Ross ROSS = Recommend OSS · open-source software intelligence for agents

IPADS-SAI/MobiAgent

The Intelligent GUI Agent for Mobile Phones observed · 2026-08-28

github.com/IPADS-SAI/MobiAgent · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

60/100

  • Activity 93
  • Release rhythm 38
  • Longevity 26
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 114
  • age_days: 369
  • days_rel: 254
  • days_push: 47
  • n_releases_24m: 2

Full methodology

Adoption not part of the score

1880 stars · 230 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

MobiAgent is a systematic framework for building customizable GUI agents that operate mobile phones, comprising the MobiMind agent model family, the AgentRR acceleration framework, and the MobiFlow benchmark. It supports on-device inference on smartphones and a unified runner for multiple vision-language models.

Use cases

  • automate tasks on android phones with an ai agent
  • run a gui agent that taps and swipes like a user
  • benchmark mobile gui agents
  • run llm agent inference directly on a smartphone
  • build custom workflows automated by an agent on mobile
  • compare ui-tars, qwen-vl and gemini agents on mobile tasks

When to choose

  • you need an ai agent that controls a phone's gui
  • you want on-device mobile agent inference
  • you need a benchmark for mobile gui agents

When to avoid

  • you need a web browser automation agent
  • you only want desktop gui automation
  • you need a no-code automation tool without ml models

Facets

framework · maturity active

agent-framework machine-learning llm-inference benchmarking computer-vision large-language-models mobile-development artificial-intelligence python cross-platform gui-agent mobile-automation on-device-inference agent-model screen-understanding ai-agents android mobile

1 source

Member repositories

RepositoryRoleHealth v2
IPADS-SAI/MobiAgentmain60

For agents

markdown · JSON · MCP: product_card(name="IPADS-SAI/MobiAgent")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem