[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-aws-labs-aws-lambda":3,"mdc--jrgeu4-key":42,"related-org-aws-labs-aws-lambda":1840,"related-repo-aws-labs-aws-lambda":2016},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":12,"stars":26,"repoUrl":27,"updatedAt":28,"license":29,"forks":30,"topics":31,"repo":37,"sourceUrl":40,"mdContent":41},"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},"aws-labs","AWS Labs","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Faws-labs.png","awslabs",[13,17,20,23],{"name":14,"slug":15,"type":16},"Deployment","deployment","tag",{"name":18,"slug":19,"type":16},"API Development","api-development",{"name":21,"slug":22,"type":16},"Serverless","serverless",{"name":24,"slug":25,"type":16},"AWS","aws",831,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins","2026-07-12T08:38:58.598492",null,127,[32,33,34,25,35,36],"agent-plugins","agent-skills","agents","coding-agent-skills","coding-agents",{"repoUrl":27,"stars":26,"forks":30,"topics":38,"description":39},[32,33,34,25,35,36],"Agent Plugins for AWS equip AI coding agents with the skills to help you architect, deploy, and operate on AWS.","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002FHEAD\u002Fplugins\u002Faws-serverless\u002Fskills\u002Faws-lambda","---\nname: aws-lambda\ndescription: \"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.\"\nargument-hint: \"[what are you building?]\"\n---\n\n# AWS Lambda Serverless Development\n\nDesign, build, deploy, and debug serverless applications with AWS serverless services. This skill provides access to serverless development guidance through the AWS Serverless MCP Server, helping you to build production-ready serverless applications with best practices built-in.\n\nUse SAM CLI for project initialization and deployment, Lambda Web Adapter for web applications, or Event Source Mappings for event-driven architectures. AWS handles infrastructure provisioning, scaling, and monitoring automatically.\n\n**Key capabilities:**\n\n- **SAM CLI Integration**: Initialize, build, deploy, and test serverless applications\n- **Web Application Deployment**: Deploy full-stack applications with Lambda Web Adapter\n- **Event Source Mappings**: Configure Lambda triggers for DynamoDB, Kinesis, SQS, Kafka\n- **Lambda durable functions**: Resilient multi-step applications with checkpointing — see the [durable-functions skill](..\u002Faws-lambda-durable-functions\u002F) for guidance\n- **Lambda Managed Instances**: Run Lambda on dedicated EC2 instances with managed lifecycle — see the [managed-instances skill](..\u002Faws-lambda-managed-instances\u002F) for evaluation, configuration, and migration guidance\n- **Schema Management**: Type-safe EventBridge integration with schema registry\n- **Observability**: CloudWatch logs, metrics, and X-Ray tracing\n- **Performance Optimization**: Right-sizing, cost optimization, and troubleshooting\n\n## When to Load Reference Files\n\nLoad the appropriate reference file based on what the user is working on:\n\n- **Getting started**, **what to build**, **project type decision**, or **working with existing projects** -> see [references\u002Fgetting-started.md](references\u002Fgetting-started.md)\n- **SAM**, **CDK**, **deployment**, **IaC templates**, **CDK constructs**, or **CI\u002FCD pipelines** -> see the [aws-serverless-deployment skill](..\u002Faws-serverless-deployment\u002F) (separate skill in this plugin)\n- **Web app deployment**, **Lambda Web Adapter**, **API endpoints**, **CORS**, **authentication**, **custom domains**, or **sam local start-api** -> see [references\u002Fweb-app-deployment.md](references\u002Fweb-app-deployment.md)\n- **Event sources**, **DynamoDB Streams**, **Kinesis**, **SQS**, **Kafka**, **S3 notifications**, or **SNS** -> see [references\u002Fevent-sources.md](references\u002Fevent-sources.md)\n- **EventBridge**, **event bus**, **event patterns**, **event design**, **Pipes**, or **schema registry** -> see [references\u002Fevent-driven-architecture.md](references\u002Fevent-driven-architecture.md)\n- **Durable functions**, **checkpointing**, **replay model**, **saga pattern**, or **long-running Lambda workflows** -> see the [durable-functions skill](..