calls.

- Tags: how-to-guide
- Published: 2026-06-29

### [Limitations of Role Chaining in STS AssumeRole Sessions: Understanding the 1-Hour Hard Limit](/aws/agent-toolkit-for-aws/sts-assumerole-role-chaining-limitations)

Discover the limitations of role chaining in STS AssumeRole sessions. Understand the hard 1 hour limit imposed by AWS STS and how it affects your session durations.

- Tags: deep-dive
- Published: 2026-06-29

### [Writing Efficient CloudWatch Log Insights Queries with parse, filter, and stats Commands](/aws/agent-toolkit-for-aws/efficient-cloudwatch-log-insights-queries-parse-filter-stats)

Learn to write efficient CloudWatch Log Insights queries by filter early, parse second, and aggregate last for maximum performance. Optimize your logs today.

- Tags: how-to-guide
- Published: 2026-06-29

### [Using DynamoDB DocumentClient with Native JavaScript Types Instead of AttributeValues](/aws/agent-toolkit-for-aws/dynamodb-documentclient-native-javascript-types)

Learn how to use DynamoDB DocumentClient with native JavaScript types. Eliminate manual type conversion with automatic marshaling and unmarshaling.

- Tags: how-to-guide
- Published: 2026-06-29

### [Security Risks of iam:PassRole and How to Properly Restrict It in IAM Policies](/aws/agent-toolkit-for-aws/iam-passrole-security-risks-restriction-policies)

Secure your AWS environment by understanding iam:PassRole risks and learn how to properly restrict it in IAM policies to prevent privilege escalation.

- Tags: best-practices
- Published: 2026-06-29

### [How to Implement SigV4a Signing for S3 Multi-Region Access Points in AWS SDK v3](/aws/agent-toolkit-for-aws/aws-sdk-v3-implement-sigv4a-signing-s3-mrap)

Learn to implement SigV4a signing for S3 Multi-Region Access Points using AWS SDK v3. Follow simple steps to secure your S3 data with efficient authentication.

- Tags: how-to-guide
- Published: 2026-06-29

### [Creating Composite CloudWatch Alarms with Condition Logic and Missing Data Treatment](/aws/agent-toolkit-for-aws/create-composite-cloudwatch-alarms-condition-logic-missing-data)

Learn to create composite CloudWatch alarms using AND OR AT_LEAST logic and manage missing data to avoid INSUFFICIENT_DATA alerts. Aggregate metrics effectively.

- Tags: how-to-guide
- Published: 2026-06-29

### [Best Practices for AWS SDK v3 Client Initialization in Lambda Handler Functions](/aws/agent-toolkit-for-aws/aws-sdk-v3-client-initialization-lambda-best-practices)

Optimize AWS SDK v3 client initialization in Lambda handlers. Learn module-level setup for warm starts and lazy async initialization for faster cold starts using best practices.

- Tags: best-practices
- Published: 2026-06-29

### [Configuring X-Ray Tracing with ADOT Collector for Lambda Functions](/aws/agent-toolkit-for-aws/configure-xray-tracing-adot-collector-lambda)

Learn to configure X-Ray tracing with ADOT collector for Lambda functions. Migrate from X-Ray SDK to ADOT collector with this comprehensive guide. Requires custom config and permissions.

- Tags: how-to-guide
- Published: 2026-06-29

### [IAM ForAllValues Condition Evaluation Pitfalls and How to Avoid Them](/aws/agent-toolkit-for-aws/iam-forallvalues-condition-evaluation-pitfalls-avoidance)

Learn about IAM ForAllValues condition evaluation pitfalls and how to avoid them. Discover how to prevent unintended access by enforcing key presence with Null conditions.

- Tags: best-practices
- Published: 2026-06-29

### [How to Monitor Agents Built with the AWS Agent Toolkit: Complete Observability Guide](/aws/agent-toolkit-for-aws/monitor-agents-aws-agent-toolkit)

Learn to monitor agents built with the AWS Agent Toolkit. Get complete observability with X-Ray, CloudWatch Logs, and Metrics for your distributed traces and structured logs.

- Tags: how-to-guide
- Published: 2026-06-28

### [Performance Considerations When Using the AWS Agent Toolkit: A Complete Optimization Guide](/aws/agent-toolkit-for-aws/performance-considerations-aws-agent-toolkit)

Optimize AWS Agent Toolkit performance with Graviton compute, cold start reduction hooks, and ElastiCache hot key monitoring for lower latency and costs. Read our complete guide.

