[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71BAHKN5NQD7ZCBFRDAE3XG":3,"skill-same:01M71BAHKN5NQD7ZCBFRDAE3XG":239},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":26,"publishedAt":47,"linkOnly":48,"markdownContent":49,"markdownBody":50,"frontMatter":51,"refName":55,"commitSha":56,"skillDirectory":57,"forksCount":58,"repositoryHtmlUrl":59,"repositoryHomepageUrl":6,"ownerHtmlUrl":60,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":61,"install":62,"resources":75},"01M71BAHKN5NQD7ZCBFRDAE3XG","azure-deploy",null,"Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure\u002Fdeployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure\u002Fdeployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: \"run azd up\", \"run azd deploy\", \"execute deployment\", \"push to production\", \"push to cloud\", \"go live\", \"ship it\", \"bicep deploy\", \"terraform apply\", \"publish to Azure\", \"launch on Azure\". DO NOT USE WHEN: \"create and deploy\", \"build and deploy\", \"create a new app\", \"set up infrastructure\", \"create and deploy to Azure using Terraform\" — use azure-prepare for these.","strmt7\u002Fai_skills_collection_benchmarked","strmt7","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F28989754?v=4","01M71929P914SWKQ7QJV24NBBY","Stratos","01M71929Q9VGKQ7PWYR95VSQQQ",1,"MIT","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fcloud-azure-microsoft-sdks\u002Fofficial-vendor-reference\u002Fazure-deploy\u002FSKILL.md",[18,23],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000011","运维与部署","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发",[27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46],"deploy","azure deploy","azure","plan","new","when","error","app","live","commands","ship it","files","up","go","SET","publish","run","create","error recovery","status","2026-11-10 10:12:30",false,"---\nname: azure-deploy\ndescription: \"Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure\u002Fdeployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure\u002Fdeployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: \\\"run azd up\\\", \\\"run azd deploy\\\", \\\"execute deployment\\\", \\\"push to production\\\", \\\"push to cloud\\\", \\\"go live\\\", \\\"ship it\\\", \\\"bicep deploy\\\", \\\"terraform apply\\\", \\\"publish to Azure\\\", \\\"launch on Azure\\\". DO NOT USE WHEN: \\\"create and deploy\\\", \\\"build and deploy\\\", \\\"create a new app\\\", \\\"set up infrastructure\\\", \\\"create and deploy to Azure using Terraform\\\" — use azure-prepare for these.\"\nlicense: MIT\nmetadata:\n  author: Microsoft\n  version: \"1.0.21\"\n---\n\n# Azure Deploy\n\n> **AUTHORITATIVE GUIDANCE — MANDATORY COMPLIANCE**\n>\n> **PREREQUISITE**: The **azure-validate** skill **MUST** be invoked and completed with status `Validated` BEFORE executing this skill.\n\n> **⛔ STOP — PREREQUISITE CHECK REQUIRED**\n> Before proceeding, verify BOTH prerequisites are met:\n>\n> 1. **azure-prepare** was invoked and completed → `.azure\u002Fdeployment-plan.md` exists\n> 2. **azure-validate** was invoked and passed → plan status = `Validated`\n>\n> If EITHER is missing, **STOP IMMEDIATELY**:\n> - No plan? → Invoke **azure-prepare** skill first\n> - Status not `Validated`? → Invoke **azure-validate** skill first\n>\n> **⛔ DO NOT MANUALLY UPDATE THE PLAN STATUS**\n>\n> You are **FORBIDDEN** from changing the plan status to `Validated` yourself. Only the **azure-validate** skill is authorized to set this status after running actual validation checks. If you update the status without running validation, deployments will fail.\n>\n> **DO NOT ASSUME** the app is ready. **DO NOT SKIP** validation to save time. Skipping steps causes deployment failures. The complete workflow ensures success:\n>\n> `azure-prepare` → `azure-validate` → `azure-deploy`\n\n## Triggers\n\nActivate this skill when user wants to:\n- Execute deployment of an already-prepared application (azure.yaml and infra\u002F exist)\n- Push updates to an existing Azure deployment\n- Run `azd up`, `azd deploy`, or `az deployment` on a prepared project\n- Ship already-built code to production\n- Deploy an application that already includes API Management (APIM) gateway infrastructure\n\n> **Scope**: This skill executes deployments. It does not create applications, generate infrastructure code, or scaffold projects. For those tasks, use **azure-prepare**.\n\n> **APIM \u002F AI Gateway**: Use this skill to deploy applications whose APIM\u002FAI gateway infrastructure was already created during **azure-prepare**. For creating or changing APIM resources, see [APIM deployment guide](https:\u002F\u002Flearn.microsoft.com\u002Fazure\u002Fapi-management\u002Fget-started-create-service-instance). For AI governance policies, invoke **azure-aigateway** skill.\n\n## Rules\n\n1. Run after azure-prepare and azure-validate\n2. `.azure\u002Fdeployment-plan.md` must exist with status `Validated`\n3. **Pre-deploy checklist required** — [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md)\n4. ⛔ **Destructive actions require `ask_user`** — [global-rules](references\u002Fglobal-rules.md)\n5. **Scope: deployment execution only** — This skill owns execution of `azd up`, `azd deploy`, `terraform apply`, and `az deployment` commands. These commands are run through this skill's error recovery and verification pipeline.\n\n---\n\n## Steps\n\n| # | Action | Reference |\n|---|--------|-----------|\n| 1 | **Check Plan** — Read `.azure\u002Fdeployment-plan.md`, verify status = `Validated` AND **Validation Proof** section is populated | `.azure\u002Fdeployment-plan.md` |\n| 2 | **Pre-Deploy Checklist** — MUST complete ALL steps | [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md) |\n| 3 | **Load Recipe** — Based on `recipe.type` in `.azure\u002Fdeployment-plan.md` | [recipes\u002FREADME.md](references\u002Frecipes\u002FREADME.md) |\n| 4 | **RBAC Health Check** — For Container Apps + ACR with managed identity: run `azd provision --no-prompt`, then verify `AcrPull` role has propagated before proceeding (see checklist) | [Pre-Deploy Checklist — Container Apps RBAC](references\u002Fpre-deploy-checklist.md#container-apps--acr--pre-deploy-rbac-health-check) |\n| 5 | **Execute Deploy** — Follow recipe steps | Recipe README |\n| 6 | **Post-Deploy** — Configure SQL managed identity and apply EF migrations if applicable | [Post-Deployment](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) |\n| 7 | **Handle Errors** — See recipe's `errors.md` | — |\n| 8 | **Verify Success** — Confirm deployment completed and endpoints are accessible | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n| 9 | **Live Role Verification** — Query Azure to confirm provisioned RBAC roles are correct and sufficient | [live-role-verification.md](references\u002Flive-role-verification.md) |\n| 10 | **Report Results** — Present deployed endpoint URLs to the user as fully-qualified `https:\u002F\u002F` links | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n\n> **⛔ URL FORMAT RULE**\n>\n> When presenting endpoint URLs to the user, you **MUST** always use fully-qualified URLs with the `https:\u002F\u002F` scheme (e.g. `https:\u002F\u002Fmyapp.azurewebsites.net`, not `myapp.azurewebsites.net`). Many Azure CLI commands return bare hostnames without a scheme — always prepend `https:\u002F\u002F` before presenting them.\n\n> **⛔ VALIDATION PROOF CHECK**\n>\n> When checking the plan, verify the **Validation Proof** section (Section 7) contains actual validation results with commands run and timestamps. If this section is empty, validation was bypassed — invoke **azure-validate** skill first.\n\n## SDK Quick References\n\n- **Azure Developer CLI**: [azd](references\u002Fsdk\u002Fazd-deployment.md)\n- **Azure Identity**: [Python](references\u002Fsdk\u002Fazure-identity-py.md) | [.NET](references\u002Fsdk\u002Fazure-identity-dotnet.md) | [TypeScript](references\u002Fsdk\u002Fazure-identity-ts.md) | [Java](references\u002Fsdk\u002Fazure-identity-java.md)\n\n## MCP Tools\n\n| Tool | Purpose |\n|------|---------|\n| `mcp_azure_mcp_subscription_list` | List available subscriptions |\n| `mcp_azure_mcp_group_list` | List resource groups in subscription |\n| `mcp_azure_mcp_azd` | Execute AZD commands |\n| `azure__role` | List role assignments for live RBAC verification (step 9) |\n\n## References\n\n- [Troubleshooting](references\u002Ftroubleshooting.md) - Common issues and solutions\n- [Post-Deployment Steps](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) - SQL + EF Core setup\n","# Azure Deploy\n\n> **AUTHORITATIVE GUIDANCE — MANDATORY COMPLIANCE**\n>\n> **PREREQUISITE**: The **azure-validate** skill **MUST** be invoked and completed with status `Validated` BEFORE executing this skill.\n\n> **⛔ STOP — PREREQUISITE CHECK REQUIRED**\n> Before proceeding, verify BOTH prerequisites are met:\n>\n> 1. **azure-prepare** was invoked and completed → `.azure\u002Fdeployment-plan.md` exists\n> 2. **azure-validate** was invoked and passed → plan status = `Validated`\n>\n> If EITHER is missing, **STOP IMMEDIATELY**:\n> - No plan? → Invoke **azure-prepare** skill first\n> - Status not `Validated`? → Invoke **azure-validate** skill first\n>\n> **⛔ DO NOT MANUALLY UPDATE THE PLAN STATUS**\n>\n> You are **FORBIDDEN** from changing the plan status to `Validated` yourself. Only the **azure-validate** skill is authorized to set this status after running actual validation checks. If you update the status without running validation, deployments will fail.\n>\n> **DO NOT ASSUME** the app is ready. **DO NOT SKIP** validation to save time. Skipping steps causes deployment failures. The complete workflow ensures success:\n>\n> `azure-prepare` → `azure-validate` → `azure-deploy`\n\n## Triggers\n\nActivate this skill when user wants to:\n- Execute deployment of an already-prepared application (azure.yaml and infra\u002F exist)\n- Push updates to an existing Azure deployment\n- Run `azd up`, `azd deploy`, or `az deployment` on a prepared project\n- Ship already-built code to production\n- Deploy an application that already includes API Management (APIM) gateway infrastructure\n\n> **Scope**: This skill executes deployments. It does not create applications, generate infrastructure code, or scaffold projects. For those tasks, use **azure-prepare**.\n\n> **APIM \u002F AI Gateway**: Use this skill to deploy applications whose APIM\u002FAI gateway infrastructure was already created during **azure-prepare**. For creating or changing APIM resources, see [APIM deployment guide](https:\u002F\u002Flearn.microsoft.com\u002Fazure\u002Fapi-management\u002Fget-started-create-service-instance). For AI governance policies, invoke **azure-aigateway** skill.\n\n## Rules\n\n1. Run after azure-prepare and azure-validate\n2. `.azure\u002Fdeployment-plan.md` must exist with status `Validated`\n3. **Pre-deploy checklist required** — [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md)\n4. ⛔ **Destructive actions require `ask_user`** — [global-rules](references\u002Fglobal-rules.md)\n5. **Scope: deployment execution only** — This skill owns execution of `azd up`, `azd deploy`, `terraform apply`, and `az deployment` commands. These commands are run through this skill's error recovery and verification pipeline.\n\n---\n\n## Steps\n\n| # | Action | Reference |\n|---|--------|-----------|\n| 1 | **Check Plan** — Read `.azure\u002Fdeployment-plan.md`, verify status = `Validated` AND **Validation Proof** section is populated | `.azure\u002Fdeployment-plan.md` |\n| 2 | **Pre-Deploy Checklist** — MUST complete ALL steps | [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md) |\n| 3 | **Load Recipe** — Based on `recipe.type` in `.azure\u002Fdeployment-plan.md` | [recipes\u002FREADME.md](references\u002Frecipes\u002FREADME.md) |\n| 4 | **RBAC Health Check** — For Container Apps + ACR with managed identity: run `azd provision --no-prompt`, then verify `AcrPull` role has propagated before proceeding (see checklist) | [Pre-Deploy Checklist — Container Apps RBAC](references\u002Fpre-deploy-checklist.md#container-apps--acr--pre-deploy-rbac-health-check) |\n| 5 | **Execute Deploy** — Follow recipe steps | Recipe README |\n| 6 | **Post-Deploy** — Configure SQL managed identity and apply EF migrations if applicable | [Post-Deployment](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) |\n| 7 | **Handle Errors** — See recipe's `errors.md` | — |\n| 8 | **Verify Success** — Confirm deployment completed and endpoints are accessible | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n| 9 | **Live Role Verification** — Query Azure to confirm provisioned RBAC roles are correct and sufficient | [live-role-verification.md](references\u002Flive-role-verification.md) |\n| 10 | **Report Results** — Present deployed endpoint URLs to the user as fully-qualified `https:\u002F\u002F` links | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n\n> **⛔ URL FORMAT RULE**\n>\n> When presenting endpoint URLs to the user, you **MUST** always use fully-qualified URLs with the `https:\u002F\u002F` scheme (e.g. `https:\u002F\u002Fmyapp.azurewebsites.net`, not `myapp.azurewebsites.net`). Many Azure CLI commands return bare hostnames without a scheme — always prepend `https:\u002F\u002F` before presenting them.\n\n> **⛔ VALIDATION PROOF CHECK**\n>\n> When checking the plan, verify the **Validation Proof** section (Section 7) contains actual validation results with commands run and timestamps. If this section is empty, validation was bypassed — invoke **azure-validate** skill first.\n\n## SDK Quick References\n\n- **Azure Developer CLI**: [azd](references\u002Fsdk\u002Fazd-deployment.md)\n- **Azure Identity**: [Python](references\u002Fsdk\u002Fazure-identity-py.md) | [.NET](references\u002Fsdk\u002Fazure-identity-dotnet.md) | [TypeScript](references\u002Fsdk\u002Fazure-identity-ts.md) | [Java](references\u002Fsdk\u002Fazure-identity-java.md)\n\n## MCP Tools\n\n| Tool | Purpose |\n|------|---------|\n| `mcp_azure_mcp_subscription_list` | List available subscriptions |\n| `mcp_azure_mcp_group_list` | List resource groups in subscription |\n| `mcp_azure_mcp_azd` | Execute AZD commands |\n| `azure__role` | List role assignments for live RBAC verification (step 9) |\n\n## References\n\n- [Troubleshooting](references\u002Ftroubleshooting.md) - Common issues