\u002Faws-lambda-durable-functions\u002F) (separate skill in this plugin with full SDK reference, testing, and deployment guides)\n- **Lambda Managed Instances**, **LMI**, **capacity providers**, **multi-concurrency**, **EC2-backed Lambda**, **cold start elimination**, or **Lambda cost optimization with Reserved Instances** -> see the [managed-instances skill](..\u002Faws-lambda-managed-instances\u002F) (separate skill in this plugin for evaluation, configuration, and migration)\n- **Orchestration**, **workflows**, or **Durable Functions vs Step Functions** -> see [references\u002Forchestration-and-workflows.md](references\u002Forchestration-and-workflows.md)\n- **Step Functions**, **ASL**, **state machines**, **JSONata**, **Distributed Map**, **SDK integrations**, **TestState API**, **mocking service integrations**, or **state machine unit tests** -> see the [aws-step-functions skill](..\u002Faws-step-functions\u002F) for comprehensive guidance\n- **Observability**, **logging**, **tracing**, **metrics**, **alarms**, or **dashboards** -> see [references\u002Fobservability.md](references\u002Fobservability.md)\n- **Optimization**, **cold starts**, **memory tuning**, **cost**, or **streaming** -> see [references\u002Foptimization.md](references\u002Foptimization.md)\n- **Powertools**, **idempotency**, **feature flags**, **parameters**, **parser**, **batch processing**, or **data masking** -> see [references\u002Fpowertools.md](references\u002Fpowertools.md)\n- **Troubleshooting**, **errors**, **debugging**, or **deployment failures** -> see [references\u002Ftroubleshooting.md](references\u002Ftroubleshooting.md)\n\n## Best Practices\n\n### Project Setup\n\n- Do: Use `sam_init` or `cdk init` with an appropriate template for your use case\n- Do: Set global defaults for timeout, memory, runtime, and tracing (`Globals` in SAM, construct props in CDK)\n- Do: Use AWS Lambda Powertools for structured logging, tracing, metrics (EMF), idempotency, and batch processing — available for Python, TypeScript, Java, and .NET\n- Don't: Copy-paste templates from the internet without understanding the resource configuration\n- Don't: Use the same memory and timeout values for all functions regardless of workload\n\n### Security\n\n- Do: Follow least-privilege IAM policies scoped to specific resources and actions\n- Do: Use `secure_esm_*` tools to generate correct IAM policies for event source mappings\n- Do: Store secrets in AWS Secrets Manager or SSM Parameter Store, never in environment variables\n- Do: Use VPC endpoints instead of NAT Gateways for AWS service access when possible\n- Do: Enable Amazon GuardDuty Lambda Protection to monitor function network activity for threats (cryptocurrency mining, data exfiltration, C2 callbacks)\n- Don't: Use wildcard (`*`) resource ARNs or actions in IAM policies\n- Don't: Hardcode credentials or secrets in application code or templates\n- Don't: Store user data or sensitive information in module-level variables — execution environments can be reused across different callers\n\n### Idempotency\n\n- Do: Write idempotent function code — Lambda delivers events **at least once**, so duplicate invocations must be safe\n- Do: Use the AWS Lambda Powertools Idempotency utility (backed by DynamoDB) for critical operations\n- Do: Validate and deduplicate events at the start of the handler before performing side effects\n- Don't: Assume an event will only ever be processed once\n\nFor topic-specific best practices, see the dedicated guide files in the reference table above.