{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"github_mcp-firerpa-lamda","slug":"mcp-firerpa-lamda","name":"lamda","type":"repo","url":"https://github.com/firerpa/lamda","page_url":"https://unfragile.ai/mcp-firerpa-lamda","categories":["automation"],"tags":["adb","agents","ai","android","appium","automation","dynamic-analysis","frida","magisk","mcp","mcp-server","mobile-security","pentesting","remote-control","reverse-engineering","security","uiautomation","uiautomator2","workflow","xposed"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"github_mcp-firerpa-lamda__cap_0","uri":"capability://tool.use.integration.grpc.based.remote.device.control.with.client.server.architecture","name":"grpc-based remote device control with client-server architecture","description":"Establishes secure gRPC communication channels between a Python client and an Android device server, enabling structured RPC calls for device automation. The architecture uses Protocol Buffers (proto3) service definitions to define service interfaces, with the client maintaining persistent connections and session state. This design abstracts away low-level ADB complexity and provides type-safe, versioned API contracts between client and device.","intents":["Connect to a remote Android device programmatically from a Python script","Maintain persistent, authenticated sessions across multiple automation commands","Execute structured RPC calls with guaranteed message serialization and type safety","Scale to device farms by managing multiple concurrent client-server connections"],"best_for":["Enterprise teams building large-scale mobile automation infrastructure","Security researchers automating multi-device testing workflows","Mobile app developers needing programmatic device control beyond ADB"],"limitations":["Requires root access on Android device for server installation and operation","gRPC overhead adds ~50-100ms latency per RPC call compared to direct ADB","Server component must be pre-installed and running on Android device before client connection","No built-in connection pooling or load balancing across multiple devices"],"requires":["Python 3.6-3.12 on client machine","Android device running Android 6.0-15 with root access","LAMDA server component installed and running on Android device","Network connectivity (TCP/IP) between client and Android device","gRPC and Protocol Buffers libraries (installed via pip install lamda)"],"input_types":["gRPC service method calls with proto message payloads","Connection parameters (host, port, optional SSL certificate)","Session credentials for authenticated connections"],"output_types":["gRPC response messages (proto-serialized)","Structured data objects mapped from proto definitions","Connection status and session metadata"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_1","uri":"capability://automation.workflow.ui.element.selection.and.interaction.via.accessibility.hierarchy.inspection","name":"ui element selection and interaction via accessibility hierarchy inspection","description":"Inspects the Android accessibility tree (UI hierarchy) to locate elements by text, resource ID, class type, or XPath patterns, then executes touch interactions (click, long-press, swipe) on those elements. The framework parses the accessibility hierarchy returned by UIAutomator2 or similar services, builds an in-memory tree representation, and maps user-specified selectors to concrete element coordinates for interaction. This approach enables reliable element targeting even when layouts change, as long as accessibility attributes remain stable.","intents":["Click a button identified by its text label or resource ID without hardcoding coordinates","Swipe or drag elements relative to their current position in the UI hierarchy","Extract text content and properties from UI elements for assertion or data capture","Navigate complex nested layouts by querying the accessibility tree structure"],"best_for":["QA engineers automating app testing workflows across Android versions","Mobile app developers building integration tests that survive UI refactors","Security testers automating interaction with third-party apps for penetration testing"],"limitations":["Accessibility tree parsing adds ~200-500ms overhead per hierarchy inspection depending on UI complexity","XPath selectors may be fragile if app developers change resource IDs or class hierarchies","Some custom UI components (e.g., game engines, WebView content) may not expose accessibility attributes","No built-in OCR fallback if element text is rendered as image"],"requires":["Android device with Accessibility Services enabled","UIAutomator2 service running on device (included in LAMDA server)","Target app must expose UI elements via Android Accessibility API","Python client with lamda package installed"],"input_types":["Selector strings (text, resource ID, XPath, class type)","Coordinate tuples for direct touch operations","Gesture parameters (duration, offset for swipes)"],"output_types":["Element metadata (text, resource ID, bounds, class)","Screenshot with element highlights","Boolean success/failure for interaction attempts"],"categories":["automation-workflow","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_10","uri":"capability://automation.workflow.openvpn.and.ssh.remote.access.configuration.for.secure.device.connectivity","name":"openvpn and ssh remote access configuration for secure device connectivity","description":"Configures OpenVPN connections and SSH tunnels on the Android device to enable secure remote access and network isolation. The framework manages VPN configuration