新设备 2FA 提示跳过
在一款消费fintech应用中，登录路由变更绕过新设备的验证步骤。
一个安全检查站被悄悄跳出。
Mo是AI QA的工程师测试你的应用结束。 校验关键流量，从一个快件中找到错误。
由主要工程团队信任。
创建的测试 77 813
进行了70 607 819次测试
核实的变动 339 166
经核实的公关费80 290
自动愈合 8 932 104
虫子抓住了117 010个
每天由运输团队进行生产。
1
联合国
5
代码移动更快。 核查必须跟上。
编码agents使得构建软件的速度大大加快。 瓶颈现在知道它的作用。 校验属于agent环。 Agents需要应用程序本身提供的证据来验证其变化能提供预期的行为。
探索
写入您需要验证的用户流。 对你的应用程序进行测试重新使用成功的AI行动，并审查作为应用改变而提出的修复建议。
您的编辑器到CI的验证。
用平正英语YAML写出步骤和断言。
在您的仓库中审查并版本测试。
01 / 作者数
描述一个用户流及其用平话写的预期结果。 保留 YAML 文件中的步骤和断言您的团队和编码 agent 可以审查。
标准用户购买。 test.yaml - 瞬间
存储前端
测试
模块
1 文件类型：瞬间/测试/v2
2id：标准用户检查退出
3url: https://shop.momentic.ai (中文(简体) ).
4description：端到端取出流程
5个步骤：
6 - 模块：./登录用户名-密码.module.yaml
7 - 行为：把瞬间背包加到推车上，然后退房
8 - 模块：./填出个人-info.module.yaml
9 - 断言：项目总额与所列每个项目的数额相匹配
10 - 点击：完成按钮
瞬间运行
02 运行
用CLI来检查你正在更改的应用程序。 在下次合并或部署之前在 CI 中进行相同的测试。
03分队
看哪个步骤失败，检查它的截图和痕迹。 AI分解调查原因，提出测试修复方案供您审查。
二相 AI 分类 -- -- 交互式
询问关于此 runctrl- c 的后续信息以退出
github.com (英语).
测试/标准用户-购买。 test.yaml+1-1
- 3 -5步骤
- 模块：./填出个人-info.module.yaml
- 点击：完成按钮
+ - 点击：位置顺序按钮
暂时治疗
04人/治愈
当UI改变时，Momentic 发现再次控制。 永久愈合建议测试文件编辑，以供审查。 应用 diff 并重新运行以检查结果。
描述您的产品术语、商业规则以及知识库中的预期行为。 Agents利用上下文选择动作并检查结果。
给agents提供他们检查流量所需的产品规则。
测试运行时看到的映射屏幕和用户流量。
审查会议建议，然后将其纳入知识库。
被工程团队所喜爱。
Poe.com的AI回应，即使不是决定性的
Momoko F. Quora产品业务主管
30分钟
从7小时起每日执行测试
500+
手动测试案例被替换
100%
在一个月内创建的关键测试
用SSO和自定义数据政策测试私人应用程序。 获得专用入职和优先支持。 Momentic是SOC 2 Type 2认证。
工程团队使用"动能".
01 SOC 2 类型 2
独立审计。 信托中心的合规报告。
02 合同正常
服务范围和营业时间承诺由您的企业协议确定。
03 SSO和非洲区域局
SAML和OIDC SSO，行政和成员角色，以及审计日志。
04 优先支助
优先支持和企业账户专用账户管理人。
Momentic发现应用失败的例子，有受影响的流量及其影响。
生产前117 010
在浏览器上运行您的测试 Momentic 管理。 知识库也普遍可用，分类，分解，AI测试选取则放弃了他们的β标签。
Mo在云中运行自主的QA会话，在网络上或托管了Android和iOS设备，并配有您Og的MCP服务器和会话所附带的秘密。
每一个v5定位器和断言查询，现在都根据它需要多少推理来进行快速、中或扩展的努力，这也确定了它的信用用途。
生成的 ids 已正常化，并且将源文件属性从缓存选择器中忽略出，因此重建您的应用不再错过每个步骤。
一个AI动作现在可以缓存一个分支，因此只有显示在半个时间上从缓存中重放而不再唤醒agent的饼干横幅。
一个单独的评论员在AI动作通过前查看应用程序的实际结局，并在你的目标没有实现时用它的推理递回台阶。
Triage能找出每个测试都失败的原因它负责修复你的分支，然后打开一个拉请求对于其他的事业，并要求谁拥有它去审查。
在主机仿真器上运行 Android 测试，没有 Android Studio, SDK，或者安装在您的机器上。
用普通的英语说，在跑步的某个时候，什么应该是真实的。 瞬间根据录像的画面来检查一下烤面包片能闪出一秒钟
将您的 agents 的应用错误提交.momentic/ 技能，以及探索，分解，结果分类 agents 运行时读取。
importic doctor告诉您设置出了什么问题：CLI 和 Node 版本，签名入内，浏览器，项目配置，以及与 Momentic 的连接。 --fix 清除已贬值的选项。
使用 API 键将完成的运行和运行组运行到 REST 上。 由cursor通过它们并按日期，状态，或平台过滤。
捕捉到解答的测试到手提快照中，然后用瞬间跑-从-snapshot来回放。
imeric ai 探索现在支持更深的规划控制，JSON输出，以及产品错误报告带有再Pro步骤。
运行现在暴露出活的进度，结构化的JSON输出，以及更清晰的运行查看器对缓存状态，回溯，条件，和循环的诊断。
V3 agent现在是各地的默认。 它计划了前面的流量，缓存解开的步骤，和自我治愈失败。
瞬间 AI 分解组失败入标签桶，预览计划与干跑，并且可以隔离它无法修复的东西。
以更清洁的v2文件格式新建项目脚手架，即时升级迁移已存在的项目会结束。
Pass -- 平行自动和运动大小从您的主机的CPU计数中可以更快地进行本地运行和CI运行。
在测试中提供带有电子邮件.create()的ephemer 收件箱，并在您的 Org 池中提供带有 sms.lease() 的租赁号码。
恢复流量可以检查浏览器状态，运行步骤，重试失败步骤，并刷新 stale缓存，每步可见。
momentic ai 分类从它的 ID 或 URL 对运行进行分类，这样您就可以将每个失败类别引导到正确的动作。
Android AI行动现在在前面进行规划，缓存解出的步骤，以及自愈，匹配网络体验。
屏幕录音在iOS和Android测试运行期间自动被捕获并随运行尝试一起被存储。
从Claude Code或Cursor为iOS和Android创建测试和模块，运行步程，并驱动模拟会话。
