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Covers authentication, SDK integration, and all Amazon Location Service capabilities.",{"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],{"name":13,"slug":14,"type":15},"API Development","api-development","tag",{"name":17,"slug":18,"type":15},"Navigation","navigation",{"name":20,"slug":21,"type":15},"Maps","maps",{"name":23,"slug":24,"type":15},"AWS","aws",10,"https:\u002F\u002Fgithub.com\u002Fcline\u002Fskills","2026-07-12T08:13:53.294026","MIT-0",4,[],{"repoUrl":26,"stars":25,"forks":29,"topics":32,"description":33},[],"A collection of skills used at Cline","https:\u002F\u002Fgithub.com\u002Fcline\u002Fskills\u002Ftree\u002FHEAD\u002Fskills\u002Famazon-location-service","---\nname: amazon-location-service\ndescription: Integrates Amazon Location Service APIs for AWS applications. Use this skill when users want to add maps (interactive MapLibre or static images); geocode addresses to coordinates or reverse geocode coordinates to addresses; calculate routes, travel times, or service areas; find places and businesses through text search, nearby search, or autocomplete suggestions; retrieve detailed place information including hours, contacts, and addresses; monitor geographical boundaries with geofences; or track device locations. Covers authentication, SDK integration, and all Amazon Location Service capabilities.\nlicense: MIT-0\nmetadata:\n  author: aws-geospatial\n  version: \"1.0\"\n---\n\n## Overview\n\nAmazon Location Service provides geospatial APIs for maps, geocoding, routing, places search, geofencing, and tracking. Prefer the bundled JavaScript client (@aws\u002Famazon-location-client) for web development and use resourceless API operations to avoid managing AWS resources.\n\n## When to Use This Skill\n\nUse this skill when:\n\n- Building location-aware web or mobile applications\n- Working with Amazon Location Service projects\n- Implementing maps, geocoding, routing, or places search\n- Adding geofencing or device tracking functionality\n- Integrating geospatial features into AWS applications\n\nDo NOT use this skill for:\n\n- Google Maps, Mapbox, or Leaflet-with-OSM projects (unless migrating to Amazon Location)\n- Generic GIS operations without AWS context\n- Non-AWS geospatial services\n\n## Amazon Location Service API Overview\n\n**Places** (SDK: geo-places, JS: @aws-sdk\u002Fclient-geo-places)\n\n- Geocode (Forward\u002FReverse): Convert addresses to coordinates and vice versa\n- Search (Text\u002FNearby): Find points of interest with contact and hours info\n- Autocomplete: Predict addresses based on user input\n- Suggest: Predict places and points of interest based on partial or misspelled user input\n- Get Place: Retrieve place details by place ID\n\n**Maps** (SDK: geo-maps, JS: @aws-sdk\u002Fclient-geo-maps)\n\n- Dynamic Maps: Interactive maps using tiles with [MapLibre](https:\u002F\u002Fmaplibre.org\u002F) rendering\n- Static Maps: Pre-rendered, non-interactive map images, good for including an image into a web page, or for thumbnail images\n\n**Routes** (SDK: geo-routes, JS: @aws-sdk\u002Fclient-geo-routes)\n\n- Route calculation with traffic and distance estimation\n- Service area\u002Fisoline creation\n- Matrix calculations for multiple origins\u002Fdestinations\n- GPS trace alignment to road segments\n- Route optimization (traveling salesman problem)\n\n**Geofences & Trackers** (SDK: location, JS: @aws-sdk\u002Fclient-location)\n\n- Geofences: Detect entry\u002Fexit from geographical boundaries\n- Trackers: Current and historical device location tracking\n\n**API Keys** (SDK: location, JS: @aws-sdk\u002Fclient-location)\n\n- API Keys: Grant access to public applications without exposing AWS credentials\n\n## Common Mistakes\n\nAvoid these frequent errors:\n\n1. **Using `Title` instead of `Address.Label` for display**: In Autocomplete results, always display `Address.Label`. The `Title` field may show components in reverse order and is not suitable for user-facing text.