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This is the primary interface for accessing HyperPod nodes — direct SSH is not available. Use when any skill, workflow, or user request needs to execute commands on cluster nodes, upload files to nodes, read\u002Fdownload files from nodes, run diagnostics, install packages, or perform any operation requiring shell access to HyperPod instances. Other HyperPod skills depend on this skill for all node-level operations.\nmetadata:\n  version: \"1.0.0\"\n---\n\n# HyperPod SSM Access\n\n## Prerequisites\n\n- **`aws` CLI v2**, authenticated for the target account\u002FRegion.\n- **`session-manager-plugin`** — installed alongside the AWS CLI.\n- **`jq`** — the scripts build JSON payloads with it.\n- **`unbuffer`** (from the `expect` package) — wraps `aws ssm start-session` with a PTY so the session-manager-plugin flushes stdout instead of racing to close. Without it, calls intermittently return empty output with `Cannot perform start session: EOF` even when the command ran. Install with `sudo yum install expect`, `sudo apt install expect`, or `brew install expect`. `ssm-exec.sh` detects and uses it automatically; falls back with a warning if missing.\n\n## SSM Target Format\n\nTarget: `sagemaker-cluster:\u003CCLUSTER_ID>_\u003CGROUP_NAME>-\u003CINSTANCE_ID>`\n\n- `CLUSTER_ID`: Last segment of cluster ARN (NOT the cluster name). Extract via `get-cluster-info.sh`.\n- `GROUP_NAME`: Instance group name — retrieve via `list-nodes.sh`.\n- `INSTANCE_ID`: EC2 instance ID (e.g., `i-0123456789abcdef0`)\n\n## Scripts\n\nThree scripts under `scripts\u002F`. Resolve cluster info and nodes **once**, then execute per node.\n\n### get-cluster-info.sh — Resolve cluster name → ID (call once)\n\n```bash\nscripts\u002Fget-cluster-info.sh CLUSTER_NAME [--region REGION]\n# Output: {\"cluster_id\":\"...\",\"cluster_arn\":\"...\",\"cluster_name\":\"...\",\"region\":\"...\"}\n```\n\n### list-nodes.sh — List all nodes with pagination (call once)\n\n```bash\nscripts\u002Flist-nodes.sh CLUSTER_NAME [--region REGION] [--instance-group GROUP] [--instance-id ID]\n# Output: JSON array of ClusterNodeSummaries (InstanceId, InstanceGroupName, InstanceStatus, etc.)\n```\n\n`list-cluster-nodes` paginates at 100 nodes. This script handles pagination automatically.\n\n### ssm-exec.sh — Execute command on a node (call per node)\n\n```bash\n# Execute — with pre-built target\nscripts\u002Fssm-exec.sh --target \"sagemaker-cluster:CLUSTERID_GROUP-INSTANCEID\" 'command' [--region REGION]\n\n# Execute — with parts\nscripts\u002Fssm-exec.sh --cluster-id ID --group GROUP --instance-id INSTANCE_ID 'command' [--region REGION]\n\n# Upload\nscripts\u002Fssm-exec.sh --target TARGET --upload LOCAL_PATH REMOTE_PATH [--region REGION]\n\n# Read remote file\nscripts\u002Fssm-exec.sh --target TARGET --read REMOTE_PATH [--region REGION]\n```\n\n## Running Commands Across Many Nodes\n\nSSM `start-session` rate limit: **3 TPS** per account. Plan batch size and delay accordingly.\n\n`aws ssm send-command` does NOT support `sagemaker-cluster:` targets — only `start-session` works.\n\n## Manual SSM Commands\n\nWhen the scripts aren't suitable, use `aws ssm start-session` directly with `AWS-StartNonInteractiveCommand`. Wrap every invocation in `unbuffer` — without it, stdout is intermittently empty (see Prerequisites).\n\n```bash\ncat > \u002Ftmp\u002Fcmd.json \u003C\u003C 'EOF'\n{\"command\": [\"bash -c 'echo hello && whoami'\"]}\nEOF\n\nunbuffer aws ssm start-session \\\n  --target sagemaker-cluster:{CLUSTER_ID}_{GROUP_NAME}-{INSTANCE_ID} \\\n  --region REGION \\\n  --document-name AWS-StartNonInteractiveCommand \\\n  --parameters file:\u002F\u002F\u002Ftmp\u002Fcmd.json\n```\n\n- Always use a JSON file for `--parameters` — inline parameters break with special characters.