Mobiloop
БесплатноНе проверенAgentic mobile development workflow tools for Flutter, React Native, Android, and iOS with Appium automation.
Описание
Agentic mobile development workflow tools for Flutter, React Native, Android, and iOS with Appium automation.
README
Guarded MCP servers for agentic mobile development loops.
code change -> build -> install on device -> Appium test -> evidence -> classify -> report
MobiLoop MCP is a controlled tool layer between an AI coding agent and a real mobile development environment. It lets an MCP client read and patch a mobile project, build it, install it on Android or iOS targets, drive the app through Appium, verify logs/screens/API results, remember known app-flow checkpoints, and produce evidence-based reports.
The name reflects the core contract: mobile work should run through a measurable loop of change, build, device execution, verification, and evidence-backed triage.
It is built for the workflow where the agent does not just write code. It builds, runs, tests, observes, classifies failures, and hands back evidence. An agent can still use the separate guarded code tools to patch and retest, but that patch step is intentionally outside the default orchestrator.
Today, MobiLoop provides guarded build-test-verify loops and evidence-based failure classification. Fully automated patch-and-retest is intentionally kept outside the default orchestrator until stricter approval, rollback, and review controls are enabled.
Highlights
- Evidence-first mobile loops: build logs, screenshots, Appium XML source, logcat/simulator logs, API responses, screenshot diffs, and iteration records.
- Android and iOS tool split: Android
adb/emulator tools and iOSxcrun simctl/xcodebuildtools are separated. - Appium UI automation: semantic taps, typing, swipes, back navigation, visibility assertions, screenshots, and accessibility summaries.
- Flow memory: record runtime screen checkpoints, remember the latest passing path, and auto-replay stable setup steps to a target checkpoint.
- Scenario generation and flow DSL: scan source for candidate E2E scenarios, then run high-level JSON flows with wait/tap/type/assert/evidence steps.
- Source-flow analysis: scan Flutter, React Native, Android, and iOS source for screen, route, transition, and visible-text candidates.
- Root-cause classification: classify logcat evidence into app bugs, automation errors, missing environment, remote rules, and test-data issues.
- Server-side approval gate: optionally block high-impact tools unless input includes a valid approval payload.
- Redaction by default: redact common secrets, bearer tokens, API keys, emails, and phone numbers from text artifacts, command output, and MCP/CLI text responses.
- Guarded code tools: workspace-only reads/searches/patches, forbidden secret paths, guarded branches, commits, and PR creation.
- Docker-ready MCP runtime: package the Node MCP server in Docker while keeping mobile SDKs, emulators, devices, and Appium on the host or runner.
- Composable binaries: run everything as one server or split each responsibility into its own MCP server.
What This Is
This project provides MCP tools for this architecture:
AI / MCP client
|
v
MobiLoop MCP
|
|-- code tools
|-- environment preflight
|-- build tools
|-- Android device tools
|-- iOS simulator tools
|-- Appium tools
|-- verification tools
|-- flow-memory replay tools
|-- loop/report tools
|-- CI publication tools
|-- Android/iOS orchestrators
|
v
mobile repo + emulator/device + Appium + build toolchain
The server does not claim that a test passed because a model says so. A pass should be backed by tool output: command exit codes, screenshots, page source, log checks, API assertions, and recorded loop iterations.
What This Is Not
- It is not a replacement for Android SDK, Xcode, Flutter, Gradle, React Native, Appium, or platform drivers.
- It is not a universal mobile emulator container. iOS simulator requires macOS, and Android emulator portability depends on host acceleration and device access.
- It is not an unrestricted shell bridge. Tools are structured and guarded.
- It is not a production deployer. Release signing, store upload, and production secrets remain outside the default scope.
