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Applies to EC2 instance and fleet questions, InsufficientInstanceCapacity, CPU-credit\u002Fsurplus charges, IMDSv2 401s, instances stuck in Pending:Wait, ASG not replacing unhealthy instances, status-check failures, SSH refused\u002Ftimed out, or instances missing as SSM managed nodes. For a single secure instance launch, the launching-ec2-instance-with-best-practices skill is more appropriate; for instance profiles, see setting-up-ec2-instance-profiles; for Image Builder, see creating-ec2-image-builder-pipeline. Does NOT cover Lambda, ECS\u002FFargate, EKS, VPC\u002FALB\u002FNLB design, or IAM policy authoring.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"aws","AWS (Amazon)","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Faws.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Virtual Machines","virtual-machines","tag",{"name":17,"slug":18,"type":15},"Operations","operations",{"name":20,"slug":21,"type":15},"Infrastructure","infrastructure",{"name":23,"slug":8,"type":15},"AWS",1822,"https:\u002F\u002Fgithub.com\u002Faws\u002Fagent-toolkit-for-aws","2026-07-19T06:03:49.806229",null,157,[],{"repoUrl":25,"stars":24,"forks":28,"topics":31,"description":32},[],"Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS","https:\u002F\u002Fgithub.com\u002Faws\u002Fagent-toolkit-for-aws\u002Ftree\u002FHEAD\u002Fskills\u002Fcore-skills\u002Faws-compute","---\nname: aws-compute\ndescription: \"Provisions, scales, and operates Amazon EC2 virtual-machine workloads: instance-type selection (Graviton\u002FArm64, burstable T credits, GPU, instance store vs EBS), launch templates, Auto Scaling groups (scaling policies, instance refresh, mixed instances, Spot, warm pools, lifecycle hooks), IMDSv2, placement groups, Elastic IPs, AMI lifecycle, and Systems Manager fleet operations (Session Manager, Run Command, Patch Manager). Applies to EC2 instance and fleet questions, InsufficientInstanceCapacity, CPU-credit\u002Fsurplus charges, IMDSv2 401s, instances stuck in Pending:Wait, ASG not replacing unhealthy instances, status-check failures, SSH refused\u002Ftimed out, or instances missing as SSM managed nodes. For a single secure instance launch, the launching-ec2-instance-with-best-practices skill is more appropriate; for instance profiles, see setting-up-ec2-instance-profiles; for Image Builder, see creating-ec2-image-builder-pipeline. Does NOT cover Lambda, ECS\u002FFargate, EKS, VPC\u002FALB\u002FNLB design, or IAM policy authoring.\"\nversion: 1\n---\n\n# Amazon EC2 Compute\n\nBest experience with the AWS MCP server; also works with the AWS CLI alone — no hard dependency on either.\n\n## Critical Warnings\n\n**Launch configurations are deprecated** and do not support current EC2 instance types; new accounts cannot create them. Use launch templates for every new Auto Scaling group. See [auto-scaling.md](references\u002Fauto-scaling.md).\n\n**ASGs ignore ELB health checks by default**: An Auto Scaling group only uses EC2 status checks unless you set `--health-check-type ELB`. Without it, instances failing the load balancer's health check stay in service forever. See [auto-scaling.md](references\u002Fauto-scaling.md).\n\n**IMDSv2 hop limit breaks containers**: the default `HttpPutResponseHopLimit` of 1 makes the IMDSv2 token PUT response fail to reach a containerized process (the extra hop exceeds the response TTL), so the token request times out. Set `HttpPutResponseHopLimit=2` for bridge\u002Fawsvpc container workloads. (If IMDSv2 is *required*, a subsequent tokenless GET returns `401`; if optional, it silently falls back to IMDSv1.) See [provisioning.md](references\u002Fprovisioning.md).\n\n**T3\u002FT3a\u002FT4g default to unlimited mode**: Unlike T2 (standard), these burst without throttling but bill surplus CPU credits when 24h-average CPU exceeds baseline — a silent cost leak. See [instance-selection.md](references\u002Finstance-selection.md).\n\n**Instance store is ephemeral**: Data on instance store volumes is lost on stop, hibernate, terminate, instance-type change, and host failure — it survives only a reboot. Put anything durable on EBS\u002FEFS\u002FS3. See [instance-selection.md](references\u002Finstance-selection.md).\n\n## Which do you need?\n\n| If you're deciding... | Guidance |\n|-----------------------|----------|\n| Instance family \u002F size \u002F Graviton \u002F GPU \u002F burstable | [instance-selection.md](references\u002Finstance-selection.md) — start with the workload→family table |\n| How to define instances once and reuse (launch template) | [provisioning.md](references\u002Fprovisioning.md) |\n| How to run many instances that scale automatically | [auto-scaling.md](references\u002Fauto-scaling.md) |\n| How to access\u002Fpatch\u002Fmanage instances without SSH keys | [systems-manager.md](references\u002Fsystems-manager.md) |\n\n## Quick Navigation\n\n| You want to... | Go to |\n|----------------|-------|\n| Pick an instance type, Graviton vs x86, burstable credits, GPU, instance store vs EBS | [instance-selection.md](references\u002Finstance-selection.md) |\n| Create a launch template, user data, key