A recent Taiwan government warning against Amap turned into a viral boost, exposing the app’s superior traffic‑light countdown, massive data‑driven network effects, and the underlying reverse‑propagation model that explains why the ban accelerated downloads rather than suppressing them.
This tutorial walks through the MCP architecture, shows how to install @langchain/mcp-adapters, connect real Amap and Playwright MCP servers to a LangGraph ReAct agent, combine multiple servers, choose between stdio and HTTP transports, and avoid common production pitfalls.
This article introduces Spacetime‑GR, a large‑scale generative recommendation model that integrates hierarchical geographic POI indexing and spatiotemporal token encoding to enhance POI prediction for Amap, detailing its pre‑training pipeline, data cleaning, curriculum learning strategy, experimental results, scaling law observations, and the resulting improvements in hit rate and discovery rate.
This tutorial walks through registering API keys, setting up a conda environment, integrating the Firecrawl MCP server, writing Qwen‑Agent code, and extending the agent with Amap MCP to create a multi‑functional MiniManus AI application in roughly ten minutes.
This article walks through Amap's Model Context Protocol (MCP) service, explaining its purpose, installation steps, configuration in the Cursor client, and practical examples such as travel planning and location‑based queries, while also evaluating its strengths and current limitations.
This tutorial explains how to use the AMap (Gaode) Map API in PHP to create a map instance, configure its container, size, initial zoom level, add controls, and display the map, providing complete code examples for each step.
This guide details how to build an immersive VR house‑tour web app using Vue.js, Photo Sphere Viewer for 360° panoramas, and AMap API for custom and mass map markers, covering project setup, integration steps, and code examples.
This article provides a step‑by‑step guide for implementing map zoom functionality in web applications using the AMap (Gaode) API with PHP, covering API key acquisition, library inclusion, map instance creation, container setup, zoom level configuration, control addition, and final display with complete code examples.
This article presents a complete front‑end solution for hand‑drawing cycling routes on AMap, applying road‑matching correction, exporting to GPX, adding waypoint‑based route planning, and enhancing map animations with custom setCenter and setFitView functions, all illustrated with full source code.
This article presents a comprehensive guide to building a digital agriculture visualization dashboard using AMap JSAPI, three.js, GIS tools, and Vue, covering requirement analysis, layer design, data processing, 3D model integration, animation, and interactive features for smart farming applications.
This tutorial demonstrates how to combine Gaode (AMap) 3D maps with Three.js to render interactive effects such as flying lines, animated boundaries, rising peaks, floating pyramids, and custom text markers, using custom coordinate conversion, WebGL layers, shaders, and CSS2D rendering for a compelling web‑based geographic visualization.
This article describes a personal project that automates the calculation of commuting distances and times between multiple residential areas and two workplace locations by leveraging the AMap API within a Vue‑based frontend, generating Excel reports and visual charts for easy comparison.
This article demonstrates how to build a web page that leverages AMap's Arrival Range API and Turf.js to calculate reachable areas, compute their intersection, and search for residential communities within the overlap, providing a practical GIS solution for locating optimal rental locations.
This article analyzes the performance bottlenecks of an H5 map built with the AMap JS‑SDK, explains the causes of frame drops on low‑end devices, and presents a step‑by‑step refactor using data‑fetching tweaks, DistrictCluster aggregation, and conditional rendering to achieve smoother interactions.
This article shares a front‑end developer’s experience of rebuilding a map‑based feature using Vue3 and Gaode (AMap) APIs, covering business requirements, point‑drawing techniques, trajectory rendering, performance‑aware loading strategies, and practical code snippets for custom markers and lines.
This tutorial explains how to integrate AMap's vector layer functionality into a PHP web project by setting up the API, creating a map container, initializing the map, and adding point, line, and polygon layers for rich geographic visualizations.
Gaode solved the WebGL‑context limit in AMap by rendering all visual layers on a single canvas with a shared context, disabling autoClear, preserving depth ordering, and using per‑layer EffectComposers merged via a final composer, enabling multiple scenes and post‑processing without exceeding browser limits.
This tutorial demonstrates how to use Redis' GEO data structure together with Docker, RedisInsight, and a NestJS backend to store location data, perform distance calculations and radius searches, and finally display nearby points on a web map using AMap and Axios.
This article details how to integrate Gaode (AMap) maps into a React frontend, covering script and npm imports, reusable map hooks, responsive marker info windows, event handling strategies, rendering abstractions for various map entities, and addressing common pitfalls such as marker overlap, bubble penetration, and memory leaks.
The article walks through building an automatic cruise navigation effect on AMap with Three.js by acquiring route data, merging GeoJSON paths, loading a 3D vehicle model, animating its movement and camera follow using TWEEN, and blending the NPC layer with satellite and 3DTiles layers for a smooth autonomous navigation experience.
This article details Amap's practical experience with Learning to Rank for search suggestions, covering application scenarios, data pipeline construction, feature engineering, model training, loss‑function adjustments, and the resulting performance improvements, while also discussing challenges such as sparse features and click bias.
This guide explains how to integrate the free AMap (Gaode) Map SDK for HarmonyOS, covering migration from Android, environment setup, signing, obtaining an appId and API key, adding the .har library, configuring permissions, initializing a MapView in an Ability, and accessing full map features such as rendering, search, routing, and custom overlays.
This guide walks through registering an AMap application, installing vue‑amap, configuring the API loader, building a reusable Vue component with search, geolocation, custom markers and styled info windows, and embedding the component into a page to achieve full map display and positioning functionality.
The AMap GIS SDK was engineered to simplify large‑scale smart‑traffic map visualizations by providing a reusable, extensible framework—featuring a MapContainer, configuration controller, source loader, framework adaptation layer, event‑queue mechanism, lifecycle hooks, plugins, instance caching, and multi‑instance isolation—to overcome AMap JSAPI’s development complexity and ensure stable, performant rendering across diverse data sets.
This article explains how Amap leverages scene text recognition to automate map data production, detailing the evolution from traditional image algorithms to deep‑learning models, the current detection and recognition framework, performance results, and future research directions for handling blur, data scarcity, and semantic understanding.
This article chronicles the five‑year evolution of Gaode Maps' application front‑end team, detailing how it grew from a handful of engineers handling short‑term activity development to a 100‑plus‑person group supporting five major business lines with dynamic rendering, performance optimization, and a robust engineering platform.