\n\n2. **Using GetStyleDescriptor API for map initialization**: MUST use direct URL passing to MapLibre (`https:\u002F\u002Fmaps.geo.{region}.amazonaws.com\u002Fv2\u002Fstyles\u002FStandard\u002Fdescriptor?key={apiKey}`) instead of making GetStyleDescriptor API calls. The direct URL method is required for proper map rendering.\n\n3. **Forgetting `validateStyle: false` in MapLibre config**: Always set `validateStyle: false` in the MapLibre Map constructor for faster map load times with Amazon Location styles.\n\n4. **Mixing resource-based and resourceless operations**: When possible, prefer resourceless operations (direct API calls without pre-created resources) for simpler deployment and permissions.\n\n5. **Inconsistent API operation naming**: Use the format `service:Operation` when referencing APIs (e.g., `geo-places:Geocode`, `geo-maps:GetStyleDescriptor`). SDK clients use `@aws-sdk\u002Fclient-*` format.\n\n6. **Not handling nested Address objects correctly**: The Address object from GetPlace contains nested objects (`Region.Code`, `Region.Name`, `Country.Code2`, etc.), not flat strings. Access nested properties correctly.\n\n7. **Wrong action names in API Key permissions**: API key `AllowActions` use `geo-maps:`, `geo-places:`, `geo-routes:` prefixes (e.g., `geo-places:Geocode`, `geo-routes:CalculateRoutes`). Do NOT use SDK client names (`@aws-sdk\u002Fclient-geo-places`) or IAM-style actions. See the Authentication and Permissions section for the complete list.\n\n## Defaults\n\nUse these default choices unless the user explicitly requests otherwise:\n\n- **JavaScript SDK**: Bundled client (CDN) for browser-only apps; npm modular SDKs (@aws-sdk\u002Fclient-geo-\\*) for React and build tool apps\n- **API operations**: Resourceless for Maps\u002FPlaces\u002FRoutes (Geofencing\u002FTracking always require pre-created resources)\n- **Authentication**: API Key for Maps\u002FPlaces\u002FRoutes; Cognito for Geofencing\u002FTracking\n- **Map style**: Standard\n- **Coordinate format**: [longitude, latitude] (GeoJSON order)\n\nOverride: User can specify \"use Cognito for Maps\u002FPlaces\u002FRoutes\" or \"use bundled client for React\".\n\n## API Selection Guidance\n\nChoose the right API for your use case:\n\n### Address Input & Validation\n\n- **Autocomplete** → Type-ahead in address forms (partial input: \"123 Main\")\n- **GetPlace** → Get full details after user selects autocomplete result (by PlaceId)\n- **Geocode** → Validate complete user-typed address or convert address to coordinates\n\n### Finding Locations\n\n- **SearchText** → General text search (\"pizza near Seattle\")\n- **SearchNearby** → Find places near a coordinate (restaurants within 5km)\n- **Suggest** → Predict places\u002FPOIs from partial or misspelled input\n- **Autocomplete** → Address-specific predictions (not for general POI search)\n\n### Geocoding\n\n- **Geocode (Forward)** → Address string → Coordinates\n- **ReverseGeocode** → Coordinates → Address\n\n### Maps\n\n- **Dynamic Maps (tiles + MapLibre)** → Interactive maps requiring pan, zoom, markers\n- **Static Maps (image)** → Non-interactive map images for thumbnails or email\n\n### Routing\n\n- **CalculateRoutes** → Single route between origin and destination\n- **CalculateRouteMatrix** → Multiple origins\u002Fdestinations travel times\n- **CalculateIsolines** → Service areas (all locations reachable within time\u002Fdistance)\n\n## LLM Context Files\n\nWhen you need detailed API parameter specifications or service capabilities not covered in the reference files, fetch these llms.txt resources:\n\n- **Developer Guide**: https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002Fdeveloperguide\u002Fllms.txt\n- **API Reference**: https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002FAPIReference\u002Fllms.txt\n\n## Key Guidance for Better Recommendations\n\n### Prefer the Bundled JavaScript Client for Web Development\n\nFor convenient web application development, Amazon Location Service provides a bundled JavaScript client that simplifies integration and provides optimized functionality without custom bundling. This bundled client includes all libraries required to build client side web applications with Amazon Location Service.