pairs, IMDSv2, placement groups, Elastic IPs | [provisioning.md](references\u002Fprovisioning.md) |\n| Set up or fix an Auto Scaling group, scaling policies, instance refresh, Spot, lifecycle hooks | [auto-scaling.md](references\u002Fauto-scaling.md) |\n| Get SSH-less access, patch a fleet, or fix an instance not showing as a managed node | [systems-manager.md](references\u002Fsystems-manager.md) |\n| Create, share, or retire (deprecate\u002Fdisable\u002Fderegister) an AMI | [ami-management.md](references\u002Fami-management.md) |\n| Fix something broken (can't connect, status-check fail, capacity error, stuck instances) | [troubleshooting.md](references\u002Ftroubleshooting.md) |\n\n## Common Workflows\n\n**\"Stand up an autoscaling web fleet\"** → Create a launch template (AMI, type, IMDSv2), then an ASG referencing it with `--health-check-type ELB` and a target-tracking policy, see [auto-scaling.md](references\u002Fauto-scaling.md). For the public entry point, secure the load balancer (TLS\u002FACM, WAF, security response headers) per the Security Considerations below and the load-balancer notes in [auto-scaling.md](references\u002Fauto-scaling.md) — the load-balancer build itself belongs to `aws-networking`.\n\n**\"Roll out a new AMI to my fleet\"** → New launch template version → instance refresh; pin a numeric launch-template version so rollback works, see [auto-scaling.md](references\u002Fauto-scaling.md).\n\n**\"Connect to a private instance without a bastion\"** → Give the instance SSM permissions (an instance profile with `AmazonSSMManagedInstanceCore`, or account-level DHMC) plus a network path, then use Session Manager, see [systems-manager.md](references\u002Fsystems-manager.md).\n\n**\"Cut EC2 cost\"** → Right-size (burstable vs fixed-performance), Graviton where the app supports Arm64, Spot with `price-capacity-optimized` for fault-tolerant fleets, release idle Elastic IPs, see [instance-selection.md](references\u002Finstance-selection.md).\n\n## Troubleshooting\n\n| Symptom | Likely cause | Quick fix |\n|---------|-------------|-----------|\n| SSH \"Connection timed out\" | Network path (SG\u002FNACL\u002Froute\u002Fno public IP) | Open TCP 22 from your IP; check route to IGW; verify public IP — see [troubleshooting.md](references\u002Ftroubleshooting.md) |\n| SSH \"Connection refused\" | Host: sshd down or still booting | Wait for boot; check sshd\u002Fport via Session Manager or serial console |\n| `InsufficientInstanceCapacity` | AWS lacks capacity of that type in the AZ (NOT a quota) | Try another AZ \u002F instance type \u002F retry; don't request a quota increase |\n| `InstanceLimitExceeded` | vCPU quota reached (this IS a quota) | Request a Service Quotas increase for the instance family |\n| ASG never replaces LB-unhealthy instances | Health check type still EC2 | Set `--health-check-type ELB` |\n| Instances stuck in `Pending:Wait`, terminated after ~1h | Lifecycle hook never completed (heartbeat 3600s, default ABANDON) | Call `complete-lifecycle-action` CONTINUE, or set DefaultResult CONTINUE |\n| System status check failed | AWS host\u002Fhardware | Stop\u002Fstart to migrate to new hardware (reboot won't) |\n| Instance status check failed | Instance OS\u002Fnetwork config | Reboot or fix the OS\u002Fnetwork config |\n\nFull tables and more errors in [troubleshooting.md](references\u002Ftroubleshooting.md).\n\n## Security Considerations\n\n- **Enforce IMDSv2** (`HttpTokens=required`) on launch templates to block SSRF-based credential theft; set the account-level default per Region (applies to new launches only).\n- **Prefer Session Manager over inbound SSH** — no open port 22, no key management, and a CloudTrail record of session API calls; enable Session Manager session logging to CloudWatch Logs\u002FS3 (off by default) to capture the in-session commands themselves — see [systems-manager.md](references\u002Fsystems-manager.md).\n- **Use instance profiles, never embedded credentials**; scope the role to least privilege.\n- **Encrypt EBS\u002FAMIs**; to share an encrypted AMI cross-account, re-encrypt under a customer-managed KMS key (the default `aws\u002Febs` key can't be shared).\n- **Enable CloudTrail** in all Regions to audit EC2\u002FASG\u002FSSM API activity, and alarm on sensitive actions (security-group changes, `RunInstances`\u002F`TerminateInstances` from unexpected principals) so unauthorized changes surface.\n- **For public-facing web fleets**, encrypt traffic in transit with an ACM certificate on the load balancer's HTTPS listener and add AWS WAF for defense in depth against common web exploits — the load-balancer\u002FWAF setup itself lives in `aws-networking`.\n- For hardening beyond this guidance, see [AWS EC2 security best practices](https:\u002F\u002Fdocs.aws.amazon.com\u002FAWSEC2\u002Flatest\u002FUserGuide\u002Fec2-security.html) and CIS Benchmarks for the guest OS.