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Triggers on phrases like: use SAM, SAM template, SAM init, SAM deploy, CDK serverless, CDK Lambda construct, NodejsFunction, PythonFunction, SAM and CDK together, serverless CI\u002FCD pipeline. For general app deployment with service selection, use deploy-on-aws plugin instead.\"\nargument-hint: \"[what are you deploying?]\"\n---\n\n# AWS Serverless Deployment\n\nDeploy serverless applications to AWS using SAM or CDK. This skill covers project scaffolding, IaC templates, CDK constructs and patterns, deployment workflows, CI\u002FCD pipelines, and SAM\u002FCDK coexistence.\n\nFor Lambda runtime behavior, event sources, orchestration, observability, and optimization, see the [aws-lambda skill](..\u002Faws-lambda\u002F).\n\n## When to Load Reference Files\n\nLoad the appropriate reference file based on what the user is working on:\n\n- **SAM project setup**, **templates**, **deployment workflow**, **local testing**, or **container images** -> see [references\u002Fsam-project-setup.md](references\u002Fsam-project-setup.md)\n- **CDK project setup**, **constructs**, **CDK testing**, or **CDK pipelines** -> see [references\u002Fcdk-project-setup.md](references\u002Fcdk-project-setup.md)\n- **CDK Lambda constructs**, **NodejsFunction**, **PythonFunction**, or **CDK Function** -> see [references\u002Fcdk-lambda-constructs.md](references\u002Fcdk-lambda-constructs.md)\n- **CDK serverless patterns**, **API Gateway CDK**, **Function URL CDK**, **EventBridge CDK**, **DynamoDB CDK**, or **SQS CDK** -> see [references\u002Fcdk-serverless-patterns.md](references\u002Fcdk-serverless-patterns.md)\n- **SAM and CDK coexistence**, **migrating from SAM to CDK**, or **using sam build with CDK** -> see [references\u002Fsam-cdk-coexistence.md](references\u002Fsam-cdk-coexistence.md)\n\n## Best Practices\n\n### SAM\n\n- Do: Use `sam_init` with an appropriate template for your use case\n- Do: Set global defaults for timeout, memory, runtime, and tracing in the `Globals` section\n- Do: Use `samconfig.toml` environment-specific sections for multi-environment deployments\n- Do: Use `sam build --use-container` when native dependencies are involved\n- Don't: Copy-paste templates from the internet without understanding the resource configuration\n- Don't: Hardcode resource ARNs or account IDs in templates — use `!Ref`, `!GetAtt`, and `!Sub`\n\n### CDK\n\n- Do: Use TypeScript — type checking catches errors at synthesis time, before any AWS API calls\n- Do: Prefer L2 constructs and `grant*` methods over L1 and raw IAM statements\n- Do: Separate stateful and stateless resources into different stacks; enable termination protection on stateful stacks\n- Do: Commit `cdk.context.json` to version control — it caches VPC\u002FAZ lookups for deterministic synthesis\n- Do: Write unit tests with `aws-cdk-lib\u002Fassertions`; assert logical IDs of stateful resources to detect accidental replacements\n- Do: Use `cdk diff` in CI before every deployment to review changes\n- Don't: Hardcode account IDs or region strings — use `this.account` and `this.region`\n- Don't: Use `cdk deploy` directly in production without a pipeline\n- Don't: Skip `cdk bootstrap` — deployments will fail without the CDK toolkit stack\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\n**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### AWS Serverless MCP Server\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## 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### Language selection for CDK\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## Error Scenarios\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 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":46,"body":48},{"name":4,"description":6,"argument-hint":47},"[what are you deploying?]",{"type":49,"children":50},"root",[51,59,65,79,86,91,272,278,285,370,376,485,491,497,502,520,526,541,547,592,598,624,650,656,707,721,727,732,737,750,755,761,766,770,783,788,794,800,818,824],{"type":52,"tag":53,"props":54,"children":55},"element","h1",{"id":4},[56],{"type":57,"value":58},"text","AWS Serverless Deployment",{"type":52,"tag":60,"props":61,"children":62},"p",{},[63],{"type":57,"value":64},"Deploy serverless applications to AWS using SAM or CDK. 