\n\n## Lambda Limits Quick Reference\n\nLimits that developers commonly hit:\n\n| Resource                                     | Limit                               |\n| -------------------------------------------- | ----------------------------------- |\n| Function timeout                             | 900 seconds (15 minutes)            |\n| Memory                                       | 128 MB – 10,240 MB                  |\n| 1 vCPU equivalent                            | 1,769 MB memory                     |\n| Synchronous payload (request + response)     | 6 MB each                           |\n| Async invocation payload                     | 1 MB                                |\n| Streamed response                            | 200 MB                              |\n| Deployment package (.zip, uncompressed)      | 250 MB                              |\n| Deployment package (.zip upload, compressed) | 50 MB                               |\n| Container image                              | 10 GB                               |\n| Layers per function                          | 5                                   |\n| Environment variables (aggregate)            | 4 KB                                |\n| `\u002Ftmp` ephemeral storage                     | 512 MB – 10,240 MB                  |\n| Account concurrent executions (default)      | 1,000 (requestable increase)        |\n| Burst scaling rate                           | 1,000 new executions per 10 seconds |\n\nCheck Service Quotas for your account limits: `aws lambda get-account-settings`\n\n## Troubleshooting Quick Reference\n\n| Error                               | Cause                          | Solution                                                                                                                                        |\n| ----------------------------------- | ------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------- |\n| `Build Failed`                      | Missing dependencies           | Run `sam_build` with `use_container: true`                                                                                                      |\n| `Stack is in ROLLBACK_COMPLETE`     | Previous deploy failed         | Delete stack with `aws cloudformation delete-stack`, redeploy                                                                                   |\n| `IteratorAge` increasing            | Stream consumer falling behind | Increase `ParallelizationFactor` and `BatchSize`. Use `esm_optimize`                                                                            |\n| EventBridge events silently dropped | No DLQ, retries exhausted      | Add `RetryPolicy` + `DeadLetterConfig` to rule target                                                                                           |\n| Step Functions failing silently     | No retry on Task state         | Add `Retry` with `Lambda.ServiceException`, `Lambda.AWSLambdaException`                                                                         |\n| Durable Function not resuming       | Missing IAM permissions        | Add `lambda:CheckpointDurableExecution` and `lambda:GetDurableExecutionState` — see [durable-functions skill](..\u002Faws-lambda-durable-functions\u002F) |\n\nFor detailed troubleshooting, see [references\u002Ftroubleshooting.md](references\u002Ftroubleshooting.md).\n\n## Configuration\n\n### AWS CLI Setup\n\nThis skill requires that AWS credentials are configured on the host machine:\n\n**Verify access**: Run `aws sts get-caller-identity` to confirm credentials are valid\n\n### SAM CLI Setup\n\n1. **Install SAM CLI**: Follow the [SAM CLI installation guide](https:\u002F\u002Fdocs.aws.amazon.com\u002Fserverless-application-model\u002Flatest\u002Fdeveloperguide\u002Finstall-sam-cli.html)\n2. **Verify**: Run `sam --version`\n\n### Container Runtime Setup\n\n1. **Install a Docker compatible container runtime**: Required for `sam_local_invoke` and container-based builds\n2. **Verify**: Use an appropriate command such as `docker --version` or `finch --version`\n\n### MCP Server Configuration\n\n**Write access is enabled by default.** The plugin ships with `--allow-write` in `.mcp.json`, so the MCP server can create projects, generate IaC, and deploy on behalf of the user.\n\nAccess to sensitive data (like Lambda and API Gateway logs) is **not** enabled by default. To grant it, add `--allow-sensitive-data-access` to `.mcp.json`.\n\n### SAM Template Validation Hook\n\nThis plugin includes a `PostToolUse` hook that runs `sam validate` automatically after any edit to `template.yaml` or `template.yml`. If validation fails, the error is returned as a system message so you can fix it immediately. The hook requires SAM CLI and `jq` to be installed; if either is missing, validation is skipped with a system message. Users can disable it via `\u002Fhooks`.