[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-mapbox-mapbox-location-grounding":3,"mdc-vteasp-key":30,"related-org-mapbox-mapbox-location-grounding":1187,"related-repo-mapbox-mapbox-location-grounding":1357},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":20,"repoUrl":21,"updatedAt":22,"license":23,"forks":24,"topics":25,"repo":26,"sourceUrl":28,"mdContent":29},"mapbox-location-grounding","generate grounded location-aware responses with Mapbox","Compose Mapbox MCP tools to produce grounded, cited location-aware responses from live data instead of training data",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"mapbox","Mapbox","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fmapbox.png",[12,16,19],{"name":13,"slug":14,"type":15},"Data Quality","data-quality","tag",{"name":17,"slug":18,"type":15},"MCP","mcp",{"name":9,"slug":8,"type":15},69,"https:\u002F\u002Fgithub.com\u002Fmapbox\u002Fmapbox-agent-skills","2026-04-15T05:01:44.248764",null,10,[],{"repoUrl":21,"stars":20,"forks":24,"topics":27,"description":23},[],"https:\u002F\u002Fgithub.com\u002Fmapbox\u002Fmapbox-agent-skills\u002Ftree\u002FHEAD\u002Fskills\u002Fmapbox-location-grounding","---\nname: mapbox-location-grounding\ndescription: Compose Mapbox MCP tools to produce grounded, cited location-aware responses from live data instead of training data\n---\n\n# Mapbox Location Grounding Skill\n\nTeaches AI assistants how to ground location-aware responses in live Mapbox data by composing MCP tools into a structured, cited answer. Use this instead of relying on training data for place names, POIs, ratings, or travel times — which are stale and prone to hallucination.\n\n## When to Use Grounding\n\nGround responses when the user asks about:\n\n- \"What's near [location]?\" or \"What's around [coordinate]?\"\n- \"Describe this neighborhood \u002F area\"\n- \"Find [category] within walking\u002Fdriving distance\"\n- \"What can I do near [address]?\"\n- \"How long does it take to get from A to B?\"\n- \"What's within a 10-minute walk of here?\"\n- \"How far is it between these locations?\"\n- Real estate, travel, mobility, or local discovery use cases\n- Any question where place accuracy, recency, or travel time matters\n\n**Never answer location questions from training data alone.** Always retrieve live data.\n\n## Grounding Tool Composition\n\n### Preferred: single tool call\n\nIf `ground_location_tool` is available, use it — it handles reverse geocoding, POI search, place details enrichment, isochrone, and a static map image in one call:\n\n```\nground_location_tool(\n  longitude, latitude,\n  query: \"restaurant\",   \u002F\u002F optional — category or subcategory of nearby places to find\n  profile: \"mapbox\u002Fwalking\",    \u002F\u002F optional — travel profile for isochrone\n  contours_minutes: [5, 10, 15]\n)\n```\n\nReturns:\n\n- Neighborhood\u002Fplace name from reverse geocoding\n- Nearby POIs with distances, ratings, price levels, and popularity (when available)\n- Travel-time reachability from isochrone\n- A static map image for visual context\n- Citations for all data sources\n\nDo not call `reverse_geocode_tool`, `category_search_tool`, `place_details_tool`, or `isochrone_tool` separately — they are already composed inside this tool.\n\n### Query parameter\n\nThe `query` parameter accepts **category or subcategory terms** — not attribute preferences:\n\n- Supported: `\"restaurant\"`, `\"coffee\"`, `\"park\"`, `\"Italian restaurant\"`, `\"EV charging station\"`\n- Not supported: `\"family-friendly\"`, `\"fast charging\"`, `\"outdoor seating\"` — these are not filterable attributes in Mapbox data\n\nTo help users find places matching a preference (e.g. \"family-friendly\"), search by category (`\"restaurant\"`) and use the returned rating and price data to inform the recommendation.