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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":8},"cline","Cline","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fcline.png",[12,16,19,22,25],{"name":13,"slug":14,"type":15},"Auth","auth","tag",{"name":17,"slug":18,"type":15},"TypeScript","typescript",{"name":20,"slug":21,"type":15},"Database","database",{"name":23,"slug":24,"type":15},"AWS","aws",{"name":26,"slug":27,"type":15},"Frontend","frontend",10,"https:\u002F\u002Fgithub.com\u002Fcline\u002Fskills","2026-07-12T08:13:47.134012",null,4,[],{"repoUrl":29,"stars":28,"forks":32,"topics":35,"description":36},[],"A collection of skills used at Cline","https:\u002F\u002Fgithub.com\u002Fcline\u002Fskills\u002Ftree\u002FHEAD\u002Fskills\u002Famplify-workflow","---\nname: amplify-workflow\ndescription: 'Build and deploy full-stack web and mobile apps with AWS Amplify Gen2\n  (TypeScript code-first). Covers auth (Cognito), data (AppSync\u002FDynamoDB including\n  schema modeling, enum types, relationships, authorization rules), storage (S3),\n  functions, APIs, and AI (Amplify AI Kit with Bedrock). Supports React, Next.js,\n  Vue, Angular, React Native, Flutter, Swift, and Android. Always use this skill for\n  Amplify Gen2 topics — even for questions you think you know — it contains validated,\n  version-specific patterns that prevent common mistakes. TRIGGER when: user mentions\n  Amplify Gen2; project has amplify\u002F directory or amplify_outputs; code imports @aws-amplify\n  packages; user asks about defineBackend, defineAuth, defineData, defineStorage,\n  or npx ampx. SKIP: Amplify Gen1 (amplify CLI v6), standalone SAM\u002FCDK without Amplify\n  (use aws-serverless), direct Bedrock without Amplify AI Kit (use bedrock).'\n---\n\n# AWS Amplify Gen2\n\nBuild and deploy full-stack applications using AWS Amplify Gen2's TypeScript\ncode-first approach. This skill covers backend resource creation, frontend\nintegration across 8 frameworks, and deployment workflows.\n\n## Prerequisites\n\n- Node.js ^18.19.0 || ^20.6.0 || >=22 and npm\n- AWS credentials configured (`aws sts get-caller-identity` succeeds)\n- For sandbox: `npx ampx --version` returns a valid version\n- For mobile: Platform-specific tooling (Xcode, Android Studio, Flutter SDK)\n\n## Defaults & Assumptions\n\nWhen the user does not specify a framework:\n\n- **Web:** You **SHOULD** default to **React** (Vite) and explain the choice.\n- **Mobile:** You **MUST** ask which platform the user wants (Flutter,\n  Swift, Android, or React Native). There is no universal mobile default.\n- **Neither specified:** If the user says \"build an app\" without clarifying web\n  vs. mobile, you **MUST** ask before proceeding.\n- **Backend only:** If only backend changes are requested and no frontend\n  framework is mentioned, skip the frontend integration step entirely.\n\nWhen the user does not specify tooling or strategy:\n\n- **Package manager:** You **SHOULD** default to **npm** unless the user\n  specifies yarn or pnpm.\n- **Language:** You **SHOULD** default to **TypeScript**. Gen2 backends are\n  TypeScript-only; frontends **SHOULD** follow the project's existing language.\n- **Next.js:** You **SHOULD** default to **App Router** unless the user\n  specifies Pages Router.\n- **React Native:** Ask the user whether they use **Expo** or **bare\n  React Native CLI**.\n- **Auth:** You **MUST** ask which login method the user wants\n  (email\u002Fpassword, social login, SAML, passwordless, etc.). Do not assume a default.\n- **Data authorization:** default to **`publicApiKey`**\n  (`allow.publicApiKey()`) — this is the starter template default. When\n  auth is added, switch to **owner-based** (`allow.owner()`) with\n  `defaultAuthorizationMode: 'userPool'`.