\n\n## Not Covered By This Skill\n\n- **Launching a single hardened instance with best-practice defaults** → use the `launching-ec2-instance-with-best-practices` skill\n- **Creating IAM roles \u002F instance profiles for EC2** → use the `setting-up-ec2-instance-profiles` skill\n- **Building AMIs with an Image Builder pipeline** → use the `creating-ec2-image-builder-pipeline` skill\n- **Lambda \u002F serverless** → `aws-serverless`; 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For the public entry point, secure the load balancer (TLS\u002FACM, WAF, security response headers) per the Security Considerations below and the load-balancer notes in ",{"type":42,"tag":75,"props":438,"children":439},{"href":77},[440],{"type":48,"value":80},{"type":48,"value":442}," — the load-balancer build itself belongs to ",{"type":42,"tag":94,"props":444,"children":446},{"className":445},[],[447],{"type":48,"value":448},"aws-networking",{"type":48,"value":82},{"type":42,"tag":51,"props":451,"children":452},{},[453,458,460,464],{"type":42,"tag":67,"props":454,"children":455},{},[456],{"type":48,"value":457},"\"Roll out a new AMI to my fleet\"",{"type":48,"value":459}," → New launch template version → instance refresh; pin a numeric launch-template version so rollback works, see ",{"type":42,"tag":75,"props":461,"children":462},{"href":77},[463],{"type":48,"value":80},{"type":48,"value":82},{"type":42,"tag":51,"props":466,"children":467},{},[468,473,475,481,483,487],{"type":42,"tag":67,"props":469,"children":470},{},[471],{"type":48,"value":472},"\"Connect to a private instance without a bastion\"",{"type":48,"value":474}," → Give the instance SSM permissions (an instance profile with ",{"type":42,"tag":94,"props":476,"children":478},{"className":477},[],[479],{"type":48,"value":480},"AmazonSSMManagedInstanceCore",{"type":48,"value":482},", or account-level DHMC) plus a network path, then use Session Manager, see ",{"type":42,"tag":75,"props":484,"children":485},{"href":282},[486],{"type":48,"value":285},{"type":48,"value":82},{"type":42,"tag":51,"props":489,"children":490},{},[491,496,498,504,506,510],{"type":42,"tag":67,"props":492,"children":493},{},[494],{"type":48,"value":495},"\"Cut EC2 cost\"",{"type":48,"value":497}," → Right-size (burstable vs fixed-performance), Graviton where the app supports Arm64, Spot with ",{"type":42,"tag":94,"props":499,"children":501},{"className":500},[],[502],{"type":48,"value":503},"price-capacity-optimized",{"type":48,"value":505}," for fault-tolerant fleets, release idle Elastic IPs, see ",{"type":42,"tag":75,"props":507,"children":508},{"href":168},[509],{"type":48,"value":171},{"type":48,"value":82},{"type":42,"tag":57,"props":512,"children":514},{"id":513},"troubleshooting",[515],{"type":48,"value":516},"Troubleshooting",{"type":42,"tag":195,"props":518,"children":519},{},[520,541],{"type":42,"tag":199,"props":521,"children":522},{},[523],{"type":42,"tag":203,"props":524,"children":525},{},[526,531,536],{"type":42,"tag":207,"props":527,"children":528},{},[529],{"type":48,"value":530},"Symptom",{"type":42,"tag":207,"props":532,"children":533},{},[534],{"type":48,"value":535},"Likely cause",{"type":42,"tag":207,"props":537,"children":538},{},[539],{"type":48,"value":540},"Quick fix",{"type":42,"tag":218,"props":542,"children":543},{},[544,566,584,606,628,651,685,703],{"type":42,"tag":203,"props":545,"children":546},{},[547,552,557],{"type":42,"tag":225,"props":548,"children":549},{},[550],{"type":48,"value":551},"SSH \"Connection timed out\"",{"type":42,"tag":225,"props":553,"children":554},{},[555],{"type":48,"value":556},"Network path (SG\u002FNACL\u002Froute\u002Fno public IP)",{"type":42,"tag":225,"props":558,"children":559},{},[560,562],{"type":48,"value":561},"Open TCP 22 from your IP; check route to IGW; verify public IP — see ",{"type":42,"tag":75,"props":563,"children":564},{"href":404},[565],{"type":48,"value":407},{"type":42,"tag":203,"props":567,"children":568},{},[569,574,579],{"type":42,"tag":225,"props":570,"children":571},{},[572],{"type":48,"value":573},"SSH \"Connection refused\"",{"type":42,"tag":225,"props":575,"children":576},{},[577],{"type":48,"value":578},"Host: sshd down or still booting",{"type":42,"tag":225,"props":580,"children":581},{},[582],{"type":48,"value":583},"Wait for boot; check sshd\u002Fport via Session Manager or serial console",{"type":42,"tag":203,"props":585,"children":586},{},[587,596,601],{"type":42,"tag":225,"props":588,"children":589},{},[590],{"type":42,"tag":94,"props":591,"children":593},{"className":592},[],[594],{"type":48,"value":595},"InsufficientInstanceCapacity",{"type":42,"tag":225,"props":597,"children":598},{},[599],{"type":48,"value":600},"AWS lacks capacity of that type in the AZ (NOT a quota)",{"type":42,"tag":225,"props":602,"children":603},{},[604],{"type":48,"value":605},"Try another AZ \u002F instance type \u002F retry; don't request a quota increase",{"type":42,"tag":203,"props":607,"children":608},{},[609,618,623],{"type":42,"tag":225,"props":610,"children":611},{},[612],{"type":42,"tag":94,"props":613,"children":615},{"className":614},[],[616],{"type":48,"value":617},"InstanceLimitExceeded",{"type":42,"tag":225,"props":619,"children":620},{},[621],{"type":48,"value":622},"vCPU quota reached (this IS a quota)",{"type":42,"tag":225,"props":624,"children":625},{},[626],{"type":48,"value":627},"Request a Service Quotas increase for the instance