- Tags: performance
- Published: 2026-06-28

### [How the Agent Toolkit for AWS Handles Secrets Management: Architecture and Best Practices](/aws/agent-toolkit-for-aws/agent-toolkit-secrets-management)

Discover how the Agent Toolkit for AWS centralizes secrets management in AWS Secrets Manager. Learn best practices for secure credential handling and automated rotation. Enhance your security posture today.

- Tags: architecture
- Published: 2026-06-28

### [AWS Observability Skill Examples in the Agent Toolkit for AWS](/aws/agent-toolkit-for-aws/examples-using-observability-skill-aws-agent-toolkit)

Explore AWS Observability skill examples in the Agent Toolkit repo. Instrument agents with CloudWatch alarms, X-Ray tracing, and structured logging easily.

- Tags: examples
- Published: 2026-06-28

### [How to Deploy Agents Created with AWS Agent Toolkit: Complete CDK Guide](/aws/agent-toolkit-for-aws/deploy-agents-aws-agent-toolkit)

Deploy AWS Agent Toolkit agents easily using CDK. Configure agentcore.json and aws-targets.json, run validation, and deploy with agentcore deploy for seamless AWS resource provisioning.

- Tags: how-to-guide
- Published: 2026-06-28

### [Supported AWS Services for the Agent Toolkit: Complete Service Catalog](/aws/agent-toolkit-for-aws/supported-aws-services-agent-toolkit)

Discover supported AWS services for the Agent Toolkit including S3 CloudWatch SageMaker Lambda API Gateway Step Functions EFS Route 53 CloudFront Amplify and IAM KMS Config. Integrate seamlessly with specialized skills.

- Tags: api-reference
- Published: 2026-06-28

### [How to Build Agents Using the AWS Agent Toolkit: Complete Setup Guide](/aws/agent-toolkit-for-aws/build-agents-aws-agent-toolkit)

Learn to build AI coding agents with the AWS Agent Toolkit. Securely interact with AWS services using plugins and expose 300+ APIs via a single authenticated endpoint. Get the complete setup guide.

- Tags: getting-started
- Published: 2026-06-28

### [AWS Agent Toolkit Main Components: Core Skills, Plugins, Rules, and Tools](/aws/agent-toolkit-for-aws/main-components-aws-agent-toolkit)

Discover the core components of the AWS agent toolkit: skills, plugins, rules, and tools. Build secure, autonomous agents for AWS actions with this powerful toolkit.

- Tags: deep-dive
- Published: 2026-06-28

### [How to Set Up a Development Environment for the AWS Agent Toolkit](/aws/agent-toolkit-for-aws/setup-development-environment-aws-agent-toolkit)

Set up your AWS Agent Toolkit development environment easily. Install uv, configure MCP, add plugins, and authenticate for secure AWS interactions. Get started now.

- Tags: getting-started
- Published: 2026-06-28

### [Prerequisites for Using the AWS Agent Toolkit: Complete Setup Guide](/aws/agent-toolkit-for-aws/prerequisites-aws-agent-toolkit)

Learn the prerequisites for using the AWS Agent Toolkit. Ensure you install uv and configure AWS credentials for seamless setup. Get started today.

- Tags: getting-started
- Published: 2026-06-28

### [How to Contribute to the AWS Agent Toolkit: Bug Reports, Feature Requests, and Security Disclosures](/aws/agent-toolkit-for-aws/contribute-aws-agent-toolkit-project)

Contribute to the AWS Agent Toolkit project by filing bug reports, submitting feature requests, or reporting security vulnerabilities. Learn how to provide valuable feedback via GitHub issues.

- Tags: how-to-guide
- Published: 2026-06-28

### [AWS Agent Toolkit Skills: Complete Guide to Core Capabilities and Usage](/aws/agent-toolkit-for-aws/types-of-skills-aws-agent-toolkit)

Explore 15 core AWS Agent Toolkit skills for serverless, containers, IAM, and Bedrock. This guide details their capabilities and usage for AI agent development.