\n\n### Fallback: manual composition\n\nIf `ground_location_tool` is not available, build the grounded response by composing these tools in order:\n\n#### Step 1 — Establish place context\n\n```\nreverse_geocode_tool(longitude, latitude, types: \"neighborhood,locality,place\")\n```\n\nReturns: neighborhood, city, region, country. This is the anchor for the response.\n\n#### Step 2 — Retrieve nearby POIs\n\nFor specific names or brands:\n\n```\nsearch_and_geocode_tool(query, proximity: {longitude, latitude}, limit: 10)\n```\n\nFor generic categories:\n\n```\ncategory_search_tool(category, proximity: {longitude, latitude}, limit: 10)\n```\n\n#### Step 3 — Enrich POIs with ratings and price (optional but high-value)\n\nFor each POI with a `mapbox_id`, call in parallel:\n\n```\nplace_details_tool(mapbox_id, attribute_sets: [\"visit\"])\n```\n\nReturns: rating, price level, popularity, and opening hours per place.\n\n#### Step 4 — Add travel-time context (optional but high-value)\n\n```\nisochrone_tool(\n  coordinates: {longitude, latitude},\n  profile: \"mapbox\u002Fwalking\",    \u002F\u002F or \"mapbox\u002Fdriving\", \"mapbox\u002Fcycling\", \"mapbox\u002Fdriving-traffic\"\n  contours_minutes: [5, 10, 15]\n)\n```\n\nReturns a polygon showing what's reachable within each time threshold.\n\n#### Step 5 — Visual grounding (optional)\n\n```\nstatic_map_image_tool(longitude, latitude, zoom: 14)\n```\n\nReturns a map image that can be included in the response for visual context.\n\n## Grounded Response Structure\n\nAlways structure grounded responses with explicit citations:\n\n```\nPlace: [neighborhood, city from reverse_geocode]\nNearby [category]: [list from search\u002Fcategory tool, with names, ratings, prices, and distances]\nTravel context: [X min walk \u002F Y min drive from isochrone]\nSources: Mapbox Search, Mapbox Directions (live data)\n```\n\nExample grounded response:\n\n> **SoMa, San Francisco, CA** (live Mapbox data)\n>\n> Restaurants within walking distance:\n>\n> - Bix Restaurant $$ ★8.4 — 56 Gold St (180m)\n> - The Bird $ ★7.9 — 115 New Montgomery St (320m)\n> - Oren's Hummus $$ ★8.1 — 131 Townsend St (510m)\n>\n> Reachable by walking: 5 min, 10 min, 15 min\n>\n> _Sources: Mapbox Geocoding API, Mapbox Search API, Mapbox Place Details API, Mapbox Isochrone API, Mapbox Static Images API_\n\n## Routing Grounding\n\nFor questions about travel between two locations, use `directions_tool`. For questions about reachable area, use `isochrone_tool`. For comparing travel times across multiple locations, use `matrix_tool`.\n\n### Point-to-point travel time and distance\n\n> \"How long does it take to drive from Pike Place Market to Capitol Hill?\"\n> \"What's the fastest route from the hotel to the airport?\"\n\n```\ndirections_tool(\n  waypoints: [{longitude, latitude}, {longitude, latitude}],\n  profile: \"mapbox\u002Fdriving-traffic\"   \u002F\u002F live traffic; or \"mapbox\u002Fwalking\", \"mapbox\u002Fcycling\", \"mapbox\u002Fdriving\"\n)\n```\n\nReturns: duration (with live traffic), distance, turn-by-turn steps, and an encoded polyline for map rendering. Supports up to 25 waypoints for multi-stop routes.\n\n### Area reachability (\"within X minutes\")\n\n> \"What's reachable within a 10-minute walk?\"\n> \"Show me what I can reach in 15 minutes by car from here\"\n\n```\nisochrone_tool(\n  coordinates: {longitude, latitude},\n  profile: \"mapbox\u002Fwalking\",\n  contours_minutes: [5, 10, 15]\n)\n```\n\nReturns a polygon showing the area reachable within each time threshold. Combine with `category_search_tool` or `ground_location_tool` to answer \"what restaurants are within a 10-minute walk?\" — use the isochrone to define the boundary, then search within it.\n\n### Multi-location travel time matrix\n\n> \"Which of these three offices is closest to my location?\"\n> \"What are travel times from this warehouse to each of our delivery zones?\"\n> \"Compare commute times to multiple locations\"\n\nUse `matrix_tool` — **do NOT call `directions_tool` separately for each pair**. Matrix batches all pairs in a single API call.\n\n```\nmatrix_tool(\n  sources: [{longitude, latitude}, ...],\n  destinations: [{longitude, latitude}, ...],\n  profile: \"mapbox\u002Fdriving-traffic\"\n)\n```\n\nReturns a matrix of durations and distances between every source\u002Fdestination pair. Rank results by duration to find the nearest location. One `matrix_tool` call replaces N separate `directions_tool` calls.\n\n### Proximity search with routing context\n\nFor \"find [category] within X minutes of [location]\":\n\n1. Geocode the origin if needed: `search_and_geocode_tool(address)`\n2. Get the reachable area: `isochrone_tool(coordinates, profile, contours_minutes)`\n3. Search for POIs: `ground_location_tool(longitude, latitude, query: \"category\")` — the isochrone\n   contours tell the user what's within each time band\n\nOr more directly: `ground_location_tool` returns both nearby POIs and isochrone reachability in one\ncall, which covers most proximity + routing use cases without additional composition.\n\n### Example routing response\n\n> **Pike Place Market → Capitol Hill, Seattle**\n>\n> By car (with traffic): 12 min, 3.2 km via Pine St\n> By walking: 28 min, 2.1 km\n> By cycling: 14 min, 2.3 km\n>\n> _Source: Mapbox Directions API (live traffic)_\n\n## What Mapbox Grounding Offers vs. Training Data\n\n|                    | Training Data       | Mapbox Grounding            |\n| ------------------ | ------------------- | --------------------------- |\n| POI accuracy       | Stale, hallucinated | Live, verified              |\n| Ratings\u002Fprice      | Often wrong         | Live via Place Details      |\n| Business hours     | Often wrong         | Live via Place Details      |\n| Travel times       | Estimated           | Live traffic via Directions |\n| Reachable area     | Not available       | Isochrone polygons          |\n| Multi-stop routing | Not available       | Up to 25 waypoints          |\n| New places         | Missing             | Indexed                     |\n| Map image          | None                | Inline static map           |\n| Citations          | None                | Tool + API source           |\n\n## Important Limitations\n\n- **Attribute filtering** (family-friendly, outdoor seating, fast charging) is not supported by the category search API. Use category terms and let rating\u002Fprice data inform preference-based recommendations.\n- **POI coverage** varies by region. If search returns few results, say so rather than padding with guesses.\n- **Coordinates required** for proximity search — if the user provides an address, geocode it first with `search_and_geocode_tool` before running category search.\n\n## Anti-Patterns to Avoid\n\n- Answering \"what's near X?\" from training data without calling search tools\n- Estimating travel times without calling `directions_tool` or `isochrone_tool`\n- Hallucinating business names, hours, or ratings\n- Calling `reverse_geocode_tool` + `category_search_tool` + `place_details_tool` separately when `ground_location_tool` is available\n- Using attribute terms like \"family-friendly\" as the query parameter — use the category instead\n- Returning raw tool output without synthesizing into a readable response\n- Omitting citations — always indicate the response is grounded in live Mapbox data\n",{"data":31,"body":32},{"name":4,"description":6},{"type":33,"children":34},"root",[35,44,50,57,62,140,151,157,164,178,190,195,223,259,265,285,354,366,372,383,390,399,404,410,415,424,429,438,444,457,466,471,477,486,491,497,506,511,517,522,531,536,587,593,621,627,635,644,649,655,663,672,691,697,705,731,740,759,765,782,821,833,839,863,869,1058,1064,1105,1111],{"type":36,"tag":37,"props":38,"children":40},"element","h1",{"id":39},"mapbox-location-grounding-skill",[41],{"type":42,"value":43},"text","Mapbox Location Grounding Skill",{"type":36,"tag":45,"props":46,"children":47},"p",{},[48],{"type":42,"value":49},"Teaches AI assistants how to ground location-aware responses in live Mapbox data by composing MCP tools into a structured, cited answer. 