Momentic Mobile Background
Execution model
Momentic Mobile drives real Android emulators and iOS simulators. Tests are ordered lists of structured mobile steps.
- Interactive steps such as taps, typing, swipes, and scrolls use AI to resolve
natural-language targets into concrete device actions.
- Assertions can evaluate visible screen state, native hierarchy, and webview
state when available.
- Goal-based AI actions can perform broader tasks, but native mobile steps are
more stable and should be preferred.
Cache and memory
Momentic caches resolved mobile step metadata such as native selectors, XML nodes, visible text, webview state, and coordinates so most runs avoid repeated AI calls. This is critical for speed, but stale cache is a real debugging possibility: a step may hit the wrong element. AI checks may also use past-result memory to stay consistent across runs; bad memory can explain repeated borderline failures.
Caches are scoped by git metadata, including branch. Cache writes are skipped on protected branches, including the configured main branch, unless cache saving is forced with --save-cache or the CI environment variable is set. Cache reads can still happen on protected branches. Use --disable-cache to bypass cache entirely.
Ways to force fresh behavior:
- Change the step description/assertion when the intent has changed; this
changes the step identity used for cache matching. In v1, splicing a changed step also creates fresh internal UUIDs.
- Use
--disable-cachefor dynamic targets that should resolve fresh every run,
such as today's date or the next available slot.
- Preserve good previewed cache by carrying
CacheIdinto splice with
--cache-id <CacheId>.
- Change assertion wording and add disambiguation when previous AI memory is now
misleading.
Timing
Momentic uses smart waiting before targeting steps. It waits up to the configured smart-waiting timeout, which defaults to 5 seconds, for device state to settle or the target to appear. Within that window, do not add manual waits. For slower or more semantic readiness, use a targeted element/screen check, an AI check, or a native wait only when the test genuinely needs fixed time.
Settings precedence
momentic.config.yaml sets project defaults, but many mobile settings can be overridden at the test level: platform, default app asset channel/tag, emulator provider, local device/app overrides, locale/timezone, geolocation, timeouts, headers, and environment. Always check the test's own metadata before assuming the project default applies.
For managed mobile assets, treat channels from momentic_get_artifacts() as the source of truth. settings.defaultChannel must be a real channel for the test platform. settings.defaultTag is optional; omit it to use the most recent uploaded tag for that channel. Do not assume "latest" is special unless that literal tag exists.
Test context
Each run has a test-scoped env context that persists across steps, including modules. Later steps can read values written by earlier steps.
- v2: use
saveAson steps with return values. - v1/MCP CLI strings: use
--env-key. - JavaScript: prefer
returnplussaveAs/--env-key; use
setVariable(name, value) when setting multiple variables.
- Use
env.NAMEin JavaScript and module input expressions. - Use
{{ env.NAME }}in string fields.{{ ... }}can evaluate JavaScript,
but do not use it inside JavaScript step source because env is already in scope there.
Module inputs are JavaScript fragments as strings. Quote literal strings and use env.X for variables; they are not {{ }} templates.
JavaScript context
Mobile JavaScript steps run in the mobile execution sandbox. Use them for short one-off data prep, API checks, assertions, or context writes that native mobile steps cannot express.
The sandbox commonly provides env, setVariable, axios, assert, and other Momentic-provided helpers. If exact JS support matters, check the JavaScript command docs or the Step Authoring Guide from momentic_session_start.
Keep short one-off JavaScript inline. In v2 YAML, reusable utilities and long scripts can live in a project script file, following existing project conventions. Prefer locations such as $MOMENTIC_PROJECT_ROOT/scripts/mobile-utilities/setup.js when the project already has a scripts/ pattern. Read nearby scripts first and match their module style, helper naming, env usage, and error style.
Project State On Disk
Mobile tests are .test.yaml files. Mobile modules are reusable step collections stored as .module.yaml files. Test IDs are authoritative and live on the test file's id field.
There are two major mobile file formats:
fileType: momentic/mobile-test/v2or
fileType: momentic/mobile-module/v2 -> mobile v2. Direct YAML editing is preferred for high-confidence localized changes when live device discovery is not needed.
- Missing
fileType, or any other value -> v1. Never edit v1 YAML
directly; persist changes only through momentic_test_splice_steps.
Mobile v2 tests include a required platform value: ANDROID or IOS. Platform-specific command availability matters. Do not add Android-only commands to iOS tests.
momentic.config.yaml is the project root config. It stores project defaults for agents, AI features, emulator settings, file globs, environments, mobile assets, cache behavior, and advanced settings.