\n- The document's `command` parameter is argv, not shell input. Wrap multi-statement scripts in `bash -c '...'` so pipes, semicolons, and redirects evaluate.\n\n## Common Diagnostic Commands\n\n| Task             | Command                                                        |\n| ---------------- | -------------------------------------------------------------- |\n| Lifecycle logs   | `cat \u002Fvar\u002Flog\u002Fprovision\u002Fprovisioning.log`                      |\n| Memory           | `free -h`                                                      |\n| Disk\u002Fmounts      | `df -h && lsblk`                                               |\n| GPU status       | `nvidia-smi`                                                   |\n| GPU memory       | `nvidia-smi --query-gpu=memory.used,memory.total --format=csv` |\n| EFA\u002Fnetwork      | `fi_info -p efa`                                               |\n| CloudWatch agent | `sudo systemctl status amazon-cloudwatch-agent`                |\n| Top processes    | `ps aux --sort=-%mem \\| head -20`                              |\n\n## Key Details\n\n- Default SSM non-interactive user is `root`.\n- SSM rate limit: **3 TPS** per account.\n- For interactive sessions (rare), omit `--document-name` to get a shell.\n- Interactive commands (vim, top) are not supported via `AWS-StartNonInteractiveCommand`.\n- Large outputs may be truncated by SSM.\n- For troubleshooting common errors, see [references\u002Ftroubleshooting.md](references\u002Ftroubleshooting.md).\n",{"data":43,"body":46},{"name":4,"description":6,"metadata":44},{"version":45},"1.0.0",{"type":47,"children":48},"root",[49,58,65,185,191,203,262,268,288,295,345,351,407,418,424,675,681,701,727,733,760,909,945,951,1115,1121,1187],{"type":50,"tag":51,"props":52,"children":54},"element","h1",{"id":53},"hyperpod-ssm-access",[55],{"type":56,"value":57},"text","HyperPod SSM Access",{"type":50,"tag":59,"props":60,"children":62},"h2",{"id":61},"prerequisites",[63],{"type":56,"value":64},"Prerequisites",{"type":50,"tag":66,"props":67,"children":68},"ul",{},[69,87,101,115],{"type":50,"tag":70,"props":71,"children":72},"li",{},[73,85],{"type":50,"tag":74,"props":75,"children":76},"strong",{},[77,83],{"type":50,"tag":78,"props":79,"children":81},"code",{"className":80},[],[82],{"type":56,"value":25},{"type":56,"value":84}," CLI v2",{"type":56,"value":86},", authenticated for the target account\u002FRegion.",{"type":50,"tag":70,"props":88,"children":89},{},[90,99],{"type":50,"tag":74,"props":91,"children":92},{},[93],{"type":50,"tag":78,"props":94,"children":96},{"className":95},[],[97],{"type":56,"value":98},"session-manager-plugin",{"type":56,"value":100}," — installed alongside the AWS CLI.",{"type":50,"tag":70,"props":102,"children":103},{},[104,113],{"type":50,"tag":74,"props":105,"children":106},{},[107],{"type":50,"tag":78,"props":108,"children":110},{"className":109},[],[111],{"type":56,"value":112},"jq",{"type":56,"value":114}," — the scripts build JSON payloads with it.",{"type":50,"tag":70,"props":116,"children":117},{},[118,127,129,135,137,143,145,151,153,159,161,167,169,175,177,183],{"type":50,"tag":74,"props":119,"children":120},{},[121],{"type":50,"tag":78,"props":122,"children":124},{"className":123},[],[125],{"type":56,"value":126},"unbuffer",{"type":56,"value":128}," (from the ",{"type":50,"tag":78,"props":130,"children":132},{"className":131},[],[133],{"type":56,"value":134},"expect",{"type":56,"value":136}," package) — wraps ",{"type":50,"tag":78,"props":138,"children":140},{"className":139},[],[141],{"type":56,"value":142},"aws ssm start-session",{"type":56,"value":144}," with a PTY so the session-manager-plugin flushes stdout instead of racing to close. 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Use when the user asks about costs, expenses, COGS, operating expenses, cost ratios, cost control, spending efficiency, margin compression from cost side, or wants to understand where money is going. Also use for \"are we spending too much\", \"cost breakdown\", \"expense analysis\", or \"how efficient are our operations\". NOT for revenue or top-line analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1297,1300,1303,1306],{"name":1298,"slug":1299,"type":16},"Accounting","accounting",{"name":1301,"slug":1302,"type":16},"Analytics","analytics",{"name":1304,"slug":1305,"type":16},"Cost Optimization","cost-optimization",{"name":1307,"slug":1308,"type":16},"Finance","finance",3176,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagentcore-samples","2026-07-12T08:40:03.29555",{"slug":1313,"name":1313,"fn":1314,"description":1315,"org":1316,"tags":1317,"stars":1309,"repoUrl":1310,"updatedAt":1326},"executive-financial-briefing","generate executive financial briefings","Generates a concise executive-level financial briefing or summary suitable for a CEO, CFO, or board presentation. Use when the user asks for a summary, briefing, executive summary, board update, financial overview, financial health check, or \"how is the business doing\". Covers the full P&L picture in one page. Also use for \"give me the highlights\", \"what do I need to know\", or \"quick financial update\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1318,1319,1320,1323],{"name":24,"slug":25,"type":16},{"name":1307,"slug":1308,"type":16},{"name":1321,"slug":1322,"type":16},"Management","management",{"name":1324,"slug":1325,"type":16},"Reporting","reporting","2026-07-12T08:40:02.066471",{"slug":1328,"name":1328,"fn":1329,"description":1330,"org":1331,"tags":1332,"stars":1309,"repoUrl":1310,"updatedAt":1341},"multi-quarter-trend-analysis","analyze multi-quarter financial trends","Analyzes financial trends across multiple quarters by comparing P&L metrics over time. Use when the user wants to see trends, patterns, trajectories, or directional movement across 3 or more quarters. Also use for \"how are we trending\", \"show me the trend\", \"track performance over time\", \"quarter over quarter comparison across all quarters\", or any multi-period longitudinal analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1333,1334,1335,1338],{"name":1301,"slug":1302,"type":16},{"name":1307,"slug":1308,"type":16},{"name":1336,"slug":1337,"type":16},"Financial Statements","financial-statements",{"name":1339,"slug":1340,"type":16},"Variance Analysis","variance-analysis","2026-07-12T08:40:00.79141",{"slug":1343,"name":1343,"fn":1344,"description":1345,"org":1346,"tags":1347,"stars":1309,"repoUrl":1310,"updatedAt":1356},"pdf","process and manipulate PDF documents","Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text\u002Ftables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting\u002Fdecrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1348,1351,1354],{"name":1349,"slug":1350,"type":16},"Automation","automation",{"name":1352,"slug":1353,"type":16},"Documents","documents",{"name":1355,"slug":1343,"type":16},"PDF","2026-07-12T08:41:44.135656",{"slug":1358,"name":1358,"fn":1359,"description":1360,"org":1361,"tags":1362,"stars":1309,"repoUrl":1310,"updatedAt":1371},"quarterly-kpi-calculator","calculate quarterly financial KPIs","Calculates quarterly financial KPIs from P&L data. P&L figures can be provided directly by the user or fetched from the financial data MCP server. Use when the user wants KPI calculations such as Gross Margin %, EBITDA Margin %, Operating Expense Ratio, or Revenue Growth % QoQ. Also use for quarterly performance review, P&L analysis, or interpreting financial ratios against