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Based on official Mapbox documentation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1241,1242,1245,1248,1251,1252,1253],{"name":1196,"slug":1197,"type":15},{"name":1243,"slug":1244,"type":15},"Dart","dart",{"name":1246,"slug":1247,"type":15},"Flutter","flutter",{"name":1249,"slug":1250,"type":15},"iOS","ios",{"name":9,"slug":8,"type":15},{"name":1200,"slug":1201,"type":15},{"name":1254,"slug":1255,"type":15},"SDK","sdk","2026-05-12T06:03:11.211517",{"slug":1258,"name":1258,"fn":1259,"description":1260,"org":1261,"tags":1262,"stars":20,"repoUrl":21,"updatedAt":1268},"mapbox-geospatial-operations","select geospatial tools for Mapbox operations","Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1263,1264,1265],{"name":9,"slug":8,"type":15},{"name":1232,"slug":1233,"type":15},{"name":1266,"slug":1267,"type":15},"Strategy","strategy","2026-07-30T05:30:52.766227",{"slug":1270,"name":1270,"fn":1271,"description":1272,"org":1273,"tags":1274,"stars":20,"repoUrl":21,"updatedAt":1282},"mapbox-google-maps-migration","migrate from Google Maps to Mapbox","Migration guide for developers moving from Google Maps Platform to Mapbox GL JS, covering API equivalents, pattern translations, and key differences",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1275,1276,1279],{"name":9,"slug":8,"type":15},{"name":1277,"slug":1278,"type":15},"Migration","migration",{"name":1280,"slug":1281,"type":15},"Web Development","web-development","2026-04-06T18:28:56.459496",{"slug":1284,"name":1284,"fn":1285,"description":1286,"org":1287,"tags":1288,"stars":20,"repoUrl":21,"updatedAt":1295},"mapbox-ios-patterns","integrate Mapbox Maps SDK on iOS","Official integration patterns for Mapbox Maps SDK on iOS. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1289,1290,1291,1292],{"name":1249,"slug":1250,"type":15},{"name":9,"slug":8,"type":15},{"name":1200,"slug":1201,"type":15},{"name":1293,"slug":1294,"type":15},"Swift","swift","2026-07-30T05:30:54.75526",{"slug":4,"name":4,"fn":5,"description":6,"org":1297,"tags":1298,"stars":20,"repoUrl":21,"updatedAt":22},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1299,1300,1301],{"name":13,"slug":14,"type":15},{"name":9,"slug":8,"type":15},{"name":17,"slug":18,"type":15},{"slug":1303,"name":1303,"fn":1304,"description":1305,"org":1306,"tags":1307,"stars":20,"repoUrl":21,"updatedAt":1314},"mapbox-maplibre-migration","migrate from MapLibre to Mapbox","Guide for migrating from MapLibre GL JS to Mapbox GL JS, covering API compatibility, token setup, style configuration, and the benefits of Mapbox's official support and ecosystem",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1308,1311,1312,1313],{"name":1309,"slug":1310,"type":15},"Engineering","engineering",{"name":9,"slug":8,"type":15},{"name":1277,"slug":1278,"type":15},{"name":1280,"slug":1281,"type":15},"2026-04-06T18:28:51.531856",{"slug":1316,"name":1316,"fn":1317,"description":1318,"org":1319,"tags":1320,"stars":20,"repoUrl":21,"updatedAt":1329},"mapbox-mcp-devkit-patterns","integrate Mapbox MCP DevKit in coding assistants","Integration patterns for Mapbox MCP DevKit Server in AI coding assistants. Covers setup, style management, token management, validation workflows, and documentation access through MCP. Use when building Mapbox applications with AI coding assistance.