\n\n**Verify**: Run `jq --version`\n\n## Language selection\n\nDefault: TypeScript\n\nOverride syntax:\n\n- \"use Python\" → Generate Python code\n- \"use JavaScript\" → Generate JavaScript code\n\nWhen not specified, ALWAYS use TypeScript\n\n## IaC framework selection\n\nDefault: CDK\n\nOverride syntax:\n\n- \"use CloudFormation\" → Generate YAML templates\n- \"use SAM\" → Generate YAML templates\n\nWhen not specified, ALWAYS use CDK\n\n### Serverless MCP Server Unavailable\n\n- Inform user: \"AWS Serverless MCP not responding\"\n- Ask: \"Proceed without MCP support?\"\n- DO NOT continue without user confirmation\n\n## Resources\n\n- [AWS SAM Documentation](https:\u002F\u002Fdocs.aws.amazon.com\u002Fserverless-application-model\u002F)\n- [AWS Lambda Documentation](https:\u002F\u002Fdocs.aws.amazon.com\u002Flambda\u002F)\n- [AWS Lambda Powertools](https:\u002F\u002Fdocs.aws.amazon.com\u002Fpowertools\u002F)\n- [AWS CDK Documentation](https:\u002F\u002Fdocs.aws.amazon.com\u002Fcdk\u002F)\n- [AWS Serverless MCP Server](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Ftree\u002Fmain\u002Fsrc\u002Faws-serverless-mcp-server)\n",{"data":43,"body":45},{"name":4,"description":6,"argument-hint":44},"[what are you building?]",{"type":46,"children":47},"root",[48,57,63,68,77,179,186,191,763,769,776,829,835,893,898,928,933,939,944,1160,1171,1177,1423,1434,1440,1446,1451,1469,1475,1512,1518,1561,1567,1593,1619,1625,1676,1690,1696,1701,1706,1719,1724,1730,1735,1739,1752,1757,1763,1781,1787],{"type":49,"tag":50,"props":51,"children":53},"element","h1",{"id":52},"aws-lambda-serverless-development",[54],{"type":55,"value":56},"text","AWS Lambda Serverless Development",{"type":49,"tag":58,"props":59,"children":60},"p",{},[61],{"type":55,"value":62},"Design, build, deploy, and debug serverless applications with AWS serverless services. 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",{"type":49,"tag":123,"props":1429,"children":1430},{"href":760},[1431],{"type":55,"value":760},{"type":55,"value":1433},".",{"type":49,"tag":180,"props":1435,"children":1437},{"id":1436},"configuration",[1438],{"type":55,"value":1439},"Configuration",{"type":49,"tag":770,"props":1441,"children":1443},{"id":1442},"aws-cli-setup",[1444],{"type":55,"value":1445},"AWS CLI Setup",{"type":49,"tag":58,"props":1447,"children":1448},{},[1449],{"type":55,"value":1450},"This skill requires that AWS credentials are configured on the host machine:",{"type":49,"tag":58,"props":1452,"children":1453},{},[1454,1459,1461,1467],{"type":49,"tag":72,"props":1455,"children":1456},{},[1457],{"type":55,"value":1458},"Verify access",{"type":55,"value":1460},": Run ",{"type":49,"tag":785,"props":1462,"children":1464},{"className":1463},[],[1465],{"type":55,"value":1466},"aws sts get-caller-identity",{"type":55,"value":1468}," to confirm credentials are valid",{"type":49,"tag":770,"props":1470,"children":1472},{"id":1471},"sam-cli-setup",[1473],{"type":55,"value":1474},"SAM CLI Setup",{"type":49,"tag":1476,"props":1477,"children":1478},"ol",{},[1479,1497],{"type":49,"tag":82,"props":1480,"children":1481},{},[1482,1487,1489],{"type":49,"tag":72,"props":1483,"children":1484},{},[1485],{"type":55,"value":1486},"Install SAM CLI",{"type":55,"value":1488},": Follow the ",{"type":49,"tag":123,"props":1490,"children":1494},{"href":1491,"rel":1492},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fserverless-application-model\u002Flatest\u002Fdeveloperguide\u002Finstall-sam-cli.html",[1493],"nofollow",[1495],{"type":55,"value":1496},"SAM CLI installation guide",{"type":49,"tag":82,"props":1498,"children":1499},{},[1500,1505,1506],{"type":49,"tag":72,"props":1501,"children":1502},{},[1503],{"type":55,"value":1504},"Verify",{"type":55,"value":1460},{"type":49,"tag":785,"props":1507,"children":1509},{"className":1508},[],[1510],{"type":55,"value":1511},"sam --version",{"type":49,"tag":770,"props":1513,"children":1515},{"id":1514},"container-runtime-setup",[1516],{"type":55,"value":1517},"Container Runtime