Requirements
Install only what your target app needs.
| Workflow | Host | Required tools |
|---|---|---|
| MCP runtime | macOS, Linux, Windows | Node.js 20+ |
| Android build/test | macOS, Linux, Windows | Android SDK, adb, emulator or physical device, Java/Gradle as needed, Appium 2, UiAutomator2 driver |
| Flutter Android | macOS, Linux, Windows | Flutter SDK, Android SDK, Appium for UI flows |
| React Native Android | macOS, Linux, Windows | Node/npm, Android Gradle toolchain, Android SDK, Appium |
| iOS simulator | macOS only | Xcode, xcrun simctl, iOS Simulator, Appium 2, XCUITest driver |
| Docker MCP runtime | macOS, Linux, Windows | Docker, plus host-side mobile tools when driving devices |
Start Appium before Appium or flow replay tools:
appium --address 127.0.0.1 --port 4723
Local Appium installs also work:
npx appium --address 127.0.0.1 --port 4723
For Android, make sure the Appium process can see:
export ANDROID_HOME=/absolute/path/to/android/sdk
export ANDROID_SDK_ROOT=/absolute/path/to/android/sdk
export PATH="$ANDROID_HOME/platform-tools:$ANDROID_HOME/emulator:$PATH"
Install From Source
npm ci
npm test
Run the all-in-one MCP server:
MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app \
node dist/src/index.js
For development:
npm run dev
CLI Fallback
When an MCP client cannot expose the server as callable tools, use the CLI wrapper:
MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app \
node dist/src/cli.js list-tools
Inspect tool policy metadata:
MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app \
node dist/src/cli.js list-tools --json
The same metadata is available inside MCP through policy.list_tools.
Call any tool directly:
MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app \
node dist/src/cli.js call flow.generate_test_scenarios '{"goal":"login smoke and validation"}'
Generate scenario candidates:
MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app \
node dist/src/cli.js generate-scenarios "cover onboarding, login, and validation"
MCP Client Configuration
All-In-One Server
Use this for local development and simpler MCP clients.
{
"mcpServers": {
"mobiloop": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/index.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app",
"APPIUM_SERVER_URL": "http://127.0.0.1:4723"
}
}
}
}
Split Servers
Use split servers when you want tighter policy boundaries per responsibility.
{
"mcpServers": {
"mobile-code": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/code.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app"
}
},
"mobile-build": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/build.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app"
}
},
"mobile-device": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/device.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app"
}
},
"mobile-appium": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/appium.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app",
"APPIUM_SERVER_URL": "http://127.0.0.1:4723"
}
},
"mobile-flow": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/flow.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app",
"APPIUM_SERVER_URL": "http://127.0.0.1:4723"
}
},
"mobile-verify": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/verify.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app"
}
},
"mobile-loop": {
"command": "node",
"args": ["/absolute/path/to/mobiloop-mcp/dist/src/servers/loop.js"],
"env": {
"MOBILOOP_WORKSPACE_ROOT": "/absolute/path/to/mobile/app"
}
}
}
}
All binaries are listed below.
| Binary | Scope |
|---|---|
mobiloop |
CLI wrapper for listing tools, calling tools, and generating scenarios |
mobiloop-mcp |
All tools |
mobiloop-code-mcp |
Code and git tools |
mobiloop-env-mcp |
Environment preflight and compatibility matrix |
mobiloop-build-mcp |
Dependency, lint, test, and APK build tools |
mobiloop-device-mcp |
Android adb and emulator tools |
mobiloop-ios-mcp |
iOS simulator and Xcode tools |
mobiloop-appium-mcp |
Appium UI automation tools |
mobiloop-verify-mcp |
Assertions and evidence collection |
mobiloop-flow-mcp |
Source-flow analysis and checkpoint replay |
mobiloop-loop-mcp |
Iteration records and reports |
mobiloop-ci-mcp |
Artifact manifests, GitHub summaries, PR comments |
mobiloop-orchestrator-mcp |
Android and iOS build-install-test-verify loops |
Configuration
Copy the example if you want file-based config:
cp mobiloop.config.example.json mobiloop.config.json
Or point to it explicitly:
export MOBILOOP_CONFIG=/absolute/path/to/mobiloop.config.json
AGENTIC_MOBILE_MCP_CONFIG and AGENTIC_MOBILE_WORKSPACE_ROOT are still accepted as legacy fallbacks, but new projects should use the MOBILOOP_* names.
