[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-aws-launch-with-aws":3,"mdc--hqtpw8-key":38,"related-org-aws-launch-with-aws":2239,"related-repo-aws-launch-with-aws":2410},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":27,"repoUrl":28,"updatedAt":29,"license":30,"forks":31,"topics":32,"repo":33,"sourceUrl":36,"mdContent":37},"launch-with-aws","migrate web applications to AWS","Migrates vibe-coded web applications to AWS. Handles the full workflow from analysis through migration to deployment, producing deployable AWS Blocks infrastructure code. Supports full-stack apps built with vibe-coding platforms (Lovable, Bolt.new, Replit) and frontend web applications and websites: React, Vue, Angular, Next.js, Nuxt, Astro, SvelteKit, Gatsby, Vite, Svelte, Solid, Docusaurus, and others (static sites, SPAs, and SSR frameworks with static export). Triggers on: launch with AWS, launch on AWS, deploy to AWS, migrate to AWS, host my app on AWS, move my app to AWS, transfer my app to AWS. Activates when the user wants to migrate a vibe-coded app or frontend web app to AWS, even if they don't say 'migrate' explicitly.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"aws","AWS (Amazon)","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Faws.png",[12,16,19,22,25],{"name":13,"slug":14,"type":15},"Modernization","modernization","tag",{"name":17,"slug":18,"type":15},"Migration","migration",{"name":20,"slug":21,"type":15},"Deployment","deployment",{"name":23,"slug":24,"type":15},"Cloud","cloud",{"name":26,"slug":8,"type":15},"AWS",1822,"https:\u002F\u002Fgithub.com\u002Faws\u002Fagent-toolkit-for-aws","2026-07-29T05:38:14.872561",null,157,[],{"repoUrl":28,"stars":27,"forks":31,"topics":34,"description":35},[],"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\u002Flaunch-with-aws","---\nname: launch-with-aws\ndescription: \"Migrates vibe-coded web applications to AWS. Handles the full workflow from analysis through migration to deployment, producing deployable AWS Blocks infrastructure code. Supports full-stack apps built with vibe-coding platforms (Lovable, Bolt.new, Replit) and frontend web applications and websites: React, Vue, Angular, Next.js, Nuxt, Astro, SvelteKit, Gatsby, Vite, Svelte, Solid, Docusaurus, and others (static sites, SPAs, and SSR frameworks with static export). Triggers on: launch with AWS, launch on AWS, deploy to AWS, migrate to AWS, host my app on AWS, move my app to AWS, transfer my app to AWS. Activates when the user wants to migrate a vibe-coded app or frontend web app to AWS, even if they don't say 'migrate' explicitly.\"\nversion: 2\n---\n\n# Launch with AWS\n\nDrives an AWS migration end-to-end using CLI scripts. Takes a user's web application, analyzes it, generates a migration plan with cost estimate, and delivers deployable [AWS Blocks](https:\u002F\u002Fdocs.aws.amazon.com\u002Fblocks\u002Flatest\u002Fdevguide\u002Fwhat-is-blocks.html) infrastructure code.\n\nThe AWS MCP server is recommended but is not required. This skill works standalone via its CLI scripts in any agent environment.\n\n## Script Invocation\n\nAll commands are run via:\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py \u003Ccommand> [args...]\n```\n\nwhere `scripts\u002F` is relative to this skill directory. The agent MUST set the working directory to the skill root before invoking commands.\n\nRequired files: [launch_with_aws.py](scripts\u002Flaunch_with_aws.py), [launch_config.py](scripts\u002Flaunch_config.py), [auth.py](scripts\u002Fauth.py), [auth_callback_server.py](scripts\u002Fauth_callback_server.py), [launch_api_client.py](scripts\u002Flaunch_api_client.py), [archive.py](scripts\u002Farchive.py), [service model](references\u002Flaunchwithaws-2026-06-15.json). When loaded via MCP, fetch all and write to a temp directory preserving structure before invoking.\n\nEach command outputs JSON to stdout on success, or exits non-zero with a JSON error on stderr.\n\nDependencies: Python 3.10+ and `boto3`. The script checks both on startup and exits with a clear error if either is missing.\n\n## Supported Application Types\n\nFull-stack apps built with vibe-coding platforms, and frontend web applications and websites (static sites, SPAs, and SSR frameworks with static export).