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使用 PokeClaw 透過裝置端 AI 代理控制 Android 裝置

執行裝置端 Android 控制迴圈，本地檢視螢幕並執行應用程式操作，以實現行動自動化與測試工作流程。

使用 PokeClaw 透過裝置端 AI 代理控制 Android 裝置 是什麼？

這項技能讓開發者能夠直接從 AI 代理（如 Claude Code 或 Cursor）控制 Android 裝置，透過 PokeClaw 在裝置端運行完整的控制迴圈。它會檢視螢幕畫面，並可本地執行應用程式操作，無需持續連接主機電腦。支援多種運行時間，包括透過 Python CLI 或容器與 Portal APK 通訊的 DroidRun/Mobilerun，以及使用 ADB、UIAutomator 和螢幕截圖的 minitap/mobile-use 等外部框架。一個關鍵亮點是支援在裝置端運行 Gemma 4，用於本地、私密的控制，同時也允許為更複雜任務選擇性地使用雲端模型。此技能非常適合在本地裝置上進行行動自動化與測試，在敏感工作負載中優先考慮隱私和低延遲。主要限制包括任務狀態可能洩漏到後續運行，以及模型下載或 LiteRT 啟動可能失敗。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/control-android-devices-with-an-on-device-ai-agent-using-pokeclaw
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說明文件

使用 PokeClaw 透過裝置端 AI 代理控制 Android 裝置 是做什麼的？

執行裝置端 Android 控制迴圈，本地檢視螢幕並執行應用程式操作，以實現行動自動化與測試工作流程。

先決條件

PokeClaw；Android 裝置或模擬器；專案文件中記載的執行時期相依性

安裝

來自上游的注意事項與限制：

  • DroidRun/Mobilerun 本地/開源版本會在主機機器的 Python CLI/容器中執行代理迴圈，並透過 ADB/連接埠轉發與 Portal APK 通訊。Portal APK 使用 Android 無障礙服務來取得樹狀結構、手勢/滾動...
  • minitap/mobile-use、Mobile-Agent、AppAgent 和 AppAgentX 是外部 SDK/研究工具包，通常需要 Python 加上 ADB、UIAutomator、螢幕截圖、Docker、雲端手機或主機端模型/API 服務。
  • 任務執行期間不需要連接電腦

基本使用或入門說明：

文件

來源

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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