Setup",{"type":49,"tag":1476,"props":1519,"children":1520},{},[1521,1539],{"type":49,"tag":82,"props":1522,"children":1523},{},[1524,1529,1531,1537],{"type":49,"tag":72,"props":1525,"children":1526},{},[1527],{"type":55,"value":1528},"Install a Docker compatible container runtime",{"type":55,"value":1530},": Required for ",{"type":49,"tag":785,"props":1532,"children":1534},{"className":1533},[],[1535],{"type":55,"value":1536},"sam_local_invoke",{"type":55,"value":1538}," and container-based builds",{"type":49,"tag":82,"props":1540,"children":1541},{},[1542,1546,1548,1554,1555],{"type":49,"tag":72,"props":1543,"children":1544},{},[1545],{"type":55,"value":1504},{"type":55,"value":1547},": Use an appropriate command such as ",{"type":49,"tag":785,"props":1549,"children":1551},{"className":1550},[],[1552],{"type":55,"value":1553},"docker --version",{"type":55,"value":792},{"type":49,"tag":785,"props":1556,"children":1558},{"className":1557},[],[1559],{"type":55,"value":1560},"finch --version",{"type":49,"tag":770,"props":1562,"children":1564},{"id":1563},"mcp-server-configuration",[1565],{"type":55,"value":1566},"MCP Server Configuration",{"type":49,"tag":58,"props":1568,"children":1569},{},[1570,1575,1577,1583,1585,1591],{"type":49,"tag":72,"props":1571,"children":1572},{},[1573],{"type":55,"value":1574},"Write access is enabled by default.",{"type":55,"value":1576}," The plugin ships with ",{"type":49,"tag":785,"props":1578,"children":1580},{"className":1579},[],[1581],{"type":55,"value":1582},"--allow-write",{"type":55,"value":1584}," in ",{"type":49,"tag":785,"props":1586,"children":1588},{"className":1587},[],[1589],{"type":55,"value":1590},".mcp.json",{"type":55,"value":1592},", so the MCP server can create projects, generate IaC, and deploy on behalf of the user.",{"type":49,"tag":58,"props":1594,"children":1595},{},[1596,1598,1603,1605,1611,1613,1618],{"type":55,"value":1597},"Access to sensitive data (like Lambda and API Gateway logs) is ",{"type":49,"tag":72,"props":1599,"children":1600},{},[1601],{"type":55,"value":1602},"not",{"type":55,"value":1604}," enabled by default. To grant it, add ",{"type":49,"tag":785,"props":1606,"children":1608},{"className":1607},[],[1609],{"type":55,"value":1610},"--allow-sensitive-data-access",{"type":55,"value":1612}," to ",{"type":49,"tag":785,"props":1614,"children":1616},{"className":1615},[],[1617],{"type":55,"value":1590},{"type":55,"value":1433},{"type":49,"tag":770,"props":1620,"children":1622},{"id":1621},"sam-template-validation-hook",[1623],{"type":55,"value":1624},"SAM Template Validation Hook",{"type":49,"tag":58,"props":1626,"children":1627},{},[1628,1630,1636,1638,1644,1646,1652,1653,1659,1661,1667,1669,1675],{"type":55,"value":1629},"This plugin includes a ",{"type":49,"tag":785,"props":1631,"children":1633},{"className":1632},[],[1634],{"type":55,"value":1635},"PostToolUse",{"type":55,"value":1637}," hook that runs ",{"type":49,"tag":785,"props":1639,"children":1641},{"className":1640},[],[1642],{"type":55,"value":1643},"sam validate",{"type":55,"value":1645}," automatically after any edit to ",{"type":49,"tag":785,"props":1647,"children":1649},{"className":1648},[],[1650],{"type":55,"value":1651},"template.yaml",{"type":55,"value":792},{"type":49,"tag":785,"props":1654,"children":1656},{"className":1655},[],[1657],{"type":55,"value":1658},"template.yml",{"type":55,"value":1660},". 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Users can disable it via ",{"type":49,"tag":785,"props":1670,"children":1672},{"className":1671},[],[1673],{"type":55,"value":1674},"\u002Fhooks",{"type":55,"value":1433},{"type":49,"tag":58,"props":1677,"children":1678},{},[1679,1683,1684],{"type":49,"tag":72,"props":1680,"children":1681},{},[1682],{"type":55,"value":1504},{"type":55,"value":1460},{"type":49,"tag":785,"props":1685,"children":1687},{"className":1686},[],[1688],{"type":55,"value":1689},"jq --version",{"type":49,"tag":180,"props":1691,"children":1693},{"id":1692},"language-selection",[1694],{"type":55,"value":1695},"Language selection",{"type":49,"tag":58,"props":1697,"children":1698},{},[1699],{"type":55,"value":1700},"Default: TypeScript",{"type":49,"tag":58,"props":1702,"children":1703},{},[1704],{"type":55,"value":1705},"Override