family",{"type":42,"tag":203,"props":629,"children":630},{},[631,636,641],{"type":42,"tag":225,"props":632,"children":633},{},[634],{"type":48,"value":635},"ASG never replaces LB-unhealthy instances",{"type":42,"tag":225,"props":637,"children":638},{},[639],{"type":48,"value":640},"Health check type still EC2",{"type":42,"tag":225,"props":642,"children":643},{},[644,646],{"type":48,"value":645},"Set ",{"type":42,"tag":94,"props":647,"children":649},{"className":648},[],[650],{"type":48,"value":99},{"type":42,"tag":203,"props":652,"children":653},{},[654,667,672],{"type":42,"tag":225,"props":655,"children":656},{},[657,659,665],{"type":48,"value":658},"Instances stuck in ",{"type":42,"tag":94,"props":660,"children":662},{"className":661},[],[663],{"type":48,"value":664},"Pending:Wait",{"type":48,"value":666},", terminated after ~1h",{"type":42,"tag":225,"props":668,"children":669},{},[670],{"type":48,"value":671},"Lifecycle hook never completed (heartbeat 3600s, default ABANDON)",{"type":42,"tag":225,"props":673,"children":674},{},[675,677,683],{"type":48,"value":676},"Call ",{"type":42,"tag":94,"props":678,"children":680},{"className":679},[],[681],{"type":48,"value":682},"complete-lifecycle-action",{"type":48,"value":684}," CONTINUE, or set DefaultResult CONTINUE",{"type":42,"tag":203,"props":686,"children":687},{},[688,693,698],{"type":42,"tag":225,"props":689,"children":690},{},[691],{"type":48,"value":692},"System status check failed",{"type":42,"tag":225,"props":694,"children":695},{},[696],{"type":48,"value":697},"AWS host\u002Fhardware",{"type":42,"tag":225,"props":699,"children":700},{},[701],{"type":48,"value":702},"Stop\u002Fstart to migrate to new hardware (reboot won't)",{"type":42,"tag":203,"props":704,"children":705},{},[706,711,716],{"type":42,"tag":225,"props":707,"children":708},{},[709],{"type":48,"value":710},"Instance status check failed",{"type":42,"tag":225,"props":712,"children":713},{},[714],{"type":48,"value":715},"Instance OS\u002Fnetwork config",{"type":42,"tag":225,"props":717,"children":718},{},[719],{"type":48,"value":720},"Reboot or fix the OS\u002Fnetwork config",{"type":42,"tag":51,"props":722,"children":723},{},[724,726,730],{"type":48,"value":725},"Full tables and more errors in ",{"type":42,"tag":75,"props":727,"children":728},{"href":404},[729],{"type":48,"value":407},{"type":48,"value":82},{"type":42,"tag":57,"props":732,"children":734},{"id":733},"security-considerations",[735],{"type":48,"value":736},"Security Considerations",{"type":42,"tag":738,"props":739,"children":740},"ul",{},[741,760,775,785,803,829,845],{"type":42,"tag":742,"props":743,"children":744},"li",{},[745,750,752,758],{"type":42,"tag":67,"props":746,"children":747},{},[748],{"type":48,"value":749},"Enforce IMDSv2",{"type":48,"value":751}," (",{"type":42,"tag":94,"props":753,"children":755},{"className":754},[],[756],{"type":48,"value":757},"HttpTokens=required",{"type":48,"value":759},") on launch templates to block SSRF-based credential theft; set the account-level default per Region (applies to new launches only).",{"type":42,"tag":742,"props":761,"children":762},{},[763,768,770,774],{"type":42,"tag":67,"props":764,"children":765},{},[766],{"type":48,"value":767},"Prefer Session Manager over inbound SSH",{"type":48,"value":769}," — no open port 22, no key management, and a CloudTrail record of session API calls; enable Session Manager session logging to CloudWatch Logs\u002FS3 (off by default) to capture the in-session commands themselves — see ",{"type":42,"tag":75,"props":771,"children":772},{"href":282},[773],{"type":48,"value":285},{"type":48,"value":82},{"type":42,"tag":742,"props":776,"children":777},{},[778,783],{"type":42,"tag":67,"props":779,"children":780},{},[781],{"type":48,"value":782},"Use instance profiles, never embedded credentials",{"type":48,"value":784},"; scope the role to least privilege.",{"type":42,"tag":742,"props":786,"children":787},{},[788,793,795,801],{"type":42,"tag":67,"props":789,"children":790},{},[791],{"type":48,"value":792},"Encrypt EBS\u002FAMIs",{"type":48,"value":794},"; to share an encrypted AMI cross-account, re-encrypt under a customer-managed KMS key (the default ",{"type":42,"tag":94,"props":796,"children":798},{"className":797},[],[799],{"type":48,"value":800},"aws\u002Febs",{"type":48,"value":802}," key can't be shared).",{"type":42,"tag":742,"props":804,"children":805},{},[806,811,813,819,821,827],{"type":42,"tag":67,"props":807,"children":808},{},[809],{"type":48,"value":810},"Enable CloudTrail",{"type":48,"value":812}," in all Regions to audit EC2\u002FASG\u002FSSM API activity, and alarm on sensitive actions (security-group changes, ",{"type":42,"tag":94,"props":814,"children":816},{"className":815},[],[817],{"type":48,"value":818},"RunInstances",{"type":48,"value":820},"\u002F",{"type":42,"tag":94,"props":822,"children":824},{"className":823},[],[825],{"type":48,"value":826},"TerminateInstances",{"type":48,"value":828}," from unexpected principals) so unauthorized changes surface.",{"type":42,"tag":742,"props":830,"children":831},{},[832,837,839,844],{"type":42,"tag":67,"props":833,"children":834},{},[835],{"type":48,"value":836},"For