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 | 免费订阅企业版按用量 $20–200/mo | Jan 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 | 订阅企业版按用量 $20–200/mo | 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 扩展本地/CLI云端 | 免费订阅企业版按用量 $10–100/mo | May 2025 | Coding assistant in IDE, CLI, and GitHub. Provides completions and chat over your repo; turns issues into PR-ready changes with summaries and reviewable diffs. | |||
| Codex | IDE 扩展本地/CLI云端 | 免费订阅企业版按用量 $20–200/mo | May 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 | 免费企业版按用量 企业版 | 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 | 独立 IDE本地/CLI云端 | 免费订阅企业版按用量 $20–200/mo | Mar 2024 | Coding agent across Devin Desktop (IDE), CLI, and Devin Cloud. Manage local and cloud agents, assign tickets, and get PR-style changes with a progress trace. | |||
| Aider | 本地/CLI | 免费按用量 不适用 | 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 | IDE 扩展独立 IDE本地/CLI | 免费订阅 $19.99–199.99/mo | Nov 2025 | AI-native IDE and CLI 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. | |||
| Gemini Code Assist | IDE 扩展本地/CLI | 免费订阅企业版 $22.80–54/user/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. | |||
| OpenHands | 本地/CLI云端 | 免费企业版按用量 企业版 | Mar 2024 | Open-source autonomous dev agent with a web UI, TUI, and CLI. 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 $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 | 订阅企业版按用量 $100/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云端 | 订阅企业版按用量 $20–200/mo | May 2025 | Agent-first coding tool for turning a task into concrete repo changes. Runs locally from editors and the CLI or remotely through Orbs, returning reviewable diffs and execution notes. | |||
Kiro Amazon | 独立 IDE本地/CLI云端 | 免费订阅企业版按用量 $20–200/mo | Jul 2025 | Unified coding agent across the IDE, CLI, and Kiro web. Helps break work into tasks, apply multi-file changes locally, or delegate remote tasks from web and mobile. | |||
| Jules | 云端 | 免费订阅 $19.99–199.99/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. | |||
| Goose | 本地/CLI | 免费按用量 不适用 | 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 $20–200/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. | |||
| Cosine | 本地/CLI云端 | 订阅企业版按用量 $19–999/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 $20–40/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云端 | 免费订阅企业版按用量 $14.99–24.99/mo | Dec 2025 | Mistral's coding agent for generation and refactoring via CLI, IDE (VS Code, JetBrains, Zed), or remote agents. Outputs snippets, suggestions, and patch-style edits. | |||
| opencode | IDE 扩展独立 IDE本地/CLI | 免费订阅按用量 $10/mo | Jun 2025 | Open-source coding agent for repo tasks in the terminal, IDE, or desktop app. Accepts goals, proposes a plan, edits files, and outputs a reviewable diff/patch plus a short execution narrative. | |||
| Qoder | IDE 扩展独立 IDE本地/CLI云端 | 免费订阅企业版按用量 $20–200/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 | IDE 扩展本地/CLI | 免费订阅按用量 $50/mo | Aug 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 | 免费订阅按用量 $19–199/mo | 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 | 企业版按用量 企业版 | 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、Gemini Code Assist、Augment Code、Amp、Mistral Vibe）、专用 IDE（Cursor、Devin、Zed、Google Antigravity、Kiro、Qoder、BLACKBOX）、CLI 工具（Claude Code、Aider、Codex、Goose、Warp 2.0、opencode、Qwen Code、Kimi CLI）和云平台（Devin、OpenHands、Jules、Cosine、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）到大多数个人方案每月最高 200 美元的订阅不等。
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）、围绕 AI 构建的专用 IDE（如 Cursor、Devin、Zed）、用于终端工作流的 CLI 工具（如 Claude Code、Aider），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、Aider、Goose、Cursor、Zed 等工具提供完整 BYOM。Qoder 支持自定义提供商，BLACKBOX 则允许企业客户连接自己的 OpenAI、Anthropic 和 Google 账户。GitHub Copilot 和 Google Antigravity 提供由厂商管理的模型选择。Claude Code、Codex、Devin 和 Kiro 使用厂商托管的模型。
有。许多工具完全开源，包括 Cline、Aider、OpenHands、Goose、Zed、Mistral Vibe、opencode、Qwen Code 和 Kimi CLI。Codex、Warp 和 BLACKBOX 有开源组件，但并非完全开源。GitHub Copilot 也有免费套餐。Devin、Cosine 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