🧙‍AutoDev: The AI-powered coding wizard with multilingual support 🌐, auto code generation 🏗️, and a helpful bug-slaying assistant 🐞! Customizable prompts 🎨 and a magic Auto Dev/Testing/Document/Agent feature 🧪 included! 🚀

VSCode Version: https://github.com/unit-mesh/auto-dev-vscode

Regarding the matter discussed in the LICENSE issue at the project’s outset, we want to address the complexity of JetBrain plugin development. In the process, we referenced certain code and API designs from the JetBrains Community version and the JetBrains AI Assistant plugin. JetBrains understandably reserves the right to view this as potential infringement on their intellectual property.

Therefore, as of April 2024, AutoDev is no longer available on the JetBrains Plugin Marketplace. However, for older versions’ AutoDev, you can access downloads from our Releases page.

Additionally, we extend a warm invitation to participate in the development of the VSCode version. Your contributions are greatly appreciated.

AutoDev Architecture

Here is the AutoDev architecture:

AutoDev Feature Overview

Features:

• Languages support: Java, Kotlin, JavaScript/TypeScript, Rust, Python, Golang, C/C++/OC, or others…
• Auto development mode
  • AutoCRUD (Spring framework）. With DevTi Protocol (like devti://story/github/1102) will auto generate Model-Controller-Service-Repository code.
  • AutoSQL (required Database plugin). Context-aware SQL generation.
  • AutoPage (React). Context-aware Web Page generation.
  • AutoArkUI (HarmonyOS). Auto generate HarmonyOS ArkUI code.
  • AutoTesting. create unit test intention, auto run unit test and try to fix test.
  • AutoDocument. Auto generate document.
• Copilot mode
  • AutoDev will help you find bug, explain code, trace exception, generate commits, and more.
  • Pattern specific. Based on your code context like (Controller, Service import), AutoDev will suggest the best code to you.
  • Related code. Based on recent file changes, AutoDev will call calculate similar chunk to generate the best code.
• Chat with AI. Chat with selection code and context-aware code.
• Customize.
  • Custom specification of prompt. For example, Controller, Service, Repository, Model, etc.
  • Custom intention action. You can add your own intention action.
  • Custom LLM Server. You can customize your LLM Server in Settings -> Tools -> AutoDev
  • Custom Living documentation. Customize your own living documentation, like annotation.
  • Team AI. Customize your team prompts in codebase, and distribute to your team.
  • Prompt override. You can override AutoDev’s prompt in your codebase.
• SDLC
  • VCS. Generate/improve commit message, release note, and more.
  • Code Review. Generate code-review content.
  • Smart Refactoring. AI based Rename, refactoring with code smell, refactoring suggetion and more.
  • Dockerfile. Based on your project, generate Dockerfile.
  • CI/CD config. Based on build tool, generate CI/CD config file, like .github/workflows/build.yml.
  • Terminal. In Terminal ToolWindow, you can use custom input to generate shell/command
• Custom AI Agent
  • Executable AI Agent language: DevIns.
  • Custom AI Agent. You can integrate your own AI Agent into AutoDev.
• Model
  • Built-in LLM Fine-tune
  • UnitEval evaluate llm result
  • UnitGen generate code-llm fine-tune data.

Fine-tuning model

AutoDev fine-tune models:

name	model download (HuggingFace)	finetune Notebook	model download (OpenBayes)
DeepSeek 6.7B	AutoDev Coder	finetune.ipynb	AutoDev Coder

Language Support (for Fine-tuning)

We follow Chapi AST analysis engine for language support tier.

Features	Java	Python	Go	Kotlin	JS/TS	C/C++	C#	Scala	Rust	ArkTS
Chat Language Context	✅	✅	✅	✅	✅	✅			✅	✅
Structure AST	✅		✅	✅	✅	✅
Doc Generation	✅	✅	✅	✅	✅				✅	✅
Precision Test Generation	✅	✅	✅	✅	✅				✅
Precision Code Generation	✅			✅
AutoCRUD	✅			✅