Amazon location service skill

Integrates Amazon Location Service APIs for AWS applications.

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Overview

Amazon Location Service provides geospatial APIs for maps, geocoding, routing, places search, geofencing, and tracking. Prefer the bundled JavaScript client (@aws/amazon-location-client) for web development and use resourceless API operations to avoid managing AWS resources.

When to Use This Skill

Use this skill when:

  • Building location-aware web or mobile applications
  • Working with Amazon Location Service projects
  • Implementing maps, geocoding, routing, or places search
  • Adding geofencing or device tracking functionality
  • Integrating geospatial features into AWS applications

Do NOT use this skill for:

  • Google Maps, Mapbox, or Leaflet-with-OSM projects (unless migrating to Amazon Location)
  • Generic GIS operations without AWS context
  • Non-AWS geospatial services

Amazon Location Service API Overview

Places (SDK: geo-places, JS: @aws-sdk/client-geo-places)

  • Geocode (Forward/Reverse): Convert addresses to coordinates and vice versa
  • Search (Text/Nearby): Find points of interest with contact and hours info
  • Autocomplete: Predict addresses based on user input
  • Suggest: Predict places and points of interest based on partial or misspelled user input
  • Get Place: Retrieve place details by place ID

Jobs (SDK: location, JS: @aws-sdk/client-location)

  • Address Validation: Verify and standardize addresses in bulk with the asynchronous Jobs API (StartJob with Action ValidateAddress, then GetJob/ListJobs/CancelJob). It adds what Geocode lacks — a postal-authority verdict (ValidationGranularity, Mailable/Locatable, per-component StatusDetail), not just coordinates. Coverage is US, CA, UK, and AU only; for other countries use Geocode.

Maps (SDK: geo-maps, JS: @aws-sdk/client-geo-maps)

  • Dynamic Maps: Interactive maps using tiles with MapLibre rendering
  • Static Maps: Pre-rendered, non-interactive map images, good for including an image into a web page, or for thumbnail images

Routes (SDK: geo-routes, JS: @aws-sdk/client-geo-routes)

  • Route calculation with traffic and distance estimation
  • Service area/isoline creation
  • Matrix calculations for multiple origins/destinations
  • GPS trace alignment to road segments
  • Route optimization (traveling salesman problem)

Geofences & Trackers (SDK: location, JS: @aws-sdk/client-location)

  • Geofences: Detect entry/exit from geographical boundaries
  • Trackers: Current and historical device location tracking

API Keys (SDK: location, JS: @aws-sdk/client-location)

  • API Keys: Grant access to public applications without exposing AWS credentials

Common Mistakes

Avoid these frequent errors:

  1. 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.

  2. Using GetStyleDescriptor API for map initialization: MUST use direct URL passing to MapLibre (https://maps.geo.{region}.amazonaws.com/v2/styles/Standard/descriptor?key={apiKey}) instead of making GetStyleDescriptor API calls. The direct URL method is required for proper map rendering.

  3. Forgetting validateStyle: false in MapLibre config: Always set validateStyle: false in the MapLibre Map constructor for faster map load times with Amazon Location styles.

  4. Mixing resource-based and resourceless operations: When possible, prefer resourceless operations (direct API calls without pre-created resources) for simpler deployment and permissions.

  5. 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/client-* format.

  6. 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.

  7. 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/client-geo-places) or IAM-style actions. See the Authentication and Permissions section for the complete list.

Defaults

Use these default choices unless the user explicitly requests otherwise:

  • JavaScript SDK: Bundled client (CDN) for browser-only apps; npm modular SDKs (@aws-sdk/client-geo-*) for React and build tool apps
  • API operations: Resourceless for Maps/Places/Routes (Geofencing/Tracking always require pre-created resources)
  • Authentication: API Key for Maps/Places/Routes; Cognito for Geofencing/Tracking
  • Map style: Standard
  • Coordinate format: [longitude, latitude] (GeoJSON order)

Override: User can specify "use Cognito for Maps/Places/Routes" or "use bundled client for React".