\n\n| Origin Platform | What it covers |\n|----------------|---------------|\n| Lovable | Lovable-generated full-stack apps (React + Supabase) |\n| Bolt.new | Bolt.new-generated full-stack apps (React + Supabase) |\n| Replit | Replit-hosted full-stack apps (React + Express.js + PostgreSQL) |\n\n| Framework | Examples |\n|-----------|---------|\n| React ecosystem | React, CRA, Vite + React, Gatsby, Docusaurus |\n| Vue ecosystem | Vue, Nuxt (static export), VitePress |\n| Angular | Angular |\n| Svelte ecosystem | Svelte, SvelteKit (static export) |\n| SSR with static export | Next.js, Nuxt, Astro, SvelteKit |\n| Other modern frameworks | Astro, Solid, Preact, Lit, Eleventy |\n| Vite (generic) | Any Vite-based app |\n\nOther frameworks may also work. If the user's app doesn't match these, see **Unsupported Application Handling** below.\n\n### What Gets Migrated vs. What Stays\n\n**Lovable \u002F Bolt.new apps (Supabase-backed):**\n\n| Component | What happens |\n|-----------|-------------|\n| Frontend & hosting | Migrated to AWS (S3 + CloudFront + Lambda) |\n| Edge functions \u002F server functions | Migrated to AWS Lambda |\n| AI calls (e.g. Lovable AI Gateway) | Migrated to Amazon Bedrock |\n| Database (Supabase DB) | Stays on Supabase — not migrated |\n| Auth (Supabase Auth) | Stays on Supabase — not migrated |\n| Storage & Realtime | Stays on Supabase — not migrated |\n\nThe app continues to call Supabase for database, auth, storage, and realtime from the AWS-hosted application.\n\n**Replit apps (Express.js + PostgreSQL):**\n\n| Component | What happens |\n|-----------|-------------|\n| Frontend & hosting | Migrated to AWS (S3 + CloudFront + Lambda) |\n| Server logic (Express.js) | Migrated to AWS Lambda (API Gateway) |\n| Database (PostgreSQL) | Schema and code migrated to AWS (Aurora Serverless \u002F DynamoDB). Existing data is NOT migrated — customers must export and import their data separately. |\n| Auth (Replit Auth) | Code migrated to AWS (Cognito). Existing user accounts are NOT migrated — customers must re-create or invite users in Cognito. |\n| Realtime (WebSockets) | Migrated to AWS (AppSync Events) |\n| File storage | Migrated to AWS (S3). Existing files are NOT migrated. |\n\nReplit app infrastructure and code are migrated to AWS-native services, but existing data, user accounts, and files must be migrated separately by the customer.\n\n## Input Resolution\n\nResolve the user's input to a local directory path or GitHub URL:\n\n- If the user provides a **local path**: pass that path directly.\n- If the user provides a **GitHub URL**: pass it directly (the service clones it server-side).\n- If neither is provided: use the current working directory. If it doesn't look like an app directory, ask the user for the path.\n\n## Flow\n\nRun the script commands in order, surfacing results to the user at each step:\n\n### 1. Authentication\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py auth-start\n```\n\nAlways run first. Returns immediately with JSON:\n\n- If already authenticated: `{\"authenticated\": true, \"reusedCachedSession\": true, \"baseUrl\": \"...\"}`\n- If silent refresh succeeded: `{\"authenticated\": true, \"reusedCachedSession\": false, \"baseUrl\": \"...\"}`\n- If interactive sign-in is needed: `{\"authenticated\": false, \"signInUrl\": \"https:\u002F\u002F...\", \"pid\": 12345, \"port\": 54321, \"baseUrl\": \"...\"}`\n\nWhen `authenticated` is `false`, **immediately display the `signInUrl` to the user** (so they can open it in their browser) and call `auth-wait` in the same response:\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py auth-wait \u003Cpid>\n```\n\nwhere `\u003Cpid>` is the `pid` value from the `auth-start` response. This blocks until the user completes browser sign-in (or times out after 600s). Returns `{\"authenticated\": true, \"baseUrl\": \"...\"}` on success.\n\nSessions are capped at 90 days even if the identity provider does not set an expiration; after that the interactive flow is required again.\n\nTo check the current session without authenticating, or to sign out:\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py session-status\npython3 scripts\u002Flaunch_with_aws.py sign-out\n```\n\n`session-status` reports whether a session exists and how long until the token and overall session expire. `sign-out` best-effort revokes the refresh token and deletes the local `~\u002F.launch-with-aws\u002Fsession.json`. On shared or untrusted workstations, run `sign-out` when finished.