- Tags: deep-dive
- Published: 2026-06-28

### [How to Troubleshoot Issues with the Observability Skill in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/troubleshoot-observability-skill-aws-agent-toolkit)

Troubleshoot AWS Agent Toolkit observability skill failures. Learn to diagnose CloudWatch, X-Ray, and CloudTrail issues with structured guidance and AWS CLI commands.

- Tags: how-to-guide
- Published: 2026-06-28

### [Best Practices for Using the Observability Skill in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/best-practices-observability-skill-aws-agent-toolkit)

Master AWS Agent Toolkit's observability skill. Follow best practices like using SKILL.md, MCP server commands, and composite alarms to reduce alert fatigue and improve debugging.

- Tags: best-practices
- Published: 2026-06-28

### [How to Configure Logging for Agents Built with the AWS Agent Toolkit](/aws/agent-toolkit-for-aws/configure-logging-aws-agent-toolkit)

Easily configure logging for agents built with the AWS Agent Toolkit. Leverage SDK-level wire debugging and automatic CloudWatch provisioning for robust monitoring.

- Tags: how-to-guide
- Published: 2026-06-28

### [AWS Agent Toolkit Observability Metrics: A Complete Guide to CloudWatch, X-Ray, and ADOT Telemetry](/aws/agent-toolkit-for-aws/aws-agent-toolkit-observability-metrics)

Learn how the AWS Agent Toolkit uses CloudWatch, X-Ray, and ADOT telemetry for observability. Discover critical infrastructure signals with curated files, alarm templates, and configurations.

- Tags: how-to-guide
- Published: 2026-06-28

### [How to Integrate Custom Observability Tools with the AWS Agent Toolkit](/aws/agent-toolkit-for-aws/integrate-custom-observability-tools-aws-agent-toolkit)

Integrate custom observability tools with AWS Agent Toolkit. Leverage OpenTelemetry wrappers to send logs and traces to Datadog, Splunk, Prometheus, and more. Streamline your monitoring.

- Tags: how-to-guide
- Published: 2026-06-28

### [How to Customize the Observability Skill for Your AWS Agent](/aws/agent-toolkit-for-aws/customize-observability-skill-aws-agent)

Customize the Observability skill for your AWS agent by editing markdown files and asset templates in the aws agent toolkit for aws repository. Changes take effect immediately without recompilation.

- Tags: how-to-guide
- Published: 2026-06-28

### [Dependencies for the Observability Skill in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/observability-skill-dependencies-aws-agent-toolkit)

Discover the dependencies for the AWS Agent Toolkit observability skill. It relies solely on native AWS services like CloudWatch and X-Ray, simplifying integration.

- Tags: how-to-guide
- Published: 2026-06-28

### [How Observability is Implemented in AWS Agent Toolkit: CloudWatch, X-Ray, and OpenTelemetry](/aws/agent-toolkit-for-aws/observability-implementation-aws-agent-toolkit)

Explore how AWS Agent Toolkit implements observability using CloudWatch for metrics and logs, X-Ray for tracing, and OpenTelemetry for integrated monitoring. Learn more.

- Tags: how-to-guide
- Published: 2026-06-28

### [Where to Find the Observability Skill File in the AWS Agent Toolkit Repository](/aws/agent-toolkit-for-aws/observability-skill-file-location-aws-agent-toolkit)

Locate the observability skill file within the AWS agent toolkit repository. Find it in the core SDK or as a packaged plugin for easy access and integration with AWS services.

- Tags: how-to-guide
- Published: 2026-06-28

### [AWS Observability Skill in the AWS Agent Toolkit: Architecture, Routing, and Implementation](/aws/agent-toolkit-for-aws/observability-skill-details-aws-agent-toolkit)

Explore the AWS Observability skill in Agent Toolkit. Learn how it routes CloudWatch, X-Ray, CloudTrail, and ADOT queries to CLI snippets, CDK examples, and troubleshooting guides.

- Tags: architecture
- Published: 2026-06-28

### [How to Use the Agent Toolkit for AWS: A Complete Setup Guide](/aws/agent-toolkit-for-aws/how-to-use-agent-toolkit-for-aws)

Master the Agent Toolkit for AWS with this setup guide. Enhance AI coding agents and interact with 300+ AWS APIs seamlessly.