benchmarks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1363,1364,1367,1368],{"name":1298,"slug":1299,"type":16},{"name":1365,"slug":1366,"type":16},"Data Analysis","data-analysis",{"name":1307,"slug":1308,"type":16},{"name":1369,"slug":1370,"type":16},"KPI","kpi","2026-07-12T08:39:59.54971",150,{"items":1374,"total":1473},[1375,1392,1410,1422,1439,1450,1460],{"slug":1376,"name":1376,"fn":1377,"description":1378,"org":1379,"tags":1380,"stars":26,"repoUrl":27,"updatedAt":1391},"amazon-location-service","integrate Amazon Location Service maps","Integrates Amazon Location Service APIs for AWS applications. Use this skill when users want to add maps (interactive MapLibre or static images); geocode addresses to coordinates or reverse geocode coordinates to addresses; calculate routes, travel times, or service areas; find places and businesses through text search, nearby search, or autocomplete suggestions; retrieve detailed place information including hours, contacts, and addresses; monitor geographical boundaries with geofences; or track device locations. Covers authentication, SDK integration, and all Amazon Location Service capabilities.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1381,1384,1385,1388],{"name":1382,"slug":1383,"type":16},"API Development","api-development",{"name":24,"slug":25,"type":16},{"name":1386,"slug":1387,"type":16},"Maps","maps",{"name":1389,"slug":1390,"type":16},"Navigation","navigation","2026-07-12T08:39:49.88311",{"slug":1393,"name":1393,"fn":1394,"description":1395,"org":1396,"tags":1397,"stars":26,"repoUrl":27,"updatedAt":1409},"amplify-workflow","build and deploy apps with AWS Amplify","Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). Covers auth (Cognito), data (AppSync\u002FDynamoDB including schema modeling, enum types, relationships, authorization rules), storage (S3), functions, APIs, and AI (Amplify AI Kit with Bedrock). Supports React, Next.js, Vue, Angular, React Native, Flutter, Swift, and Android. Always use this skill for Amplify Gen2 topics — even for questions you think you know — it contains validated, version-specific patterns that prevent common mistakes. TRIGGER when: user mentions Amplify Gen2; project has amplify\u002F directory or amplify_outputs; code imports @aws-amplify packages; user asks about defineBackend, defineAuth, defineData, defineStorage, or npx ampx. SKIP: Amplify Gen1 (amplify CLI v6), standalone SAM\u002FCDK without Amplify (use aws-serverless), direct Bedrock without Amplify AI Kit (use bedrock).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1398,1401,1402,1403,1406],{"name":1399,"slug":1400,"type":16},"Auth","auth",{"name":24,"slug":25,"type":16},{"name":1226,"slug":1227,"type":16},{"name":1404,"slug":1405,"type":16},"Deployment","deployment",{"name":1407,"slug":1408,"type":16},"TypeScript","typescript","2026-07-12T08:39:43.500162",{"slug":1411,"name":1411,"fn":1412,"description":1413,"org":1414,"tags":1415,"stars":26,"repoUrl":27,"updatedAt":1421},"api-gateway","build and manage Amazon API Gateway APIs","Build, manage, and operate APIs with Amazon API Gateway (REST, HTTP, and WebSocket). Triggers on phrases like: API Gateway, REST API, HTTP API, WebSocket API, custom domain, Lambda authorizer, usage plan, throttling, CORS, VPC link, private API. Also covers troubleshooting API Gateway errors (4xx, 5xx, timeout, CORS failures) and IaC templates containing API Gateway resources. For general REST API design unrelated to AWS, do not trigger.