\n\n### 2. Create Launch\n\nFor a local directory, present this confirmation and wait for explicit approval:\n\n> Your source code will be uploaded to the Launch with AWS service to analyze your application and generate a migration plan. If you later approve execution, an AWS-hosted agent will modify a copy of your source code according to the plan and produce a migrated snapshot for you to download. Your source code is encrypted at rest, automatically deleted after 7 days, and never used to train AI models. We exclude Git history, Git-ignored files, and files matching common sensitive-file patterns. Sensitive-file filtering is best effort; review your project for secrets. Continue?\n\nDo NOT call `create-launch` for a local directory until the user explicitly confirms. A missing or ambiguous response means no.\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py create-launch \u003Csource-path-or-github-url> [name]\n```\n\nCreates a launch from a local directory (zips, uploads, then creates) or a GitHub URL (passes directly). Returns JSON with the full `launch` object including `launch.launchId`.\n\nThe launch starts in `analyzing` status and automatically progresses through analysis and planning.\n\n### 3. Poll Launch Status\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py get-launch-status \u003Claunch-id>\n```\n\nPoll until `status` is `planned` (ready for execution), `awaiting_input` (needs context answers — see step 4), or `failed`. Key status progression:\n\n- `analyzing` → detecting app type and dependencies\n- `awaiting_input` → needs context answers (see `refine-plan`)\n- `planning` → generating migration plan\n- `planned` → ready for execution\n- `executing` → deployment in progress\n- `completed` → done\n- `failed` → check `failureReason`\n\nIf `status` is `awaiting_input`, check `contextInputs` for the questions that need answering. Inputs with `required: true` must be answered before the launch can proceed; others are optional enrichment.\n\n### 4. Refine Plan (if awaiting_input)\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py refine-plan \u003Claunch-id> key1=value1 key2=value2\n```\n\nProvide context answers to refine the plan. Triggers re-planning.\n\n### 5. Get Full Launch Details & Confirm\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py get-launch \u003Claunch-id> plan,cost_estimate\n```\n\nGet full launch details. Optional second argument is a comma-separated include list: `analysis`, `plan`, `execution`, `cost_estimate`, `download_url`.\n\nPresent the cost estimate and plan to the user. The `costEstimate` field in the response contains `estimatedMonthlyCost`, `region`, and a `services` breakdown with per-service costs.\n\n**Confirmation Gate — present and wait for explicit approval:**\n\n> **Migration Summary**\n>\n> - App type: [detected type from analysis]\n> - Architecture: [target architecture from plan]\n> - Estimated monthly cost: $X.XX\u002Fmonth\n> - Region: us-east-1\n>\n> Ready to proceed? This will execute the migration in an AWS-managed environment (no cost to you) and produce the migrated snapshot for you to download.\n\nDo NOT call `start-launch-execution` until the user explicitly confirms.\n\n### 6. Start Execution\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py start-launch-execution \u003Claunch-id>\n```\n\nStarts deployment. Then poll with `get-launch-status` until `status` is `completed` or `failed`. Sleep at least 30 seconds between polls.\n\n### 7. Download\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py get-launch-download-url \u003Claunch-id>\n```\n\n**Always present the full download URL to the user** — they may need it to download the migrated snapshot directly or for reference.\n\n### 8. List or Delete Launches\n\n```bash\npython3 scripts\u002Flaunch_with_aws.py list-launches\npython3 scripts\u002Flaunch_with_aws.py delete-launch \u003Claunch-id>\n```\n\n### 9. Post-Migration: Apply Migrated Code Locally\n\nAfter obtaining the download URL (adapt commands for the user's platform if not POSIX):\n\n#### Step A: Download and unpack\n\n```bash\ncurl -L -o \u002Ftmp\u002Fmigration-snapshot.zip \"\u003Cdownload_url>\"\nmkdir -p \u002Ftmp\u002Fmigration-output\nunzip -o \u002Ftmp\u002Fmigration-snapshot.zip -d \u002Ftmp\u002Fmigration-output\n```\n\n#### Step B: Prepare the local workspace\n\nEnsure the user's working directory is clean:\n\n```bash\ncd \u003Cuser-app-directory>\ngit status\n```\n\nIf there are uncommitted changes, ask the user to commit or stash first. Do NOT proceed with a dirty working tree.