\n\n## Quick Start — Route to the Right Reference\n\n### Step 0: Read Core Reference (ALWAYS)\n\nYou **MUST** read the core reference for your target platform **before\nreading any other reference file**. These contain Gen2 detection,\n`Amplify.configure()` placement per framework, sandbox commands, required\npackages, and directory structure rules — patterns needed for **all** tasks,\nnot just new projects.\n\n- **Web** (React, Next.js, Vue, Angular, React Native): You **MUST** read\n  [core-web.md](references\u002Fcore-web.md)\n- **Mobile** (Flutter, Swift, Android): You **MUST** read\n  [core-mobile.md](references\u002Fcore-mobile.md)\n- **Backend only** (no frontend work): Skip to Step 1.\n\n### Step 1: Identify the Task Type\n\n| Task                                     | Go To                                                                    |\n| ---------------------------------------- | ------------------------------------------------------------------------ |\n| **Create a new project**                 | → [scaffolding.md](references\u002Fscaffolding.md), then Step 2 and\u002For Step 3 |\n| **Add or modify a backend feature**      | → Step 2 (Backend Features)                                              |\n| **Connect frontend to existing backend** | → Step 3 (Frontend Integration)                                          |\n| **Deploy the application**               | → [deployment.md](references\u002Fdeployment.md)                              |\n\n### Step 2: Backend Features\n\nYou **MUST** read the corresponding reference for each backend feature:\n\n| Feature          | Reference                                               | When to Use                                                                                                |\n| ---------------- | ------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- |\n| Authentication   | [auth-backend.md](references\u002Fauth-backend.md)           | Email\u002Fpassword, social login, MFA, SAML\u002FOIDC                                                               |\n| Data Models      | [data-backend.md](references\u002Fdata-backend.md)           | GraphQL schema, DynamoDB, relationships, auth rules                                                        |\n| File Storage     | [storage-backend.md](references\u002Fstorage-backend.md)     | S3 uploads\u002Fdownloads, access rules                                                                         |\n| Functions & API  | [functions-and-api.md](references\u002Ffunctions-and-api.md) | Lambda, custom resolvers, REST\u002FHTTP APIs, calling from client                                              |\n| AI Features      | [ai.md](references\u002Fai.md)                               | Conversation, generation, AI tools via Bedrock _(backend config + React\u002FNext.js frontend)_                 |\n| Geo, PubSub, CDK | [advanced-features.md](references\u002Fadvanced-features.md) | Backend-only: custom CDK stacks, overrides, custom outputs. Backend + frontend: Geo, PubSub, Face Liveness |\n\nEach backend feature file is self-contained. Load only what you need.\n\n> **Routing note:** These files apply for both **adding** and **modifying**\n> features. Route to the same file whether the user says \"add auth\" or\n> \"change auth config\" — each reference covers the full define surface.\n\n### Step 3: Frontend Integration\n\nAfter configuring backend resources, connect the frontend. Choose by\nplatform and feature:\n\n**Web** (React, Next.js, Vue, Angular, React Native):\n\n| Feature                   | Reference                                   |\n| ------------------------- | ------------------------------------------- |\n| Auth UI & flows           | [auth-web.md](references\u002Fauth-web.md)       |\n| Data CRUD & subscriptions | [data-web.md](references\u002Fdata-web.md)       |\n| Storage upload\u002Fdownload   | [storage-web.md](references\u002Fstorage-web.md) |\n\n**Mobile** (Flutter, Swift, Android):\n\n| Feature                   | Reference                                         |\n| ------------------------- | ------------------------------------------------- |\n| Auth UI & flows           | [auth-mobile.md](references\u002Fauth-mobile.md)       |\n| Data CRUD & subscriptions | [data-mobile.md](references\u002Fdata-mobile.md)       |\n| Storage upload\u002Fdownload   | [storage-mobile.md](references\u002Fstorage-mobile.md) |\n\n> **Note:** AI and Functions frontend patterns are included in\n> [ai.md](references\u002Fai.md) and\n> [functions-and-api.md](references\u002Ffunctions-and-api.md) respectively —\n> they are **not** split into separate web\u002Fmobile files.\n\n## Core Concepts\n\n### Amplify Gen2 Architecture\n\n- **Code-first:** All backend resources defined in TypeScript under `amplify\u002F`\n- **Main config:** `amplify\u002Fbackend.ts` imports and combines all resources via\n  `defineBackend()`\n- **Resource files:** `amplify\u002Fauth\u002Fresource.ts`, `amplify\u002Fdata\u002Fresource.ts`,\n  `amplify\u002Fstorage\u002Fresource.ts`, `amplify\u002Ffunctions\u002F\u003Cname>\u002Fresource.ts`\n- **Generated output:** `amplify_outputs.json` — consumed by frontend\n  `Amplify.configure()`. **Gitignored** — generated by `npx ampx sandbox`\n  (local dev) or `npx ampx pipeline-deploy` (CI\u002FCD), never committed.\n\n### Directory Structure\n\n```\nproject-root\u002F\n├── amplify\u002F\n│   ├── backend.ts            # defineBackend({ auth, data, ... })\n│   ├── auth\u002Fresource.ts      # defineAuth({ ... })\n│   ├── data\u002Fresource.ts      # defineData({ schema })\n│   ├── storage\u002Fresource.ts   # defineStorage({ ... })\n│   └── functions\u002F\n│       └── my-func\u002F\n│           ├── resource.ts   # defineFunction({ ... })\n│           └── handler.ts    # export const handler = ...\n├── src\u002F                      # Frontend code\n├── amplify_outputs.json      # Generated — DO NOT edit or commit (gitignored)\n└── package.json\n```\n\n### Key APIs\n\n| Package                    | Purpose                                                                        |\n| -------------------------- | ------------------------------------------------------------------------------ |\n| `@aws-amplify\u002Fbackend`     | `defineAuth`, `defineData`, `defineStorage`, `defineFunction`, `defineBackend` |\n| `aws-amplify`              | Frontend: `Amplify.configure()`, `generateClient()`, auth\u002Fdata\u002Fstorage APIs    |\n| `@aws-amplify\u002Fui-react`    | Pre-built UI: `\u003CAuthenticator>`, `\u003CStorageBrowser>`                            |\n| `@aws-amplify\u002Fui-react-ai` | AI UI: `\u003CAIConversation>`, `useAIConversation`                                 |\n\n## Documentation & Resource Verification\n\nWhen you need AWS documentation (advanced CDK constructs, service limits,\nprovider-specific auth config):\n\n1. **If AWS documentation tools are available (e.g., via AWS MCP)**, you **SHOULD**\n   use them to search and retrieve relevant documentation pages.\n2. **If AWS documentation tools are unavailable**, you **MUST** fall back to web\n   search or the `aws` CLI for resource verification.\n\n> **Why conditional:** Amplify Gen2 is code-first — the primary workflow is\n> editing TypeScript files and running `npx ampx` commands. AWS MCP tools\n> are useful for post-deployment verification but are **not** required.\n\n## Security Considerations\n\n- Use `secret()` for all credentials and API keys — never hardcode or use plain environment variables for sensitive values\n- Review `allow.guest()` exposure carefully — guest access is enabled by default and grants unauthenticated users access to IAM-authorized resources\n- Scope IAM policies to specific resource ARNs — avoid `resources: ['*']` in production\n- Never log secrets or include them in error messages\n- Enable CloudTrail and CloudWatch alarms for monitoring Amplify-deployed resources; enable access logging on S3, AppSync, and API Gateway\n- Configure security headers for web apps — set CSP, HSTS, X-Frame-Options, and X-Content-Type-Options via `customHeaders` in `amplify.yml`\n- Attach AWS WAF to public-facing AppSync APIs and API Gateway endpoints for defense in depth\n- Enable throttling and rate limiting on API Gateway and AppSync APIs to prevent abuse\n- Use IAM roles with ephemeral credentials for CI\u002FCD pipelines and Lambda execution roles — never long-lived access keys\n- Encrypt CloudWatch Logs groups with KMS (aws:kms) when they may contain PII, tokens, or secrets; enable log retention policies\n- Enable AppSync schema validation and API Gateway request validators to reject malformed input at the edge\n- Use ACM-managed TLS certificates for custom domains on Amplify Hosting — configure via `customDomain` in deployment config\n\n## Links\n\n> All documentation links use `react` as the default platform slug. Replace `\u002Freact\u002F` in any URL with your target framework:\n\n| Framework    | Slug           |\n| ------------ | -------------- |\n| React        | `react`        |\n| Next.js      | `nextjs`       |\n| Vue          | `vue`          |\n| Angular      | `angular`      |\n| React Native | `react-native` |\n| Flutter      | `flutter`      |\n| Swift        | `swift`        |\n| Android      | `android`      |\n\n- [Amplify Docs for LLMs](https:\u002F\u002Fdocs.amplify.aws\u002Fai\u002Fllms.txt)\n- [Amplify Docs](https:\u002F\u002Fdocs.amplify.aws\u002F)\n- [Gen2 Docs](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002F)\n- [Getting Started](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fstart\u002F)\n- [Quickstart](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fstart\u002Fquickstart\u002F)\n- [Account Setup](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fstart\u002Faccount-setup\u002F)\n- [How Amplify Works](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fhow-amplify-works\u002F)\n- [Core Concepts](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fhow-amplify-works\u002Fconcepts\u002F)\n- [Build a Backend](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fbuild-a-backend\u002F)\n- [Deploy and Host](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fdeploy-and-host\u002F)\n- [Troubleshooting](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Fbuild-a-backend\u002Ftroubleshooting\u002F)\n- [CLI Commands](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Freference\u002Fcli-commands\u002F)\n- [Amplify Outputs](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Freference\u002Famplify_outputs\u002F)\n- [Project Structure](https:\u002F\u002Fdocs.amplify.aws\u002Freact\u002Freference\u002Fproject-structure\u002F)\n- [Amplify UI](https:\u002F\u002Fui.docs.amplify.aws\u002F)\n",{"data":40,"body":41},{"name":4,"description":6},{"type":42,"children":43},"root",[44,53,59,66,108,114,119,189,194,354,360,367,400,457,463,568,574,584,749,754,782,788,793,802,873,882,950,982,988,994,1122,1128,1140,1146,1308,1314,1319,1361,1388,1394,1503,1509,1533,1689],{"type":45,"tag":46,"props":47,"children":49},"element","h1",{"id":48},"aws-amplify-gen2",[50],{"type":51,"value":52},"text","AWS Amplify Gen2",{"type":45,"tag":54,"props":55,"children":56},"p",{},[57],{"type":51,"value":58},"Build and deploy full-stack applications using AWS Amplify Gen2's TypeScript\ncode-first approach. 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Use when a user asks about attorneys, lawyers, or legal help, or when contract review reveals high risks or low-confidence findings.