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1416,1417,1418],{"name":1382,"slug":1383,"type":16},{"name":24,"slug":25,"type":16},{"name":1419,"slug":1420,"type":16},"REST API","rest-api","2026-07-12T08:39:00.149339",{"slug":1423,"name":1423,"fn":1424,"description":1425,"org":1426,"tags":1427,"stars":26,"repoUrl":27,"updatedAt":1438},"aws-architecture-diagram","generate AWS architecture diagrams","Generate validated AWS architecture diagrams as draw.io XML using official AWS4 icon libraries. Use this skill whenever the user wants to create, generate, or design AWS architecture diagrams, cloud infrastructure diagrams, or system design visuals. Also triggers for requests to visualize existing infrastructure from CloudFormation, CDK, or Terraform code. Supports two modes: analyze an existing codebase to auto-generate diagrams, or brainstorm interactively from scratch. Exports .drawio files with optional PNG\u002FSVG\u002FPDF export via draw.io desktop CLI.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1428,1431,1432,1435],{"name":1429,"slug":1430,"type":16},"Architecture","architecture",{"name":24,"slug":25,"type":16},{"name":1433,"slug":1434,"type":16},"Design","design",{"name":1436,"slug":1437,"type":16},"Diagrams","diagrams","2026-07-12T08:37:11.012278",{"slug":1440,"name":1440,"fn":1441,"description":1442,"org":1443,"tags":1444,"stars":26,"repoUrl":27,"updatedAt":1449},"aws-lambda","build and deploy AWS Lambda functions","Design, build, deploy, test, and debug serverless applications with AWS Lambda. Triggers on phrases like: Lambda function, event source, serverless application, API Gateway, EventBridge, Step Functions, serverless API, event-driven architecture, Lambda trigger. For deploying non-serverless apps to AWS, use deploy-on-aws plugin instead.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1445,1446,1447,1448],{"name":1382,"slug":1383,"type":16},{"name":24,"slug":25,"type":16},{"name":1404,"slug":1405,"type":16},{"name":1229,"slug":1230,"type":16},"2026-07-12T08:38:58.598492",{"slug":1451,"name":1451,"fn":1452,"description":1453,"org":1454,"tags":1455,"stars":26,"repoUrl":27,"updatedAt":1459},"aws-lambda-durable-functions","build resilient AWS Lambda durable functions","Build resilient, long-running, multi-step applications with AWS Lambda durable functions with automatic state persistence, retry logic, and orchestration for long-running executions. Covers the critical replay model, step operations, wait\u002Fcallback patterns, error handling with saga pattern, testing with LocalDurableTestRunner. Triggers on phrases like: lambda durable functions, workflow orchestration, state machines, retry\u002Fcheckpoint patterns, long-running stateful Lambda functions, saga pattern, human-in-the-loop callbacks, and reliable serverless applications.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1456,1457,1458],{"name":1429,"slug":1430,"type":16},{"name":24,"slug":25,"type":16},{"name":1229,"slug":1230,"type":16},"2026-07-12T08:39:05.546173",{"slug":1461,"name":1461,"fn":1462,"description":1463,"org":1464,"tags":1465,"stars":26,"repoUrl":27,"updatedAt":1472},"aws-lambda-managed-instances","configure AWS Lambda Managed Instances","Evaluate, configure, and migrate workloads to AWS Lambda Managed Instances (LMI). Triggers on: Lambda Managed Instances, LMI, capacity provider, multi-concurrency Lambda, dedicated instance Lambda, EC2-backed Lambda, cold start elimination, Graviton Lambda, instance type for Lambda, scheduled scaling for LMI, Lambda cost optimization with Reserved Instances or Savings Plans. Also trigger when users describe high-volume predictable workloads seeking cost savings, want to scale LMI capacity on a schedule, or compare Lambda vs EC2 for steady-state traffic. For standard Lambda without LMI, use the aws-lambda skill instead.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1466,1467,1468,1469],{"name":24,"slug":25,"type":16},{"name":1404,"slug":1405,"type":16},{"name":21,"slug":22,"type":16},{"name":1470,"slug":1471,"type":16},"Performance","performance","2026-07-12T08:39:07.007071",33]