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

OpenBMB/AgentCPM-GUI

AgentCPM-GUI: An on-device GUI agent for operating Android apps, enhancing reasoning ability with reinforcement fine-tuning for efficient task execution. observed · 2026-08-28

github.com/OpenBMB/AgentCPM-GUI · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

46/100

  • Activity 61
  • Release rhythm 35
  • Longevity 34

Flags: no_releases

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: n/a
  • age_days: 477
  • days_rel: n/a
  • days_push: 234
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1407 stars · 133 forks observed · 2026-08-28

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

AgentCPM-GUI is an open-source 8B-parameter on-device GUI agent built on MiniCPM-V that takes Android screenshots as input and autonomously executes user tasks. It is fine-tuned for Chinese and English apps and enhanced with reinforcement fine-tuning for improved planning and reasoning.

Use cases

  • automate tasks on android apps from screenshots
  • build a gui agent that operates chinese apps like dianping and bilibili
  • run an on-device llm agent for phone automation
  • ground ui elements like buttons and input boxes from screenshots
  • evaluate gui agents on android task benchmarks
  • fine-tune a multimodal model for app automation with rft

When to choose

  • you need an open-source gui agent optimized for chinese android apps
  • you want on-device inference with a compact 8b model and short action sequences
  • you need screenshot-based ui grounding and task execution

When to avoid

  • you need to automate ios or desktop applications
  • you lack a gpu for model inference
  • you need a no-code automation tool rather than a model and codebase

Facets

library · maturity active

machine-learning agent-framework computer-vision llm-inference reinforcement-learning artificial-intelligence mobile-development python gui-agent on-device-llm android-automation screen-understanding reinforcement-fine-tuning multimodal ai-agents natural-language-processing android gpu

1 source

Member repositories

RepositoryRoleHealth v2
OpenBMB/AgentCPM-GUImain46

For agents

markdown · JSON · MCP: product_card(name="OpenBMB/AgentCPM-GUI")

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