and solutions\n- [Post-Deployment Steps](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) - SQL + EF Core 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Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fskill-creator-anthropics\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Fofficial-reference\u002Fskill-creator-anthropics\u002FSKILL.md",[279],{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[281,282,283,284,285,31,32,286,44,287,288,43,289,290,291,292,293,294,258,295],"skill creator","creator","performance","improve","run evals","analysis","optimize","variance analysis","edit","benchmark","a skill","existing skill","evals","modify","accuracy",{"skillNo":297,"name":298,"nameZh":6,"description":299,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":300,"categories":301,"keywords":304,"publishedAt":47},"01M71D488XHEZVXXSXFYP8ENMH","playwright-skill","Complete browser automation with Playwright. Auto-detects dev servers, writes reusable test scripts, and supports screenshots, responsive checks, UX validation, login flows, link checks, and arbitrary browser automation. Use when the user wants to test a website, automate browser interactions, validate web functionality, or perform browser-based testing.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Ftesting-qa-benchmarking\u002Flatest-release-browser-automation\u002Fplaywright-skill\u002FSKILL.md",[302,303],{"categoryNo":249,"categoryName":250,"taxonomyType":21,"taxonomyTypeDesc":22},{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[267,305,306,307,256,308,309,32,310,265,311,312,313,314,315,316,317,318,319,320],"playwright skill","browser automation","flows","auto","access","Bash","website","ux","login","scripts","read","write","node","install","network","responsive",{"skillNo":322,"name":323,"nameZh":6,"description":324,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":244,"licenseFileUrl":325,"sourceHtmlUrl":326,"categories":327,"keywords":329,"publishedAt":47},"01M71CY25GM939M6RES91QSG3T","web-artifacts-builder","Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn\u002Fui). Use for complex artifacts requiring state management, routing, or shadcn\u002Fui components - not for simple single-file HTML\u002FJSX artifacts.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Fweb-artifacts-builder\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Fweb-artifacts-builder\u002FSKILL.md",[328],{"categoryNo":252,"categoryName":253,"taxonomyType":21,"taxonomyTypeDesc":22},[330,331,332,268,333,334,335,258,336,337,261,338,339,340,341,342,343,344,345,346],"builder","artifacts builder","artifacts","web artifacts builder","single-file","css","Tailwind","ui components","single","use","file","components","react","multi","state","routing","state management",{"skillNo":348,"name":349,"nameZh":6,"description":350,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":244,"licenseFileUrl":351,"sourceHtmlUrl":352,"categories":353,"keywords":363,"publishedAt":47},"01M71CXZB60QJJ1H4S3NN94WMZ","frontend-design","Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML\u002FCSS layouts, or when styling\u002Fbeautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Ffrontend-design\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fsearch-retrieval-web-automation\u002Fofficial-reference\u002Ffrontend-design\u002FSKILL.md",[354,355,358],{"categoryNo":252,"categoryName":253,"taxonomyType":21,"taxonomyTypeDesc":22},{"categoryNo":356,"categoryName":357,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000015","视觉设计",{"categoryNo":359,"categoryName":360,"taxonomyType":361,"taxonomyTypeDesc":362},"01JBSEEDCAT000000000000032","设计师","PROFESSION","适用职业",[261,364,365,335,366,367,368,259,369,370,339,32,332,371,341,372,342,373,374,266],"design","frontend design","ui design","generic","aesthetics","landing","pages","code","web ui","react components","examples",{"skillNo":376,"name":377,"nameZh":6,"description":378,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":379,"categories":380,"keywords":381,"publishedAt":47},"01M71CVZ54WFBTVA7R16PFY1ZE","zarr-python","Chunked N-D arrays for cloud storage. Compressed arrays, parallel I\u002FO, S3\u002FGCS integration, NumPy\u002FDask\u002FXarray compatible, for large-scale scientific computing pipelines.","https:\u002F\u002Fgithub.com\u002Fstrmt7\u002Fai_skills_collection_benchmarked\u002Fblob\u002Fmain\u002Fincluded\u002Fskills\u002Fby-category\u002Fscience-research-data-analysis\u002Flatest-release-community\u002Fzarr-python\u002FSKILL.md",[],[382,383,384,385,386,387,388,389,390,258,391,392,393,394,395,396,397,398],"zarr python","python","zarr","arrays","Cloud Storage","scientific","storage","parallel","dask","numpy","gcs","s3","integration","scientific computing","cloud","scale","pipelines"]