Mobile v2 steps can reference local files by relative path:
- Module invocations:
module: ./modules/login.module.yaml - JavaScript steps:
javascript: ./scripts/setup.js - File injection: command-specific local file paths
Relative paths resolve from the YAML file containing the step, not from the project root or importing test. Use ./... or ../...; do not use absolute paths or ~. If you move, rename, or delete a referenced file, grep for the old path and update every reference.
v1 YAML should still be edited only through MCP. Do not use file-backed JavaScript in v1 YAML or MCP CLI step strings; v1 JavaScript steps should carry executable code in code / --code. Use JavaScript file references only in mobile v2 YAML.
Do not add internal or auto-generated fields to v2 YAML.
Before You Edit
Gather only what you need:
- Test goal and user-visible mobile success criteria.
- Platform: Android or iOS.
- App source: managed channel/tag, local APK/.app, or an already-installed app.
- Provider: remote by default; local only when the user explicitly asks for a
local emulator/simulator.
- Auth requirements and required env vars.
- Risky actions that must not run twice: submit, purchase, delete, send, create.
For long tasks, inspect nearby mobile tests and modules before authoring. Reusing an existing module is usually better than rebuilding a common flow inline.
Ask before long-running checks, starting over from scratch, destructive actions, local device overrides, or editing a shared module.
Choose The Workflow
If the user requests a specific workflow, respect it unless it is unsafe or impossible. Otherwise, use direct mobile v2 YAML editing when the file is v2, the change is localized, the step sequence is known, and live device discovery is not required. Good examples: reword an assertion, adjust a target, update an env key, fix a file reference, or insert a small known step from a nearby pattern.
Use the MCP device-validation workflow when the file is v1 or unknown, live UI state must be discovered, target timing is flaky, the flow is multi-step and unclear, the change depends on platform behavior, or the user asks to build/validate interactively.
Use momentic_test_create for new mobile tests; search for the tool if it is not visible. It requires name, platform, and valid mobile settings. Only pass folder/path fields when requested.
momentic_session_start requires an existing testId; it does not create tests.
Universal Authoring Rules
- Prefer natural-language element descriptions. Use coordinate targets only as a
last resort for cases the AI cannot see, such as canvas-like surfaces, non-semantic custom views, maps, games, or a user-requested coordinate target.
- Prefer native mobile steps over JavaScript. Use JS only when no native step
expresses the behavior.
- Do not add launch/open-app steps at the start unless the test actually needs
to switch apps or recover app state.
- Keep assertions minimal and user-driven. Add readiness checks only when they
are needed to make the next dependent action reliable.
- After an action that should materially change screen state, add an immediate
validation before dependent actions. Prefer ELEMENT_CHECK or SCREEN_CHECK for deterministic text/state, and AI_CHECK for semantic visual state.
- Do not use AI actions unless the user asks or the existing test already uses
one.
- Do not add optional/default fields unless needed for correctness.
- Keep the delta small. Preserve unrelated params, request bodies, env keys,
literal values, quoting, comments, ordering, and step style.
- Do not work around real app failures. If the app is broken, data is missing,
permissions are blocked, the app asset is wrong, or a backend is down, report the failure instead of weakening the test.
- Do not reorganize
before/steps/afteror setup / main / teardown
unless the test intent requires it.
Working With Mobile V2 YAML
Mobile v2 is the human-editable format. Steps are compact: each step has one top-level command key, such as tap: Continue, or a detailed map under that key. Tests use before / steps / after; modules use steps. Durations are always milliseconds. No visible step/command IDs.
Direct-edit loop:
- Confirm
fileTypeandplatform. - Inspect nearby tests/modules for local command style.
- Edit the smallest YAML range.
- Run lint or MCP validation when syntax or behavior is uncertain.
Common mistakes:
- Using Android-only commands in iOS tests.
- Using percent coordinates outside
0..100in v2 YAML or outside0..1in MCP
CLI-style step strings.
- Confusing swipe direction with scroll intent.
SCROLL_TO --direction down
searches lower content; SWIPE --direction up moves the finger up and reveals lower content.
- Adding step IDs, command IDs, cache blobs, or execution artifacts to YAML.
- Using the wrong detailed target-field name for a command.
npx momentic-mobile lint validates mobile v2 schemas and file references. Run it when you are unsure of syntax after edits or after moving/renaming referenced files.
State refresh after disk edits:
- Active MCP session: use reload if available, otherwise restart the session and
run the edited range.
- No active MCP session: start a fresh session when ready to validate.
momentic_test_getinspects persisted state; it does not refresh an active
session after disk edits.
MCP Device-Validation Workflow
Use this for every v1 edit and for mobile v2 work that needs live discovery. The tool surface is shared; persistence differs: v1 uses splice, while v2 can use splice or direct YAML edit plus reload/restart.