syntax:",{"type":49,"tag":78,"props":1707,"children":1708},{},[1709,1714],{"type":49,"tag":82,"props":1710,"children":1711},{},[1712],{"type":55,"value":1713},"\"use Python\" → Generate Python code",{"type":49,"tag":82,"props":1715,"children":1716},{},[1717],{"type":55,"value":1718},"\"use JavaScript\" → Generate JavaScript code",{"type":49,"tag":58,"props":1720,"children":1721},{},[1722],{"type":55,"value":1723},"When not specified, ALWAYS use TypeScript",{"type":49,"tag":180,"props":1725,"children":1727},{"id":1726},"iac-framework-selection",[1728],{"type":55,"value":1729},"IaC framework selection",{"type":49,"tag":58,"props":1731,"children":1732},{},[1733],{"type":55,"value":1734},"Default: CDK",{"type":49,"tag":58,"props":1736,"children":1737},{},[1738],{"type":55,"value":1705},{"type":49,"tag":78,"props":1740,"children":1741},{},[1742,1747],{"type":49,"tag":82,"props":1743,"children":1744},{},[1745],{"type":55,"value":1746},"\"use CloudFormation\" → Generate YAML templates",{"type":49,"tag":82,"props":1748,"children":1749},{},[1750],{"type":55,"value":1751},"\"use SAM\" → Generate YAML templates",{"type":49,"tag":58,"props":1753,"children":1754},{},[1755],{"type":55,"value":1756},"When not specified, ALWAYS use CDK",{"type":49,"tag":770,"props":1758,"children":1760},{"id":1759},"serverless-mcp-server-unavailable",[1761],{"type":55,"value":1762},"Serverless MCP Server Unavailable",{"type":49,"tag":78,"props":1764,"children":1765},{},[1766,1771,1776],{"type":49,"tag":82,"props":1767,"children":1768},{},[1769],{"type":55,"value":1770},"Inform user: \"AWS Serverless MCP not responding\"",{"type":49,"tag":82,"props":1772,"children":1773},{},[1774],{"type":55,"value":1775},"Ask: \"Proceed without MCP support?\"",{"type":49,"tag":82,"props":1777,"children":1778},{},[1779],{"type":55,"value":1780},"DO NOT continue without user confirmation",{"type":49,"tag":180,"props":1782,"children":1784},{"id":1783},"resources",[1785],{"type":55,"value":1786},"Resources",{"type":49,"tag":78,"props":1788,"children":1789},{},[1790,1800,1810,1820,1830],{"type":49,"tag":82,"props":1791,"children":1792},{},[1793],{"type":49,"tag":123,"props":1794,"children":1797},{"href":1795,"rel":1796},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fserverless-application-model\u002F",[1493],[1798],{"type":55,"value":1799},"AWS SAM Documentation",{"type":49,"tag":82,"props":1801,"children":1802},{},[1803],{"type":49,"tag":123,"props":1804,"children":1807},{"href":1805,"rel":1806},"https:\u002F\u002Fdocs.aws.amazon.com\u002Flambda\u002F",[1493],[1808],{"type":55,"value":1809},"AWS Lambda Documentation",{"type":49,"tag":82,"props":1811,"children":1812},{},[1813],{"type":49,"tag":123,"props":1814,"children":1817},{"href":1815,"rel":1816},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fpowertools\u002F",[1493],[1818],{"type":55,"value":1819},"AWS Lambda Powertools",{"type":49,"tag":82,"props":1821,"children":1822},{},[1823],{"type":49,"tag":123,"props":1824,"children":1827},{"href":1825,"rel":1826},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fcdk\u002F",[1493],[1828],{"type":55,"value":1829},"AWS CDK Documentation",{"type":49,"tag":82,"props":1831,"children":1832},{},[1833],{"type":49,"tag":123,"props":1834,"children":1837},{"href":1835,"rel":1836},"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Ftree\u002Fmain\u002Fsrc\u002Faws-serverless-mcp-server",[1493],[1838],{"type":55,"value":1839},"AWS Serverless MCP Server",{"items":1841,"total":2015},[1842,1859,1878,1888,1901,1914,1924,1934,1955,1970,1985,2000],{"slug":1843,"name":1843,"fn":1844,"description":1845,"org":1846,"tags":1847,"stars":1856,"repoUrl":1857,"updatedAt":1858},"agentcore-investigation","investigate Bedrock AgentCore runtime sessions","Investigate Bedrock AgentCore runtime sessions via CloudWatch Logs Insights — resolve session\u002Ftrace IDs, query OTEL spans, filter noise, build timelines. Use when debugging AgentCore agent sessions, tracing tool calls, or analyzing latency.