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1321,1324,1327,1328],{"name":1322,"slug":1323,"type":15},"Documentation","documentation",{"name":1325,"slug":1326,"type":15},"Local Development","local-development",{"name":9,"slug":8,"type":15},{"name":17,"slug":18,"type":15},"2026-04-06T18:28:53.790961",{"slug":1331,"name":1331,"fn":1332,"description":1333,"org":1334,"tags":1335,"stars":20,"repoUrl":21,"updatedAt":1341},"mapbox-mcp-runtime-patterns","integrate Mapbox MCP Server in AI apps","Integration patterns for Mapbox MCP Server in AI applications and agent frameworks. Covers runtime integration with pydantic-ai, mastra, LangChain, and custom agents. Use when building AI-powered applications that need geospatial capabilities.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1336,1339,1340],{"name":1337,"slug":1338,"type":15},"Architecture","architecture",{"name":9,"slug":8,"type":15},{"name":17,"slug":18,"type":15},"2026-04-06T18:28:55.164842",{"slug":1343,"name":1343,"fn":1344,"description":1345,"org":1346,"tags":1347,"stars":20,"repoUrl":21,"updatedAt":1355},"mapbox-search-integration","implement Mapbox search in applications","Complete workflow for implementing Mapbox search in applications - from discovery questions to production-ready integration with best practices",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1348,1351,1352],{"name":1349,"slug":1350,"type":15},"API Development","api-development",{"name":9,"slug":8,"type":15},{"name":1353,"slug":1354,"type":15},"Search","search","2026-04-06T18:28:50.264933",19,{"items":1358,"total":1356},[1359,1365,1372,1379,1389,1395,1401],{"slug":1190,"name":1190,"fn":1191,"description":1192,"org":1360,"tags":1361,"stars":20,"repoUrl":21,"updatedAt":1202},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1362,1363,1364],{"name":1196,"slug":1197,"type":15},{"name":9,"slug":8,"type":15},{"name":1200,"slug":1201,"type":15},{"slug":1204,"name":1204,"fn":1205,"description":1206,"org":1366,"tags":1367,"stars":20,"repoUrl":21,"updatedAt":1219},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1368,1369,1370,1371],{"name":1210,"slug":1211,"type":15},{"name":1213,"slug":1214,"type":15},{"name":9,"slug":8,"type":15},{"name":1217,"slug":1218,"type":15},{"slug":1221,"name":1221,"fn":1222,"description":1223,"org":1373,"tags":1374,"stars":20,"repoUrl":21,"updatedAt":1234},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1375,1376,1377,1378],{"name":1227,"slug":1228,"type":15},{"name":1213,"slug":1214,"type":15},{"name":9,"slug":8,"type":15},{"name":1232,"slug":1233,"type":15},{"slug":1236,"name":1236,"fn":1237,"description":1238,"org":1380,"tags":1381,"stars":20,"repoUrl":21,"updatedAt":1256},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1382,1383,1384,1385,1386,1387,1388],{"name":1196,"slug":1197,"type":15},{"name":1243,"slug":1244,"type":15},{"name":1246,"slug":1247,"type":15},{"name":1249,"slug":1250,"type":15},{"name":9,"slug":8,"type":15},{"name":1200,"slug":1201,"type":15},{"name":1254,"slug":1255,"type":15},{"slug":1258,"name":1258,"fn":1259,"description":1260,"org":1390,"tags":1391,"stars":20,"repoUrl":21,"updatedAt":1268},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1392,1393,1394],{"name":9,"slug":8,"type":15},{"name":1232,"slug":1233,"type":15},{"name":1266,"slug":1267,"type":15},{"slug":1270,"name":1270,"fn":1271,"description":1272,"org":1396,"tags":1397,"stars":20,"repoUrl":21,"updatedAt":1282},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1398,1399,1400],{"name":9,"slug":8,"type":15},{"name":1277,"slug":1278,"type":15},{"name":1280,"slug":1281,"type":15},{"slug":1284,"name":1284,"fn":1285,"description":1286,"org":1402,"tags":1403,"stars":20,"repoUrl":21,"updatedAt":1295},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1404,1405,1406,1407],{"name":1249,"slug":1250,"type":15},{"name":9,"slug":8,"type":15},{"name":1200,"slug":1201,"type":15},{"name":1293,"slug":1294,"type":15}]