Windows Version of Claude Cowork Arrives: A Desktop AI Agent That Takes Over My PC

Skywork’s new Windows desktop version brings Claude and Gemini models together in a local AI agent that can read files, organize projects, generate reports, build websites, conduct competitor analysis, and create multimodal content, offering fast, privacy‑preserving automation that the author found surprisingly powerful.

Old Zhang's AI Learning
Old Zhang's AI Learning
Old Zhang's AI Learning
Windows Version of Claude Cowork Arrives: A Desktop AI Agent That Takes Over My PC

What is Skywork Desktop?

Skywork Desktop (Skywork 桌面版) is a Windows‑only AI agent that can read local files, understand project context, and execute tasks on the computer. It supports both Claude‑opus‑4.5 and Gemini‑3‑Pro models and offers an “Auto” mode that automatically selects the appropriate model for each sub‑task.

Windows support – finally available for Windows users.

Speed – Auto mode runs faster than the web‑based Claude Cowork.

Local privacy – files stay on the machine, no cloud upload.

Multi‑model routing – Claude for complex logic, Gemini for multimodal tasks.

100+ integrated Skills – ready‑to‑use functions without manual configuration.

Comparison with Claude Cowork (Mac only)

System support: Skywork – Windows; Claude Cowork – Mac only.

Model choice: Skywork – Claude + Gemini; Claude Cowork – Claude only.

Smart routing: Skywork – Auto mode selects model; Claude Cowork – none.

Task speed: Skywork – faster; Claude Cowork – slower.

Image/video generation: Skywork – higher quality; Claude Cowork – weaker.

Price: Skywork – $49.9/month unlimited; Claude Cowork – $20/month limited.

Five real‑world scenarios tested

1. Desktop file auto‑organization

Command: “Help me sort the files on my desktop by project and type, and rename them clearly.” Skywork scanned all files, semantically grouped them into folders, and renamed them, demonstrating understanding of the user’s intent.

2. One‑click report generation

Command: “Read these links, create a markdown report on the VibeVoice model with images, and save locally.” Skywork fetched online PDFs, extracted key points, generated a structured markdown report with citations and embedded images.

3. Doc/PPT to landing‑page conversion

Command: “Turn the above material into a previewable, attractive website for presenting the model.” Skywork output a complete HTML file with title, description, and button, eliminating the need for designers or developers.

4. Multi‑site competitor analysis

Command: “Search GitHub/HuggingFace for DeepSeek‑OCR‑2, HunyuanOCR, PaddleOCR‑1.5‑VL, GLM‑OCR, compare parameters, features, pros/cons, and produce a recommendation report.” Skywork retrieved information from multiple sites, compiled a detailed analysis, and produced a concise report in minutes instead of a day.

5. Multimodal content generation

Command: “Based on the four OCR models, create four distinct promotional posters.” Using Gemini’s multimodal capabilities, Skywork generated four visually different posters, each with unique color schemes.

Author’s impression

The author describes Skywork as “truly understanding what I’m doing and what I want,” likening it to a colleague who can take over repetitive work after being handed a project folder.

Who should use it?

Office workers – file organization, weekly reports.

Content creators – batch poster generation, video script drafting.

Product managers – competitor research, requirement structuring, rapid prototyping.

Students/researchers – paper collection, literature comparison.

How to get started

Download the .msi installer from the official website and install to an English‑named directory.

Purchase a Plus membership ($49.9/month, $19.9 for trial).

Launch the app, select a model (Auto mode recommended), describe the task in detail, choose or let the AI suggest Skills, and wait for execution.

Tip: The clearer the task description, the more accurate the AI’s output.

Conclusion

In 2026 AI agents are shifting from chat tools to genuine productivity assistants. Skywork Desktop exemplifies this trend by embedding AI directly into the Windows workflow, allowing users to “work with a colleague” rather than merely prompting an AI.

AI AgentproductivityWindowsGeminiClaudeDesktop AISkywork
Old Zhang's AI Learning
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Old Zhang's AI Learning

AI practitioner specializing in large-model evaluation and on-premise deployment, agents, AI programming, Vibe Coding, general AI, and broader tech trends, with daily original technical articles.

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