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1911,1914,1917],{"name":1912,"slug":1913,"type":15},"Contracts","contracts",{"name":1915,"slug":1916,"type":15},"Legal","legal",{"name":1918,"slug":1919,"type":15},"Risk Assessment","risk-assessment","2026-07-12T08:13:45.878361",{"slug":1922,"name":1922,"fn":1923,"description":1924,"org":1925,"tags":1926,"stars":28,"repoUrl":29,"updatedAt":1939},"building-pydantic-ai-agents","build AI agents with Pydantic AI","Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), structured output, streaming, testing, and multi-agent patterns. Use when the user mentions Pydantic AI, imports pydantic_ai, or asks to build an AI agent, add tools\u002Fcapabilities, defer capability loading, stream output, define agents from YAML, or test agent behavior.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1927,1930,1933,1936],{"name":1928,"slug":1929,"type":15},"Agents","agents",{"name":1931,"slug":1932,"type":15},"LLM","llm",{"name":1934,"slug":1935,"type":15},"Multi-Agent","multi-agent",{"name":1937,"slug":1938,"type":15},"Python","python","2026-07-12T08:14:01.893781",{"slug":1880,"name":1880,"fn":1941,"description":1942,"org":1943,"tags":1944,"stars":28,"repoUrl":29,"updatedAt":1951},"query ClickHouse databases via CLI","Connect to and query ClickHouse (a local server or a ClickHouse Cloud service) from the terminal using the official clickhousectl CLI, including the browser OAuth login flow. Use when the user wants to run SQL against ClickHouse, explore schemas and tables, inspect Cloud services, or authenticate clickhousectl. For building a local dev environment or deploying to Cloud, defer to the official ClickHouse skills (see Scope).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1945,1946,1949,1950],{"name":1876,"slug":1877,"type":15},{"name":1947,"slug":1948,"type":15},"CLI","cli",{"name":1879,"slug":1880,"type":15},{"name":20,"slug":21,"type":15},"2026-07-12T08:14:06.829692",43,{"items":1954,"total":2080},[1955,1962,1970,1977,1984,1990,1997,2004,2016,2034,2054,2067],{"slug":1845,"name":1845,"fn":1846,"description":1847,"org":1956,"tags":1957,"stars":28,"repoUrl":29,"updatedAt":1860},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1958,1959,1960,1961],{"name":1851,"slug":1852,"type":15},{"name":23,"slug":24,"type":15},{"name":1855,"slug":1856,"type":15},{"name":1858,"slug":1859,"type":15},{"slug":4,"name":4,"fn":5,"description":6,"org":1963,"tags":1964,"stars":28,"repoUrl":29,"updatedAt":30},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1965,1966,1967,1968,1969],{"name":13,"slug":14,"type":15},{"name":23,"slug":24,"type":15},{"name":20,"slug":21,"type":15},{"name":26,"slug":27,"type":15},{"name":17,"slug":18,"type":15},{"slug":1870,"name":1870,"fn":1871,"description":1872,"org":1971,"tags":1972,"stars":28,"repoUrl":29,"updatedAt":1887},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1973,1974,1975,1976],{"name":1876,"slug":1877,"type":15},{"name":1879,"slug":1880,"type":15},{"name":1882,"slug":1883,"type":15},{"name":1885,"slug":1886,"type":15},{"slug":1889,"name":1889,"fn":1890,"description":1891,"org":1978,"tags":1979,"stars":28,"repoUrl":29,"updatedAt":1904},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1980,1981,1982,1983],{"name":1882,"slug":1883,"type":15},{"name":1896,"slug":1897,"type":15},{"name":1899,"slug":1900,"type":15},{"name":1902,"slug":1903,"type":15},{"slug":1906,"name":1906,"fn":1907,"description":1908,"org":1985,"tags":1986,"stars":28,"repoUrl":29,"updatedAt":1920},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1987,1988,1989],{"name":1912,"slug":1913,"type":15},{"name":1915,"slug":1916,"type":15},{"name":1918,"slug":1919,"type":15},{"slug":1922,"name":1922,"fn":1923,"description":1924,"org":1991,"tags":1992,"stars":28,"repoUrl":29,"updatedAt":1939},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1993,1994,1995,1996],{"name":1928,"slug":1929,"type":15},{"name":1931,"slug":1932,"type":15},{"name":1934,"slug":1935,"type":15},{"name":1937,"slug":1938,"type":15},{"slug":1880,"name":1880,"fn":1941,"description":1942,"org":1998,"tags":1999,"stars":28,"repoUrl":29,"updatedAt":1951},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2000,2001,2002,2003],{"name":1876,"slug":1877,"type":15},{"name":1947,"slug":1948,"type":15},{"name":1879,"slug":1880,"type":15},{"name":20,"slug":21,"type":15},{"slug":2005,"name":2005,"fn":2006,"description":2007,"org":2008,"tags":2009,"stars":28,"repoUrl":29,"updatedAt":2015},"cline-session-history","search