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头对头基准测试
Manus vs TestDriver
Manus 记录了 19,195,779 月访问量，月度环比增长为 -1.7%，定价为免费试用。TestDriver 记录了 10,353 月访问量，增长率为 +7.1%，定价为免费试用，付费，定价请咨询。
Manus 记录了 19,195,779 月访问量，月度环比增长为 -1.7%，定价为免费试用。TestDriver 记录了 10,353 月访问量，增长率为 +7.1%，定价为免费试用，付费，定价请咨询。
TestDriver is an AI code reviewer that actually runs your app. It executes every pull request in a real desktop sandbox, finds bugs with AI vision, and contributes end-to-end regression tests back to your repository—no selectors, no DOM, no setup.
| 维度 / 指标 | | |
|---|---|---|
| 官方域名 | manus.im | testdriver.ai |
| 定价模式 | 免费试用 | 免费试用，付费，定价请咨询 |
| 月访问量 | 1919.58万 (19,195,779) | 1.04万 (10,353) |
| 月度环比流量变化 | -33.98万 (-1.7%) | +688 (+7.1%) |
| 主要市场与份额 | 🇧🇷 巴西 (18.3%) | 🇺🇸 美国 (64.8%) |
| 直接访问 / 月 | 1056.32万 | 4090 |
| 用户评分 | 4.6 | 4.4 |
| 支持的平台 | 网站 | 网站 |
不只是回答，而是真正把任务做完的通用 AI 智能体
给出目标后，智能体会自行规划步骤、选择工具，并在云端环境中持续完成任务，无需全程盯守。
产出的是演示文稿、可运行网站、小游戏和格式化文档等成品，而不是原始文本。
执行多来源的广泛调查，并把发现整理成结构化的报告。
在任务中或单独生成图片、视频与音乐。
TestDriver is an AI code reviewer that actually runs your app. It executes every pull request in a real desktop sandbox, finds bugs with AI vision, and contributes end-to-end regression tests back to your repository—no selectors, no DOM, no setup.
TestDriver reviews every pull request automatically, reads the diff with its vision agent, and generates end-to-end tests straight from the PR content to prove the new behavior works.
Tests run your actual application in a real desktop sandbox—clicking, typing and reading the screen—so they catch runtime and visual bugs, not just code diffs.
When the UI shifts and a cached element no longer matches, the AI finds it again, updates the cache and continues, so tests survive redesigns without rewrites.
Once a test passes, TestDriver opens a fresh pull request with the generated Vitest test code committed, so coverage lands in your repo alongside the change it protects.
免费 / 开源Provides open-source personal task automation, but lacks the polished cloud sandbox environment of Manus.
免费 / 开源Provides open-source personal task automation, but lacks the polished cloud sandbox environment of Manus.
专项更强Converts prompts into structured office deliverables, but acts primarily as a document generation workspace.
专项更强Converts prompts into structured office deliverables, but acts primarily as a document generation workspace.
发现并自动修复漏洞的一体化应用安全平台
免费 / 开源Unites multiple models and custom agents in a self-hosted workspace, but lacks pre-built autonomous execution sandboxes.
专项更强Deploys agent fleets to build business deliverables, but requires more manual setup for complex web research.
专项更强Deploys agent fleets to build business deliverables, but requires more manual setup for complex web research.