\n\n#### Step C: Apply migration (3-way merge)\n\nCreate a migration branch and overlay the migrated files:\n\n```bash\ncd \u003Cuser-app-directory>\ngit checkout -b aws-migration\nrsync -a \u002Ftmp\u002Fmigration-output\u002F .\ngit status\ngit diff --stat\n```\n\nReview the changes with the user. Key additions to highlight:\n\n- `aws-blocks\u002F` — AWS Blocks infrastructure definition\n- `DEPLOY.md` — deployment instructions\n- Any modified config files\n\nIf there are conflicts with the user's existing files, present them and ask how to resolve.\n\n#### Step D: Follow DEPLOY.md\n\nRead the `DEPLOY.md` file in the project root and follow its instructions to deploy the app to the user's AWS account. Typical steps:\n\n1. AWS authentication (`aws login --profile aws-migrate --region us-east-1`)\n2. CDK bootstrap (first-time only): `npm install && npx cdk bootstrap`\n3. Deploy: `npx cdk deploy --all --progress events`\n4. Verify the CloudFront URL that CDK prints on completion.\n\n**Important:** Always read `DEPLOY.md` from the migrated output — it is generated specifically for this app and architecture. Do not assume deployment steps from memory.\n\n## Unsupported Application Handling\n\nIf a launch fails during analysis with a `failureReason` indicating an unsupported app type (or the user's stack doesn't match the supported list):\n\n1. Tell the user: \"This app type isn't directly supported by Launch with AWS yet. Let me search for other skills that can help deploy this kind of application.\"\n\n2. Search for relevant skills based on the app type (e.g. `aws-serverless`, `aws-containers`, `databases-on-aws`, `deploy-on-aws`, `aws-cdk`, `sagemaker-ai`).\n",{"data":39,"body":41},{"name":4,"description":6,"version":40},2,{"type":42,"children":43},"root",[44,52,69,74,81,86,143,156,212,217,230,236,241,308,420,433,440,448,546,551,559,655,660,666,671,704,710,715,721,744,749,785,828,869,905,910,915,954,988,994,999,1008,1021,1067,1088,1101,1107,1147,1183,1273,1307,1313,1362,1367,1373,1417,1457,1493,1501,1550,1562,1568,1607,1640,1646,1685,1695,1701,1756,1762,1767,1774,1863,1869,1874,1921,1926,1932,1937,2042,2047,2077,2082,2088,2100,2143,2160,2165,2177,2233],{"type":45,"tag":46,"props":47,"children":48},"element","h1",{"id":4},[49],{"type":50,"value":51},"text","Launch with AWS",{"type":45,"tag":53,"props":54,"children":55},"p",{},[56,58,67],{"type":50,"value":57},"Drives an AWS migration end-to-end using CLI scripts. 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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},[2264,2265,2268,2271],{"name":2248,"slug":2249,"type":15},{"name":2266,"slug":2267,"type":15},"API Development","api-development",{"name":2269,"slug":2270,"type":15},"Authentication","authentication",{"name":26,"slug":8,"type":15},"2026-07-16T06:00:38.866147",{"slug":2274,"name":2274,"fn":2275,"description":2276,"org":2277,"tags":2278,"stars":27,"repoUrl":28,"updatedAt":2287},"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},[2279,2280,2281,2284],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2282,"slug":2283,"type":15},"Debugging","debugging",{"name":2285,"slug":2286,"type":15},"Observability","observability","2026-07-16T06:00:44.679093",{"slug":2289,"name":2289,"fn":2290,"description":2291,"org":2292,"tags":2293,"stars":27,"repoUrl":28,"updatedAt":2300},"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},[2294,2295,2296,2299],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2297,"slug":2298,"type":15},"CI\u002FCD","ci-cd",{"name":20,"slug":21,"type":15},"2026-07-12T08:42:55.059577",{"slug":2302,"name":2302,"fn":2303,"description":2304,"org":2305,"tags":2306,"stars":27,"repoUrl":28,"updatedAt":2310},"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},[2307,2308,2309],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":20,"slug":21,"type":15},"2026-07-12T08:42:51.963247",{"slug":2312,"name":2312,"fn":2313,"description":2314,"org":2315,"tags":2316,"stars":27,"repoUrl":28,"updatedAt":2325},"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},[2317,2318,2319,2322],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2320,"slug":2321,"type":15},"Best