\n\n**Features included in the bundled client:**\n\n- Enables direct pre-bundled dependency inclusion without custom bundle \u002F build\n- Simplified authentication and API integration\n- TypeScript support with comprehensive type definitions\n- Support for all Amazon Location SDKs\n\n**Included SDKs and Libraries:**\n\n- @aws-sdk\u002Fclient-geo-maps\n- @aws-sdk\u002Fclient-geo-places\n- @aws-sdk\u002Fclient-geo-routes\n- @aws-sdk\u002Fclient-location\n- @aws-sdk\u002Fcredential-providers\n- https:\u002F\u002Fgithub.com\u002Faws-geospatial\u002Famazon-location-utilities-auth-helper-js\n\n**Resources:**\n\n- NPM Package: [@aws\u002Famazon-location-client](https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@aws\u002Famazon-location-client)\n- GitHub Repository: [aws-geospatial\u002Famazon-location-client-js](https:\u002F\u002Fgithub.com\u002Faws-geospatial\u002Famazon-location-client-js)\n\n### Prefer Resourceless Operations\n\nAmazon Location Places, Maps and Routes services offer both resource-based and resourceless API operations. Resourceless operations are often simpler and more appropriate for many use cases.\n\n**Resource-based operations** require you to:\n\n- Create and configure Amazon Location Service resources (maps, place indexes, route calculators)\n- Manage resource lifecycle and permissions\n- Handle resource naming and organization\n\n**Resourceless operations** allow you to:\n\n- Make API calls directly without pre-creating resources\n- Reduce deployment complexity\n- Simplify IAM permissions and API Key permissions\n\n### Authentication and Permissions\n\nWhen discussing permissions for Amazon Location Places, Maps and Routes services, always include both IAM permissions and API Key permissions in your guidance. If the type of application being developed is clear, recommend the appropriate authorization tool as described below:\n\n**IAM Permissions** - Recommended for server-side applications and AWS SDK usage:\n\n- Used with AWS credentials (access keys, roles, etc.)\n- Provide fine-grained access control\n- Required for resource management operations\n\n**API Key Permissions** - Alternative authentication method, especially useful for client-side applications or applications deployed to unauthenticated (public) users:\n\n- Simplified authentication without exposing AWS credentials\n- Can be configured with specific allowed operations\n- Useful for web and mobile applications\n- Supports both resource-based and resourceless operations\n- Enables faster subsequent map loads through CDN caching\n\n**API Key Action Names** - API keys use their own action naming convention. Do NOT use SDK client names or IAM action names — they will be rejected.\n\nResourceless API key actions (recommended):\n\n| Service | AllowActions                                                                                                                                                                  | AllowResources                                |\n| ------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------- |\n| Maps    | `geo-maps:GetTile`, `geo-maps:GetStaticMap`                                                                                                                                   | `arn:aws:geo-maps:REGION::provider\u002Fdefault`   |\n| Places  | `geo-places:Autocomplete`, `geo-places:Geocode`, `geo-places:ReverseGeocode`, `geo-places:SearchText`, `geo-places:SearchNearby`, `geo-places:Suggest`, `geo-places:GetPlace` | `arn:aws:geo-places:REGION::provider\u002Fdefault` |\n| Routes  | `geo-routes:CalculateRoutes`, `geo-routes:CalculateRouteMatrix`, `geo-routes:CalculateIsolines`, `geo-routes:OptimizeWaypoints`, `geo-routes:SnapToRoads`                     | `arn:aws:geo-routes:REGION::provider\u002Fdefault` |\n\nDo NOT use legacy `geo:` prefixed actions (e.g., `geo:GetMap*`, `geo:CalculateRoute`) — these are for pre-created resources only and will not work with resourceless APIs.