Common fields:
| Field | Default | Purpose |
|---|---|---|
workspaceRoot |
current working directory | Mobile app workspace the MCP server may access |
artifactsDir |
.mobiloop |
Evidence, logs, screenshots, reports, flow memory |
runId |
unset | Optional run identifier; writes artifacts under .mobiloop/runs/<id> |
maxCommandMs |
120000 |
Default command timeout |
maxOutputBytes |
1048576 |
Output cap for command tools |
maxFixAttempts |
3 |
Suggested fix-loop limit |
maxTestIterations |
5 |
Orchestrator loop limit |
maxRuntimeMinutes |
30 |
Suggested total runtime limit |
allowedBranchPattern |
^feature/ai-[A-Za-z0-9._/-]+$ |
Branches where commit tools are allowed |
appiumServerUrl |
http://127.0.0.1:4723 |
Appium server endpoint |
adbPath |
adb |
Android Debug Bridge path |
emulatorPath |
emulator |
Android emulator CLI path |
xcrunPath |
xcrun |
iOS simulator CLI path |
xcodebuildPath |
xcodebuild |
Xcode build CLI path |
sqlitePath |
sqlite3 |
SQLite CLI path for read-only assertions |
apiAllowlist |
localhost only | URLs allowed for API verification |
forbiddenPathGlobs |
secret-like defaults | Files blocked from read/write operations |
toolPolicies |
built-in defaults | Per-tool risk and approval metadata overrides |
requireApproval |
false |
Require approval payloads for high-impact tools |
redactArtifacts |
true |
Redact common secrets and PII from text artifacts and text responses |
Environment variables override selected fields:
export MOBILOOP_WORKSPACE_ROOT=/absolute/path/to/mobile/app
export APPIUM_SERVER_URL=http://127.0.0.1:4723
export MOBILOOP_RUN_ID=local-login-smoke
export MOBILOOP_REQUIRE_APPROVAL=true
The config schema is available at schema/mobiloop.config.schema.json. See docs/CONFIGURATION.md.
Approval payloads use this shape:
{
"approval": {
"approved": true,
"approvedBy": "human-or-ci",
"reason": "Run Android validation on emulator",
"expiresAt": "2026-05-11T12:00:00Z"
}
}
Recommended First Run
- Start an emulator or connect a device.
- Start Appium.
- Point
MOBILOOP_WORKSPACE_ROOTat your mobile app. - Run
env.preflight. - Run
flow.analyze_from_code. - Run build/lint/unit tests.
- Install the app on the device.
- Create an Appium session.
- Drive and verify one small user flow.
- Collect evidence and generate a report.
For a Flutter Android app, the rough tool sequence is:
env.preflight { "target": "flutter" }
flow.analyze_from_code
build.detect_project
build.install_dependencies
build.run_lint
build.run_unit_tests
build.build_debug_apk
device.list_devices
device.install_app
appium.create_session
appium.wait_for_visible
appium.tap_by_text
verify.assert_no_crash_in_logcat
verify.collect_evidence
loop.record_iteration
loop.generate_report
Android Orchestrator
orchestrator.run_android_validation_loop runs a bounded Android loop across build, install, Appium, verification, evidence, and iteration records.
Minimal shape:
{
"goal": "Build and verify login flow on Android.",
"kind": "flutter",
"packageName": "com.example.app",
"serial": "emulator-5554",
"runLint": true,
"runUnitTests": true,
"buildDebugApk": true,
"clearAppData": true,
"collectEvidence": true,
"maxTestIterations": 3,
"appiumCapabilities": {
"platformName": "Android",
"appium:automationName": "UiAutomator2",
"appium:deviceName": "Android Emulator",
"appium:udid": "emulator-5554",
"appium:appPackage": "com.example.app",
"appium:appActivity": ".MainActivity",
"appium:noReset": false
},
"appiumSteps": [
{
"tool": "appium.wait_for_visible",
"args": {
"locator": { "strategy": "text", "value": "Login" },
"timeoutMs": 10000
}
}
],
"expectedTexts": ["Home"]
}
See examples/android-validation-loop.json.
iOS Orchestrator
orchestrator.run_ios_validation_loop runs a bounded iOS simulator loop across xcodebuild, simulator boot, app install/launch, Appium XCUITest, verification, evidence, and iteration records.
