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
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
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
- readme: https://github.com/Mininglamp-AI/Mano-P · fetched 2026-08-28 · badc1a576416
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| Mininglamp-AI/Mano-P | main | 55 |
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