编程智能体比较
能够端到端操作代码库的智能体。它们通过理解并产出具体的代码变更（如文件、diff、PR），在直接或间接访问代码仓库、CLI 和开发工具的情况下，协助完成或自主处理软件开发任务（如缺陷修复、功能开发、重构、测试和迁移）。
如需比较语言模型，请参阅我们的模型基准测试。
我们使用 AI 收集部分结果
| 产品 | 类型 | 开源 | 使用自有模型 | 价格 | 发布 | 描述 | |
|---|---|---|---|---|---|---|---|
| Cursor | 独立 IDE本地/CLI云端 | 免费订阅 $0-200/mo | Mar 2023 | AI-native IDE with chat, inline edits, and agent mode. Also offers CLI and background agents: run repo tasks from terminal or offload to a worker; get diffs, notes, and command output when done. | |||
| Claude Code | IDE 扩展本地/CLI云端 | Feb 2025 | Agentic coding tool accessible via CLI, web, and desktop integration. Plan steps, edit files, run commands; outputs diffs and reviewable patches. | ||||
| GitHub Copilot Coding Agent | IDE 扩展云端 | 免费订阅 $0-39/mo | May 2025 | Coding assistant in IDE and GitHub. Provides completions and chat over your repo; turns issues into PR-ready changes with summaries and reviewable diffs. | |||
| Windsurf | 独立 IDE | 免费订阅 $0-200/mo | Nov 2024 | Desktop coding IDE with an agent workflow for multi-file changes. Plans tasks, edits code, and iterates with local commands/tests; outputs diffs directly in the project. | |||
| Codex | IDE 扩展本地/CLI云端 | 免费订阅企业版按用量 $0–200/mo | Apr 2025 | Agentic coding tool accessible via VS Code extension, CLI, or cloud. Extension: chat and diff workflow. CLI: repo-aware edits. Cloud: larger multi-step refactors in hosted environments. | |||
| Cline | IDE 扩展本地/CLI | 免费企业版 Free + API costs | Jul 2024 | VS Code agent extension and CLI. Plan steps, edit files, run terminal commands using your model keys. Emphasizes transparent logs and patch-style results you review. | |||
| Devin | 云端 | Mar 2024 | Hosted coding agent in cloud dev environment (editor, terminal, browser). Assign a ticket; get PR-style changes and a progress trace. | ||||
| Aider | 本地/CLI | 免费订阅 Free + API costs | Jun 2023 | CLI pair-programmer for git repos. Describe changes then agent edits files, shows diffs, and commits incrementally for easy review and rollback. | |||
| Google Antigravity | 独立 IDE | 免费订阅 $0-250/mo | Nov 2025 | AI-native IDE where agents can plan, code, test, debug, and iterate. Can execute multi-step coding tasks via editor, terminal, browser; outputs plans and logs for audit. | |||
| Roo Code | IDE 扩展 | 免费订阅 Free + API costs | Nov 2024 | Agentic coding tool (VS Code extension). Turns goals into steps, applies multi-file edits, runs commands; outputs reviewable diffs and task logs. | |||
Amazon Q Developer Amazon | IDE 扩展本地/CLI | 免费订阅 $0–19/mo | Apr 2024 | AWS-native coding assistant for IDEs and AWS console. Helps write code, troubleshoot AWS services, and generate snippets; strong on cloud config, IAM, and SDK usage. | |||
| Gemini Code Assist | IDE 扩展本地/CLI | 免费订阅 $0–45+/mo | Apr 2024 | Google's IDE coding assistant for code completion + chat over your repo. Suggests edits, explains code, and helps refactor; integrates with Workspace/Cloud accounts. | |||
| Continue | IDE 扩展本地/CLI | 免费订阅企业版 $0–20/mo | Jul 2023 | Open-source IDE extension (VS Code/JetBrains) that connects to many models. Provides chat, autocomplete, and one-click "apply edit" patches grounded in your codebase. | |||
| OpenHands | 云端 | 免费企业版按用量 $0–500/mo | Mar 2024 | Open-source autonomous dev agent with a web UI. Can run commands, edit files, and iterate toward a goal in a sandbox; typically outputs a patch/PR plus execution logs. | |||
| Zed | 独立 IDE | 免费订阅企业版按用量 $0–10/mo | Jan 2024 | Fast, native code editor with built-in assistant features (chat + inline). Focus on responsive editing and collaboration; outputs direct file edits and explanations in-editor. | |||
| Augment Code | IDE 扩展本地/CLI | 免费订阅企业版 $20-200/mo | Apr 2024 | Codebase-aware assistant aimed at large repos. Integrates with IDE workflows to answer questions with citations from your code and propose reviewable multi-file patches. | |||
| Amp | IDE 扩展本地/CLI | 免费订阅按用量 Free + API costs | May 2025 | Agent-first coding tool for turning a task into concrete repo changes. Runs steps, edits files, and returns a diff plus a concise "what I changed" report for review. | |||