- Tags: getting-started
- Published: 2026-06-28

### [What Is the DocumentClient in AWS SDK for JavaScript v3?](/aws/agent-toolkit-for-aws/what-is-the-documentclient-in-the-context-of-aws-sdk-for-javascript-v3)

Discover the AWS SDK for JavaScript v3 DocumentClient. This high-level abstraction simplifies DynamoDB interactions by handling data marshalling automatically.

- Tags: deep-dive
- Published: 2026-06-27

### [How to Handle Paginated API Responses with the AWS SDK for JavaScript v3](/aws/agent-toolkit-for-aws/how-to-handle-paginated-api-responses-with-the-aws-sdk-for-javascript-v3-skill)

Effortlessly handle paginated API responses using the AWS SDK for JavaScript v3. Learn to leverage async generators and for await of loops for seamless data iteration.

- Tags: how-to-guide
- Published: 2026-06-27

### [Handling Streams in AWS SDK for JavaScript v3: Best Practices and Examples](/aws/agent-toolkit-for-aws/what-is-the-importance-of-handling-streams-in-aws-sdk-for-javascript-v3)

Master AWS SDK for JavaScript v3 streams for efficient multi GB object transfers, backpressure I/O throttling, and composable pipelines without full payload memory loading.

- Tags: best-practices
- Published: 2026-06-27

### [AWS SDK for JavaScript v3 Usage Skill: Core Concepts and Implementation Guide](/aws/agent-toolkit-for-aws/what-are-the-key-concepts-covered-in-the-aws-sdk-for-javascript-v3-usage-skill)

Master the AWS SDK for JavaScript v3 with our guide to core concepts. Build efficient Node.js and TypeScript apps using modular clients and modern credential management. Get started today.

- Tags: how-to-guide
- Published: 2026-06-27

### [How the AWS SDK for JavaScript v3 Usage Skill Helps Developers](/aws/agent-toolkit-for-aws/how-does-the-aws-sdk-for-javascript-v3-usage-skill-help-developers)

Accelerate AWS development with the AWS SDK for JavaScript v3 usage skill. Get pre-configured client builders, type-safe examples, and error templates to eliminate boilerplate.

- Tags: how-to-guide
- Published: 2026-06-27

### [What Is Runtime Discovery for AWS Agent Toolkit Skills?](/aws/agent-toolkit-for-aws/what-is-runtime-discovery-for-aws-agent-toolkit-skills)

Understand AWS Agent Toolkit runtime discovery. Discover resource topology, endpoints, and schemas dynamically from live AWS APIs, not static configs, for efficient skill execution.

- Tags: getting-started
- Published: 2026-06-27

### [How to Use npx to Add AWS Agent Toolkit Skills: A Complete Guide](/aws/agent-toolkit-for-aws/how-to-use-npx-to-add-aws-agent-toolkit-skills)

Learn to easily add AWS Agent Toolkit skills to your AI agent. This guide shows how to use npx to download and register skill definitions from the repository, enhancing your agent's capabilities.

- Tags: how-to-guide
- Published: 2026-06-27

### [Where Are Kiro Skills Stored Locally? A Complete Guide to AWS Agent Toolkit Skill Management](/aws/agent-toolkit-for-aws/where-are-kiro-skills-stored-locally)

Discover where Kiro skills are stored locally and globally in the AWS Agent Toolkit. Understand skill management for system-wide or project-specific access.

- Tags: how-to-guide
- Published: 2026-06-27

### [Where Are Cursor Skills Stored Locally? A Complete Guide to AWS Agent Toolkit Paths](/aws/agent-toolkit-for-aws/where-are-cursor-skills-stored-locally)

Discover where Cursor skills are stored locally with the AWS Agent Toolkit. Learn about global user-wide and project-specific skill paths for efficient cloud development.

- Tags: how-to-guide
- Published: 2026-06-27

### [Where Are Codex Skills Stored Locally? AWS Agent Toolkit Path Guide](/aws/agent-toolkit-for-aws/where-are-codex-skills-stored-locally)

Discover where Codex skills are stored locally with the AWS Agent Toolkit. Find your skill files in ~/.codex/skills/ or .agents/skills/ for easy access and management.

- Tags: how-to-guide
- Published: 2026-06-27

### [Where Are Claude Code Skills Stored Locally? A Complete Guide](/aws/agent-toolkit-for-aws/where-are-claude-code-skills-stored-locally)

Discover where Claude Code skills are stored locally. Learn about global and project-specific skill directories in this complete guide.

