[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-openai-ngs-runtime-env":3,"mdc--4l6mrw-key":36,"related-org-openai-ngs-runtime-env":1229,"related-repo-openai-ngs-runtime-env":1436},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":25,"repoUrl":26,"updatedAt":27,"license":28,"forks":29,"topics":30,"repo":31,"sourceUrl":34,"mdContent":35},"ngs-runtime-env","check NGS runtime environment for tools","Check whether public NGS tools and packages already exist before downloading, installing, or running a sequencing pipeline.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"openai","OpenAI","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fopenai.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Operations","operations","tag",{"name":17,"slug":18,"type":15},"Life Sciences","life-sciences",{"name":20,"slug":21,"type":15},"Bioinformatics","bioinformatics",{"name":23,"slug":24,"type":15},"RNA-seq","rna-seq",3992,"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fplugins","2026-06-30T19:00:57.102",null,465,[],{"repoUrl":26,"stars":25,"forks":29,"topics":32,"description":33},[],"OpenAI Plugins","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fplugins\u002Ftree\u002FHEAD\u002Fplugins\u002Fngs-analysis\u002Fskills\u002Fngs-runtime-env","---\nname: ngs-runtime-env\ndescription: Check whether public NGS tools and packages already exist before downloading, installing, or running a sequencing pipeline.\n---\n\n# NGS Runtime Environment\n\nUse this skill whenever an NGS workflow needs package checks, install planning, or runtime validation.\n\n## Existence Check Order\n\n1. Check executables on `PATH` with `command -v` or `shutil.which`.\n2. Check Python imports for Python-backed tools.\n3. Check active package managers with `conda list`, `mamba list`, `micromamba list`, or `pip show`.\n4. If requested, check package indexes or container registries.\n5. Emit an install plan before installing.\n6. Install only when explicitly requested by the user.\n\nDo not modify system Python. Prefer isolated conda\u002Fmamba environments or containers.\n\n## Script\n\nFrom the repo root:\n\n```bash\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --list\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --tool fastqc --emit-install-plan\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --profile local_light --emit-install-plan\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --pipeline dna_variant_calling --network-checks --emit-install-plan\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --pipeline shotgun_metagenomics --manager micromamba --install-plan-outdir runtime_readiness\u002Fshotgun_install\n```\n\nUse `--install-plan-outdir` when a user needs a reviewable permission handoff. It writes `install_plan.json` as the canonical machine-readable plan and `install_commands.sh` as a guarded shell companion generated from the same plan. The shell companion is review-only by default; it exits without installing unless `NGS_RUN_INSTALL_COMMANDS=1` is set after explicit user approval.\n\nCheck reference and database bundle readiness separately from executable readiness:\n\n```bash\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py list\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py check --kind reference --bundle grch38_core --root \u002Frefs\u002FGRCh38\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py explain-missing --kind database --bundle kraken2_standard --root \u002Fdb\u002Fkraken2\u002Fstandard\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py plan --pipeline shotgun_metagenomics --include-optional --outdir resource_readiness\u002Fshotgun\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py setup-plan --pipeline shotgun_metagenomics --include-optional --outdir resource_readiness\u002Fshotgun_setup\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py plan --pipeline atacseq --genome-build GRCh38 --bundle-root grch38_core=\u002Frefs\u002FGRCh38 --outdir resource_readiness\u002Fatac\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py inventory --outdir resource_readiness\u002Finventory\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py lock --outdir resource_readiness\u002Flock --include-checksums\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py verify-lock --lockfile resource_readiness\u002Flock\u002Fresource_lock.json --outdir resource_readiness\u002Flock_verify --fail-on-mismatch\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_reference_manager.py check-all --kind database --output resource_readiness\u002Fdatabase_audit.json\n```\n\nUse `plan` before claiming that a reference- or database-heavy workflow is runnable. The plan output writes `resource_plan.json`, `resource_manifest.tsv`, `resource_env.sh`, `resource_readiness.md`, and setup-plan artifacts; missing required bundles are blocking, while optional bundles such as Bracken\u002FHUMAnN or HOMER motif resources should stay explicit.\n\nUse `setup-plan` when the user needs an actionable resource\u002Fdatabase setup checklist without running an assay. It writes `resource_setup_plan.json`, `resource_setup_plan.tsv`, `resource_setup_plan.md`, and `resource_setup_commands.sh`. The shell skeleton keeps setup hints commented by default, so large reference\u002Fdatabase downloads remain deliberate and reviewable.\n\nUse `inventory` when the user needs a broader resource\u002Fdatabase audit across the plugin. It writes `resource_inventory.json`, `resource_inventory.tsv`, `resource_env.sh`, and `resource_dashboard.md`, including missing files, env vars, setup hints, license notes, and pipeline usage for every known bundle.\n\nUse `lock` after resources are ready for a project or handoff. It snapshots the resource inventory into `resource_lock.json`, `resource_lock.tsv`, and `resource_lock.md`; `verify-lock` compares the lockfile against current local paths and writes a drift report before reruns.\n\nThe nf-core adapter performs the same resource gate automatically unless `--skip-resource-plan` is supplied:\n\n```bash\npython plugins\u002Fngs-analysis\u002Fscripts\u002Frun_nfcore_pipeline.py --pipeline taxprofiler --sample-sheet samples.csv --profile docker --bundle-root kraken2_standard=\u002Fdb\u002Fkraken2\u002Fstandard --include-optional-resources\n```\n\nThe direct bulk RNA-seq counts\u002FQC, scRNA FASTQ-to-count, generic DNA, germline DNA, somatic DNA, UMI panel, ATAC, ChIP\u002FCUT&RUN, amplicon, and shotgun backend runners also emit run-local `resources\u002F` readiness bundles. These direct runners use advisory resource checks by default so custom or reduced local inputs can still be planned; add `--require-resource-plan` when missing registered bundles should block readiness.\n\nUse `--install-missing --yes` only after explicit user approval:\n\n```bash\npython plugins\u002Fngs-analysis\u002Fscripts\u002Fngs_preflight.py --pipeline fastq_qc --manager mamba --install-missing --yes\n```\n\n## Install Strategy\n\nPrefer these patterns:\n\n- nf-core workflows: install\u002Fcheck `nextflow`; use Docker\u002FSingularity\u002FApptainer profiles for process tools.\n- local execution: install\u002Fcheck `snakemake`; use `mamba` or `micromamba` environments and avoid containers by default.\n- small QC tools: install with `mamba` or `micromamba` from `conda-forge` and `bioconda`.\n- Python analysis packages: install in a dedicated environment, not global Python.\n- large databases and references: estimate size and check existing paths before downloading.\n- pipeline resource plans: use `--bundle-root bundle=\u002Fpath` or the registry `root_env` variables so downstream runs can cite the exact local bundle roots.\n\n## Report\n\nSummarize:\n\n- present tools and paths\n- missing tools\n- package-index checks, if performed\n- suggested install commands\n- tools that are proprietary, EULA-bound, cloud-bound, or database-heavy\n",{"data":37,"body":38},{"name":4,"description":6},{"type":39,"children":40},"root",[41,50,56,63,153,158,164,169,328,365,370,746,787,829,869,911,924,985,1006,1018,1064,1070,1075,1184,1190,1195,1223],{"type":42,"tag":43,"props":44,"children":46},"element","h1",{"id":45},"ngs-runtime-environment",[47],{"type":48,"value":49},"text","NGS Runtime Environment",{"type":42,"tag":51,"props":52,"children":53},"p",{},[54],{"type":48,"value":55},"Use this skill whenever an NGS workflow needs package checks, install planning, or runtime validation.",{"type":42,"tag":57,"props":58,"children":60},"h2",{"id":59},"existence-check-order",[61],{"type":48,"value":62},"Existence