\n\n## MCP Server Integration\n\nIntegrates with the [AWS MCP Server](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-aws-mcp-server.html) (Apache-2.0 license) which provides access to AWS documentation, API references, and direct API interactions. See the [Getting Started Guide](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fgetting-started-aws-mcp-server.html) for setup and credential configuration. To use a non-default region, add `\"--metadata\", \"AWS_REGION=\u003Cyour-region>\"` to your MCP config args.\n\n## Additional Resources\n\n- [Amazon Location Service Developer Guide](https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002Fdeveloperguide\u002F)\n- [Amazon Location Service API Reference](https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002FAPIReference\u002F)\n- [Amazon Location Service Samples](https:\u002F\u002Fgithub.com\u002Faws-geospatial)\n\n## Reference Files\n\nLoad these resources as needed for specific implementation guidance:\n\n- [Address Input](.\u002Freferences\u002Faddress-input.md) - Create effective address input forms for users with address type ahead completion improving input speed and accuracy\n- [Address Verification](.\u002Freferences\u002Faddress-verification.md) - Validate addresses input from users before taking actions or persisting to databases\n- [Calculate Routes](.\u002Freferences\u002Fcalculate-routes.md) - Calculate routes between locations with customizable travel options and display them on maps\n- [Dynamic Map Rendering](.\u002Freferences\u002Fdynamic-map.md) - Render dynamic maps with MapLibre\n- [Places Search](.\u002Freferences\u002Fplaces-search.md) - Search for places or points of interest\n- [Web JavaScript](.\u002Freferences\u002Fweb-javascript.md) - Integrate Amazon Location services into web browser applications\n",{"data":37,"body":41},{"name":4,"description":6,"license":28,"metadata":38},{"author":39,"version":40},"aws-geospatial","1.0",{"type":42,"children":43},"root",[44,53,59,65,70,100,105,123,129,140,168,177,201,211,239,249,262,271,279,285,290,524,530,535,596,601,607,612,619,652,658,700,706,729,733,756,762,795,801,806,839,845,851,856,864,887,895,931,939,966,972,977,987,1005,1015,1033,1039,1044,1054,1072,1082,1110,1120,1125,1307,1335,1341,1372,1378,1411,1417,1422],{"type":45,"tag":46,"props":47,"children":49},"element","h2",{"id":48},"overview",[50],{"type":51,"value":52},"text","Overview",{"type":45,"tag":54,"props":55,"children":56},"p",{},[57],{"type":51,"value":58},"Amazon Location Service provides geospatial APIs for maps, geocoding, routing, places search, geofencing, and tracking. 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",{"type":45,"tag":186,"props":1347,"children":1350},{"href":1348,"rel":1349},"https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-aws-mcp-server.html",[190],[1351],{"type":51,"value":1352},"AWS MCP Server",{"type":51,"value":1354}," (Apache-2.0 license) which provides access to AWS documentation, API references, and direct API interactions. See the ",{"type":45,"tag":186,"props":1356,"children":1359},{"href":1357,"rel":1358},"https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fgetting-started-aws-mcp-server.html",[190],[1360],{"type":51,"value":1361},"Getting Started Guide",{"type":51,"value":1363}," for setup and credential configuration. To use a non-default region, add ",{"type":45,"tag":303,"props":1365,"children":1367},{"className":1366},[],[1368],{"type":51,"value":1369},"\"--metadata\", \"AWS_REGION=\u003Cyour-region>\"",{"type":51,"value":1371}," to your MCP config args.",{"type":45,"tag":46,"props":1373,"children":1375},{"id":1374},"additional-resources",[1376],{"type":51,"value":1377},"Additional Resources",{"type":45,"tag":71,"props":1379,"children":1380},{},[1381,1391,1401],{"type":45,"tag":75,"props":1382,"children":1383},{},[1384],{"type":45,"tag":186,"props":1385,"children":1388},{"href":1386,"rel":1387},"https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002Fdeveloperguide\u002F",[190],[1389],{"type":51,"value":1390},"Amazon