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

Mininglamp-AI/Mano-P

Mano-P: Open-source GUI-VLA agent for edge devices. #1 on OSWorld (specialized, 58.2%). Runs locally on Apple M4 Mac mini/MacBook — no data leaves your device.Mano-P 是一个开源 GUI-VLA 项目,支持在 Mac mini/MacBook 上或通过算力棒本地运行推理,实现纯视觉驱动的跨平台 GUI 自动化操作。数据完全本地处理,支持复杂多步骤任务规划与执行。 observed · 2026-08-28

github.com/Mininglamp-AI/Mano-P · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

55/100

  • Activity 89
  • Release rhythm 35
  • Longevity 11

Flags: no_releases young

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: 161
  • days_rel: n/a
  • days_push: 69
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2589 stars · 242 forks observed · 2026-08-28

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

Mano-P is an open-source GUI-VLA (vision-language-action) agent model and SDK for edge devices, enabling purely vision-driven cross-platform GUI automation. It runs inference locally on Apple Silicon Macs or compute sticks so that all computer-use data stays on-device.

Use cases

  • automate desktop GUI tasks with a vision agent
  • run a computer-use agent fully locally on a Mac mini
  • build custom CUA skills and workflows
  • perform multi-step task planning and execution via screenshots
  • keep screen automation data private on-device
  • benchmark GUI agents on OSWorld

When to choose

  • you need privacy-first GUI automation with no data leaving the device
  • you want to run a computer-use agent on Apple Silicon or edge hardware
  • you're building custom agent skills on top of a GUI-VLA model
  • you need cross-platform visual GUI grounding without accessibility APIs

When to avoid

  • you need a cloud-scale agent with large frontier-model reasoning
  • your automation targets only mobile or web APIs rather than desktop GUIs
  • you lack Apple Silicon or compatible edge hardware for local inference
  • you need extensive ecosystem maturity beyond the phased open-source release

Facets

library · maturity active

agent-framework computer-vision machine-learning llm-inference workflow-automation computer-vision privacy developer-tools python cross-platform gui-automation vision-language-action computer-use-agent edge-devices local-inference on-device-ai osworld desktop-automation gui-grounding ai-agents automation macos gpu desktop

1 source

Member repositories

RepositoryRoleHealth v2
Mininglamp-AI/Mano-Pmain55

For agents

markdown · JSON · MCP: product_card(name="Mininglamp-AI/Mano-P")

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