API Selection Guidance

Choose the right API for your use case:

Address Input (interactive forms)
  • Autocomplete → Type-ahead in address forms (partial input: "123 Main")
  • GetPlace → Get full details after user selects autocomplete result (by PlaceId)
  • Geocode → Resolve a complete user-typed address to coordinates. Returns coordinates, a matched label, and match quality (MatchScores overall + per-component, AddressNumberCorrected) synchronously in one call — but no postal-deliverability verdict or standardized output.
Address Validation (verify & standardize)
  • StartJob (Action ValidateAddress) → Verify and standardize addresses in bulk against authoritative postal data; async Jobs API with Parquet input/output in Amazon S3. Coverage: US, CA, UK, AU only; for other countries use Geocode.
  • GetJob / ListJobs / CancelJob → Track, enumerate, and cancel validation jobs
  • Choose the Jobs API when you need a postal-authority verdict (ValidationGranularity, Mailable/Locatable, per-component StatusDetail) or bulk throughput. For a single ad-hoc check of whether one address resolves and how well it matched, the synchronous Geocode MatchScores is the right tool — do not stand up a job. See the address-verification reference.
Finding Locations
  • SearchText → General text search ("pizza near Seattle")
  • SearchNearby → Find places near a coordinate (restaurants within 5km)
  • Suggest → Predict places/POIs from partial or misspelled input
  • Autocomplete → Address-specific predictions (not for general POI search)
Geocoding
  • Geocode (Forward) → Address string → Coordinates
  • ReverseGeocode → Coordinates → Address
Maps
  • Dynamic Maps (tiles + MapLibre) → Interactive maps requiring pan, zoom, markers
  • Static Maps (image) → Non-interactive map images for thumbnails or email
Routing
  • CalculateRoutes → Single route between origin and destination
  • CalculateRouteMatrix → Multiple origins/destinations travel times
  • CalculateIsolines → Service areas (all locations reachable within time/distance)

LLM Context Files

When you need detailed API parameter specifications or service capabilities not covered in the reference files, fetch these llms.txt resources:

Key Guidance for Better Recommendations

Prefer the Bundled JavaScript Client for Web Development

For 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.

Features included in the bundled client:

  • Enables direct pre-bundled dependency inclusion without custom bundle / build
  • Simplified authentication and API integration
  • TypeScript support with comprehensive type definitions
  • Support for all Amazon Location SDKs

Included SDKs and Libraries:

Resources:

Prefer Resourceless Operations

Amazon 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.

Resource-based operations require you to:

  • Create and configure Amazon Location Service resources (maps, place indexes, route calculators)
  • Manage resource lifecycle and permissions
  • Handle resource naming and organization

Resourceless operations allow you to:

  • Make API calls directly without pre-creating resources
  • Reduce deployment complexity
  • Simplify IAM permissions and API Key permissions
Authentication and Permissions

When 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:

IAM Permissions - Recommended for server-side applications and AWS SDK usage:

  • Used with AWS credentials (access keys, roles, etc.)
  • Provide fine-grained access control
  • Required for resource management operations

API Key Permissions - Alternative authentication method, especially useful for client-side applications or applications deployed to unauthenticated (public) users:

  • Simplified authentication without exposing AWS credentials
  • Can be configured with specific allowed operations
  • Useful for web and mobile applications
  • Supports both resource-based and resourceless operations
  • Enables faster subsequent map loads through CDN caching

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.

Resourceless API key actions (recommended):

Service AllowActions AllowResources
Maps geo-maps:GetTile, geo-maps:GetStaticMap arn:aws:geo-maps:REGION::provider/default
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/default
Routes geo-routes:CalculateRoutes, geo-routes:CalculateRouteMatrix, geo-routes:CalculateIsolines, geo-routes:OptimizeWaypoints, geo-routes:SnapToRoads arn:aws:geo-routes:REGION::provider/default

Do 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.

LocationClient Setup

Geofencing and Tracking use LocationClient (@aws-sdk/client-location). These are resource-based operations — you MUST create resources (trackers, geofence collections) before using them.

import { LocationClient } from "@aws-sdk/client-location";

// Server-side: uses IAM credentials from environment/role
const client = new LocationClient({ region: "us-east-1" });
// Client-side: uses Amazon Cognito
import { LocationClient } from "@aws-sdk/client-location";
import { fromCognitoIdentityPool } from "@aws-sdk/credential-providers";

const client = new LocationClient({
  region: "us-east-1",
  credentials: fromCognitoIdentityPool({
    identityPoolId: "us-east-1:xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx",
    clientConfig: { region: "us-east-1" },
  }),
});

MCP Server Integration

Integrates with the AWS MCP Server (Apache-2.0 license) which provides access to AWS documentation, API references, and direct API interactions. See the Getting Started Guide for setup and credential configuration. To use a non-default region, add "--metadata", "AWS_REGION=<your-region>" to your MCP config args.