Location Service Developer Guide",{"type":45,"tag":75,"props":1392,"children":1393},{},[1394],{"type":45,"tag":186,"props":1395,"children":1398},{"href":1396,"rel":1397},"https:\u002F\u002Fdocs.aws.amazon.com\u002Flocation\u002Flatest\u002FAPIReference\u002F",[190],[1399],{"type":51,"value":1400},"Amazon Location Service API Reference",{"type":45,"tag":75,"props":1402,"children":1403},{},[1404],{"type":45,"tag":186,"props":1405,"children":1408},{"href":1406,"rel":1407},"https:\u002F\u002Fgithub.com\u002Faws-geospatial",[190],[1409],{"type":51,"value":1410},"Amazon Location Service Samples",{"type":45,"tag":46,"props":1412,"children":1414},{"id":1413},"reference-files",[1415],{"type":51,"value":1416},"Reference Files",{"type":45,"tag":54,"props":1418,"children":1419},{},[1420],{"type":51,"value":1421},"Load these resources as needed for specific implementation guidance:",{"type":45,"tag":71,"props":1423,"children":1424},{},[1425,1436,1447,1458,1469,1480],{"type":45,"tag":75,"props":1426,"children":1427},{},[1428,1434],{"type":45,"tag":186,"props":1429,"children":1431},{"href":1430},".\u002Freferences\u002Faddress-input.md",[1432],{"type":51,"value":1433},"Address Input",{"type":51,"value":1435}," - Create effective address input forms for users with address type ahead completion improving input speed and accuracy",{"type":45,"tag":75,"props":1437,"children":1438},{},[1439,1445],{"type":45,"tag":186,"props":1440,"children":1442},{"href":1441},".\u002Freferences\u002Faddress-verification.md",[1443],{"type":51,"value":1444},"Address Verification",{"type":51,"value":1446}," - Validate addresses input from users before taking actions or persisting to databases",{"type":45,"tag":75,"props":1448,"children":1449},{},[1450,1456],{"type":45,"tag":186,"props":1451,"children":1453},{"href":1452},".\u002Freferences\u002Fcalculate-routes.md",[1454],{"type":51,"value":1455},"Calculate Routes",{"type":51,"value":1457}," - Calculate routes between locations with customizable travel options and display them on maps",{"type":45,"tag":75,"props":1459,"children":1460},{},[1461,1467],{"type":45,"tag":186,"props":1462,"children":1464},{"href":1463},".\u002Freferences\u002Fdynamic-map.md",[1465],{"type":51,"value":1466},"Dynamic Map Rendering",{"type":51,"value":1468}," - Render dynamic maps with MapLibre",{"type":45,"tag":75,"props":1470,"children":1471},{},[1472,1478],{"type":45,"tag":186,"props":1473,"children":1475},{"href":1474},".\u002Freferences\u002Fplaces-search.md",[1476],{"type":51,"value":1477},"Places Search",{"type":51,"value":1479}," - Search for places or points of interest",{"type":45,"tag":75,"props":1481,"children":1482},{},[1483,1489],{"type":45,"tag":186,"props":1484,"children":1486},{"href":1485},".\u002Freferences\u002Fweb-javascript.md",[1487],{"type":51,"value":1488},"Web JavaScript",{"type":51,"value":1490}," - Integrate Amazon Location services into web browser applications",{"items":1492,"total":1603},[1493,1500,1520,1539,1556,1572,1591],{"slug":4,"name":4,"fn":5,"description":6,"org":1494,"tags":1495,"stars":25,"repoUrl":26,"updatedAt":27},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1496,1497,1498,1499],{"name":13,"slug":14,"type":15},{"name":23,"slug":24,"type":15},{"name":20,"slug":21,"type":15},{"name":17,"slug":18,"type":15},{"slug":1501,"name":1501,"fn":1502,"description":1503,"org":1504,"tags":1505,"stars":25,"repoUrl":26,"updatedAt":1519},"amplify-workflow","build full-stack apps with AWS Amplify","Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). Covers auth (Cognito), data (AppSync\u002FDynamoDB including schema modeling, enum types, relationships, authorization rules), storage (S3), functions, APIs, and AI (Amplify AI Kit with Bedrock). Supports React, Next.js, Vue, Angular, React Native, Flutter, Swift, and Android. Always use this skill for Amplify Gen2 topics — even for questions you think you know — it contains validated, version-specific patterns that prevent common mistakes. TRIGGER when: user mentions Amplify Gen2; project has amplify\u002F directory or amplify_outputs; code imports @aws-amplify packages; user asks about defineBackend, defineAuth, defineData, defineStorage, or npx ampx. SKIP: Amplify Gen1 (amplify CLI v6), standalone SAM\u002FCDK without Amplify (use aws-serverless), direct Bedrock without Amplify AI Kit (use bedrock).