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To grant it, add ",{"type":52,"tag":294,"props":637,"children":639},{"className":638},[],[640],{"type":57,"value":641},"--allow-sensitive-data-access",{"type":57,"value":643}," to ",{"type":52,"tag":294,"props":645,"children":647},{"className":646},[],[648],{"type":57,"value":621},{"type":57,"value":78},{"type":52,"tag":279,"props":651,"children":653},{"id":652},"sam-template-validation-hook",[654],{"type":57,"value":655},"SAM Template Validation Hook",{"type":52,"tag":60,"props":657,"children":658},{},[659,661,667,669,675,677,683,684,690,692,698,700,706],{"type":57,"value":660},"This plugin includes a ",{"type":52,"tag":294,"props":662,"children":664},{"className":663},[],[665],{"type":57,"value":666},"PostToolUse",{"type":57,"value":668}," hook that runs ",{"type":52,"tag":294,"props":670,"children":672},{"className":671},[],[673],{"type":57,"value":674},"sam validate",{"type":57,"value":676}," automatically after any edit to ",{"type":52,"tag":294,"props":678,"children":680},{"className":679},[],[681],{"type":57,"value":682},"template.yaml",{"type":57,"value":585},{"type":52,"tag":294,"props":685,"children":687},{"className":686},[],[688],{"type":57,"value":689},"template.yml",{"type":57,"value":691},". 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Users can disable it via ",{"type":52,"tag":294,"props":701,"children":703},{"className":702},[],[704],{"type":57,"value":705},"\u002Fhooks",{"type":57,"value":78},{"type":52,"tag":60,"props":708,"children":709},{},[710,714,715],{"type":52,"tag":100,"props":711,"children":712},{},[713],{"type":57,"value":533},{"type":57,"value":511},{"type":52,"tag":294,"props":716,"children":718},{"className":717},[],[719],{"type":57,"value":720},"jq --version",{"type":52,"tag":80,"props":722,"children":724},{"id":723},"iac-framework-selection",[725],{"type":57,"value":726},"IaC framework selection",{"type":52,"tag":60,"props":728,"children":729},{},[730],{"type":57,"value":731},"Default: CDK",{"type":52,"tag":60,"props":733,"children":734},{},[735],{"type":57,"value":736},"Override syntax:",{"type":52,"tag":92,"props":738,"children":739},{},[740,745],{"type":52,"tag":96,"props":741,"children":742},{},[743],{"type":57,"value":744},"\"use CloudFormation\" → Generate YAML templates",{"type":52,"tag":96,"props":746,"children":747},{},[748],{"type":57,"value":749},"\"use SAM\" → Generate YAML templates",{"type":52,"tag":60,"props":751,"children":752},{},[753],{"type":57,"value":754},"When not specified, ALWAYS use CDK",{"type":52,"tag":279,"props":756,"children":758},{"id":757},"language-selection-for-cdk",[759],{"type":57,"value":760},"Language selection for CDK",{"type":52,"tag":60,"props":762,"children":763},{},[764],{"type":57,"value":765},"Default: TypeScript",{"type":52,"tag":60,"props":767,"children":768},{},[769],{"type":57,"value":736},{"type":52,"tag":92,"props":771,"children":772},{},[773,778],{"type":52,"tag":96,"props":774,"children":775},{},[776],{"type":57,"value":777},"\"use Python\" → Generate Python code",{"type":52,"tag":96,"props":779,"children":780},{},[781],{"type":57,"value":782},"\"use JavaScript\" → Generate JavaScript code",{"type":52,"tag":60,"props":784,"children":785},{},[786],{"type":57,"value":787},"When not specified, ALWAYS use TypeScript",{"type":52,"tag":80,"props":789,"children":791},{"id":790},"error-scenarios",[792],{"type":57,"value":793},"Error Scenarios",{"type":52,"tag":279,"props":795,"children":797},{"id":796},"serverless-mcp-server-unavailable",[798],{"type":57,"value":799},"Serverless MCP Server Unavailable",{"type":52,"tag":92,"props":801,"children":802},{},[803,808,813],{"type":52,"tag":96,"props":804,"children":805},{},[806],{"type":57,"value":807},"Inform user: \"AWS Serverless MCP not responding\"",{"type":52,"tag":96,"props":809,"children":810},{},[811],{"type":57,"value":812},"Ask: \"Proceed without MCP support?