Minimal Flutter shape:
{
"goal": "Build and verify login flow on iOS.",
"kind": "flutter",
"workspace": "ios/Runner.xcworkspace",
"scheme": "Runner",
"configuration": "Debug",
"sdk": "iphonesimulator",
"destination": "platform=iOS Simulator,name=iPhone 15",
"buildSettings": {
"ARCHS": "arm64",
"EXCLUDED_ARCHS": ""
},
"simulatorDevice": "iPhone 15",
"bundleId": "com.example.app",
"runLint": true,
"runUnitTests": true,
"buildIosApp": true,
"bootSimulator": true,
"installApp": true,
"launchApp": true,
"collectEvidence": true,
"maxTestIterations": 2,
"appiumCapabilities": {
"platformName": "iOS",
"appium:automationName": "XCUITest",
"appium:deviceName": "iPhone 15",
"appium:bundleId": "com.example.app",
"appium:noReset": false
},
"appiumSteps": [
{
"tool": "appium.wait_for_visible",
"args": {
"locator": { "strategy": "text", "value": "Login" },
"timeoutMs": 15000
}
}
],
"expectedTexts": ["Home"]
}
See examples/flutter-ios-validation-loop.json and docs/QUICKSTART_FLUTTER.md.
buildSettings and xcodebuildArgs are forwarded to ios.build_app, so projects can handle host-specific simulator requirements such as Apple Silicon arm64 simulator builds or custom DerivedData settings without leaving the MCP loop.
AI-Generated Scenario Candidates
MobiLoop can generate candidate E2E scenarios from the app source so the agent starts from a concrete test plan instead of an empty screen.
{
"tool": "flow.generate_test_scenarios",
"args": {
"goal": "cover onboarding, login, form validation, and main navigation",
"maxScenarios": 8,
"includeNegativeCases": true
}
}
The output includes priorities, candidate steps, assertions, source references, and limitations. Treat these as executable candidates: the agent should run them through Appium, collect evidence, and refine them into stable checkpoint paths.
For scripted execution without writing custom client code:
{
"tool": "flow.run_script",
"args": {
"sessionId": "APPIUM_SESSION_ID",
"steps": [
{ "action": "observe", "waitForAnyText": ["Giriş Yap", "Login"], "waitForPackageIdle": true },
{ "action": "tapText", "text": "Giriş Yap", "matchMode": "auto" },
{
"action": "type",
"locator": { "strategy": "text", "value": "E-posta" },
"text": "[email protected]",
"mode": "sendKeys"
},
{ "action": "assertText", "text": "Ana Sayfa" },
{ "action": "collectEvidence", "label": "login-result" }
]
}
}
Flow Memory And Auto-Replay
Flow memory makes repeated mobile tests faster without pretending that setup screens passed.
current Appium source
-> normalized screen signature
-> match recorded checkpoint
-> replay known semantic actions
-> arrive at target checkpoint
-> continue test-specific assertions
The screen signature is built from Appium page source:
- visible text
- accessibility labels and content descriptions
- resource ids
- class names
- clickable text
This data is persisted under:
.mobiloop/flow/memory.json
With runId enabled, the same file lives under .mobiloop/runs/<runId>/flow/memory.json.
Record Checkpoints
At a stable screen:
{
"testName": "onboarding-to-login",
"name": "Onboarding 1",
"order": 1,
"sessionId": "APPIUM_SESSION_ID",
"actionToNext": {
"tool": "appium.tap_by_text",
"args": {
"text": "Next"
}
}
}
At the next screen:
{
"testName": "onboarding-to-login",
"name": "Login",
"order": 2,
"sessionId": "APPIUM_SESSION_ID"
}
Record the passing path:
{
"testName": "onboarding-to-login",
"status": "passed",
"checkpointIds": ["onboarding-to-login-001-onboarding-1", "onboarding-to-login-002-login"]
}
Replay Later
Plan without executing:
{
"sessionId": "APPIUM_SESSION_ID",
"testName": "onboarding-to-login",
"targetCheckpointId": "onboarding-to-login-002-login",
"dryRun": true
}
Execute:
{
"sessionId": "APPIUM_SESSION_ID",
"testName": "onboarding-to-login",
"targetCheckpointId": "onboarding-to-login-002-login",
"minimumScore": 0.55,
"delayMs": 500
}
Supported replay actions:
appium.tap_by_textappium.tap_by_accessibility_idappium.tap_by_resource_idappium.tap_coordinatesappium.type_textappium.swipeappium.go_backappium.wait_for_visibleappium.assert_visible
Prefer semantic actions. Coordinates should be the last fallback.
