llm-language:面向 Windows 的 Claude Code 工作流桌面应用
Boeotian-genusprocnias332/llm-language
llm-language 是一款 Windows 桌面应用,把自然语言意图转成可执行的工作步骤,并支持 Claude Code 插件。它通过 ROSETTA.md 自适应记忆文件保存项目上下文,提供代码库感知的上下文工程与多智能体工作流支持,推荐配置为 Windows 10/11、8 GB 内存、500 MB 磁盘空间。
🤖 llm-language - Turn Intent Into Clear Actions
🚀 What llm-language does
llm-language is a desktop app for Windows that helps you turn plain language into useful work steps. It acts as a translation layer between what you want and what the machine should do.
It is built for people who want help with:
- Writing better prompts
- Keeping context in one place
- Managing complex workflows
- Using Claude Code with less back and forth
- Storing project memory in ROSETTA.md
- Working with an AI assistant that stays aware of your codebase
The app uses workflow logic, context handling, and adaptive memory so you can keep tasks moving without starting over each time.
📥 Download for Windows
Visit this page to download the Windows release:
On the releases page, look for the latest version and choose the Windows file. If there is more than one file, pick the one that matches your system.
🪟 Install on Windows
- Open the releases page.
- Download the Windows file from the latest release.
- If the file is in a .zip format, right-click it and choose Extract All.
- Open the extracted folder.
- Double-click the app file to run it.
- If Windows asks for permission, choose Yes.
- Wait for the app to open.
If the app comes as an installer, run the installer and follow the steps on screen.
🧭 First-time setup
When you open llm-language for the first time, set up the basic parts you plan to use.
- Connect your Claude Code setup if you want plugin support.
- Choose the folder that holds your project files.
- Add your main task or goal in plain language.
- Review the context notes the app creates.
- Save your setup so you can return to it later.
If you use it for multiple projects, keep one workspace per project. That helps the app keep the right memory and context.
⚙️ What it helps with
llm-language gives you a simple way to manage work that would normally take many prompts or many steps.
🧠 Proactive workflow intelligence
The app helps you move from one step to the next with less manual work. It can suggest what to do next based on the task, the project state, and the context you already gave it.
📚 Codebase-aware context engineering
It keeps track of project details so your AI tool has the right background. That makes it easier to ask for changes, explain bugs, or plan updates without repeating yourself.
🗂 ROSETTA.md adaptive memory
ROSETTA.md acts as a living memory file. The app updates it as your work changes, so important project notes stay in one place.
🔌 Claude Code plugin support
llm-language is made to work with Claude Code. It helps you shape requests, keep context clear, and move between tasks with less friction.
🧩 Multi-agent workflow support
If your process includes more than one AI role or step, the app can help keep those parts organized. That is useful for research, planning, writing, and execution.
🖥️ System requirements
llm-language is designed for Windows desktops and laptops.
Recommended setup:
- Windows 10 or Windows 11
- A modern 64-bit processor
- At least 8 GB of RAM
- 500 MB of free disk space
- Internet access for downloads and updates
- Claude Code installed if you want plugin use
For best results, use it on a machine that can keep your project files in a stable folder.
📁 Typical use cases
You can use llm-language for tasks like these:
- Turning a rough idea into a clear task list
- Planning code changes with better context
- Saving project notes in a structured memory file
- Preparing prompts for Claude Code
- Tracking what an AI assistant should know before it acts
- Keeping long projects from losing direction
- Reducing repeated setup work across sessions
🛠 How to use it day to day
- Open the app.
- Load your project or workspace.
- Enter your goal in plain English.
- Let the app organize the context.
- Review the output before sending it to your AI tool.
- Update the memory file when the project changes.
- Return to the same workspace when you continue later.
A simple habit helps here: keep your notes short, specific, and tied to the current project. That gives the app better input to work with.
📌 Best results
Use short task statements like these:
- Fix the login flow
- Add a settings screen
- Explain this error message
- Review the code for missing cases
- Prepare a prompt for a refactor
- Save the important project rules
This keeps the context clear and makes the next step easier to manage.
🔍 What makes it different
Many tools help with prompts. llm-language focuses on the path between intent and action. It ties together:
- Prompt planning
- Context handling
- Project memory
- Workflow steps
- Claude Code use
That mix helps when your work needs more than a single prompt or a one-off answer.
🧾 File and folder tips
Keep your project files in one place. Use a clear folder name for each project. If the app creates or updates ROSETTA.md, keep that file near the code or notes it belongs to.
A simple folder structure can help:
- Project folder
- Source files
- Notes
- ROSETTA.md
- Prompt drafts
This makes it easier to pick up work later.
🔄 Updating the app
When a new version is available, return to the releases page and download the latest Windows file. Replace the old version if the release notes say to do so, or keep your project files in place if the app stores them outside the program folder.
Download the latest Windows release
❓ Common questions
Do I need to know how to code?
No. You can use the app with plain English. It is made to help non-technical users work with AI tools and project context.
Do I need Claude Code?
Only if you want the Claude Code plugin features. The app can still help with workflow planning and memory handling.
Can I use it for more than one project?
Yes. It works best when you keep each project in its own workspace or folder.
What is ROSETTA.md?
ROSETTA.md is a memory file that stores important project notes. The app can use it to keep track of what matters as the project changes.
Is this for solo work or team work?
Both. Solo users can use it to keep tasks clear. Teams can use it to share a stable project context and reduce repeated setup.
🧪 Sample workflow
Here is a simple way to use llm-language for a real task:
- Open your project folder.
- Enter a goal such as: update the settings page.
- Add notes about the current layout and needed changes.
- Let the app shape that into a better task plan.
- Use the output with Claude Code.
- Save the updated context in ROSETTA.md.
- Return later and continue from the same state.
This keeps the work steady and easier to follow.
📎 Release link
Use this page to download the Windows build:
来源:GitHub · github.com