and browse Cline session history","Search and browse Cline session history. Use when the user asks to find, list, inspect, or export Cline sessions by time period, prompt content, status, model, provider, source, mode, workspace, or other criteria. Also use when the user wants to read a session transcript or export sessions to a directory. Trigger phrases include \"find my session\", \"search my session history\", \"show me past sessions\", \"what was that session where\", \"find the session that started with\", and any mention of past Cline conversations.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2010,2011,2014],{"name":1928,"slug":1929,"type":15},{"name":2012,"slug":2013,"type":15},"History","history",{"name":1896,"slug":1897,"type":15},"2026-07-19T06:03:13.945151",{"slug":2017,"name":2017,"fn":2018,"description":2019,"org":2020,"tags":2021,"stars":28,"repoUrl":29,"updatedAt":2033},"convex-design","build reactive backends with Convex","Design and build reactive, type-safe, production-grade backends on Convex. Covers schema, queries\u002Fmutations\u002Factions, indexes, auth, file storage, scheduling, real-time multiplayer, mobile backends, and LLM\u002Fagent workflows on Convex's one-platform stack.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2022,2023,2026,2027,2030],{"name":13,"slug":14,"type":15},{"name":2024,"slug":2025,"type":15},"Backend","backend",{"name":20,"slug":21,"type":15},{"name":2028,"slug":2029,"type":15},"Real-time","real-time",{"name":2031,"slug":2032,"type":15},"Storage","storage","2026-07-12T08:13:37.101253",{"slug":2035,"name":2035,"fn":2036,"description":2037,"org":2038,"tags":2039,"stars":28,"repoUrl":29,"updatedAt":2053},"cosmosdb-best-practices","optimize Azure Cosmos DB performance","Azure Cosmos DB performance optimization and best practices guidelines for NoSQL,\npartitioning, queries, SDK usage, and vector search. Use when writing, reviewing,\nor refactoring code that interacts with Azure Cosmos DB, designing data models,\noptimizing queries, or implementing high-performance database operations.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2040,2043,2046,2047,2050],{"name":2041,"slug":2042,"type":15},"Azure","azure",{"name":2044,"slug":2045,"type":15},"Cosmos DB","cosmos-db",{"name":20,"slug":21,"type":15},{"name":2048,"slug":2049,"type":15},"NoSQL","nosql",{"name":2051,"slug":2052,"type":15},"Performance","performance","2026-07-12T08:13:54.531719",{"slug":2055,"name":2055,"fn":2056,"description":2057,"org":2058,"tags":2059,"stars":28,"repoUrl":29,"updatedAt":2066},"data-analyst","analyze ClickHouse analytics data","Act as an interactive data analyst for ClickHouse-backed analytics. Use when the user asks questions about internal data, metrics, dashboards, telemetry, active users, revenue, funnels, trends, distributions, or wants an analyst-style conversation, ad hoc SQL, charts, or a data export against ClickHouse (local or ClickHouse Cloud).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2060,2061,2062,2065],{"name":1876,"slug":1877,"type":15},{"name":1879,"slug":1880,"type":15},{"name":2063,"slug":2064,"type":15},"Dashboards","dashboards",{"name":1882,"slug":1883,"type":15},"2026-07-12T08:13:31.975246",{"slug":2068,"name":2068,"fn":2069,"description":2070,"org":2071,"tags":2072,"stars":28,"repoUrl":29,"updatedAt":2079},"dataproc-skills","manage Dataproc clusters and jobs","Skills to interact with your Dataproc clusters and jobs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[2073,2076],{"name":2074,"slug":2075,"type":15},"Data Engineering","data-engineering",{"name":2077,"slug":2078,"type":15},"Operations","operations","2026-07-12T08:13:42.179275",45]