- Tags: how-to-guide
- Published: 2026-06-27

### [How to Install AWS Agent Toolkit Skills Locally: 3 Methods Explained](/aws/agent-toolkit-for-aws/how-to-install-aws-agent-toolkit-skills-locally)

Install AWS Agent Toolkit skills locally in 3 simple methods. Learn the fastest approach using npx to add skills and enhance your AI agent. Get started now.

- Tags: how-to-guide
- Published: 2026-06-27

### [How Plugins Simplify AWS Agent Toolkit Skill Integration](/aws/agent-toolkit-for-aws/how-do-plugins-simplify-aws-agent-toolkit-skill-integration)

Simplify AWS Agent Toolkit skill integration with self-contained plugins. Leverage decoupled logic and auto-registration to easily add new functionality without framework code changes.

- Tags: how-to-guide
- Published: 2026-06-27

### [How to Install Skills from the AWS Agent Toolkit: 3 Methods Explained](/aws/agent-toolkit-for-aws/how-can-i-install-skills-from-the-aws-agent-toolkit)

Easily install skills from the AWS Agent Toolkit using npm plugins, the local CLI helper, or runtime discovery. Get step-by-step guidance for seamless integration.

- Tags: how-to-guide
- Published: 2026-06-27

### [What Information Is Stored in the YAML Frontmatter of a SKILL.md File?](/aws/agent-toolkit-for-aws/what-information-is-stored-in-the-yaml-frontmatter-of-a-skillmd-file)

Discover what information is stored in the YAML frontmatter of a SKILL.md file including name, description, and version. Learn how the Agent Toolkit uses this metadata.

- Tags: how-to-guide
- Published: 2026-06-27

### [What Is the SKILL.md File in AWS Agent Toolkit?](/aws/agent-toolkit-for-aws/what-is-the-purpose-of-the-skillmd-file-in-each-skill-directory)

Understand the SKILL.md file in AWS Agent Toolkit. Discover how this markdown file defines, loads, and executes your skills, including metadata and operational guidelines.

- Tags: how-to-guide
- Published: 2026-06-27

### [Directory Structure of the AWS Agent Toolkit Repository: A Complete Guide](/aws/agent-toolkit-for-aws/what-is-the-directory-structure-of-the-aws-agent-toolkit-repository)

Explore the AWS Agent Toolkit repository structure. Discover its plugin-first architecture with core plugins, skills directory, and platform configurations for Cursor and Claude agents.

- Tags: how-to-guide
- Published: 2026-06-27

### [How Specialized Skills Are Organized in the AWS Agent Toolkit: Directory Structure and Categories](/aws/agent-toolkit-for-aws/how-are-specialized-skills-organized-in-the-toolkit)

Discover how specialized skills are organized in the AWS Agent Toolkit. Learn about service-specific categories, SKILL.md manifests, and executable scripts for agent discovery.

- Tags: deep-dive
- Published: 2026-06-27

### [What Are Specialized Skills in the AWS Agent Toolkit? A Complete Guide to the 15 Core Capabilities](/aws/agent-toolkit-for-aws/what-are-specialized-skills-in-the-aws-agent-toolkit)

Master specialized skills in the AWS Agent Toolkit. Discover 15 core capabilities for authenticating, deploying, and managing AWS infrastructure with AI coding agents.

- Tags: deep-dive
- Published: 2026-06-27

### [AWS Services Covered by Core Skills in the Agent Toolkit for AWS](/aws/agent-toolkit-for-aws/what-aws-services-are-covered-by-core-skills)

Discover the AWS services supported by the Agent Toolkit for AWS. Explore core skills in serverless, observability, IAM, containers, IaC, and more.

- Tags: getting-started
- Published: 2026-06-27

### [Core Skills in the AWS Agent Toolkit: Complete Guide to the aws-core Plugin](/aws/agent-toolkit-for-aws/what-are-core-skills-in-the-aws-agent-toolkit)

Master core skills in the AWS Agent Toolkit with the aws core plugin. Learn to perform authenticated AWS operations across serverless, containers, observability, and cost optimization.