| KiroAmazon | 独立 IDE本地/CLI | 免费订阅企业版按用量 $0–200/mo | Jul 2025 | Agentic IDE focused on going from specs to production code. Helps break work into tasks, apply multi-file changes, and keep outputs reviewable as diffs with rationale. | |||
| Jules | 云端 | 免费订阅 $0–250/mo | May 2025 | Google's async coding agent. Connects to your repo, works on tasks in the background, and delivers changes as a PR/diff with a summary of steps taken. | |||
| Gemini CLI | 本地/CLI | 免费按用量 Free + API costs | Jun 2025 | CLI for Gemini. Useful for code Q&A, quick generation, and repo summaries from the terminal; outputs text plus suggested patches you can apply and test yourself. | |||
| Goose | 本地/CLI | 免费订阅 Free + API costs | Jan 2025 | Open-source dev agent from Block. Runs tool-driven workflows (commands, file edits) and returns a trace of actions plus the resulting code changes for review. | |||
| Warp 2.0 | 本地/CLI | 免费订阅企业版按用量 $0–200/mo | Jun 2025 | Modern terminal with an AI assistant built in. Helps compose commands, explain output, and run task-style flows; results are commands/scripts plus summarized terminal output. | |||
| Genie | 云端 | 免费订阅 $0–99/mo | Aug 2024 | Cosine's coding agent aimed at delegating tickets end-to-end. Runs tasks and returns working code changes with a PR-style summary and reviewable diffs. | |||
| Manus | 云端 | 免费订阅按用量 $0-199/mo | Mar 2025 | General-purpose agent that also supports coding workflows. Can research, run multi-step tasks, and produce working code/artifacts; results delivered as reports plus files/diffs. | |||
| Mistral Vibe | IDE 扩展本地/CLI | 免费订阅企业版按用量 $0–50/mo | Jun 2025 | Mistral's coding product for generation and refactoring. IDE extension and CLI. Focuses on developer workflows and code understanding; outputs snippets, suggestions, and patch-style edits. | |||
| opencode | IDE 扩展本地/CLI | 免费订阅 Free + API costs | Jun 2025 | CLI-first coding agent for repo tasks. Accepts goals, proposes a plan, edits files, and outputs a reviewable diff/patch plus a short execution narrative. | |||
| Qoder | 独立 IDE | 免费订阅 $0–100/mo | Aug 2025 | Coding assistant positioned around task-to-code workflows. Aims to produce concrete multi-file edits and explanations, with results structured as diffs you can review. | |||
| Qwen Code | 本地/CLI | 免费订阅 Free + API costs | Jul 2025 | Open-source Qwen tooling for coding from the terminal. Provides repo-aware prompts and patch-style outputs; you apply changes via git and verify with your own tests. | |||
| Kimi CLI | IDE 扩展本地/CLI | 免费订阅 Free + API costs | Oct 2025 | Kimi CLI for terminal workflows. Generate code, summarize repos, draft fixes; outputs text plus suggested changes you apply locally. | |||
| BLACKBOX | IDE 扩展独立 IDE本地/CLI云端 | 订阅企业版 $10–40/mo | Sep 2022 | BLACKBOX coding agent across IDE extension, standalone IDE, CLI, and remote agent. Code search, generation, in-editor assistance, terminal workflows, and cloud delegation for longer tasks. |
市场概览
该表按“类别”列所示的四类产品比较编程智能体：IDE 扩展（如 GitHub Copilot、Cline、Continue、Roo Code、Amazon Q、Gemini Code Assist、Augment Code、Amp、Mistral Vibe）、专用 IDE（Cursor、Windsurf、Zed、Google Antigravity、Kiro、Qoder、BLACKBOX）、CLI 工具（Claude Code、Aider、Codex、Gemini CLI、Goose、Warp 2.0、opencode、Qwen Code、Kimi CLI）和云平台（Devin、OpenHands、Jules、Genie、Manus）。许多工具横跨多个类别，例如 Cursor 和 Codex 各自出现在三个类别中。开源和自带模型（BYOM）支持较为普遍，价格则从免费的开源工具（Aider、Cline、Goose、Gemini CLI）到云平台每月最高 500 美元的订阅方案不等。
常见问题
表格将智能体分为四类：为现有编辑器添加 AI 能力的 IDE 扩展（如 GitHub Copilot、Cline、Continue）、围绕 AI 构建的专用 IDE（如 Cursor、Windsurf、Zed）、用于终端工作流的 CLI 工具（如 Claude Code、Aider、Gemini CLI），以及在远程环境中异步执行任务的云平台（如 Devin、OpenHands、Jules）。许多工具横跨多个类别。
许多工具支持使用自有模型（BYOM），让你通过 API 密钥连接自定义模型或托管提供商。Cline、Continue、Aider、Goose、Cursor、Zed 等工具提供完整 BYOM。GitHub Copilot、Windsurf 等提供部分 BYOM，模型选择经过精选。Claude Code、Codex、Devin 和 Amazon Q 不支持 BYOM，仅使用厂商的模型。
有。许多工具是开源的，包括 Cline、Continue、Aider、OpenHands、Goose、Zed、Roo Code、Gemini CLI、Mistral Vibe、opencode、Qwen Code、Kimi CLI 和 BLACKBOX。大多数只对 LLM API 调用收费。GitHub Copilot 也有免费套餐。Devin、Genie 等云平台通常需要订阅。
我们从类别（IDE 扩展、专用 IDE、CLI、云平台）、开源状态、BYOM 支持和价格等方面比较智能体。我们的表格会定期更新，以反映新工具和变化。 查看 LLM 基准测试