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

inclusionAI/UI-Venus

UI-Venus is a general-purpose foundation GUI agent for mobile apps, web platforms, and desktop operating systems using only screenshots as input. observed · 2026-10-17

github.com/inclusionAI/UI-Venus · HTML observed · 2026-10-17

Health v2 · maintenance only

61/100

  • Activity 95
  • Release rhythm 35
  • Longevity 30

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 431
  • days_rel: n/a
  • days_push: 33
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1055 stars · 87 forks observed · 2026-10-17

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

UI-Venus is a family of open-source multimodal GUI agent models (9B/27B) that perform UI element grounding and task navigation from screenshots alone across mobile, web, and desktop environments. It is trained with reinforcement learning using keypoint-grounded verification and reflection supervision.

Use cases

  • automate tasks in mobile apps from screenshots
  • ground and click UI elements on a screen
  • build a computer-use agent for desktop OS interaction
  • navigate web pages autonomously with a vision-language model
  • benchmark GUI agents on mobile tasks
  • train a UI agent with reinforcement learning

When to choose

  • you need screenshot-only GUI automation across mobile, web, and desktop
  • you want an open-weights foundation GUI agent to fine-tune or deploy
  • you need robust long-horizon task completion with reflection and verification

When to avoid

  • you need DOM/accessibility-tree-based automation rather than vision-only grounding
  • you need a lightweight non-ML automation tool like Selenium or Playwright
  • you lack GPU resources to run 9B/27B models

Facets

library · maturity active

agent-framework computer-vision machine-learning reinforcement-learning llm-inference artificial-intelligence computer-vision python cross-platform gui-agent ui-grounding multimodal-llm screenshot-input computer-use mobile-automation huggingface-model ai-agents automation gpu

1 source

Member repositories

RepositoryRoleHealth v2
inclusionAI/UI-Venusmain61

For agents

markdown · JSON · MCP: product_card(name="inclusionAI/UI-Venus")

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem