Cline is an open-source autonomous AI coding agent that operates as a VS Code extension, capable of creating files, editing code, running terminal commands, and even interacting with web browsers to complete complex development tasks. It has become one of the most popular open-source AI coding agents, distinguished by its human-in-the-loop design that requires explicit developer approval before each action.
Cline's approach to autonomous coding prioritizes transparency and control. When given a task, Cline breaks it down into individual actions such as reading a file, writing code, running a command, or opening a browser, and presents each action to the developer for approval before executing it. This step-by-step approval workflow means developers maintain full oversight of what the agent is doing, preventing the runaway changes that can occur with fully autonomous tools. Cline supports any LLM API, including Claude, GPT-4, Gemini, and locally running models, giving developers the freedom to choose their preferred provider. The Model Context Protocol (MCP) support allows Cline to connect to external tools and data sources, extending its capabilities beyond basic code editing. The browser interaction feature enables Cline to open web pages, take screenshots, and interact with UI elements, which is useful for testing web applications and scraping documentation.
Cline is well suited for developers who want the power of an autonomous coding agent but are not comfortable handing over full control. The approval workflow makes it practical for use on production codebases where unreviewed changes could cause issues. It works particularly well for complex multi-step tasks like implementing features that require changes across multiple files, setting up project configurations, or debugging issues that require running commands and inspecting output.
Cline itself is free and open-source, but it requires API keys for whatever LLM provider you choose. API costs can accumulate quickly on complex tasks that require many iterations and large context windows, with a single substantial task potentially costing several dollars in API usage. The tool can be slower than direct coding for simple tasks due to the approval overhead, but its ability to handle complex multi-file changes with full transparency makes it a valuable tool for developers who want an agent they can trust.
Last updated: July 2026
Key Features
- Autonomous file creation and editing in VS Code
- Terminal command execution with approval workflow
- Browser interaction for testing and debugging
- Support for any LLM API (Claude, GPT-4, local models)
- Human-in-the-loop approval for every action
- MCP (Model Context Protocol) server support
Pros
- + Full transparency with step-by-step approval
- + Open-source and free to use with your own API keys
- + Highly capable at complex multi-step tasks
- + Active community with frequent updates
Cons
- − API costs can add up quickly on complex tasks
- − Requires your own LLM API key to use
- − Can be slow on tasks requiring many iterations
Articles About Cline
User Reviews
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4.5 from 3 reviews
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Matt Torres
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been using it since the beta. it's gotten so much better. the inline suggestions is actually useful now, not just a gimmick
Jun 19, 2026
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Mark Ruiz
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switched to this about 3 months ago and honestly can't go back. the multi-file awareness alone saves me probably an hour a day
Jan 27, 2026
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Gavin O'Neill
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replaced my previous setup with this and haven't looked back. it just does prototyping better
Jan 08, 2026
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