files, SSH key setup, and connection lifecycle, allowing automation scripts to route device traffic through VPN or establish secure tunnels to remote servers. This enables testing of VPN-dependent apps and secure communication scenarios.","intents":["Configure OpenVPN on the device to test app behavior when connected to a VPN","Establish an SSH tunnel to a remote server for secure device communication","Test app behavior under different network conditions (VPN latency, encryption)","Isolate device traffic for security testing and compliance verification"],"best_for":["Security researchers testing VPN-dependent apps and network isolation","Enterprise QA teams testing apps in regulated environments requiring VPN","Mobile app developers debugging VPN integration and connectivity issues"],"limitations":["OpenVPN configuration requires root access and may conflict with device's own VPN settings","VPN overhead adds ~50-200ms latency per network request","SSH tunneling requires SSH server setup on remote machine, adding infrastructure complexity","Some apps may detect VPN presence and refuse to connect, requiring additional anti-detection measures"],"requires":["Android device with root access","OpenVPN client app installed on device (or built-in VPN support)","VPN configuration files (OpenVPN .ovpn files) or SSH credentials","Remote VPN server or SSH server for tunneling","LAMDA server with VPN/SSH configuration support"],"input_types":["OpenVPN configuration file (.ovpn) or inline configuration","SSH credentials (username, password, or key file)","VPN server address and port","SSH tunnel parameters (local/remote ports)"],"output_types":["VPN/SSH connection status (connected, disconnected, error)","Network interface information (IP address, routing table)","Connection logs and error messages"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_11","uri":"capability://automation.workflow.selinux.policy.manipulation.and.security.context.management","name":"selinux policy manipulation and security context management","description":"Reads and modifies SELinux (Security-Enhanced Linux) policies on the Android device to enable or disable security restrictions. The framework provides APIs to query current SELinux mode, modify policies for specific processes or files, and temporarily disable SELinux for testing purposes. This enables security testing and bypassing of security restrictions for authorized penetration testing.","intents":["Disable SELinux temporarily to test app behavior without security restrictions","Modify SELinux policies to allow Frida injection or other instrumentation","Query SELinux context of processes and files for security analysis","Test app behavior under different SELinux enforcement levels"],"best_for":["Security researchers performing penetration testing and security analysis","Mobile app developers debugging SELinux-related issues on custom ROMs","QA engineers testing app behavior under different security configurations"],"limitations":["Requires root access and deep knowledge of SELinux policy syntax","Disabling SELinux may expose the device to security vulnerabilities","SELinux policy changes may require device reboot to take effect","Modifying SELinux policies is irreversible without manual restoration"],"requires":["Android device with root access and SELinux support","Knowledge of SELinux policy syntax and Android security model","LAMDA server with SELinux manipulation support","Backup of original SELinux policies (recommended)"],"input_types":["SELinux mode (enforcing, permissive, disabled)","SELinux policy rules (allow, deny, type transitions)","Process or file context specifications"],"output_types":["Current SELinux mode and status","SELinux policy rules and contexts","Policy modification confirmation and errors"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_12","uri":"capability://automation.workflow.magisk.module.integration.for.system.level.modifications.and.root.access.management","name":"magisk module integration for system-level modifications and root access management","description":"Integrates with Magisk framework to install and manage system-level modifications on the Android device, enabling root access, module installation, and system behavior customization without modifying the system partition. The framework provides APIs to query installed Magisk modules, install new modules, and manage Magisk settings. This enables advanced customization and testing scenarios that require system-level changes.","intents":["Install a Magisk module to enable specific system functionality or bypass security checks","Query installed Magisk modules to verify system modifications","Manage Magisk settings to control root access and module behavior","Test app behavior with system-level modifications applied"],"best_for":["Security researchers using Magisk for system-level testing and customization","Mobile app developers testing on custom ROMs with Magisk","Penetration testers using Magisk modules for security testing"],"limitations":["Requires device to be rooted with Magisk installed (not available on all devices)","Magisk module installation may require device reboot","Some apps may detect Magisk presence and refuse to run, requiring additional anti-detection","Magisk module compatibility varies across Android versions and device types"],"requires":["Android device with Magisk installed and initialized","Root access via Magisk","Magisk module files (.zip format) for installation","LAMDA server with Magisk integration support"],"input_types":["Magisk module file (.zip)","Module name or ID for querying/managing","Magisk