\"",{"type":52,"tag":96,"props":814,"children":815},{},[816],{"type":57,"value":817},"DO NOT continue without user confirmation",{"type":52,"tag":80,"props":819,"children":821},{"id":820},"resources",[822],{"type":57,"value":823},"Resources",{"type":52,"tag":92,"props":825,"children":826},{},[827,838,848],{"type":52,"tag":96,"props":828,"children":829},{},[830],{"type":52,"tag":71,"props":831,"children":835},{"href":832,"rel":833},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fserverless-application-model\u002F",[834],"nofollow",[836],{"type":57,"value":837},"AWS SAM Documentation",{"type":52,"tag":96,"props":839,"children":840},{},[841],{"type":52,"tag":71,"props":842,"children":845},{"href":843,"rel":844},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fcdk\u002F",[834],[846],{"type":57,"value":847},"AWS CDK Documentation",{"type":52,"tag":96,"props":849,"children":850},{},[851],{"type":52,"tag":71,"props":852,"children":855},{"href":853,"rel":854},"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Ftree\u002Fmain\u002Fsrc\u002Faws-serverless-mcp-server",[834],[856],{"type":57,"value":597},{"items":858,"total":1034},[859,878,897,907,920,933,943,953,974,989,1004,1019],{"slug":860,"name":860,"fn":861,"description":862,"org":863,"tags":864,"stars":875,"repoUrl":876,"updatedAt":877},"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},[865,866,869,872],{"name":24,"slug":25,"type":16},{"name":867,"slug":868,"type":16},"Debugging","debugging",{"name":870,"slug":871,"type":16},"Logs","logs",{"name":873,"slug":874,"type":16},"Observability","observability",9427,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp","2026-07-12T08:37:22.601527",{"slug":879,"name":880,"fn":881,"description":882,"org":883,"tags":884,"stars":875,"repoUrl":876,"updatedAt":896},"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},[885,888,889,892,893],{"name":886,"slug":887,"type":16},"Aurora","aurora",{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},"Database","database",{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"SQL","sql","2026-07-12T08:36:45.053393",{"slug":898,"name":899,"fn":881,"description":882,"org":900,"tags":901,"stars":875,"repoUrl":876,"updatedAt":906},"aurora-dsql","aurora dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[902,903,904,905],{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"2026-07-12T08:36:42.694299",{"slug":908,"name":909,"fn":881,"description":882,"org":910,"tags":911,"stars":875,"repoUrl":876,"updatedAt":919},"aws-dsql","aws dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[912,913,914,917,918],{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":915,"slug":916,"type":16},"Migration","migration",{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"2026-07-12T08:36:38.584057",{"slug":921,"name":922,"fn":881,"description":882,"org":923,"tags":924,"stars":875,"repoUrl":876,"updatedAt":932},"distributed-postgres","distributed postgres",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[925,926,927,930,931],{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":928,"slug":929,"type":16},"PostgreSQL","postgresql",{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"2026-07-12T08:36:46.530743",{"slug":934,"name":935,"fn":881,"description":882,"org":936,"tags":937,"stars":875,"repoUrl":876,"updatedAt":942},"distributed-sql","distributed sql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[938,939,940,941],{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"2026-07-12T08:36:48.104182",{"slug":944,"name":944,"fn":881,"description":882,"org":945,"tags":946,"stars":875,"repoUrl":876,"updatedAt":952},"dsql",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[947,948,949,950,951],{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":915,"slug":916,"type":16},{"name":21,"slug":22,"type":16},{"name":894,"slug":895,"type":16},"2026-07-12T08:36:36.374512",{"slug":954,"name":954,"fn":955,"description":956,"org":957,"tags":958,"stars":971,"repoUrl":972,"updatedAt":973},"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},[959,962,965,968],{"name":960,"slug":961,"type":16},"Accounting","accounting",{"name":963,"slug":964,"type":16},"Analytics","analytics",{"name":966,"slug":967,"type":16},"Cost