See examples/flow-memory-replay.json.
Docker
The recommended Docker model is:
Docker container
- Node runtime
- compiled MCP server
- git/ripgrep/sqlite helpers
Host or self-hosted runner
- Android SDK
- emulator or physical device
- Appium server and drivers
- Flutter / Gradle / React Native toolchain
- Xcode and iOS Simulator on macOS
Build:
docker build -t mobiloop-mcp:local .
Published GHCR image:
docker pull ghcr.io/enessubass/mobiloop-mcp:latest
Run as an MCP stdio server:
docker run --rm -i \
-e MOBILOOP_WORKSPACE_ROOT=/workspace \
-e APPIUM_SERVER_URL=http://host.docker.internal:4723 \
-v /absolute/path/to/mobile/app:/workspace \
ghcr.io/enessubass/mobiloop-mcp:latest
On Linux, add:
--add-host=host.docker.internal:host-gateway
See docs/DOCKER.md.
Safety Model
Defaults are intentionally conservative.
- File access is restricted to
workspaceRoot. - Secret-like paths are blocked.
- Commit tools only work on branches matching
feature/ai-*by default. - There is no generic shell execution tool.
- API checks are restricted by
apiAllowlist. - Evidence is written under
.mobiloop. - Runtime and output limits are enforced.
Default blocked paths include:
.env,.env.**.keystore,*.jks,*.p12*.mobileprovisionGoogleService-Info.plistgoogle-services.json- paths containing
secretorcredential
MCP clients should still apply human approval for high-impact operations such as dependency installation, emulator launch, app install, commits, pushes, and PR creation.
MobiLoop exposes machine-readable policy metadata through mobiloop list-tools --json; see docs/TOOL_REFERENCE.md.
See docs/SECURITY.md.
Artifacts
The default artifact directory is:
.mobiloop
When runId or MOBILOOP_RUN_ID is set, artifact writers use a run-scoped root:
.mobiloop/runs/<runId>
Typical contents:
| Directory | Contents |
|---|---|
build/ |
dependency, lint, test, and APK build logs |
screenshots/ |
Appium or device screenshots |
sources/ |
Appium page source XML |
logs/ |
device or simulator logs |
evidence/ |
combined verification artifacts |
flow/ |
source-flow analysis, checkpoint memory, replay records |
loop/ |
JSONL iteration records |
reports/ |
Markdown final reports |
ci/ |
CI manifests, summaries, annotations |
Tool Groups
Code
code.read_filecode.search_codecode.apply_patchcode.git_diffcode.create_branchcode.commit_changescode.open_pr
Environment
env.preflightenv.compatibility_matrixenv.ensure_appium
Build
build.detect_projectbuild.install_dependenciesbuild.run_lintbuild.run_unit_testsbuild.build_debug_apkbuild.build_release_candidatebuild.collect_build_logs
Android Device
device.list_devicesdevice.start_emulatordevice.stop_emulatordevice.install_appdevice.uninstall_appdevice.clear_app_datadevice.grant_permissionsdevice.capture_screenshotdevice.pull_logs
iOS
ios.list_simulatorsios.boot_simulatorios.shutdown_simulatorios.build_appios.install_appios.launch_appios.capture_screenshotios.collect_logs
Appium
appium.create_sessionappium.delete_sessionappium.observe_screenappium.get_page_sourceappium.get_accessibility_treeappium.tap_by_textappium.tap_by_accessibility_idappium.tap_by_resource_idappium.tap_coordinatesappium.type_textappium.swipeappium.go_backappium.wait_for_visibleappium.assert_visibleappium.assert_not_visible
Verification
verify.assert_screen_contains_textverify.assert_no_crash_in_logcatverify.assert_appium_session_healthyverify.assert_api_responseverify.collect_evidenceverify.assert_navigation_reachedverify.assert_accessibility_labelsverify.assert_screenshot_diffverify.assert_sqlite_queryverify.hash_artifact
Flow
flow.analyze_from_codeflow.generate_test_scenariosflow.run_scriptflow.record_checkpointflow.record_test_runflow.plan_replayflow.replay_to_checkpointflow.read_memoryflow.clear_memory
Loop
loop.record_iterationloop.read_iterationsloop.generate_report
CI
ci.collect_artifact_manifestci.write_github_step_summaryci.comment_prci.create_github_annotations
Policy
policy.list_tools
Orchestrator
orchestrator.run_android_validation_looporchestrator.run_ios_validation_loop
Troubleshooting
env.preflight says Appium is missing
Start Appium and make sure APPIUM_SERVER_URL points to it:
APPIUM_SERVER_URL=http://127.0.0.1:4723
env.preflight accepts either a reachable Appium server or a global appium command.