Additional Resources

Reference Files

Load these resources as needed for specific implementation guidance:

  • Address Input - Create effective address input forms for users with address type ahead completion improving input speed and accuracy
  • Address Verification - Verify and standardize addresses in bulk against authoritative postal data using the asynchronous Jobs API (StartJob with Action ValidateAddress), before persisting to databases or taking downstream actions
  • Calculate Routes - Calculate routes between locations with customizable travel options and display them on maps
  • Device Tracking - Track device locations in real time and query position history
  • Dynamic Map Rendering - Render dynamic maps with MapLibre
  • Google Maps Migration (Android) - Migrate Android application from Google Maps SDK for Android to Amazon Location Service
  • Google Maps Migration (iOS) - Migrate iOS application from Google Maps SDK for iOS to Amazon Location Service
  • Google Maps Migration (JavaScript) - Migrate JavaScript web application from Google Maps API to Amazon Location Service
  • Places Search - Search for places or points of interest
  • Web JavaScript - Integrate Amazon Location services into web browser applications
  • Zone Alerts - Monitor device positions against geographic boundaries and react to zone entry or exit
1---
2name: amazon-location-service
3description: 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.
4license: Apache-2.0
5metadata:
6 author: aws-geospatial
7 version: "1.1"
8---
9 
10## Overview
11 
12Amazon Location Service provides geospatial APIs for maps, geocoding, routing, places search, geofencing, and tracking. Prefer the bundled JavaScript client (@aws/amazon-location-client) for web development and use resourceless API operations to avoid managing AWS resources.
13 
14## When to Use This Skill
15 
16Use this skill when:
17 
18- Building location-aware web or mobile applications
19- Working with Amazon Location Service projects
20- Implementing maps, geocoding, routing, or places search
21- Adding geofencing or device tracking functionality
22- Integrating geospatial features into AWS applications
23 
24Do NOT use this skill for:
25 
26- Google Maps, Mapbox, or Leaflet-with-OSM projects (unless migrating to Amazon Location)
27- Generic GIS operations without AWS context
28- Non-AWS geospatial services
29 
30## Amazon Location Service API Overview
31 
32**Places** (SDK: geo-places, JS: @aws-sdk/client-geo-places)
33 
34- Geocode (Forward/Reverse): Convert addresses to coordinates and vice versa
35- Search (Text/Nearby): Find points of interest with contact and hours info
36- Autocomplete: Predict addresses based on user input
37- Suggest: Predict places and points of interest based on partial or misspelled user input
38- Get Place: Retrieve place details by place ID
39 
40**Jobs** (SDK: location, JS: @aws-sdk/client-location)
41 
42- Address Validation: Verify and standardize addresses in bulk with the asynchronous Jobs API (StartJob with Action `ValidateAddress`, then GetJob/ListJobs/CancelJob). It adds what Geocode lacks — a postal-authority verdict (ValidationGranularity, Mailable/Locatable, per-component StatusDetail), not just coordinates. Coverage is US, CA, UK, and AU only; for other countries use Geocode.
43 
44**Maps** (SDK: geo-maps, JS: @aws-sdk/client-geo-maps)
45 
46- Dynamic Maps: Interactive maps using tiles with [MapLibre](https://maplibre.org/) rendering
47- Static Maps: Pre-rendered, non-interactive map images, good for including an image into a web page, or for thumbnail images
48 
49**Routes** (SDK: geo-routes, JS: @aws-sdk/client-geo-routes)
50 
51- Route calculation with traffic and distance estimation
52- Service area/isoline creation
53- Matrix calculations for multiple origins/destinations
54- GPS trace alignment to road segments
55- Route optimization (traveling salesman problem)
56 
57**Geofences & Trackers** (SDK: location, JS: @aws-sdk/client-location)
58 
59- Geofences: Detect entry/exit from geographical boundaries
60- Trackers: Current and historical device location tracking
61 
62**API Keys** (SDK: location, JS: @aws-sdk/client-location)
63 
64- API Keys: Grant access to public applications without exposing AWS credentials
65 
66## Common Mistakes
67 
68Avoid these frequent errors:
69 
701. **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.
71 
722. **Using GetStyleDescriptor API for map initialization**: MUST use direct URL passing to MapLibre (`https://maps.geo.{region}.amazonaws.com/v2/styles/Standard/descriptor?key={apiKey}`) instead of making GetStyleDescriptor API calls. The direct URL method is required for proper map rendering.
73 
743. **Forgetting `validateStyle: false` in MapLibre config**: Always set `validateStyle: false` in the MapLibre Map constructor for faster map load times with Amazon Location styles.
75 
764. **Mixing resource-based and resourceless operations**: When possible, prefer resourceless operations (direct API calls without pre-created resources) for simpler deployment and permissions.
77 