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1506,1509,1510,1513,1516],{"name":1507,"slug":1508,"type":15},"Auth","auth",{"name":23,"slug":24,"type":15},{"name":1511,"slug":1512,"type":15},"Database","database",{"name":1514,"slug":1515,"type":15},"Frontend","frontend",{"name":1517,"slug":1518,"type":15},"TypeScript","typescript","2026-07-12T08:13:47.134012",{"slug":1521,"name":1521,"fn":1522,"description":1523,"org":1524,"tags":1525,"stars":25,"repoUrl":26,"updatedAt":1538},"analyzer","analyze queried data for trends","Analyze queried data for trends, week-over-week comparisons, distributions, funnels, cohorts, top-N lists, anomalies, sanity checks, and report-ready findings. Use after or alongside ClickHouse queries when the user wants insight rather than raw rows.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1526,1529,1532,1535],{"name":1527,"slug":1528,"type":15},"Analytics","analytics",{"name":1530,"slug":1531,"type":15},"ClickHouse","clickhouse",{"name":1533,"slug":1534,"type":15},"Data Analysis","data-analysis",{"name":1536,"slug":1537,"type":15},"Statistics","statistics","2026-07-12T08:14:05.606036",{"slug":1540,"name":1540,"fn":1541,"description":1542,"org":1543,"tags":1544,"stars":25,"repoUrl":26,"updatedAt":1555},"artifact-management","manage and organize analysis artifacts","Save, organize, and describe reusable analysis artifacts such as SQL, result snapshots, CSV exports, summaries, caveats, plots, and report-ready files. Use when users ask to save, export, share, cite, reproduce, or organize data-analysis outputs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1545,1546,1549,1552],{"name":1533,"slug":1534,"type":15},{"name":1547,"slug":1548,"type":15},"Productivity","productivity",{"name":1550,"slug":1551,"type":15},"Reporting","reporting",{"name":1553,"slug":1554,"type":15},"SQL","sql","2026-07-12T08:14:09.265555",{"slug":1557,"name":1557,"fn":1558,"description":1559,"org":1560,"tags":1561,"stars":25,"repoUrl":26,"updatedAt":1571},"attorney-assist","connect with attorneys for legal consultation","Connects the user with a LegalZoom attorney for legal consultation. 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},[1562,1565,1568],{"name":1563,"slug":1564,"type":15},"Contracts","contracts",{"name":1566,"slug":1567,"type":15},"Legal","legal",{"name":1569,"slug":1570,"type":15},"Risk Assessment","risk-assessment","2026-07-12T08:13:45.878361",{"slug":1573,"name":1573,"fn":1574,"description":1575,"org":1576,"tags":1577,"stars":25,"repoUrl":26,"updatedAt":1590},"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},[1578,1581,1584,1587],{"name":1579,"slug":1580,"type":15},"Agents","agents",{"name":1582,"slug":1583,"type":15},"LLM","llm",{"name":1585,"slug":1586,"type":15},"Multi-Agent","multi-agent",{"name":1588,"slug":1589,"type":15},"Python","python","2026-07-12T08:14:01.893781",{"slug":1531,"name":1531,"fn":1592,"description":1593,"org":1594,"tags":1595,"stars":25,"repoUrl":26,"updatedAt":1602},"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},[1596,1597,1600,1601],{"name":1527,"slug":1528,"type":15},{"name":1598,"slug":1599,"type":15},"CLI","cli",{"name":1530,"slug":1531,"type":15},{"name":1511,"slug":1512,"type":15},"2026-07-12T08:14:06.829692",43,{"items":1605,"total":1731},[1606,1613,1621,1628,1635,1641,1648,1655,1667,1685,1705,1718],{"slug":4,"name":4,"fn":5,"description":6,"org":1607,"tags":1608,"stars":25,"repoUrl":26,"updatedAt":27},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1609,1610,1611,1612],{"name":13,"slug":14,"type":15},{"name":23,"slug":24,"type":15},{"name":20,"slug":21,"type":15},{"name":17,"slug":18,"type":15},{"slug":1501,"name":1501,"fn":1502,"description":1503,"org":1614,"tags":1615,"stars":25,"repoUrl":26,"updatedAt":1519},