public-facing web fleets",{"type":48,"value":838},", encrypt traffic in transit with an ACM certificate on the load balancer's HTTPS listener and add AWS WAF for defense in depth against common web exploits — the load-balancer\u002FWAF setup itself lives in ",{"type":42,"tag":94,"props":840,"children":842},{"className":841},[],[843],{"type":48,"value":448},{"type":48,"value":82},{"type":42,"tag":742,"props":846,"children":847},{},[848,850,858],{"type":48,"value":849},"For hardening beyond this guidance, see ",{"type":42,"tag":75,"props":851,"children":855},{"href":852,"rel":853},"https:\u002F\u002Fdocs.aws.amazon.com\u002FAWSEC2\u002Flatest\u002FUserGuide\u002Fec2-security.html",[854],"nofollow",[856],{"type":48,"value":857},"AWS EC2 security best practices",{"type":48,"value":859}," and CIS Benchmarks for the guest OS.",{"type":42,"tag":57,"props":861,"children":863},{"id":862},"not-covered-by-this-skill",[864],{"type":48,"value":865},"Not Covered By This Skill",{"type":42,"tag":738,"props":867,"children":868},{},[869,887,903,919,962,978],{"type":42,"tag":742,"props":870,"children":871},{},[872,877,879,885],{"type":42,"tag":67,"props":873,"children":874},{},[875],{"type":48,"value":876},"Launching a single hardened instance with best-practice defaults",{"type":48,"value":878}," → use the ",{"type":42,"tag":94,"props":880,"children":882},{"className":881},[],[883],{"type":48,"value":884},"launching-ec2-instance-with-best-practices",{"type":48,"value":886}," skill",{"type":42,"tag":742,"props":888,"children":889},{},[890,895,896,902],{"type":42,"tag":67,"props":891,"children":892},{},[893],{"type":48,"value":894},"Creating IAM roles \u002F instance profiles for EC2",{"type":48,"value":878},{"type":42,"tag":94,"props":897,"children":899},{"className":898},[],[900],{"type":48,"value":901},"setting-up-ec2-instance-profiles",{"type":48,"value":886},{"type":42,"tag":742,"props":904,"children":905},{},[906,911,912,918],{"type":42,"tag":67,"props":907,"children":908},{},[909],{"type":48,"value":910},"Building AMIs with an Image Builder pipeline",{"type":48,"value":878},{"type":42,"tag":94,"props":913,"children":915},{"className":914},[],[916],{"type":48,"value":917},"creating-ec2-image-builder-pipeline",{"type":48,"value":886},{"type":42,"tag":742,"props":920,"children":921},{},[922,927,929,935,937,942,943,949,950,955,956],{"type":42,"tag":67,"props":923,"children":924},{},[925],{"type":48,"value":926},"Lambda \u002F serverless",{"type":48,"value":928}," → ",{"type":42,"tag":94,"props":930,"children":932},{"className":931},[],[933],{"type":48,"value":934},"aws-serverless",{"type":48,"value":936},"; ",{"type":42,"tag":67,"props":938,"children":939},{},[940],{"type":48,"value":941},"ECS\u002FFargate",{"type":48,"value":928},{"type":42,"tag":94,"props":944,"children":946},{"className":945},[],[947],{"type":48,"value":948},"aws-containers",{"type":48,"value":936},{"type":42,"tag":67,"props":951,"children":952},{},[953],{"type":48,"value":954},"EKS\u002FKubernetes",{"type":48,"value":928},{"type":42,"tag":94,"props":957,"children":959},{"className":958},[],[960],{"type":48,"value":961},"kubernetes",{"type":42,"tag":742,"props":963,"children":964},{},[965,970,971,976],{"type":42,"tag":67,"props":966,"children":967},{},[968],{"type":48,"value":969},"VPC, subnets, ALB\u002FNLB, endpoints",{"type":48,"value":928},{"type":42,"tag":94,"props":972,"children":974},{"className":973},[],[975],{"type":48,"value":448},{"type":48,"value":977}," or built-in knowledge",{"type":42,"tag":742,"props":979,"children":980},{},[981,986,987,993,995],{"type":42,"tag":67,"props":982,"children":983},{},[984],{"type":48,"value":985},"IAM policy logic and CloudWatch dashboards\u002Fagent setup",{"type":48,"value":928},{"type":42,"tag":94,"props":988,"children":990},{"className":989},[],[991],{"type":48,"value":992},"aws-iam",{"type":48,"value":994},", ",{"type":42,"tag":94,"props":996,"children":998},{"className":997},[],[999],{"type":48,"value":1000},"aws-observability",{"items":1002,"total":1106},[1003,1020,1035,1050,1065,1075,1090],{"slug":1004,"name":1004,"fn":1005,"description":1006,"org":1007,"tags":1008,"stars":24,"repoUrl":25,"updatedAt":1019},"agents-build","add capabilities to existing agent projects","Use when adding capabilities to an existing agent project — memory, app integration, VPC, multi-agent, migration, model changes, browser, code interpreter, or resource removal. Triggers on: \"add memory\", \"remember across sessions\", \"call agent from app\", \"invoke agent from code\", \"auth to call agent\", \"streaming responses\", \"VPC\", \"VPC connectivity\", \"VPC error\", \"can't reach from VPC\", \"multi-agent\", \"A2A\", \"A2A auth\", \"orchestrator not delegating\", \"specialist not called\", \"migrate Bedrock Agent\", \"after import\", \"migration issue\", \"framework for migration\", \"change model\", \"browser tool\", \"code interpreter\", \"delete agent\", \"tear down\", \"agentcore remove\", \"cross-account memory\", \"resource-based policy on memory\", \"pay for x402 content\", \"402 Payment Required\", \"microtransactions\", \"paid API or tool\". Not for connecting to external APIs via Gateway — use agents-connect. Not for scaffolding a new project — use agents-get-started. Not for CLI\u002Fdev server errors — use agents-debug. Strands vs LangGraph in a migration context routes here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1009,1012,1015,1016],{"name":1010,"slug":1011,"type":15},"Agents","agents",{"name":1013,"slug":1014,"type":15},"Automation","automation",{"name":23,"slug":8,"type":15},{"name":1017,"slug":1018,"type":15},"Engineering","engineering","2026-07-12T08:42:53.812877",{"slug":1021,"name":1021,"fn":1022,"description":1023,"org":1024,"tags":1025,"stars":24,"repoUrl":25,"updatedAt":1034},"agents-connect","connect agents to external services","Use when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies. Handles gateway setup, target types, outbound auth (OAuth, API key, IAM), credentials, and Cedar policy authoring. Triggers on: \"connect to API\", \"add gateway\", \"connect to MCP server\", \"Lambda tools\", \"OpenAPI\", \"gateway target\", \"Cedar policy\", \"restrict tools\", \"policy engine\", \"gateway auth error\", \"store API key\", \"outbound credential\", \"env var API key\", \"API key None after deploy\", \"credential not available after deploy\", \"should this be a gateway target\", \"give my agent tools\", \"add tools to agent\". Not for inbound auth (who can call your agent) — use agents-harden. Not for debugging agent behavior — use agents-debug. Not for VPC networking errors (agent can't reach APIs due to VPC) — use agents-build. Not for creating or hosting a new MCP server project — use agents-get-started.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1026,1027,1030,1033],{"name":1010,"slug":1011,"type":15},{"name":1028,"slug":1029,"type":15},"API Development","api-development",{"name":1031,"slug":1032,"type":15},"Authentication","authentication",{"name":23,"slug":8,"type":15},"2026-07-16T06:00:38.866147",{"slug":1036,"name":1036,"fn":1037,"description":1038,"org":1039,"tags":1040,"stars":24,"repoUrl":25,"updatedAt":1049},"agents-debug","debug agent and environment issues","Use when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues. Reads traces and logs to diagnose root causes. Also checks prerequisites when the CLI itself isn't working. Triggers on: \"agent not working\", \"wrong answer\", \"agent error\", \"tool call failing\", \"debug agent\", \"check logs\", \"read traces\", \"broken\", \"500 error\", \"424 error\", \"model access denied\", \"command not found\", \"stuck in DELETING\", \"maxVms exceeded\", \"cold start diagnosis\", \"cold start slow\", \"agentcore create error\", \"create failed\", \"exit code 7\", \"connection refused local dev\". Not for deploy failures — use agents-deploy. Not for performance tuning without errors — use agents-optimize. Not for VPC configuration — use agents-build. Not for observability setup or missing logs — use agents-optimize.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1041,1042,1043,1046],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1044,"slug":1045,"type":15},"Debugging","debugging",{"name":1047,"slug":1048,"type":15},"Observability","observability","2026-07-16T06:00:44.679093",{"slug":1051,"name":1051,"fn":1052,"description":1053,"org":1054,"tags":1055,"stars":24,"repoUrl":25,"updatedAt":1064},"agents-deploy","deploy AI agents to AWS","Use when deploying your agent to AWS, or when a deploy has failed. Handles pre-flight validation, CDK\u002FIAM\u002Fquota error diagnosis, version management, rollback, and canary deployments. Triggers on: \"deploy my agent\", \"agentcore deploy\", \"deploy failed\", \"CDK error\", \"rollback\", \"canary deploy\", \"pin version\", \"redeploy\", \"deploy stuck\". Not for production hardening — use agents-harden. Not for adding capabilities before deploy — use agents-build or agents-connect. Not for VPC configuration errors — use agents-build.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1056,1057,1058,1061],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1059,"slug":1060,"type":15},"CI\u002FCD","ci-cd",{"name":1062,"slug":1063,"type":15},"Deployment","deployment","2026-07-12T08:42:55.059577",{"slug":1066,"name":1066,"fn":1067,"description":1068,"org":1069,"tags":1070,"stars":24,"repoUrl":25,"updatedAt":1074},"agents-get-started","scaffold and deploy new agent projects","Use when a developer wants to create a new agent project or get started with AgentCore. Handles framework selection, project scaffolding, first deploy, and first invocation. Triggers on: \"build an agent\", \"create an agent\", \"get started\", \"new project\", \"agentcore create\", \"which framework\", \"Strands vs LangGraph\", \"hello world agent\", \"first agent\", \"create MCP server\", \"host MCP server\", \"agentcore dev\", \"dev server\", \"what port\", \"local development\". Not for adding capabilities to existing projects — use agents-build or agents-connect. Strands vs LangGraph in a migration context routes to agents-build, not here. Connecting to an existing MCP server routes to agents-connect, not