785. **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/client-*` format.
79 
806. **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.
81 
827. **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/client-geo-places`) or IAM-style actions. See the Authentication and Permissions section for the complete list.
83 
84## Defaults
85 
86Use these default choices unless the user explicitly requests otherwise:
87 
88- **JavaScript SDK**: Bundled client (CDN) for browser-only apps; npm modular SDKs (@aws-sdk/client-geo-*) for React and build tool apps
89- **API operations**: Resourceless for Maps/Places/Routes (Geofencing/Tracking always require pre-created resources)
90- **Authentication**: API Key for Maps/Places/Routes; Cognito for Geofencing/Tracking
91- **Map style**: Standard
92- **Coordinate format**: [longitude, latitude] (GeoJSON order)
93 
94Override: User can specify "use Cognito for Maps/Places/Routes" or "use bundled client for React".
95 
96## API Selection Guidance
97 
98Choose the right API for your use case:
99 
100### Address Input (interactive forms)
101 
102- **Autocomplete** → Type-ahead in address forms (partial input: "123 Main")
103- **GetPlace** → Get full details after user selects autocomplete result (by PlaceId)
104- **Geocode** → Resolve a complete user-typed address to coordinates. Returns coordinates, a matched label, and match quality (`MatchScores` overall + per-component, `AddressNumberCorrected`) synchronously in one call — but no postal-deliverability verdict or standardized output.
105 
106### Address Validation (verify & standardize)
107 
108- **StartJob (Action `ValidateAddress`)** → Verify and standardize addresses in bulk against authoritative postal data; async Jobs API with Parquet input/output in Amazon S3. **Coverage: US, CA, UK, AU only; for other countries use Geocode.**
109- **GetJob / ListJobs / CancelJob** → Track, enumerate, and cancel validation jobs
110- Choose the Jobs API when you need a postal-authority verdict (ValidationGranularity, Mailable/Locatable, per-component StatusDetail) or bulk throughput. For a single ad-hoc check of whether one address resolves and how well it matched, the synchronous Geocode `MatchScores` is the right tool — do not stand up a job. See the address-verification reference.
111 
112### Finding Locations
113 
114- **SearchText** → General text search ("pizza near Seattle")
115- **SearchNearby** → Find places near a coordinate (restaurants within 5km)
116- **Suggest** → Predict places/POIs from partial or misspelled input
117- **Autocomplete** → Address-specific predictions (not for general POI search)
118 
119### Geocoding
120 
121- **Geocode (Forward)** → Address string → Coordinates
122- **ReverseGeocode** → Coordinates → Address
123 
124### Maps
125 
126- **Dynamic Maps (tiles + MapLibre)** → Interactive maps requiring pan, zoom, markers
127- **Static Maps (image)** → Non-interactive map images for thumbnails or email
128 
129### Routing
130 
131- **CalculateRoutes** → Single route between origin and destination
132- **CalculateRouteMatrix** → Multiple origins/destinations travel times
133- **CalculateIsolines** → Service areas (all locations reachable within time/distance)
134 
135## LLM Context Files
136 
137When you need detailed API parameter specifications or service capabilities not covered in the reference files, fetch these llms.txt resources:
138 
139- **Developer Guide**: https://docs.aws.amazon.com/location/latest/developerguide/llms.txt
140- **API Reference**: https://docs.aws.amazon.com/location/latest/APIReference/llms.txt
141 
142## Key Guidance for Better Recommendations
143 
144### Prefer the Bundled JavaScript Client for Web Development
145 
146For 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.
147 
148**Features included in the bundled client:**
149 
150- Enables direct pre-bundled dependency inclusion without custom bundle / build
151- Simplified authentication and API integration
152- TypeScript support with comprehensive type definitions
153- Support for all Amazon Location SDKs
154 
155**Included SDKs and Libraries:**
156 
157- @aws-sdk/client-geo-maps
158- @aws-sdk/client-geo-places
159- @aws-sdk/client-geo-routes
160- @aws-sdk/client-location
161- @aws-sdk/credential-providers
162- https://github.com/aws-geospatial/amazon-location-utilities-auth-helper-js
163 
164**Resources:**
165 
166- NPM Package: [@aws/amazon-location-client](https://www.npmjs.com/package/@aws/amazon-location-client)
167- GitHub Repository: [aws-geospatial/amazon-location-client-js](https://github.com/aws-geospatial/amazon-location-client-js)
168 
169### Prefer Resourceless Operations
170 
171Amazon 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.
172 
173**Resource-based operations** require you to:
174 
175- Create and configure Amazon Location Service resources (maps, place indexes, route calculators)
176- Manage resource lifecycle and permissions
177- Handle resource naming and organization
178 
179**Resourceless operations** allow you to:
180 
181- Make API calls directly without pre-creating resources
