AgentIndex icon
AgentIndex
agent-droid-bridge logo
agent-droid-bridge
★ 22
vs
trace-mcp logo
trace-mcp
★ 193

agent-droid-bridge vs trace-mcp

agent-droid-bridge: Agent Droid Bridge is an MCP server that connects AI agents to Android devices and emulators over ADB. It exposes ADB functionality as structured tools for mobile automation, app testing, dynamic analysis, and reverse engineering.; trace-mcp: trace-mcp is a framework-aware code intelligence MCP server that builds cross-language dependency graphs from source code. It enables AI agents to understand framework-specific relationships, track request flows, analyze change impact, and remember past decisions across sessions, significantly reducing token usage.

01

TL;DR

agent-droid-bridge logo
agent-droid-bridgeDev Tooling · ★ 22

Mobile automation (e.g., installing apps, drawing on screen, taking screenshots).

Read agent-droid-bridge full review →
trace-mcp logo
trace-mcpDev Tooling · ★ 193

Understanding full-stack web applications with cross-language relationships

Read trace-mcp full review →
02

Side-by-Side Comparison

Field
agent-droid-bridge logoagent-droid-bridge
trace-mcp logotrace-mcp
Category
Dev Tooling
Dev Tooling
Stars
★ 22
★ 193
License
MIT
MIT
Install Command
uvx agent-droid-bridge
npm install -g trace-mcp && trace-mcp init && trace-mcp add
Updated
3mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
adb, agentic-ai, android
ai-agents, claude-code, code-intelligence
03

Features

agent-droid-bridge logoagent-droid-bridge
01Exposes 14 core MCP tools for screen capture, UI inspection, touch input, text entry, app launching, etc.
02Extra tool packs (e.g., app_manager) extend core toolset with 9 additional tools.
03Auto-detects single device; prompts user to choose when multiple are connected.
04Secure execution with restricted/unrestricted modes and shell denylist/allowlist.
05Purpose-built tools return minimal structured responses, reducing context consumption.
trace-mcp logotrace-mcp
01Framework-aware dependency graph across languages
02Code-linked decision memory
03Cross-session intelligence and context carryover
04Change impact analysis with risk scoring
05Up to 99% token reduction
04

Use Cases

agent-droid-bridge logoagent-droid-bridge
↳Mobile automation (e.g., installing apps, drawing on screen, taking screenshots).
↳App testing (e.g., launching apps, injecting intents, managing permissions).
↳Reverse engineering / dynamic analysis (e.g., extracting APKs, running arbitrary ADB commands).
trace-mcp logotrace-mcp
↳Understanding full-stack web applications with cross-language relationships
↳Impact analysis for changes across multiple languages and frameworks
↳Reducing token consumption and context window pressure in large codebases
FAQ

FAQ

What is the difference between agent-droid-bridge and trace-mcp?
Both agent-droid-bridge and trace-mcp are in the Dev Tooling category. agent-droid-bridge has 22 stars, while trace-mcp has 193 stars.
Which is better, agent-droid-bridge or trace-mcp?
The best choice depends on your use case. Choose agent-droid-bridge if Mobile automation (e.g., installing apps, drawing on screen, taking screenshots)., and trace-mcp if Understanding full-stack web applications with cross-language relationships.
Is agent-droid-bridge free or open source?
Yes, agent-droid-bridge is open source on GitHub (MIT).
Is trace-mcp free or open source?
Yes, trace-mcp is open source on GitHub (MIT).
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Related

Alternatives to agent-droid-bridge →Alternatives to trace-mcp →agent-droid-bridge details →trace-mcp details →