默认启用了 AI 动作，因此 AI. ai Action 开关在 motic.config. yaml 中不再需要。
移动测试得到专用的设置和拆卸部分，所以共享先决条件和清理在一个地方进行。
作者并运行了针对iOS的Momentic测试，带有模块，AI动作，并同时托管了Android的模拟器。
启动并终止浏览器会话，相接步骤，运行步骤从你的编码agent到stdio MCP服务器。
新请求的收听器，请求录制，以及模拟的路由步骤类型让agents捕获和分流网络流量。
Run Viewer 现在绘制系统并处理执行过程中捕获的CPU和内存来帮助调试flaky运行。
故障恢复现在扩大到移动测试，重试并围绕iOS和Android的瞬态问题进行改造。
瞬间结果查看本地运行的查看器发布在您的机器上浏览结果而不上传任何东西。
在撰写测试时，通过移动编辑器中的编辑后退并向前。
本文由 AI宝库自动抓取并翻译，版权归原作者所有；如需查看原文请点下方链接。
New-device 2FA prompt skipped
At a consumer fintech app, a login routing change bypassed the new-device verification step.
A security checkpoint was silently skipped.
Mo is an AI QA engineer that tests your app end to end. Verify critical flows and find bugs from a prompt.
Trusted by leading engineering teams.
Tests created 77,813
Test runs executed 70,607,819
Changes verified 339,166
PRs verified 80,290
Auto-heals 8,932,104
Bugs caught 117,010
Trusted in production by teams shipping every day.
1
of
5
Code moves faster. Verification has to keep up.
Coding agents have made it dramatically faster to build software. The bottleneck is now knowing it works. Verification belongs in the agent loop. Agents need evidence from the app itself to verify that their changes deliver the intended behavior.
Explore
Write the user flows you need to verify. Momentic runs the tests against your app. Reuse successful AI actions and review proposed repairs as the app changes.
Verification from your editor to CI.
Write steps and assertions in plain-English YAML.
Review and version the tests in your repository.
01 / author
Describe a user flow and its expected result in plain English. Keep the steps and assertions in YAML files your team and coding agent can review.
standard-user-purchases.test.yaml - momentic
storefront
tests
modules
1fileType: momentic/test/v2
2id: standard-user-checkout
3url: https://shop.momentic.ai
4description: End-to-end checkout flow
5steps:
6 - module: ./log-in-username-password.module.yaml
7 - act: add the momentic backpack to the cart and go to checkout
8 - module: ./fill-out-personal-info.module.yaml
9 - assert: the item total matches the amount listed for each item
10 - click: Finish button
momentic run
02 / run
Use the CLI to check the app you're changing. Run the same tests in CI before the next merge or deploy.
03 / triage
See which step failed and inspect its screenshots and traces. AI triage investigates the cause and proposes a test repair for you to review.
momentic ai classify --interactive
Ask a follow-up about this runctrl-c to exit
github.com
tests/standard-user-purchases.test.yaml+1−1
@@ checkout flow · steps 3-5 @@
- module: ./fill-out-personal-info.module.yaml
- - click: Finish button
+ - click: Place Order button
momentic ai heal
04 / heal
Momentic finds controls again when the UI changes. Permanent healing proposes test-file edits for review. Apply the diff and rerun to check the result.