Check Order",{"type":42,"tag":64,"props":65,"children":66},"ol",{},[67,98,103,138,143,148],{"type":42,"tag":68,"props":69,"children":70},"li",{},[71,73,80,82,88,90,96],{"type":48,"value":72},"Check executables on ",{"type":42,"tag":74,"props":75,"children":77},"code",{"className":76},[],[78],{"type":48,"value":79},"PATH",{"type":48,"value":81}," with ",{"type":42,"tag":74,"props":83,"children":85},{"className":84},[],[86],{"type":48,"value":87},"command -v",{"type":48,"value":89}," or ",{"type":42,"tag":74,"props":91,"children":93},{"className":92},[],[94],{"type":48,"value":95},"shutil.which",{"type":48,"value":97},".",{"type":42,"tag":68,"props":99,"children":100},{},[101],{"type":48,"value":102},"Check Python imports for Python-backed tools.",{"type":42,"tag":68,"props":104,"children":105},{},[106,108,114,116,122,123,129,131,137],{"type":48,"value":107},"Check active package managers with ",{"type":42,"tag":74,"props":109,"children":111},{"className":110},[],[112],{"type":48,"value":113},"conda list",{"type":48,"value":115},", ",{"type":42,"tag":74,"props":117,"children":119},{"className":118},[],[120],{"type":48,"value":121},"mamba list",{"type":48,"value":115},{"type":42,"tag":74,"props":124,"children":126},{"className":125},[],[127],{"type":48,"value":128},"micromamba list",{"type":48,"value":130},", or ",{"type":42,"tag":74,"props":132,"children":134},{"className":133},[],[135],{"type":48,"value":136},"pip show",{"type":48,"value":97},{"type":42,"tag":68,"props":139,"children":140},{},[141],{"type":48,"value":142},"If requested, check package indexes or container registries.",{"type":42,"tag":68,"props":144,"children":145},{},[146],{"type":48,"value":147},"Emit an install plan before installing.",{"type":42,"tag":68,"props":149,"children":150},{},[151],{"type":48,"value":152},"Install only when explicitly requested by the user.",{"type":42,"tag":51,"props":154,"children":155},{},[156],{"type":48,"value":157},"Do not modify system Python. 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payer policy docs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1237,1240,1243,1246],{"name":1238,"slug":1239,"type":15},"Documents","documents",{"name":1241,"slug":1242,"type":15},"Healthcare","healthcare",{"name":1244,"slug":1245,"type":15},"Insurance","insurance",{"name":1247,"slug":1248,"type":15},"Regulatory Compliance","regulatory-compliance",28169,"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fopenai-agents-python","2026-04-16T05:11:39.180399",{"slug":1253,"name":1253,"fn":1254,"description":1255,"org":1256,"tags":1257,"stars":1272,"repoUrl":1273,"updatedAt":1274},"aspnet-core","build ASP.NET Core web applications","Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development. Use when working on Blazor Web Apps, Razor Pages, MVC, Minimal APIs, controller-based Web APIs, SignalR, gRPC, middleware, dependency injection, configuration, authentication, authorization, testing, performance, deployment, or ASP.NET Core upgrades.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1258,1261,1263,1266,1269],{"name":1259,"slug":1260,"type":15},".NET","dotnet",{"name":1262,"slug":1253,"type":15},"ASP.NET Core",{"name":1264,"slug":1265,"type":15},"Blazor","blazor",{"name":1267,"slug":1268,"type":15},"C#","csharp",{"name":1270,"slug":1271,"type":15},"Web Development","web-development",23787,"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fskills","2026-04-12T05:07:02.819491",{"slug":1276,"name":1276,"fn":1277,"description":1278,"org":1279,"tags":1280,"stars":1272,"repoUrl":1273,"updatedAt":1291},"chatgpt-apps","build ChatGPT Apps SDK applications","Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI. Use when Codex needs to design tools, register UI resources, wire the MCP Apps bridge or ChatGPT compatibility APIs, apply Apps SDK metadata or CSP or domain settings, or produce a docs-aligned project scaffold. Prefer a docs-first workflow by invoking the openai-docs skill or OpenAI developer docs MCP tools before generating code.