UFO

Open-source multi-agent framework for automating Windows app interactions through natural language.

4.3 (4)
Daniel Nikulshynレビュー: Daniel Nikulshyn·更新 2026年5月

概要

UFO is a UI-focused agent framework designed to operate Windows applications by interpreting user requests in natural language and acting directly on graphical interfaces. It coordinates multiple specialized agents that observe the screen, plan steps, and execute actions across native and third-party Windows apps. The system combines large language models with screen understanding and control APIs, enabling tasks that span multiple applications, such as moving data between Word, Excel, and Outlook. It is primarily aimed at researchers and developers exploring desktop automation and OS-level AI agents.

主な機能

  • Multi-agent planning and execution
  • Visual grounding of UI elements
  • Cross-app workflow handling
  • Natural language task input
  • Integration with LLM providers
  • Logging and step-by-step traces

ユースケース

Cross-App Office Workflows

Automate tasks that span Word, Excel, and Outlook using natural language, such as extracting data from a document and emailing a summary.

Research on OS-Level AI Agents

Provide researchers a framework to study multi-agent planning, visual grounding, and execution on real Windows desktop environments.

Prototyping Desktop Automation

Developers can build and test natural language driven automations for native Windows GUI applications with step-by-step traceable execution.

Benchmarking LLM UI Agents

Evaluate different LLM providers on GUI control tasks by leveraging UFO's logging, visual grounding, and modular agent roles.

メリット & デメリット

メリット

  • Cross-application task automation on Windows
  • Multi-agent architecture with clear role separation
  • Open source and extensible
  • Works with native Windows GUI elements

デメリット

  • Limited to the Windows ecosystem
  • Requires technical setup and API keys
  • Reliability varies with complex UIs
  • Not a polished end-user product

レビュー

4.3

4件の評価の平均。

5
1
4
3
3
0
2
0
1
0

レビューを投稿するにはログインしてください。

D

Devin Walker

Use it every day

Honestly didn't expect to like it this much. Integration with LLM providers is exactly what I needed, and open source and extensible. I do wish reliability varies with complex UIs, but I reach for it almost every day now and it just clicks.

L

Linda Petersen

Solid for our team

We rolled this out across the team last quarter and multi-agent architecture with clear role separation. Integration with LLM providers fits neatly into how we already work, and logging and step-by-step traces removed a step we used to do by hand. Requires technical setup and API keys, which is the main caveat, but it has held up under daily use.

H

Hannah Goldberg

Use it every day

Honestly didn't expect to like it this much. Multi-agent planning and execution is exactly what I needed, and cross-application task automation on Windows. I do wish not a polished end-user product, but I reach for it almost every day now and it just clicks.

S

Sanjay Gupta

Does the job

Pretty happy overall. Natural language task input just works and open source and extensible. but no dealbreakers — I'd recommend it to a friend without hesitating.

Q&A

まだ質問はありません — 最初の質問者になりましょう。

質問する

AI securityの代替