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1616,1617,1618,1619,1620],{"name":1507,"slug":1508,"type":15},{"name":23,"slug":24,"type":15},{"name":1511,"slug":1512,"type":15},{"name":1514,"slug":1515,"type":15},{"name":1517,"slug":1518,"type":15},{"slug":1521,"name":1521,"fn":1522,"description":1523,"org":1622,"tags":1623,"stars":25,"repoUrl":26,"updatedAt":1538},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1624,1625,1626,1627],{"name":1527,"slug":1528,"type":15},{"name":1530,"slug":1531,"type":15},{"name":1533,"slug":1534,"type":15},{"name":1536,"slug":1537,"type":15},{"slug":1540,"name":1540,"fn":1541,"description":1542,"org":1629,"tags":1630,"stars":25,"repoUrl":26,"updatedAt":1555},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1631,1632,1633,1634],{"name":1533,"slug":1534,"type":15},{"name":1547,"slug":1548,"type":15},{"name":1550,"slug":1551,"type":15},{"name":1553,"slug":1554,"type":15},{"slug":1557,"name":1557,"fn":1558,"description":1559,"org":1636,"tags":1637,"stars":25,"repoUrl":26,"updatedAt":1571},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1638,1639,1640],{"name":1563,"slug":1564,"type":15},{"name":1566,"slug":1567,"type":15},{"name":1569,"slug":1570,"type":15},{"slug":1573,"name":1573,"fn":1574,"description":1575,"org":1642,"tags":1643,"stars":25,"repoUrl":26,"updatedAt":1590},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1644,1645,1646,1647],{"name":1579,"slug":1580,"type":15},{"name":1582,"slug":1583,"type":15},{"name":1585,"slug":1586,"type":15},{"name":1588,"slug":1589,"type":15},{"slug":1531,"name":1531,"fn":1592,"description":1593,"org":1649,"tags":1650,"stars":25,"repoUrl":26,"updatedAt":1602},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1651,1652,1653,1654],{"name":1527,"slug":1528,"type":15},{"name":1598,"slug":1599,"type":15},{"name":1530,"slug":1531,"type":15},{"name":1511,"slug":1512,"type":15},{"slug":1656,"name":1656,"fn":1657,"description":1658,"org":1659,"tags":1660,"stars":25,"repoUrl":26,"updatedAt":1666},"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},[1661,1662,1665],{"name":1579,"slug":1580,"type":15},{"name":1663,"slug":1664,"type":15},"History","history",{"name":1547,"slug":1548,"type":15},"2026-07-19T06:03:13.945151",{"slug":1668,"name":1668,"fn":1669,"description":1670,"org":1671,"tags":1672,"stars":25,"repoUrl":26,"updatedAt":1684},"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},[1673,1674,1677,1678,1681],{"name":1507,"slug":1508,"type":15},{"name":1675,"slug":1676,"type":15},"Backend","backend",{"name":1511,"slug":1512,"type":15},{"name":1679,"slug":1680,"type":15},"Real-time","real-time",{"name":1682,"slug":1683,"type":15},"Storage","storage","2026-07-12T08:13:37.101253",{"slug":1686,"name":1686,"fn":1687,"description":1688,"org":1689,"tags":1690,"stars":25,"repoUrl":26,"updatedAt":1704},"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},[1691,1694,1697,1698,1701],{"name":1692,"slug":1693,"type":15},"Azure","azure",{"name":1695,"slug":1696,"type":15},"Cosmos DB","cosmos-db",{"name":1511,"slug":1512,"type":15},{"name":1699,"slug":1700,"type":15},"NoSQL","nosql",{"name":1702,"slug":1703,"type":15},"Performance","performance","2026-07-12T08:13:54.531719",{"slug":1706,"name":1706,"fn":1707,"description":1708,"org":1709,"tags":1710,"stars":25,"repoUrl":26,"updatedAt":1717},"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},[1711,1712,1713,1716],{"name":1527,"slug":1528,"type":15},{"name":1530,"slug":1531,"type":15},{"name":1714,"slug":1715,"type":15},"Dashboards","dashboards",{"name":1533,"slug":1534,"type":15},"2026-07-12T08:13:31.975246",{"slug":1719,"name":1719,"fn":1720,"description":1721,"org":1722,"tags":1723,"stars":25,"repoUrl":26,"updatedAt":1730},"dataproc-skills","manage Dataproc clusters and jobs","Skills to interact with your Dataproc clusters and jobs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1724,1727],{"name":1725,"slug":1726,"type":15},"Data Engineering","data-engineering",{"name":1728,"slug":1729,"type":15},"Operations","operations","2026-07-12T08:13:42.179275",45]