Discovery
momentic_get_artifacts(): project context, config path, cwd, tests, modules,
environments, available AVDs, available iOS simulators, and managed mobile asset channels. Read only what you need.
momentic_test_get({ testId | testPath }): inspect persisted mobile test
state. Before a session, this is useful. During an active session after splicing, prefer the splice response or returnTest: true.
momentic_module_recommend({ userRequest }): find reusable flows.momentic_module_get({ selector }): inspect module params, defaults, enums,
and steps. Selector is exactly one of { id }, { name }, or { path }.
Sessions
momentic_session_start({ testId, ... }): start a mobile session. It returns
metadata, the Step Authoring Guide artifact, active Test Content with session step IDs, an initial screenshot, and installed-apps info. Required: testId. Call it by itself, not in parallel with other MCP tools.
- The platform is inferred from the test. Prefer the test's default emulator
settings. Omit provider/device/app overrides unless the user explicitly asks. If a provider must be chosen, prefer remote; use local only when requested.
- Session start options include
provider,envName,localDeviceId, and
localAppPath.
- Read the Step Authoring Guide before constructing CLI-style mobile steps.
- `momentic_run_step({ sessionId, fromStep, toStep?, targetSection?,
resetSession? }): run existing active-session steps. Use step IDs from Test Content or splice responses, never raw YAML. Use parentStepIdChain: []` for top-level steps.
- If state drifts, restart with
momentic_run_stepandresetSession: trueon
the same sessionId; do not reset between every micro-edit.
momentic_session_terminate({ sessionId }): terminate when done.
Test authoring loop
Author MCP steps in checkpoint-sized chunks. Preview forward until a logical section works, then splice that checkpoint. Good checkpoints are natural mobile flow boundaries such as login complete, permission handled, form submitted, item created, or confirmation visible. Avoid splicing one step at a time unless each step is uncertain, risky, or affects shared module structure.
momentic_preview_step({ sessionId, step }): execute one mobile step without
persisting. It is stateful. If it returns CacheId, include --cache-id <CacheId> when splicing that step. The response screenshot shows device state after the step.
- If a preview screenshot is not enough to target, call
momentic_get_session_state with returnBrowserState: true, then inspect the emulator-state text or artifact for accessible names, visible text, XML nodes, webview structure, screen bounds, and nearby structure.
- When the next several steps are obvious and low-risk, such as filling known
fields, splice them together and run that saved range instead of previewing each field one by one.
- `momentic_test_splice_steps({ sessionId, startIndex, deleteCount, steps,
targetSection?, parentStepIdChain?, returnTest? })`: insert, replace, or delete steps and persist.
- After splicing, read the response immediately; it is the source of truth for
inserted/deleted refs and active-session step IDs.
- If
returnTest: true, verify the returned structure before continuing. - If downstream steps remain, run the immediate next step or small range to
confirm the flow still connects.
- For non-idempotent actions such as submit, purchase, delete, send, or create,
avoid repeated previews. Preview the setup steps, splice the checkpoint before the risky action, then execute the risky saved step once only when validation requires it.
- For obvious adjacent low-risk steps, batch them; do not checkpoint after every
field unless target or device state is uncertain.
- When the requested edit is complete, ask whether to validate from the start by
running the relevant saved range with momentic_run_step.
Reading tool output
Sessions are live emulator/simulator processes. Screenshots and UI snapshots are transient. If the screenshot does not show expected state after an action, call momentic_get_session_state once more; the app may still be loading.
MCP tools may return artifact links under .momentic-mcp/.... Read linked files only when needed:
- Emulator-state text: refine targeting or debug native/webview structure.
- Screenshots: usually already returned inline as images.
- Environment files: validate
envKey, JavaScript/API outputs, or dependent
env values.
- Installed-apps reports: verify package/bundle state when app launch or install
behavior is unclear.
momentic_get_session_statereturns serialized emulator state only with
returnBrowserState: true; screenshots are returned by default.
CLI-style step strings
preview_step and splice_steps use CLI-style strings: --step-type <TYPE> [options]. The platform-specific Step Authoring Guide returned by momentic_session_start is authoritative.