- Tags: deep-dive
- Published: 2026-06-27

### [What Problem Does the AWS Agent Toolkit Solve for AI Agents?](/aws/agent-toolkit-for-aws/what-problem-does-the-aws-agent-toolkit-aim-to-solve-for-ai-agents)

Discover how the AWS Agent Toolkit empowers AI agents to securely build deploy and manage AWS infrastructure by bridging LLM capabilities with critical knowledge.

- Tags: getting-started
- Published: 2026-06-27

### [What Is the AWS Agent Toolkit for AWS? A Complete Guide to AI Agent Integration](/aws/agent-toolkit-for-aws/what-is-the-aws-agent-toolkit-for-aws)

Discover the AWS Agent Toolkit for AWS, a powerful set of plugins and skills that lets AI agents securely integrate with AWS services. Streamline your AI agent development today.

- Tags: getting-started
- Published: 2026-06-27

### [AWS SDK Best Practices for JavaScript (v3): A Complete Guide to Modern AWS Development](/aws/agent-toolkit-for-aws/aws-sdk-best-practices-javascript-v3)

Master AWS SDK best practices for JavaScript v3. Learn to use modular clients, reuse connections, and manage streams effectively for robust AWS development. Optimize your code today.

- Tags: best-practices
- Published: 2026-06-26

### [AWS SDK Best Practices for Python (boto3): Production Patterns from the Agent Toolkit](/aws/agent-toolkit-for-aws/aws-sdk-best-practices-python-boto3)

Master AWS SDK best practices for Python with boto3. Learn production patterns for efficient, robust applications using low-level clients, explicit configs, and error handling.

- Tags: best-practices
- Published: 2026-06-26

### [How to Audit AWS Operations Using CloudTrail: A Complete Operational Guide](/aws/agent-toolkit-for-aws/how-to-audit-aws-operations-cloudtrail)

Audit AWS operations effectively with CloudTrail. Learn how this tool captures API calls, providing a complete audit trail of user activity for enhanced security and compliance.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Use AWS Storage Services Effectively (S3, EBS, EFS)](/aws/agent-toolkit-for-aws/how-to-use-aws-storage-services-effectively)

Effectively use AWS storage services like S3 EBS and EFS. Learn best practices for object block and file storage with lifecycle policies encryption and shared file systems powered by the Agent Toolkit for AWS.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Build CloudWatch Dashboards with Cross-Account Views Using the AWS Agent Toolkit](/aws/agent-toolkit-for-aws/how-to-build-cloudwatch-dashboards-cross-account-views)

Learn to build CloudWatch dashboards with cross-account views using AWS Observability Access Manager. Aggregate metrics from linked accounts and centralize monitoring efficiently.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Optimize and Monitor AWS Costs with the Agent Toolkit for AWS](/aws/agent-toolkit-for-aws/how-to-optimize-monitor-aws-costs)

Optimize and monitor AWS costs using the Agent Toolkit for AWS. Learn to select cheaper models, manage memory, sample evaluations, stop idle sessions, and set up CloudWatch dashboards for effective cost control.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Define Infrastructure with CDK and CloudFormation: A Complete Guide](/aws/agent-toolkit-for-aws/how-to-define-infrastructure-cdk-cloudformation)

Learn to define infrastructure using AWS CDK and CloudFormation. This guide shows how to use programming languages to create CloudFormation templates for seamless deployment via the CDK or AWS CLI.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Deploy Serverless Applications Using AWS Lambda and CDK](/aws/agent-toolkit-for-aws/how-to-deploy-serverless-applications-aws-lambda-cdk)

Deploy serverless applications using AWS Lambda and CDK. Define handlers, add API Gateway, use cdk watch for rapid iteration, and deploy safely with CloudFormation.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Build Applications with Amazon Bedrock Foundation Models: Complete Developer Guide](/aws/agent-toolkit-for-aws/how-to-build-applications-amazon-bedrock-foundation-models)

Learn to build applications with Amazon Bedrock foundation models. This guide covers model selection, SDK configuration, API invocation, and integrating RAG, Guardrails, and caching for optimal performance.

- Tags: getting-started
- Published: 2026-06-26

### [Bearer Token vs SigV4 Authentication for AWS DevOps Agent: Choosing the Right Method](/aws/agent-toolkit-for-aws/bearer-token-vs-sigv4-authentication-aws-devops-agent)

Choose between Bearer token and SigV4 authentication for your AWS DevOps Agent. Discover which method best suits your single or multi-space orchestration and IAM security needs easily.