Appium cannot find Android SDK
Start Appium with Android environment variables:
ANDROID_HOME=/absolute/path/to/android/sdk \
ANDROID_SDK_ROOT=/absolute/path/to/android/sdk \
PATH="$ANDROID_HOME/platform-tools:$ANDROID_HOME/emulator:$PATH" \
appium --address 127.0.0.1 --port 4723
Appium taps text but the screen does not move
Prefer accessibility ids or resource ids. If using text, this server first tries a clickable parent containing the text, then falls back to the text node. For custom Flutter or React Native widgets, add stable semantics/accessibility ids when possible.
Flow replay matched the wrong screen
Use flow.plan_replay first. Raise minimumScore, record better checkpoints, and avoid checkpointing transient loading states.
Docker cannot see the emulator or Appium
Run Appium on the host and point the container to it with host.docker.internal. On Linux, add --add-host=host.docker.internal:host-gateway.
iOS does not work in Docker
iOS simulator workflows require macOS with Xcode. Run iOS tools directly on the macOS host or a macOS self-hosted runner.
npm pack --dry-run fails with npm cache permissions
Use a clean cache:
npm_config_cache=/tmp/mobiloop-npm-cache npm pack --dry-run
Development
npm ci
npm run format:check
npm run lint
npm run typecheck
npm test
npm run pack:check
The Dockerfile also runs the test suite during image build.
Project Files
- docs/ARCHITECTURE.md
- docs/ARCHITECTURE_DETAILED.md
- docs/TOOL_REFERENCE.md
- docs/CONFIGURATION.md
- docs/AGENT_PROTOCOL.md
- docs/TEST_STRATEGY.md
- docs/CI_CD.md
- docs/SECURITY_THREAT_MODEL.md
- docs/OPERATIONS.md
- docs/OPERATIONS_RUNBOOK.md
- docs/TROUBLESHOOTING_DETAILED.md
- docs/FLOW_MEMORY.md
- docs/ORCHESTRATOR.md
- docs/RELEASE_PROCESS.md
- docs/LIMITATIONS.md
- docs/EXAMPLES.md
- docs/QUICKSTART_FLUTTER.md
- docs/DOCKER.md
- docs/SECURITY.md
- docs/demo/flutter-login-loop.md
- docs/releases/v0.1.0-alpha.1.md
- docs/releases/v0.1.0-alpha.2.md
- docs/releases/v0.1.0-alpha.3.md
- docs/releases/v0.1.0-alpha.4.md
- .github/workflows/android-fixture-e2e.yml
- examples/android-validation-loop.json
- examples/flutter-ios-validation-loop.json
- examples/flow-memory-replay.json
- examples/github-actions-mobiloop.yml
- examples/mobile-fixtures/flutter-login-demo
- examples/mobile-fixtures/android-kotlin-login-demo
- examples/mobile-fixtures/react-native-login-demo
- examples/artifacts/successful-loop-report.md
- examples/artifacts/real-runs/flutter-login-android
- examples/artifacts/real-runs/native-android-login
License
MIT. See LICENSE.
Установка Mobiloop
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/enessubass/mobiloop-mcpFAQ
Mobiloop MCP бесплатный?
Да, Mobiloop MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для Mobiloop?
Нет, Mobiloop работает без API-ключей и переменных окружения.
Mobiloop — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить Mobiloop в Claude Desktop, Claude Code или Cursor?
Открой Mobiloop на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
Похожие MCP
GitHub
PRs, issues, code search, CI status
автор: GitHubFilesystem
Secure file operations with configurable access controls.
Memory
Knowledge graph-based persistent memory system.
Template MCP Server
A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
автор: mcpdotdirectCompare Mobiloop with
Не уверен что выбрать?
Найди свой стек за 60 секунд
Автор?
Embed-бейдж для README
Похожее
Все в категории development