Optimization","cost-optimization",{"name":969,"slug":970,"type":16},"Finance","finance",3176,"https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagentcore-samples","2026-07-12T08:40:03.29555",{"slug":975,"name":975,"fn":976,"description":977,"org":978,"tags":979,"stars":971,"repoUrl":972,"updatedAt":988},"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},[980,981,982,985],{"name":24,"slug":25,"type":16},{"name":969,"slug":970,"type":16},{"name":983,"slug":984,"type":16},"Management","management",{"name":986,"slug":987,"type":16},"Reporting","reporting","2026-07-12T08:40:02.066471",{"slug":990,"name":990,"fn":991,"description":992,"org":993,"tags":994,"stars":971,"repoUrl":972,"updatedAt":1003},"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},[995,996,997,1000],{"name":963,"slug":964,"type":16},{"name":969,"slug":970,"type":16},{"name":998,"slug":999,"type":16},"Financial Statements","financial-statements",{"name":1001,"slug":1002,"type":16},"Variance Analysis","variance-analysis","2026-07-12T08:40:00.79141",{"slug":1005,"name":1005,"fn":1006,"description":1007,"org":1008,"tags":1009,"stars":971,"repoUrl":972,"updatedAt":1018},"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},[1010,1013,1016],{"name":1011,"slug":1012,"type":16},"Automation","automation",{"name":1014,"slug":1015,"type":16},"Documents","documents",{"name":1017,"slug":1005,"type":16},"PDF","2026-07-12T08:41:44.135656",{"slug":1020,"name":1020,"fn":1021,"description":1022,"org":1023,"tags":1024,"stars":971,"repoUrl":972,"updatedAt":1033},"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},[1025,1026,1029,1030],{"name":960,"slug":961,"type":16},{"name":1027,"slug":1028,"type":16},"Data Analysis","data-analysis",{"name":969,"slug":970,"type":16},{"name":1031,"slug":1032,"type":16},"KPI","kpi","2026-07-12T08:39:59.54971",150,{"items":1036,"total":1135},[1037,1054,1070,1082,1099,1110,1120],{"slug":1038,"name":1038,"fn":1039,"description":1040,"org":1041,"tags":1042,"stars":29,"repoUrl":30,"updatedAt":1053},"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},[1043,1046,1047,1050],{"name":1044,"slug":1045,"type":16},"API Development","api-development",{"name":24,"slug":25,"type":16},{"name":1048,"slug":1049,"type":16},"Maps","maps",{"name":1051,"slug":1052,"type":16},"Navigation","navigation","2026-07-12T08:39:49.88311",{"slug":1055,"name":1055,"fn":1056,"description":1057,"org":1058,"tags":1059,"stars":29,"repoUrl":30,"updatedAt":1069},"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},[1060,1063,1064,1065,1066],{"name":1061,"slug":1062,"type":16},"Auth","auth",{"name":24,"slug":25,"type":16},{"name":890,"slug":891,"type":16},{"name":14,"slug":15,"type":16},{"name":1067,"slug":1068,"type":16},"TypeScript","typescript","2026-07-12T08:39:43.500162",{"slug":1071,"name":1071,"fn":1072,"description":1073,"org":1074,"tags":1075,"stars":29,"repoUrl":30,"updatedAt":1081},"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},[1076,1077,1078],{"name":1044,"slug":1045,"type":16},{"name":24,"slug":25,"type":16},{"name":1079,"slug":1080,"type":16},"REST API","rest-api","2026-07-12T08:39:00.149339",{"slug":1083,"name":1083,"fn":1084,"description":1085,"org":1086,"tags":1087,"stars":29,"repoUrl":30,"updatedAt":1098},"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},[1088,1091,1092,1095],{"name":1089,"slug":1090,"type":16},"Architecture","architecture",{"name":24,"slug":25,"type":16},{"name":1093,"slug":1094,"type":16},"Design","design",{"name":1096,"slug":1097,"type":16},"Diagrams","diagrams","2026-07-12T08:37:11.012278",{"slug":1100,"name":1100,"fn":1101,"description":1102,"org":1103,"tags":1104,"stars":29,"repoUrl":30,"updatedAt":1109},"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},[1105,1106,1107,1108],{"name":1044,"slug":1045,"type":16},{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":21,"slug":22,"type":16},"2026-07-12T08:38:58.598492",{"slug":1111,"name":1111,"fn":1112,"description":1113,"org":1114,"tags":1115,"stars":29,"repoUrl":30,"updatedAt":1119},"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},[1116,1117,1118],{"name":1089,"slug":1090,"type":16},{"name":24,"slug":25,"type":16},{"name":21,"slug":22,"type":16},"2026-07-12T08:39:05.546173",{"slug":1121,"name":1121,"fn":1122,"description":1123,"org":1124,"tags":1125,"stars":29,"repoUrl":30,"updatedAt":1134},"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},[1126,1127,1128,1131],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":1129,"slug":1130,"type":16},"Infrastructure","infrastructure",{"name":1132,"slug":1133,"type":16},"Performance","performance","2026-07-12T08:39:07.007071",33]