Practices","best-practices",{"name":2323,"slug":2324,"type":15},"Security","security","2026-07-16T06:00:42.174705",{"slug":2327,"name":2327,"fn":2328,"description":2329,"org":2330,"tags":2331,"stars":27,"repoUrl":28,"updatedAt":2341},"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},[2332,2333,2334,2337,2338],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2335,"slug":2336,"type":15},"Evals","evals",{"name":2285,"slug":2286,"type":15},{"name":2339,"slug":2340,"type":15},"Performance","performance","2026-07-12T08:42:56.488105",{"slug":2343,"name":2343,"fn":2344,"description":2345,"org":2346,"tags":2347,"stars":27,"repoUrl":28,"updatedAt":2358},"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},[2348,2349,2352,2355],{"name":26,"slug":8,"type":15},{"name":2350,"slug":2351,"type":15},"Database","database",{"name":2353,"slug":2354,"type":15},"MySQL","mysql",{"name":2356,"slug":2357,"type":15},"Serverless","serverless","2026-07-12T08:43:13.27939",{"slug":2360,"name":2360,"fn":2361,"description":2362,"org":2363,"tags":2364,"stars":27,"repoUrl":28,"updatedAt":2371},"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},[2365,2366,2367,2370],{"name":26,"slug":8,"type":15},{"name":2350,"slug":2351,"type":15},{"name":2368,"slug":2369,"type":15},"PostgreSQL","postgresql",{"name":2356,"slug":2357,"type":15},"2026-07-16T06:00:34.789624",{"slug":2373,"name":2373,"fn":2374,"description":2375,"org":2376,"tags":2377,"stars":27,"repoUrl":28,"updatedAt":2383},"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},[2378,2379,2380],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2381,"slug":2382,"type":15},"LLM","llm","2026-07-25T05:30:35.20899",{"slug":2385,"name":2385,"fn":2386,"description":2387,"org":2388,"tags":2389,"stars":27,"repoUrl":28,"updatedAt":2398},"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},[2390,2391,2392,2395],{"name":26,"slug":8,"type":15},{"name":2350,"slug":2351,"type":15},{"name":2393,"slug":2394,"type":15},"MongoDB","mongodb",{"name":2396,"slug":2397,"type":15},"NoSQL","nosql","2026-07-12T08:43:00.455878",{"slug":2400,"name":2400,"fn":2401,"description":2402,"org":2403,"tags":2404,"stars":27,"repoUrl":28,"updatedAt":2408},"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},[2405,2406,2407],{"name":26,"slug":8,"type":15},{"name":2350,"slug":2351,"type":15},{"name":2396,"slug":2397,"type":15},"2026-07-16T06:00:37.690386",115,{"items":2411,"total":2461},[2412,2419,2426,2433,2440,2446,2453],{"slug":2242,"name":2242,"fn":2243,"description":2244,"org":2413,"tags":2414,"stars":27,"repoUrl":28,"updatedAt":2257},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2415,2416,2417,2418],{"name":2248,"slug":2249,"type":15},{"name":2251,"slug":2252,"type":15},{"name":26,"slug":8,"type":15},{"name":2255,"slug":2256,"type":15},{"slug":2259,"name":2259,"fn":2260,"description":2261,"org":2420,"tags":2421,"stars":27,"repoUrl":28,"updatedAt":2272},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2422,2423,2424,2425],{"name":2248,"slug":2249,"type":15},{"name":2266,"slug":2267,"type":15},{"name":2269,"slug":2270,"type":15},{"name":26,"slug":8,"type":15},{"slug":2274,"name":2274,"fn":2275,"description":2276,"org":2427,"tags":2428,"stars":27,"repoUrl":28,"updatedAt":2287},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2429,2430,2431,2432],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2282,"slug":2283,"type":15},{"name":2285,"slug":2286,"type":15},{"slug":2289,"name":2289,"fn":2290,"description":2291,"org":2434,"tags":2435,"stars":27,"repoUrl":28,"updatedAt":2300},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2436,2437,2438,2439],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2297,"slug":2298,"type":15},{"name":20,"slug":21,"type":15},{"slug":2302,"name":2302,"fn":2303,"description":2304,"org":2441,"tags":2442,"stars":27,"repoUrl":28,"updatedAt":2310},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2443,2444,2445],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":20,"slug":21,"type":15},{"slug":2312,"name":2312,"fn":2313,"description":2314,"org":2447,"tags":2448,"stars":27,"repoUrl":28,"updatedAt":2325},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2449,2450,2451,2452],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2320,"slug":2321,"type":15},{"name":2323,"slug":2324,"type":15},{"slug":2327,"name":2327,"fn":2328,"description":2329,"org":2454,"tags":2455,"stars":27,"repoUrl":28,"updatedAt":2341},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2456,2457,2458,2459,2460],{"name":2248,"slug":2249,"type":15},{"name":26,"slug":8,"type":15},{"name":2335,"slug":2336,"type":15},{"name":2285,"slug":2286,"type":15},{"name":2339,"slug":2340,"type":15},114]