settings parameters"],"output_types":["List of installed Magisk modules with metadata","Module installation status and logs","Magisk settings and configuration"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_13","uri":"capability://automation.workflow.xposed.framework.integration.for.method.hooking.and.system.behavior.modification","name":"xposed framework integration for method hooking and system behavior modification","description":"Integrates with Xposed framework to install and manage Xposed modules for system-wide method hooking and behavior modification. The framework provides APIs to query installed Xposed modules, manage module activation, and interact with Xposed-based instrumentation. This enables deep system-level testing and behavior modification on devices running Xposed.","intents":["Install an Xposed module to hook system methods and modify behavior","Query installed Xposed modules to verify system modifications","Enable/disable Xposed modules for testing different configurations","Test app behavior with Xposed-based system modifications"],"best_for":["Security researchers using Xposed for system-level testing on older Android versions","Mobile app developers testing on custom ROMs with Xposed","Penetration testers using Xposed modules for security testing"],"limitations":["Xposed is only available on Android 5.0-10 (newer versions use Magisk or LSPosed)","Xposed module installation requires device reboot","Some apps may detect Xposed presence and refuse to run","Xposed development and maintenance has largely moved to alternative frameworks (LSPosed)"],"requires":["Android device with Xposed framework installed (Android 5.0-10)","Root access via custom recovery","Xposed module files for installation","LAMDA server with Xposed integration support"],"input_types":["Xposed module file (.apk)","Module name or package for querying/managing","Module activation parameters"],"output_types":["List of installed Xposed modules with metadata","Module installation status and logs","Module activation status"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_2","uri":"capability://automation.workflow.application.lifecycle.management.with.permission.and.instrumentation.control","name":"application lifecycle management with permission and instrumentation control","description":"Installs, launches, stops, and uninstalls Android applications programmatically, with fine-grained control over permissions and instrumentation hooks. The framework wraps ADB package manager commands and Android Activity Manager APIs, allowing scripts to grant/revoke permissions, enable/disable components, and inject instrumentation for monitoring app behavior. This enables automated app deployment, permission testing, and behavioral analysis without manual device interaction.","intents":["Install an APK on a device and verify successful installation","Grant or revoke specific permissions (camera, location, contacts) to test permission-dependent code paths","Launch an app and wait for it to reach a specific activity or state","Uninstall an app and verify cleanup of app data and cache"],"best_for":["Mobile app developers testing permission handling and installation flows","Security researchers analyzing app behavior under different permission states","CI/CD pipelines automating app deployment and testing on device farms"],"limitations":["Requires root access to manipulate system permissions and SELinux policies","APK installation may fail if device storage is full or signature verification fails","Permission changes may require app restart to take effect, adding latency to test workflows","Instrumentation hooks may conflict with app's own instrumentation or debugging setup"],"requires":["Android device with root access","ADB (Android Debug Bridge) accessible from client machine","APK file for installation (must be compatible with device Android version)","LAMDA server running on device with package manager access"],"input_types":["APK file path or URL","Package name (e.g., 'com.example.app')","Permission strings (e.g., 'android.permission.CAMERA')","Activity name for launching specific screens"],"output_types":["Installation status and error messages","List of granted/revoked permissions","Current app state (running, stopped, crashed)","Package metadata (version, size, signature)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_3","uri":"capability://automation.workflow.network.traffic.interception.and.manipulation.via.mitm.proxy.integration","name":"network traffic interception and manipulation via mitm proxy integration","description":"Intercepts and modifies HTTP/HTTPS traffic from the Android device using an integrated MITM (Man-in-the-Middle) proxy, allowing inspection of request/response payloads, header manipulation, and response injection. The framework configures the device's global proxy settings or per-app proxy rules, routes traffic through a proxy server (e.g., mitmproxy), and exposes APIs to inspect, filter, and modify traffic in real-time. This enables security testing, API contract validation, and behavioral analysis without modifying app code.","intents":["Capture and inspect all HTTP requests and responses from an app to verify API contracts","Inject modified responses to test app error handling and edge cases","Block or delay specific requests to simulate network failures","Extract authentication tokens or sensitive data from network traffic for security audits"],"best_for":["Security researchers performing API security testing and penetration testing","QA engineers validating app behavior under network failures or modified responses","Mobile app