182- Reduce deployment complexity
183- Simplify IAM permissions and API Key permissions
184 
185### Authentication and Permissions
186 
187When 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:
188 
189**IAM Permissions** - Recommended for server-side applications and AWS SDK usage:
190 
191- Used with AWS credentials (access keys, roles, etc.)
192- Provide fine-grained access control
193- Required for resource management operations
194 
195**API Key Permissions** - Alternative authentication method, especially useful for client-side applications or applications deployed to unauthenticated (public) users:
196 
197- Simplified authentication without exposing AWS credentials
198- Can be configured with specific allowed operations
199- Useful for web and mobile applications
200- Supports both resource-based and resourceless operations
201- Enables faster subsequent map loads through CDN caching
202 
203**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.
204 
205Resourceless API key actions (recommended):
206 
207| Service | AllowActions | AllowResources |
208| ------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------- |
209| Maps | `geo-maps:GetTile`, `geo-maps:GetStaticMap` | `arn:aws:geo-maps:REGION::provider/default` |
210| 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/default` |
211| Routes | `geo-routes:CalculateRoutes`, `geo-routes:CalculateRouteMatrix`, `geo-routes:CalculateIsolines`, `geo-routes:OptimizeWaypoints`, `geo-routes:SnapToRoads` | `arn:aws:geo-routes:REGION::provider/default` |
212 
213Do 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.
214 
215### LocationClient Setup
216 
217Geofencing and Tracking use `LocationClient` (`@aws-sdk/client-location`). These are **resource-based operations** — you MUST create resources (trackers, geofence collections) before using them.
218 
219```javascript
220import { LocationClient } from "@aws-sdk/client-location";
221 
222// Server-side: uses IAM credentials from environment/role
223const client = new LocationClient({ region: "us-east-1" });
224```
225 
226```javascript
227// Client-side: uses Amazon Cognito
228import { LocationClient } from "@aws-sdk/client-location";
229import { fromCognitoIdentityPool } from "@aws-sdk/credential-providers";
230 
231const client = new LocationClient({
232 region: "us-east-1",
233 credentials: fromCognitoIdentityPool({
234 identityPoolId: "us-east-1:xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx",
235 clientConfig: { region: "us-east-1" },
236 }),
237});
238```
239 
240## MCP Server Integration
241 
242Integrates with the [AWS MCP Server](https://docs.aws.amazon.com/aws-mcp/latest/userguide/what-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://docs.aws.amazon.com/aws-mcp/latest/userguide/getting-started-aws-mcp-server.html) for setup and credential configuration. To use a non-default region, add `"--metadata", "AWS_REGION=<your-region>"` to your MCP config args.
243 
244## Additional Resources
245 
246- [Amazon Location Service Developer Guide](https://docs.aws.amazon.com/location/latest/developerguide/)
247- [Amazon Location Service API Reference](https://docs.aws.amazon.com/location/latest/APIReference/)
248- [Amazon Location Service Samples](https://github.com/aws-geospatial)
249 
250## Reference Files
251 
252Load these resources as needed for specific implementation guidance:
253 
254- [Address Input](./references/address-input.md) - Create effective address input forms for users with address type ahead completion improving input speed and accuracy
255- [Address Verification](./references/address-verification.md) - Verify and standardize addresses in bulk against authoritative postal data using the asynchronous Jobs API (StartJob with Action ValidateAddress), before persisting to databases or taking downstream actions
256- [Calculate Routes](./references/calculate-routes.md) - Calculate routes between locations with customizable travel options and display them on maps
257- [Device Tracking](./references/device-tracking.md) - Track device locations in real time and query position history
258- [Dynamic Map Rendering](./references/dynamic-map.md) - Render dynamic maps with MapLibre
259- [Google Maps Migration (Android)](./references/google-migration-android.md) - Migrate Android application from Google Maps SDK for Android to Amazon Location Service
260- [Google Maps Migration (iOS)](./references/google-migration-ios.md) - Migrate iOS application from Google Maps SDK for iOS to Amazon Location Service
261- [Google Maps Migration (JavaScript)](./references/google-migration-web.md) - Migrate JavaScript web application from Google Maps API to Amazon Location Service
262- [Places Search](./references/places-search.md) - Search for places or points of interest
263- [Web JavaScript](./references/web-javascript.md) - Integrate Amazon Location services into web browser applications
264- [Zone Alerts](./references/zone-alerts.md) - Monitor device positions against geographic boundaries and react to zone entry or exit
265 

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