- Tags: comparison
- Published: 2026-06-26

### [How to Configure Multi-AgentSpace with SigV4 Authentication in AWS Agent Toolkit](/aws/agent-toolkit-for-aws/how-to-configure-multi-agent-space-sigv4-authentication)

Learn to configure multi-AgentSpace with SigV4 authentication in the AWS Agent Toolkit. Install the MCP proxy, set up credentials, and route tool calls efficiently using agent_space_id.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Perform Threat Modeling with AWS Security Agent: A Complete CLI Guide](/aws/agent-toolkit-for-aws/how-to-perform-threat-modeling-aws-security-agent)

Perform threat modeling with AWS Security Agent CLI Analyze your code against security requirements Use STRIDE to find vulnerabilities Automate your security process

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Run Penetration Testing with AWS Security Agent: Complete Setup and Workflow Guide](/aws/agent-toolkit-for-aws/how-to-run-penetration-testing-aws-security-agent)

Learn how to run penetration testing with AWS Security Agent. This guide covers agent setup, domain registration, job creation, and finding retrieval for robust security assessments.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Set Up AWS Security Agent for Vulnerability Scanning in CI/CD Pipelines](/aws/agent-toolkit-for-aws/how-to-set-up-aws-security-agent-vulnerability-scanning-ci-cd)

Set up AWS Security Agent for vulnerability scanning in CI/CD. Provision IAM roles and S3 buckets, then scan your repository with the agent toolkit for automated security checks.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Use the AWS DevOps Agent for Incident Investigation: MCP Workflow Guide](/aws/agent-toolkit-for-aws/how-to-use-aws-devops-agent-incident-investigation)

Learn to use the AWS DevOps Agent for incident investigation. This MCP-enabled AI engine automates root-cause analysis across CloudWatch, X-Ray, and logs for efficient problem solving.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Debug CloudWatch Alarm INSUFFICIENT_DATA States: A Complete Troubleshooting Guide](/aws/agent-toolkit-for-aws/how-to-debug-cloudwatch-alarm-insufficient-data-states)

Troubleshoot and resolve CloudWatch alarm INSUFFICIENT_DATA states. Learn common causes like namespace mismatches and missing metrics in this comprehensive guide.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Publish Custom CloudWatch Metrics Using the EMF Format](/aws/agent-toolkit-for-aws/how-to-publish-custom-cloudwatch-metrics-emf-format)

Easily publish custom CloudWatch metrics with EMF format. Send logs to CloudWatch for automatic metric extraction without API calls. Learn more now.

- Tags: how-to-guide
- Published: 2026-06-26

### [Set Up X-Ray Tracing with the ADOT Collector: A Complete Guide for AWS Observability](/aws/agent-toolkit-for-aws/how-to-set-up-x-ray-tracing-adot-collector-observability)

Master X-Ray tracing with the ADOT Collector. This guide shows you how to configure the OpenTelemetry collector for AWS observability and easily send traces to AWS X-Ray.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Configure CloudWatch Alarms with Anomaly Detection](/aws/agent-toolkit-for-aws/how-to-configure-cloudwatch-alarms-anomaly-detection)

Configure CloudWatch alarms with anomaly detection by setting up an AnomalyDetector resource and referencing its synthetic metric. Learn how to detect unusual patterns and proactively address issues before they impact users.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Use the run_script Tool for Sandboxed Python Script Execution in AWS MCP Server](/aws/agent-toolkit-for-aws/how-to-use-run-script-tool-sandboxed-python-aws-mcp-server)

Learn to use the AWS MCP Server run_script tool for secure, sandboxed Python script execution in isolated micro-VMs. Get stdout, stderr, and exit codes via JSON.

- Tags: how-to-guide
- Published: 2026-06-26

### [How to Set Up AWS MCP Server Authentication with Claude Code, Codex, and Cursor](/aws/agent-toolkit-for-aws/how-to-set-up-aws-mcp-server-authentication-with-claude-code-codex-and-cursor)

Learn to set up AWS MCP Server authentication using Claude Code, Codex, and Cursor. Configure your .mcp.json file and provide AWS credentials for secure access. Master AWS authentication today.

- Tags: how-to-guide
- Published: 2026-06-26