here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1071,1072,1073],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1062,"slug":1063,"type":15},"2026-07-12T08:42:51.963247",{"slug":1076,"name":1076,"fn":1077,"description":1078,"org":1079,"tags":1080,"stars":24,"repoUrl":25,"updatedAt":1089},"agents-harden","harden agents for production","Use when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization, session lifecycle, rate limiting, input validation, and quota guidance. Triggers on: \"production checklist\", \"harden agent\", \"production ready\", \"secure agent\", \"inbound auth\", \"going live\", \"cold start optimization\", \"session lifecycle\", \"StopRuntimeSession\", \"quota\", \"throttling\", \"maxVms\", \"rate limit\", \"security audit of outbound API calls\", \"gateway target audit for production\", \"restrict who can call\", \"lock down endpoint\", \"only our app can call\". Not for Cedar tool-restriction policies — use agents-connect. Not for quality measurement — use agents-optimize. Not for outbound credential storage or API key wiring — use agents-connect. Not for A2A agent-to-agent auth — use agents-build. Cold start observation and diagnosis (not optimization) routes to agents-debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1081,1082,1083,1086],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1084,"slug":1085,"type":15},"Best Practices","best-practices",{"name":1087,"slug":1088,"type":15},"Security","security","2026-07-16T06:00:42.174705",{"slug":1091,"name":1091,"fn":1092,"description":1093,"org":1094,"tags":1095,"stars":24,"repoUrl":25,"updatedAt":1105},"agents-optimize","optimize agent quality and performance","Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI\u002FCD quality gates, observability, or cost optimization. Triggers on: \"evaluate my agent\", \"add evaluator\", \"measure quality\", \"quality gate\", \"run evals\", \"agent too slow\", \"why is it slow\", \"reduce latency\", \"set up observability\", \"CloudWatch dashboard\", \"how much does my agent cost\", \"cost optimization\", \"logs not showing up\", \"logs missing\", \"spans not found\", \"eval failing\", \"eval error\", \"dev traces\", \"local traces\", \"agentcore dev traces\", \"traces to CloudWatch\". Not for debugging errors or crashes — use agents-debug. Slow but correct routes here; broken routes to debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1096,1097,1098,1101,1102],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1099,"slug":1100,"type":15},"Evals","evals",{"name":1047,"slug":1048,"type":15},{"name":1103,"slug":1104,"type":15},"Performance","performance","2026-07-12T08:42:56.488105",114,{"items":1108,"total":1225},[1109,1116,1123,1130,1137,1143,1150,1158,1175,1188,1200,1215],{"slug":1004,"name":1004,"fn":1005,"description":1006,"org":1110,"tags":1111,"stars":24,"repoUrl":25,"updatedAt":1019},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1112,1113,1114,1115],{"name":1010,"slug":1011,"type":15},{"name":1013,"slug":1014,"type":15},{"name":23,"slug":8,"type":15},{"name":1017,"slug":1018,"type":15},{"slug":1021,"name":1021,"fn":1022,"description":1023,"org":1117,"tags":1118,"stars":24,"repoUrl":25,"updatedAt":1034},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1119,1120,1121,1122],{"name":1010,"slug":1011,"type":15},{"name":1028,"slug":1029,"type":15},{"name":1031,"slug":1032,"type":15},{"name":23,"slug":8,"type":15},{"slug":1036,"name":1036,"fn":1037,"description":1038,"org":1124,"tags":1125,"stars":24,"repoUrl":25,"updatedAt":1049},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1126,1127,1128,1129],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1044,"slug":1045,"type":15},{"name":1047,"slug":1048,"type":15},{"slug":1051,"name":1051,"fn":1052,"description":1053,"org":1131,"tags":1132,"stars":24,"repoUrl":25,"updatedAt":1064},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1133,1134,1135,1136],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1059,"slug":1060,"type":15},{"name":1062,"slug":1063,"type":15},{"slug":1066,"name":1066,"fn":1067,"description":1068,"org":1138,"tags":1139,"stars":24,"repoUrl":25,"updatedAt":1074},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1140,1141,1142],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1062,"slug":1063,"type":15},{"slug":1076,"name":1076,"fn":1077,"description":1078,"org":1144,"tags":1145,"stars":24,"repoUrl":25,"updatedAt":1089},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1146,1147,1148,1149],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1084,"slug":1085,"type":15},{"name":1087,"slug":1088,"type":15},{"slug":1091,"name":1091,"fn":1092,"description":1093,"org":1151,"tags":1152,"stars":24,"repoUrl":25,"updatedAt":1105},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1153,1154,1155,1156,1157],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1099,"slug":1100,"type":15},{"name":1047,"slug":1048,"type":15},{"name":1103,"slug":1104,"type":15},{"slug":1159,"name":1159,"fn":1160,"description":1161,"org":1162,"tags":1163,"stars":24,"repoUrl":25,"updatedAt":1174},"amazon-aurora-mysql","manage Amazon Aurora MySQL clusters","Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query). Trigger for Aurora MySQL cluster operations, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or