developers debugging API integration issues in production-like environments"],"limitations":["Certificate pinning in apps may prevent MITM interception unless bypassed via Frida or system certificate installation","HTTPS traffic requires installing a custom CA certificate on the device, which may be blocked by MDM policies","Proxy overhead adds ~50-200ms latency per request depending on proxy server performance","Some apps may detect proxy presence and refuse to connect, requiring additional anti-detection measures"],"requires":["Android device with root access for global proxy configuration","MITM proxy server (e.g., mitmproxy, Burp Suite) running on network accessible to device","Custom CA certificate installed on device (for HTTPS interception)","Network connectivity between device and proxy server","LAMDA server with proxy integration support"],"input_types":["Proxy server address and port","Traffic filter rules (by URL pattern, domain, request method)","Response modification payloads (JSON, binary)","Certificate data for HTTPS interception"],"output_types":["Captured HTTP request/response objects with headers and body","Traffic statistics (request count, bandwidth, latency)","Modification confirmation and applied rules"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_4","uri":"capability://automation.workflow.dynamic.code.injection.and.runtime.behavior.monitoring.via.frida.integration","name":"dynamic code injection and runtime behavior monitoring via frida integration","description":"Injects JavaScript code into running Android processes using the Frida instrumentation framework, enabling real-time hooking of Java methods, native functions, and system calls. The framework manages Frida server lifecycle on the device, compiles and injects user-provided scripts, and exposes APIs to intercept method calls, modify arguments/return values, and monitor execution flow. This enables deep behavioral analysis, security testing, and reverse engineering without modifying app source code or APK.","intents":["Hook a specific Java method to log all calls with arguments and return values","Modify method return values at runtime to test app behavior under different conditions","Intercept native function calls to analyze low-level behavior or bypass security checks","Monitor memory allocations or file operations to detect suspicious app behavior"],"best_for":["Security researchers performing dynamic analysis and reverse engineering of Android apps","Mobile app developers debugging complex runtime behavior or third-party library interactions","Penetration testers bypassing app security controls for authorized testing"],"limitations":["Frida injection may be detected by anti-tampering mechanisms in some apps, causing crashes or refusal to run","JavaScript-based hooks add ~5-50ms overhead per hooked method call depending on hook complexity","Frida server must be running on device and accessible via network, adding setup complexity","Some system processes may be protected by SELinux policies, preventing Frida injection without additional privilege escalation"],"requires":["Android device with root access","Frida server binary installed and running on device","Frida Python client library (pip install frida)","Network connectivity between client and Frida server on device","JavaScript knowledge for writing Frida instrumentation scripts"],"input_types":["Frida JavaScript instrumentation scripts","Target process name or PID","Method signatures (class name, method name, parameter types)","Hook callback functions (intercept, modify, log)"],"output_types":["Hooked method call logs with arguments and return values","Modified return values or method behavior","Runtime memory/execution traces","Frida script execution status and errors"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_5","uri":"capability://automation.workflow.system.level.command.execution.and.property.manipulation","name":"system-level command execution and property manipulation","description":"Executes arbitrary shell commands on the Android device with root privileges, and reads/writes system properties via the property service. The framework wraps ADB shell execution and Android property APIs, allowing scripts to run system utilities, modify device settings, and access low-level system state. This enables device configuration, system behavior testing, and advanced automation scenarios that require privileged access.","intents":["Execute a shell command to configure device settings or run system utilities","Read system properties (e.g., Android version, device model) for conditional test logic","Modify system properties to simulate different device configurations or behaviors","Run custom scripts or binaries installed on the device"],"best_for":["Security researchers testing system-level behavior and kernel interactions","Mobile app developers debugging device-specific issues or testing on custom ROMs","QA engineers automating complex device configuration workflows"],"limitations":["Requires root access, which may not be available on production devices or those with locked bootloaders","Shell command execution adds ~100-500ms latency depending on command complexity and output size","Some system properties are read-only or protected by SELinux, preventing modification","No built-in command output parsing or structured result handling — raw stdout/stderr returned"],"requires":["Android device with root access (su or adb root)","ADB connectivity from client machine","LAMDA server with shell execution support","Knowledge of Android shell commands and system properties"],"input_types":["Shell