Common examples:
- Tap:
--step-type TAP --description "the Continue button" - Type:
--step-type TYPE --description "Email field" --value "user@example.com" --clear-content
- AI check:
--step-type AI_CHECK --assertion "the confirmation message is visible" --timeout-seconds 10
- Scroll to:
--step-type SCROLL_TO --description "Settings" --direction down
- Press:
--step-type PRESS --key HOME
- Module:
--step-type MODULE --module-id <id> --inputs email=env.USER_EMAIL
Splice example:
{
"sessionId": "SESSION_ID",
"startIndex": 0,
"deleteCount": 0,
"steps": [
"--step-type TAP --description \"the Continue button\" --cache-id UUID_FROM_PREVIEW",
"--step-type AI_CHECK --assertion \"the next screen is visible\" --timeout-seconds 10"
],
"targetSection": "main"
}
For mobile conditionals, create the CONDITIONAL step with --assertion-type and the matching assertion fields, then splice nested steps with parentStepIdChain: [conditionalStepId].
Modules
Default to module-first for logical flows of 4+ steps such as login, permission handling, setup, navigation inside the app, or checkout. Call momentic_module_recommend, inspect strong candidates with momentic_module_get, then decide module vs inline.
Modules cannot contain modules. Splicing a MODULE step inside a module fails.
Editing a shared module requires user confirmation. To modify a module through MCP, replace the module step with a MODULE step carrying the needed metadata flags: --parameters, --parameter-enum, --default-parameter, --module-name, --module-description, --disabled. Keys in defaultParameters and parameterEnums must exist in parameters.
Module inputs values are JavaScript fragments as strings. Quote string literals, reference env as env.X, and respect enum constraints exactly.
Validation Strategy
- Direct mobile v2 edit with no live validation requested: summarize changes and
ask whether to run.
- Direct mobile v2 edit with active session: reload if available, otherwise
restart the session, then run the edited range.
- MCP-authored edit: preview forward, splice at logical checkpoints, then run the
next downstream saved step or range.
- Long full-test runs, local device overrides, and risky actions require
confirmation.
- Terminate MCP sessions when done.
Troubleshooting
Device state and timing
- Wrong screen/UI: read latest emulator state or call
momentic_get_session_state. - Screenshot not updated: call
momentic_get_session_stateonce more. - Flaky timing: prefer
AI_CHECK,SCREEN_CHECK,ELEMENT_CHECK, or a targeted
SCROLL_TO over generic WAIT.
- Long backend job/import/upload: use an assertion or screen/element wait with an
appropriate timeout instead of sleeps.
- Permission dialog or system sheet: handle it explicitly before continuing.
- Weird session state: use
momentic_run_stepwithresetSession: true.
Targeting and cache
- Element not found: inspect screenshot/emulator state. If visible, improve the
description using visible text, role/name, and nearby context; if absent, debug the prerequisite step or scroll state.
- Wrong element was hit quickly or without any AI: suspect stale cache,
especially when the screen structure is similar to a prior run.
- Dynamic target: change the description to be stable, or disable cache for that
step.
- Coordinates: use
--x-fraction/--y-fractiononly when semantic targeting
is not available. In MCP CLI strings, fractions are 0..1.
- Scroll direction: use
SCROLL_TO --direction downfor lower content and
SCROLL_TO --direction up for earlier content. Use manual SWIPE when there is no specific target or SCROLL_TO is not appropriate.
- Quoted text: quoted substrings in descriptions are treated literally by
Momentic AI. Use quotes only when that exact text must appear on screen or in the element's name; omit quotes for semantic matching.
AI check performance
- Ambiguous assertion: make the expected visual/text condition concrete. Include
the relevant screen region, object, count, or state.
- Literal text mismatch: quoted strings are treated as text that must appear on
screen. Remove quotes when semantic matching is intended.
- Off-screen: visual conditions like color or shape can only be evaluated if
the element is visible. Use scroll/gesture setup.
- Repeated bad verdict: reword the assertion so the intended condition is
clearer and old memory no longer applies.
- Transient conditions: AI checks retry over the configured timeout, but each
attempt is an instantaneous snapshot. Prefer stable final-state assertions; if necessary, use a deterministic element/screen check.
Format and data
- Env value missing: confirm the producing step used
saveAs/--env-keyor
setVariable, and that the consuming syntax is env.X vs {{ env.X }}.
- Module input error: inputs are JavaScript fragments as strings; quote string
literals and match enum constraints exactly.
- App launch/install issue: inspect test settings, managed channels/tags,
installed-apps artifact, and whether the session is remote or local.
- Platform mismatch: check the test
platformand the Step Authoring Guide for
platform-specific command availability.
Completion Checklist
- Identify v1 vs mobile v2 and choose MCP vs direct edit.
- For MCP changes: preview forward to checkpoints, splice with cache IDs, read
splice refs, and run the next saved step/range.
- For v2 direct edits: lint or validate when syntax/behavior is uncertain.
- Ask before full start-to-end validation unless the user already requested it.
- End any MCP session you started.