MySQL upgrade planning. Aurora MySQL uses full (VPC-based) configuration — express configuration is PostgreSQL-only. For Aurora PostgreSQL, use amazon-aurora-postgresql instead. Contains safety guardrails and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1164,1165,1168,1171],{"name":23,"slug":8,"type":15},{"name":1166,"slug":1167,"type":15},"Database","database",{"name":1169,"slug":1170,"type":15},"MySQL","mysql",{"name":1172,"slug":1173,"type":15},"Serverless","serverless","2026-07-12T08:43:13.27939",{"slug":1176,"name":1176,"fn":1177,"description":1178,"org":1179,"tags":1180,"stars":24,"repoUrl":25,"updatedAt":1187},"amazon-aurora-postgresql","configure Amazon Aurora PostgreSQL clusters","Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). Trigger for Aurora PostgreSQL cluster operations, express-configuration quick-start, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or PostgreSQL upgrade planning. For Aurora MySQL, use amazon-aurora-mysql instead. Contains safety guardrails, express-first routing, and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1181,1182,1183,1186],{"name":23,"slug":8,"type":15},{"name":1166,"slug":1167,"type":15},{"name":1184,"slug":1185,"type":15},"PostgreSQL","postgresql",{"name":1172,"slug":1173,"type":15},"2026-07-16T06:00:34.789624",{"slug":1189,"name":1189,"fn":1190,"description":1191,"org":1192,"tags":1193,"stars":24,"repoUrl":25,"updatedAt":1199},"amazon-bedrock","build generative AI apps with Amazon Bedrock","Builds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails, and AgentCore. Use when invoking models, setting up Knowledge Bases, creating agents, applying guardrails, deploying to AgentCore, migrating\u002Fporting\u002Fconverting a Bedrock Agent (including inline agents) to an AgentCore Harness, troubleshooting Bedrock errors (ThrottlingException, AccessDeniedException), or choosing models (Claude, Llama, Nova, Titan). ALSO USE for prompt caching setup and debugging, quota health checks and throttling diagnosis, cost attribution and tracking, migrating between Claude model generations (4.5 to 4.6 to 4.7), chunking strategies, API selection (Converse vs InvokeModel), guardrail capabilities, and model selection. Also covers AgentCore Payments setup (x402, microtransactions, Payment Manager, Connector, Instrument, Coinbase CDP, Stripe Privy, 402 Payment Required, pay for content, paid endpoint, agent payments). NOT for custom model training, Rekognition, or Comprehend.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1194,1195,1196],{"name":1010,"slug":1011,"type":15},{"name":23,"slug":8,"type":15},{"name":1197,"slug":1198,"type":15},"LLM","llm","2026-07-25T05:30:35.20899",{"slug":1201,"name":1201,"fn":1202,"description":1203,"org":1204,"tags":1205,"stars":24,"repoUrl":25,"updatedAt":1214},"amazon-documentdb","manage Amazon DocumentDB clusters","Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS\u002FVPC\u002Fdriver config, flexible-schema and vector-search data modeling, MongoDB compatibility assessment, DMS-based migration, slow-query diagnosis, major version upgrades (4.0→5.0→8.0), Well-Architected reviews (41-check wa_review.py), cost estimation, and security hardening. Retrieve for every DocumentDB question and when the user asks to set up or migrate MongoDB to AWS — DocumentDB is AWS's MongoDB-compatible managed database. Triggers: JSON document store, document database, MongoDB on AWS, Nested fields, Lambda cannot connect, TLS handshake, VPC port 27017, IAM auth, Secrets Manager, encryption at rest, $graphLookup, flexible schema, COLLSCAN, compound index, DMS migration, CDC cutover, $vectorSearch, RAG, Global Clusters, DR replication, cost sizing, audit, health check, production-readiness.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1206,1207,1208,1211],{"name":23,"slug":8,"type":15},{"name":1166,"slug":1167,"type":15},{"name":1209,"slug":1210,"type":15},"MongoDB","mongodb",{"name":1212,"slug":1213,"type":15},"NoSQL","nosql","2026-07-12T08:43:00.455878",{"slug":1216,"name":1216,"fn":1217,"description":1218,"org":1219,"tags":1220,"stars":24,"repoUrl":25,"updatedAt":1224},"amazon-dynamodb","design and debug DynamoDB data layers","Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition\u002Fsort keys and GSIs, decides single-table vs. multi-table, configures Streams, Global Tables, TTL, and zero-ETL integrations to OpenSearch\u002FRedshift\u002FSageMaker Lakehouse, and produces a defensible data-layer design with a monthly cost estimate and optional live validation. Applies whenever a user is designing, reviewing, or refactoring anything backed by DynamoDB — schemas, access patterns, GSIs, single- vs. multi-table choices, Streams consumers, transactional outboxes, Global Tables, zero-ETL pipelines — even when they don't say \"axioms\" or \"design review.\" Also applies when debugging hot partitions, throttling, unbounded Scans, LWW conflicts, or surprise bills on DynamoDB workloads.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1221,1222,1223],{"name":23,"slug":8,"type":15},{"name":1166,"slug":1167,"type":15},{"name":1212,"slug":1213,"type":15},"2026-07-16T06:00:37.690386",115]