Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add amap-demo/amap-sdk-skills --skill android-llm-agentgit clone --depth 1 https://github.com/amap-demo/amap-sdk-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/amap-demo/amap-sdk-skills/android-llm-agent)<a href="https://agentmods.dev/skills/amap-demo/amap-sdk-skills/android-llm-agent"><img src="https://agentmods.dev/badge/skills/amap-demo/amap-sdk-skills/android-llm-agent/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/amap-demo/amap-sdk-skills/android-llm-agent"><img src="https://agentmods.dev/badge/skills/amap-demo/amap-sdk-skills/android-llm-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00581 |
| Opus 5.5 | $0.00000 | $0.00232 |
| Sonnet 5.5 | $0.00000 | $0.00116 |
| Haiku 4.5 | $0.00000 | $0.00058 |
Grade A, and why
android-llm-agent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
AMap LLM Agent SDK Skills
AMap LLM Agent SDK 是高德地图 AI 智能助手 SDK，支持自然语言交互的地图导航服务。
触发词
- "接入LLM Agent SDK"、"集成AI助手"、"接入Agent"
- "连接高德APP"、"配置LinkClient"
目录结构
amap-llm-agent/
├── SKILL.md # 本文件 - 入口索引
├── api/ # API 使用指南
│ ├── quick-start.md # 快速接入（3步完成）
│ ├── agent-query.md # 发送 AI 查询
│ ├── query-result.md # 处理查询结果
│ ├── link-client.md # LinkClient 与高德APP通信
│ ├── transport-mode.md # 切换导航模式
│ ├── logger.md # 日志配置
│ └── lifecycle.md # 生命周期管理
└── references/ # 参考资料
├── voice-commands.md # 支持的语音指令
├── troubleshooting.md # 常见问题诊断
└── core-classes.md # 核心类说明
快速导航
| 需求 | 参考文档 |
|---|---|
| 首次接入 SDK | api/quick-start.md |
| 发送语音/文字查询 | api/agent-query.md |
| 处理 AI 返回结果 | api/query-result.md |
| 与高德 APP 联动 | api/link-client.md |
| 切换驾车/骑行/步行 | api/transport-mode.md |
| 查看支持的语音指令 | references/voice-commands.md |
| 排查问题 | references/troubleshooting.md |
依赖版本
// LLM Agent SDK
implementation 'com.amap.lbs.client:amap-agent:1.1.41'
// 导航 SDK（必须）
implementation 'com.amap.api:navi-3dmap:latest.integration'
// 定位 SDK（必须，用于实时位置更新）
implementation 'com.amap.api:location:latest.integration'
⚠️ 注意：如果 Agent SDK 或导航 SDK 依赖有问题（如无法下载、版本冲突等），请联系高德相关同学获取依赖包。
What ships with it
12 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- api/agent-query.md 2.4 KB
- api/lifecycle.md 1.3 KB
- api/link-client.md 3.1 KB
- api/logger.md 1.1 KB
- api/query-result.md 3.5 KB
- api/quick-start.md 11 KB
- api/transport-mode.md 1.9 KB
- README_zh.md 4.7 KB
- README.md 5.3 KB
- references/core-classes.md 1.1 KB
- references/troubleshooting.md 1.6 KB
- references/voice-commands.md 1.2 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 55 lines · 0 tokens per session scan A 59c9acd610d0
android-llm-agent is a skill published in the GitHub repository amap-demo/amap-sdk-skills (56 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 581 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
android-llm-agent compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| android-llm-agentamap-demo/amap-sdk-skills | Skill | 56 | 6mo ago | MIT | A | 0 | Claude Code, Codex |
| orca-emulator-androidstablyai/orca | Skill | 117k | yesterday | MIT | A | 102 | Claude Code, Codex |
| glance-canonical-layoutsandroid/skills | Skill | 10k | yesterday | Apache-2.0 | A | 56 | Claude Code |
| android-tombstone-symbolicationdotnet/skills | Skill | 5.8k | yesterday | MIT | A | 176 | Claude Code |
| dogfoodcallstack/agent-device | Skill | 5.3k | yesterday | MIT | A | 55 | Claude Code |
| winapp-mauimicrosoft/winappCli | Skill | 1.4k | yesterday | MIT | A | 68 | Claude Code |
| app_remixrome-os/rome | Skill | 889 | today | MIT | A | 50 | Claude Code, Codex |