Describe your product’s terminology, business rules, and expected behavior in the Knowledge base. Agents use that context to choose actions and check outcomes.
Give agents the product rules they need to check a flow.
Maps screens and user flows seen during test runs.
Review session suggestions before adding them to the Knowledge base.
Loved by engineering teams.
“Momentic gave us a fast and reliable way to validate Poe.com's AI responses, even when they weren't deterministic.”
Momoko F. Head of Product Operations, Quora
30 min
daily test execution, down from 7 hours
500+
manual test cases replaced
100%
critical tests created in one month
Test private apps with SSO and custom data policies. Get dedicated onboarding and priority support. Momentic is SOC 2 Type 2 certified.
Engineering teams using Momentic.
01 SOC 2 Type 2
Independently audited. Compliance reports in the Trust Center.
02 Contractual uptime SLA
Service scope and uptime commitments are set in your Enterprise agreement.
03 SSO & RBAC
SAML and OIDC SSO, Admin and Member roles, and audit logs.
04 Priority support
Priority support and a dedicated account manager for enterprise accounts.
Examples of application failures found by Momentic, with the affected flow and its impact.
117,010 before production
Run your tests on browsers Momentic manages. The knowledge base is generally available too, and classification, triage, and AI test selection dropped their beta labels.
Mo runs autonomous QA sessions in the cloud, on web or hosted Android and iOS devices, with your org's MCP servers and secrets attached to the session.
Each v5 locator and assertion query now routes itself to a fast, medium, or extended effort based on how much reasoning it needs, which also sets its credit usage.
Generated ids are normalized and source-file attributes are left out of the cached selector, so rebuilding your app no longer misses every step.
An AI action can cache a branch now, so the cookie banner that only shows up half the time replays from cache instead of waking the agent again.
A separate reviewer looks at where the app actually ended up before an AI action passes, and hands the step back with its reasoning when your goal did not happen.
Triage works out what broke each test. It commits the fixes your branch caused, then opens a pull request for every other cause and asks whoever owns it to review.
Run Android tests on hosted emulators without Android Studio, the SDK, or adb installed on your machine.
Say in plain English what should have been true at some point in a run. Momentic checks it against frames from the run video, so a toast that flashes for a second still counts.
Commit what your agents keep getting wrong about your app to .momentic/skills, and the explore, triage, and result-classification agents read it while they run.
momentic doctor tells you what is wrong with your setup: CLI and Node versions, sign-in, browsers, project config, and the connection to Momentic. --fix clears out deprecated options.
Pull your finished runs and run groups over REST with an API key. Page through them by cursor and filter by date, status, or platform.
Capture resolved tests into portable snapshots and replay them in isolation with momentic run --from-snapshot.
momentic ai explore now supports deeper planning controls, JSON output, and product bug reports with repro steps.
Runs now expose live progress, structured JSON output, and clearer Run Viewer diagnostics for cache status, retries, conditionals, and loops.
The V3 agent is now the default everywhere. It plans the flow up front, caches the resolved steps, and self-heals on failure.
momentic ai triage groups failures into labeled buckets, previews the plan with a dry run, and can quarantine what it cannot fix.
New projects scaffold in the cleaner v2 file format, and momentic upgrade migrates existing projects end to end.
Pass --parallel auto and Momentic sizes the worker pool from your host's CPU count for faster local and CI runs.
Provision ephemeral inboxes with email.create() and lease numbers from your org pool with sms.lease() right inside a test.
The recovery flow can inspect browser state, run steps, retry the failed step, and refresh stale caches, with per-step visibility.
momentic ai classify categorizes a run from its ID or URL so you can route each failure category to the right action.
Android AI actions now plan up front, cache resolved steps, and self-heal, matching the web experience.
Screen recordings are captured automatically during iOS and Android test runs and stored with the run attempt.
Create tests and modules, run step ranges, and drive emulator sessions for iOS and Android from Claude Code or Cursor.
AI actions are enabled by default, so the ai.aiAction switch is no longer needed in momentic.config.yaml.
Mobile tests gain dedicated setup and teardown sections so shared preconditions and cleanup live in one place.
Author and run Momentic tests against iOS, with modules, AI actions, and hosted simulators alongside Android.
Start and terminate browser sessions, splice steps, and run step ranges from your coding agent over a stdio MCP server.
New request listener, request recording, and mock route step types let agents capture and stub network traffic.
The Run Viewer now charts system and process CPU and memory captured during execution to help debug flaky runs.
Failure recovery now extends to mobile tests, retrying and adapting around transient issues on iOS and Android.
momentic results view launches a local run viewer to browse results on your machine without uploading anything.
Step back and forward through edits in the mobile editor while authoring tests.
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