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1848,1849,1851,1854],{"name":24,"slug":25,"type":16},{"name":1850,"slug":750,"type":16},"Debugging",{"name":1852,"slug":1853,"type":16},"Logs","logs",{"name":166,"slug":1855,"type":16},"observability",9427,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp","2026-07-12T08:37:22.601527",{"slug":1860,"name":1861,"fn":1862,"description":1863,"org":1864,"tags":1865,"stars":1856,"repoUrl":1857,"updatedAt":1877},"amazon-aurora-dsql","amazon aurora dsql","build applications with Aurora DSQL","Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, load data, and develop applications with a serverless, distributed SQL database. Covers IAM auth, multi-tenant patterns, MySQL-to-DSQL and PostgreSQL-to-DSQL schema conversion, FK replacement code generation, OCC retry patterns, ORM migration (Django\u002FHibernate\u002FRails), DDL operations, query plan explainability, SQL compatibility validation, and bulk data loading. Triggers on phrases like: DSQL, Aurora DSQL, create DSQL table, DSQL schema, migrate to DSQL, distributed SQL database, serverless PostgreSQL-compatible database, DSQL query plan, DSQL EXPLAIN ANALYZE, why is my DSQL query slow, DSQL foreign key, DSQL OCC retry, DSQL multi-region, load into DSQL, load CSV into DSQL, bulk load DSQL, aurora-dsql-loader.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1866,1869,1870,1873,1874],{"name":1867,"slug":1868,"type":16},"Aurora","aurora",{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},"Database","database",{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"SQL","sql","2026-07-12T08:36:45.053393",{"slug":1879,"name":1880,"fn":1862,"description":1863,"org":1881,"tags":1882,"stars":1856,"repoUrl":1857,"updatedAt":1887},"aurora-dsql","aurora dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1883,1884,1885,1886],{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"2026-07-12T08:36:42.694299",{"slug":1889,"name":1890,"fn":1862,"description":1863,"org":1891,"tags":1892,"stars":1856,"repoUrl":1857,"updatedAt":1900},"aws-dsql","aws dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1893,1894,1895,1898,1899],{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":1896,"slug":1897,"type":16},"Migration","migration",{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"2026-07-12T08:36:38.584057",{"slug":1902,"name":1903,"fn":1862,"description":1863,"org":1904,"tags":1905,"stars":1856,"repoUrl":1857,"updatedAt":1913},"distributed-postgres","distributed postgres",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1906,1907,1908,1911,1912],{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":1909,"slug":1910,"type":16},"PostgreSQL","postgresql",{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"2026-07-12T08:36:46.530743",{"slug":1915,"name":1916,"fn":1862,"description":1863,"org":1917,"tags":1918,"stars":1856,"repoUrl":1857,"updatedAt":1923},"distributed-sql","distributed sql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1919,1920,1921,1922],{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"2026-07-12T08:36:48.104182",{"slug":1925,"name":1925,"fn":1862,"description":1863,"org":1926,"tags":1927,"stars":1856,"repoUrl":1857,"updatedAt":1933},"dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1928,1929,1930,1931,1932],{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":1896,"slug":1897,"type":16},{"name":21,"slug":22,"type":16},{"name":1875,"slug":1876,"type":16},"2026-07-12T08:36:36.374512",{"slug":1935,"name":1935,"fn":1936,"description":1937,"org":1938,"tags":1939,"stars":1952,"repoUrl":1953,"updatedAt":1954},"cost-efficiency-analyzer","analyze cost efficiency and expenses","Analyzes cost structure, cost efficiency, and expense management from P&L data. 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},[1940,1943,1946,1949],{"name":1941,"slug":1942,"type":16},"Accounting","accounting",{"name":1944,"slug":1945,"type":16},"Analytics","analytics",{"name":1947,"slug":1948,"type":16},"Cost