AI Development Tools
The Hottest AI Development Tools and How to Use Them
These tools are changing the way software is developed. They represent AI's transition from "tool" to "partner", just as the Aphrodite project symbolizes—this is the Renaissance of AI.
MCP (Model Context Protocol)
Open Standard for AI Connectivity
MCP is an open standard protocol introduced by Anthropic to establish standardized connections between AI models and external tools/data sources. It's called the "USB-C interface" for AI, enabling flexible interaction with various tools and data.
Key Features
- Unified tool connection standard
- Support for multiple data sources
- Secure authorization mechanism
- Extensible architecture
Installation
MCP typically comes installed with Claude Desktop or other MCP-supported clients.
Usage
In Claude Desktop, add MCP servers through the settings menu to use them.
Claude Code
AI Programming Partner
Claude Code is an AI programming agent introduced by Anthropic. It is the first AI programming assistant for developers. Claude Code can understand entire codebases, write new code, run tests, execute Git operations, and even use command-line tools. It represents the future direction of AI-assisted software development.
Key Features
- Understand entire codebases
- Write and modify code
- Run tests and builds
- Execute Git operations
- Use terminal commands
- Interactive programming conversation
Installation
Visit claude.ai/code to download and install, or install via package manager
Usage
After installation, run `claude` in the terminal to start an interactive conversation.
AI Agent
AI Systems That Execute Tasks Autonomously
AI Agents are AI systems capable of autonomously planning and executing complex tasks. Unlike traditional Q&A AI, Agents can understand goals, make plans, use tools, evaluate results, and adjust behavior based on feedback. Claude Agent is a representative work in this field.
Key Features
- Autonomous task planning
- Tool usage capability
- Result evaluation and feedback
- Multi-step complex task handling
- Codebase understanding and operation
Installation
Claude Agent typically comes with Claude Code.
Usage
In Claude Code, use the `/agent` command or describe complex tasks to enable Agent mode.
Skill
Ways to Extend AI Capabilities
Skill is a concept in Claude Code, referring to specific functional modules that extend AI capabilities. Through Skills, users can add custom commands, automated workflows, and domain-specific knowledge to Claude.
Key Features
- Custom commands
- Workflow automation
- Domain-specific knowledge
- Reusable prompt templates
Installation
Skills are defined in configuration files (path may vary by version, refer to official documentation).
Usage
After defining a Skill in the configuration file, invoke it via /skill-name or custom commands.
OpenDevin
Open Source AI Developer
OpenDevin is an open-source AI software development agent, inspired by Devin. It can autonomously complete software development tasks including code writing, testing, and bug fixes.
Key Features
- Autonomous software development
- Multi-step task processing
- Code understanding and generation
- Open source and customizable
Installation
git clone https://github.com/All-Hands-AI/OpenDevin && cd OpenDevin && pip install -e .
Usage
After installation, run `python -m opendevin` or use Docker to start.
SWE-agent
Software Engineering AI Agent
SWE-agent is an open-source AI software engineering agent developed by Princeton University. It is specifically designed to handle real software engineering issues from GitHub, autonomously analyzing bugs and writing fix code.
Key Features
- Real bug fixing
- GitHub integration
- Code analysis capability
- Academic research output
Installation
pip install swe-agent && swe-agent setup
Usage
Run `swe-agent` command and provide a GitHub issue URL.
Cursor
AI-Powered Code Editor
Cursor is an AI-enhanced code editor based on VS Code, with built-in AI capabilities similar to GPT-4. It can intelligently complete code, generate functions, explain code, and fix bugs. It is currently one of the most popular AI programming tools.
Key Features
- Intelligent code completion
- Generate entire functions
- Code explanation and refactoring
- Chat mode interaction
- Built-in terminal
Installation
Download installer from https://cursor.sh, or use `winget install Cursor`
Usage
After installation, open a project and AI will automatically analyze code and provide suggestions.
GitHub Copilot
AI Code Assistant
GitHub Copilot is an AI code assistant developed by GitHub in partnership with OpenAI, based on OpenAI's Codex model. It can automatically suggest code based on context and was the first commercially available AI programming tool at scale.
Key Features
- Real-time code suggestions
- Multi-language support
- Natural language to code
- Learns user coding style
Installation
Search for "GitHub Copilot" in VS Code extension store to install
Usage
During coding, Copilot will automatically show code suggestions, press Tab to accept.
OpenCLAW
Open Source AI Assistant (⭐ 373k)
OpenCLAW is an open source AI assistant project, meaning "The lobster way". It can run on any OS and platform as your personal AI assistant. This is a fully open source solution, allowing everyone to have their own AI assistant.
Key Features
- Fully open source
- Cross-platform support
- Self-hostable deployment
- Active community
- Based on Claude technology
Installation
git clone https://github.com/openclaw/openclaw && cd openclaw && npm install
Usage
Configure and run according to project documentation, with customizable extensions.
Hermes-Agent
Growing AI Agent (⭐ 159k)
Hermes-Agent is "The agent that grows with you"—an AI Agent that continuously grows with use. It can autonomously learn user habits, optimize task execution, and provide increasingly personalized services.
Key Features
- Adaptive learning
- Long-term memory
- Personalized service
- Continuous task optimization
- Multi-modal support
Installation
git clone https://github.com/NousResearch/hermes-agent && cd hermes-agent && pip install -e .
Usage
After installation, configure API key to start using.
Conclusion
The emergence of these tools marks a new era in software development. AI is no longer just an auxiliary tool but has become a partner for developers. Mastering these tools will help you stay competitive in this AI era.