jadx-mcp-server and uiautomator2-mcp-server
The MCP server for JADX-AI Plugin (A) and the uiautomator2 MCP server (B) are **ecosystem siblings** within the "android-device-automation" category, both acting as specialized Model Context Protocol servers for different aspects of Android interaction: one for JADX-AI plugin integration (likely for code analysis/reverse engineering) and the other for UI automation via uiautomator2.
About jadx-mcp-server
zinja-coder/jadx-mcp-server
MCP server for JADX-AI Plugin
Implements a Python-based MCP server that bridges LLMs with JADX via HTTP requests to a plugin, exposing 20+ tools for live Android APK analysis including class/method extraction, manifest parsing, smali bytecode retrieval, and variable renaming. Communicates with the JADX-AI-MCP plugin using a request-handler architecture that queries the decompiled app context directly, enabling real-time vulnerability detection and code-aware LLM recommendations without context switches.
About uiautomator2-mcp-server
tanbro/uiautomator2-mcp-server
A MCP (Model Context Protocol) server that provides tools for controlling and interacting with Android devices using uiautomator2.
Exposes 70+ tools for device automation (screenshots, gestures, app management, text input) via MCP protocol, with XPath-based UI element filtering to reduce token usage and tool selection controls to minimize AI hallucinations. Implements a stdio/HTTP dual-transport architecture that bridges AI assistants with Android devices through uiautomator2 and ADB, enabling conversational automation without coding. Integrates with MCP-compatible clients (Claude Desktop, Cursor) for natural language device control and includes a built-in AI-driven testing framework for UI validation.
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