Optimization","cost-optimization",{"name":1950,"slug":1951,"type":16},"Finance","finance",3176,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagentcore-samples","2026-07-12T08:40:03.29555",{"slug":1956,"name":1956,"fn":1957,"description":1958,"org":1959,"tags":1960,"stars":1952,"repoUrl":1953,"updatedAt":1969},"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},[1961,1962,1963,1966],{"name":24,"slug":25,"type":16},{"name":1950,"slug":1951,"type":16},{"name":1964,"slug":1965,"type":16},"Management","management",{"name":1967,"slug":1968,"type":16},"Reporting","reporting","2026-07-12T08:40:02.066471",{"slug":1971,"name":1971,"fn":1972,"description":1973,"org":1974,"tags":1975,"stars":1952,"repoUrl":1953,"updatedAt":1984},"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},[1976,1977,1978,1981],{"name":1944,"slug":1945,"type":16},{"name":1950,"slug":1951,"type":16},{"name":1979,"slug":1980,"type":16},"Financial Statements","financial-statements",{"name":1982,"slug":1983,"type":16},"Variance Analysis","variance-analysis","2026-07-12T08:40:00.79141",{"slug":1986,"name":1986,"fn":1987,"description":1988,"org":1989,"tags":1990,"stars":1952,"repoUrl":1953,"updatedAt":1999},"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},[1991,1994,1997],{"name":1992,"slug":1993,"type":16},"Automation","automation",{"name":1995,"slug":1996,"type":16},"Documents","documents",{"name":1998,"slug":1986,"type":16},"PDF","2026-07-12T08:41:44.135656",{"slug":2001,"name":2001,"fn":2002,"description":2003,"org":2004,"tags":2005,"stars":1952,"repoUrl":1953,"updatedAt":2014},"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},[2006,2007,2010,2011],{"name":1941,"slug":1942,"type":16},{"name":2008,"slug":2009,"type":16},"Data Analysis","data-analysis",{"name":1950,"slug":1951,"type":16},{"name":2012,"slug":2013,"type":16},"KPI","kpi","2026-07-12T08:39:59.54971",150,{"items":2017,"total":2110},[2018,2033,2049,2061,2078,2085,2095],{"slug":2019,"name":2019,"fn":2020,"description":2021,"org":2022,"tags":2023,"stars":26,"repoUrl":27,"updatedAt":2032},"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},[2024,2025,2026,2029],{"name":18,"slug":19,"type":16},{"name":24,"slug":25,"type":16},{"name":2027,"slug":2028,"type":16},"Maps","maps",{"name":2030,"slug":2031,"type":16},"Navigation","navigation","2026-07-12T08:39:49.88311",{"slug":2034,"name":2034,"fn":2035,"description":2036,"org":2037,"tags":2038,"stars":26,"repoUrl":27,"updatedAt":2048},"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},[2039,2042,2043,2044,2045],{"name":2040,"slug":2041,"type":16},"Auth","auth",{"name":24,"slug":25,"type":16},{"name":1871,"slug":1872,"type":16},{"name":14,"slug":15,"type":16},{"name":2046,"slug":2047,"type":16},"TypeScript","typescript","2026-07-12T08:39:43.500162",{"slug":2050,"name":2050,"fn":2051,"description":2052,"org":2053,"tags":2054,"stars":26,"repoUrl":27,"updatedAt":2060},"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},[2055,2056,2057],{"name":18,"slug":19,"type":16},{"name":24,"slug":25,"type":16},{"name":2058,"slug":2059,"type":16},"REST API","rest-api","2026-07-12T08:39:00.149339",{"slug":2062,"name":2062,"fn":2063,"description":2064,"org":2065,"tags":2066,"stars":26,"repoUrl":27,"updatedAt":2077},"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},[2067,2070,2071,2074],{"name":2068,"slug":2069,"type":16},"Architecture","architecture",{"name":24,"slug":25,"type":16},{"name":2072,"slug":2073,"type":16},"Design","design",{"name":2075,"slug":2076,"type":16},"Diagrams","diagrams","2026-07-12T08:37:11.012278",{"slug":4,"name":4,"fn":5,"description":6,"org":2079,"tags":2080,"stars":26,"repoUrl":27,"updatedAt":28},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2081,2082,2083,2084],{"name":18,"slug":19,"type":16},{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":21,"slug":22,"type":16},{"slug":2086,"name":2086,"fn":2087,"description":2088,"org":2089,"tags":2090,"stars":26,"repoUrl":27,"updatedAt":2094},"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},[2091,2092,2093],{"name":2068,"slug":2069,"type":16},{"name":24,"slug":25,"type":16},{"name":21,"slug":22,"type":16},"2026-07-12T08:39:05.546173",{"slug":2096,"name":2096,"fn":2097,"description":2098,"org":2099,"tags":2100,"stars":26,"repoUrl":27,"updatedAt":2109},"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},[2101,2102,2103,2106],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":2104,"slug":2105,"type":16},"Infrastructure","infrastructure",{"name":2107,"slug":2108,"type":16},"Performance","performance","2026-07-12T08:39:07.007071",33]