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1281,1284,1287,1290],{"name":1282,"slug":1283,"type":15},"Apps SDK","apps-sdk",{"name":1285,"slug":1286,"type":15},"ChatGPT","chatgpt",{"name":1288,"slug":1289,"type":15},"MCP","mcp",{"name":9,"slug":8,"type":15},"2026-04-12T05:07:05.468097",{"slug":1293,"name":1293,"fn":1294,"description":1295,"org":1296,"tags":1297,"stars":1272,"repoUrl":1273,"updatedAt":1307},"cli-creator","build CLIs from API docs","Build a composable CLI for Codex from API docs, an OpenAPI spec, existing curl examples, an SDK, a web app, an admin tool, or a local script. Use when the user wants Codex to create a command-line tool that can run from any repo, expose composable read\u002Fwrite commands, return stable JSON, manage auth, and pair with a companion skill.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1298,1301,1304],{"name":1299,"slug":1300,"type":15},"API Development","api-development",{"name":1302,"slug":1303,"type":15},"CLI","cli",{"name":1305,"slug":1306,"type":15},"Codex","codex","2026-04-12T05:07:04.132762",{"slug":1309,"name":1309,"fn":1310,"description":1311,"org":1312,"tags":1313,"stars":1272,"repoUrl":1273,"updatedAt":1326},"cloudflare-deploy","deploy projects to Cloudflare","Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host, publish, or set up a project on Cloudflare.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1314,1317,1320,1323],{"name":1315,"slug":1316,"type":15},"Cloudflare","cloudflare",{"name":1318,"slug":1319,"type":15},"Cloudflare Pages","cloudflare-pages",{"name":1321,"slug":1322,"type":15},"Cloudflare Workers","cloudflare-workers",{"name":1324,"slug":1325,"type":15},"Deployment","deployment","2026-04-12T05:07:14.275118",{"slug":1328,"name":1328,"fn":1329,"description":1330,"org":1331,"tags":1332,"stars":1272,"repoUrl":1273,"updatedAt":1345},"define-goal","define and set measurable project goals","Help the user define a concrete, measurable goal before starting work, especially when they ask to use the goal tool, create a goal, set an objective, clarify success criteria, or turn a fuzzy intention into a quantitative outcome. Use this skill for goal creation and goal refinement only; it does not manage durable snapshots, decision logs, or long-running execution artifacts.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1333,1336,1339,1342],{"name":1334,"slug":1335,"type":15},"Productivity","productivity",{"name":1337,"slug":1338,"type":15},"Project Management","project-management",{"name":1340,"slug":1341,"type":15},"Strategy","strategy",{"name":1343,"slug":1344,"type":15},"Task Management","task-management","2026-05-23T06:17:16.870838",{"slug":1347,"name":1347,"fn":1348,"description":1349,"org":1350,"tags":1351,"stars":1272,"repoUrl":1273,"updatedAt":1361},"figma","translate Figma designs into code","Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1352,1355,1357,1360],{"name":1353,"slug":1354,"type":15},"Design","design",{"name":1356,"slug":1347,"type":15},"Figma",{"name":1358,"slug":1359,"type":15},"Frontend","frontend",{"name":1288,"slug":1289,"type":15},"2026-04-12T05:06:47.939943",{"slug":1363,"name":1363,"fn":1364,"description":1365,"org":1366,"tags":1367,"stars":1272,"repoUrl":1273,"updatedAt":1377},"figma-code-connect-components","connect Figma designs to code components","Connects Figma design components to code components using Code Connect mapping tools. Use when user says \"code connect\", \"connect this component to code\", \"map this component\", \"link component to code\", \"create code connect mapping\", or wants to establish mappings between Figma designs and code implementations. For canvas writes via `use_figma`, use `figma-use`.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1368,1369,1372,1373,1374],{"name":1353,"slug":1354,"type":15},{"name":1370,"slug":1371,"type":15},"Design System","design-system",{"name":1356,"slug":1347,"type":15},{"name":1358,"slug":1359,"type":15},{"name":1375,"slug":1376,"type":15},"UI Components","ui-components","2026-05-10T05:59:52.971881",{"slug":1379,"name":1379,"fn":1380,"description":1381,"org":1382,"tags":1383,"stars":1272,"repoUrl":1273,"updatedAt":1391},"figma-create-design-system-rules","generate design system rules from Figma","Generates custom design system rules for the user's codebase. Use when user says \"create design system rules\", \"generate rules for my project\", \"set up design rules\", \"customize design system guidelines\", or wants to establish project-specific conventions for Figma-to-code workflows. Requires Figma MCP server connection.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1384,1385,1386,1389,1390],{"name":1353,"slug":1354,"type":15},{"name":1370,"slug":1371,"type":15},{"name":1387,"slug":1388,"type":15},"Documentation","documentation",{"name":1356,"slug":1347,"type":15},{"name":1358,"slug":1359,"type":15},"2026-05-16T06:07:47.821474",{"slug":1393,"name":1393,"fn":1394,"description":1395,"org":1396,"tags":1397,"stars":1272,"repoUrl":1273,"updatedAt":1403},"figma-implement-design","translate Figma designs into application code","Translates Figma designs into production-ready application code with 1:1 visual fidelity. Use when implementing UI code from Figma files, when user mentions \"implement design\", \"generate code\", \"implement component\", provides Figma URLs, or asks to build components matching Figma specs. For Figma canvas writes via `use_figma`, use `figma-use`.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1398,1399,1400,1401,1402],{"name":1353,"slug":1354,"type":15},{"name":1356,"slug":1347,"type":15},{"name":1358,"slug":1359,"type":15},{"name":1375,"slug":1376,"type":15},{"name":1270,"slug":1271,"type":15},"2026-05-16T06:07:40.583615",{"slug":1405,"name":1405,"fn":1406,"description":1407,"org":1408,"tags":1409,"stars":1272,"repoUrl":1273,"updatedAt":1418},"hatch-pet","create animated pets for Codex","Create, repair, validate, visually QA, and package Codex-compatible animated pets and pet spritesheets from character art, generated images, company or prospect brand cues, or visual references. Use when a user wants a lightweight-worker Codex pet workflow, a non-pixel custom pet style, a prospect or company mascot pet, or a full 8x9 animated pet atlas with transparent unused cells, QA contact sheets, and pet.json packaging. This skill composes the installed $imagegen system skill for visual generation and uses bundled scripts for deterministic spritesheet assembly.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1410,1413,1414,1417],{"name":1411,"slug":1412,"type":15},"Animation","animation",{"name":1305,"slug":1306,"type":15},{"name":1415,"slug":1416,"type":15},"Creative","creative",{"name":1353,"slug":1354,"type":15},"2026-05-02T05:31:48.48485",{"slug":1420,"name":1420,"fn":1421,"description":1422,"org":1423,"tags":1424,"stars":1272,"repoUrl":1273,"updatedAt":1434},"imagegen","generate and edit raster images","Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or transparent-background cutouts. Use when Codex should create a brand-new image, transform an existing image, or derive visual variants from references, and the output should be a bitmap asset rather than repo-native code or vector. Do not use when the task is better handled by editing existing SVG\u002Fvector\u002Fcode-native assets, extending an established icon or logo system, or building the visual directly in HTML\u002FCSS\u002Fcanvas.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1425,1426,1427,1430,1433],{"name":1415,"slug":1416,"type":15},{"name":1353,"slug":1354,"type":15},{"name":1428,"slug":1429,"type":15},"Image Generation","image-generation",{"name":1431,"slug":1432,"type":15},"Images","images",{"name":9,"slug":8,"type":15},"2026-05-15T06:23:24.312127",675,{"items":1437,"total":1550},[1438,1454,1470,1482,1500,1518,1538],{"slug":1439,"name":1439,"fn":1440,"description":1441,"org":1442,"tags":1443,"stars":25,"repoUrl":26,"updatedAt":27},"accessibility-and-inclusive-visualization","make data visualizations accessible","Make data visualizations accessible and inclusive. Use when the user needs chart or diagram accessibility guidance, text alternatives for complex visuals, color and contrast review, keyboard support, reduced-motion behavior for animation or parallax, or an accessibility QA workflow for exported figures, UML-like diagrams, and dashboards.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1444,1447,1450,1453],{"name":1445,"slug":1446,"type":15},"Accessibility","accessibility",{"name":1448,"slug":1449,"type":15},"Charts","charts",{"name":1451,"slug":1452,"type":15},"Data Visualization","data-visualization",{"name":1353,"slug":1354,"type":15},{"slug":1455,"name":1455,"fn":1456,"description":1457,"org":1458,"tags":1459,"stars":25,"repoUrl":26,"updatedAt":1469},"agent-browser","automate browser interactions for agents","Browser automation CLI for AI agents. Use when the user needs to interact with websites, verify dev server output, test web apps, navigate pages, fill forms, click buttons, take screenshots, extract data, or automate any browser task. Also triggers when a dev server starts so you can verify it visually.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1460,1463,1466],{"name":1461,"slug":1462,"type":15},"Agents","agents",{"name":1464,"slug":1465,"type":15},"Browser Automation","browser-automation",{"name":1467,"slug":1468,"type":15},"Testing","testing","2026-04-06T18:41:03.44016",{"slug":1471,"name":1471,"fn":1472,"description":1473,"org":1474,"tags":1475,"stars":25,"repoUrl":26,"updatedAt":1481},"agent-browser-verify","verify dev server output with automated browser","Automated browser verification for dev servers. Triggers when a dev server starts to run a visual gut-check with agent-browser — verifies the page loads, checks for console errors, validates key UI elements, and reports pass\u002Ffail before continuing.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1476,1477,1480],{"name":1464,"slug":1465,"type":15},{"name":1478,"slug":1479,"type":15},"Local Development","local-development",{"name":1467,"slug":1468,"type":15},"2026-04-06T18:41:17.526867",{"slug":1483,"name":1483,"fn":1484,"description":1485,"org":1486,"tags":1487,"stars":25,"repoUrl":26,"updatedAt":1499},"agents-sdk","build AI agents on Cloudflare Workers","Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, or chat applications. Covers Agent class, state management, callable RPC, Workflows integration, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1488,1489,1490,1493,1496],{"name":1461,"slug":1462,"type":15},{"name":1321,"slug":1322,"type":15},{"name":1491,"slug":1492,"type":15},"SDK","sdk",{"name":1494,"slug":1495,"type":15},"Serverless","serverless",{"name":1497,"slug":1498,"type":15},"WebSockets","websockets","2026-04-06T18:39:51.717063",{"slug":1501,"name":1501,"fn":1502,"description":1503,"org":1504,"tags":1505,"stars":25,"repoUrl":26,"updatedAt":1517},"ai-elements","build chat UIs with AI Elements","AI Elements component library guidance — pre-built React components for AI interfaces built on shadcn\u002Fui. Use when building chat UIs, message displays, tool call rendering, streaming responses, reasoning panels, or any AI-native interface with the AI SDK.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1506,1507,1510,1513,1514],{"name":1358,"slug":1359,"type":15},{"name":1508,"slug":1509,"type":15},"React","react",{"name":1511,"slug":1512,"type":15},"shadcn\u002Fui","shadcn-ui",{"name":1375,"slug":1376,"type":15},{"name":1515,"slug":1516,"type":15},"Vercel","vercel","2026-04-06T18:40:59.619419",{"slug":1519,"name":1519,"fn":1520,"description":1521,"org":1522,"tags":1523,"stars":25,"repoUrl":26,"updatedAt":1537},"ai-gateway","configure Vercel AI Gateway","Vercel AI Gateway expert guidance. Use when configuring model routing, provider failover, cost tracking, or managing multiple AI providers through a unified API.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1524,1527,1530,1533,1536],{"name":1525,"slug":1526,"type":15},"AI Infrastructure","ai-infrastructure",{"name":1528,"slug":1529,"type":15},"Cost Optimization","cost-optimization",{"name":1531,"slug":1532,"type":15},"LLM","llm",{"name":1534,"slug":1535,"type":15},"Performance","performance",{"name":1515,"slug":1516,"type":15},"2026-04-06T18:40:44.377464",{"slug":1539,"name":1539,"fn":1540,"description":1541,"org":1542,"tags":1543,"stars":25,"repoUrl":26,"updatedAt":1549},"ai-generation-persistence","implement persistence patterns for AI generations","AI generation persistence patterns — unique IDs, addressable URLs, database storage, and cost tracking for every LLM generation",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1544,1545,1548],{"name":1528,"slug":1529,"type":15},{"name":1546,"slug":1547,"type":15},"Database","database",{"name":1531,"slug":1532,"type":15},"2026-04-06T18:41:08.513425",600]