command strings (e.g., 'getprop ro.build.version.release')","Property names and values (e.g., 'ro.debuggable', 'true')","Command arguments and environment variables"],"output_types":["Command stdout and stderr as text","Exit code (0 for success, non-zero for failure)","Property values as strings","Execution status and error messages"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_6","uri":"capability://image.visual.screenshot.capture.and.visual.state.inspection","name":"screenshot capture and visual state inspection","description":"Captures full-screen or region-specific screenshots from the Android device and returns them as image files or binary data. The framework uses Android's ScreenCap service or similar mechanisms to efficiently capture the framebuffer, optionally overlaying UI element bounds or accessibility hierarchy information. Screenshots can be used for visual assertions, debugging, or as input to OCR/image analysis pipelines.","intents":["Capture a screenshot to verify UI state after an interaction","Extract visual information for OCR or image-based element detection","Generate visual reports of test execution with before/after screenshots","Debug automation failures by inspecting the device screen state"],"best_for":["QA engineers building visual regression tests and screenshot-based assertions","Mobile app developers debugging UI issues during automation","Security testers documenting app behavior and vulnerabilities"],"limitations":["Screenshot capture adds ~200-500ms latency depending on screen resolution and compression","Large screenshots (e.g., 4K resolution) consume significant bandwidth and storage","Screenshots may contain sensitive information (passwords, personal data) requiring careful handling","No built-in image comparison or OCR — requires external libraries for visual analysis"],"requires":["Android device with screen capture capability (available on Android 4.0+)","LAMDA server with screenshot service","Sufficient device storage for temporary screenshot files","Network bandwidth for transferring image data to client"],"input_types":["Region coordinates (x, y, width, height) for partial screenshots","Image format preference (PNG, JPEG)","Compression quality settings"],"output_types":["Image file (PNG or JPEG format)","Binary image data","Image metadata (resolution, color depth)","Optional UI element overlay data"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_7","uri":"capability://data.processing.analysis.file.system.access.and.data.extraction.from.device.storage","name":"file system access and data extraction from device storage","description":"Reads, writes, and deletes files on the Android device's file system, including app-private directories, cache, and shared storage. The framework uses ADB file transfer (push/pull) or direct file system APIs with appropriate permission handling, enabling data extraction for analysis, test data setup, and app state inspection. This allows automation scripts to access app databases, configuration files, and logs without requiring app-level APIs.","intents":["Extract an app's SQLite database to verify data persistence","Push test data files to the device before running tests","Read app log files to diagnose failures or verify logging behavior","Delete app cache or data to reset app state between test runs"],"best_for":["QA engineers automating data-driven tests and app state verification","Mobile app developers debugging data persistence and file handling","Security researchers analyzing app data storage and privacy practices"],"limitations":["App-private directories (e.g., /data/data/com.example.app) require root access to read","File transfer via ADB adds ~50-200ms overhead per file depending on size","Some files may be locked by running processes, preventing read/write access","No built-in database parsing — raw file data returned; requires external tools for analysis"],"requires":["Android device with ADB connectivity","Root access for reading app-private directories","LAMDA server with file system access support","Sufficient device storage for file operations"],"input_types":["File paths (absolute or relative to app directories)","File content (text or binary)","Directory paths for recursive operations"],"output_types":["File content as text or binary data","File metadata (size, modification time, permissions)","Directory listing with file information","Operation status (success/failure)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_8","uri":"capability://automation.workflow.device.farm.management.and.multi.device.orchestration","name":"device farm management and multi-device orchestration","description":"Manages connections to multiple Android devices simultaneously, enabling parallel test execution and device pool management. The framework maintains a registry of connected devices, provides APIs to allocate/deallocate devices from a pool, and coordinates test execution across devices. This enables large-scale test automation and device farm scenarios without manual device management.","intents":["Run the same test on multiple devices in parallel to verify cross-device compatibility","Allocate a device from a pool for a test, then release it for other tests","Monitor device health and automatically remove unhealthy devices from the pool","Distribute tests across available devices to minimize total execution time"],"best_for":["Enterprise QA teams running large-scale test suites on device farms","CI/CD pipelines automating cross-device testing on cloud platforms","Mobile app developers testing on multiple Android versions and device types"],"limitations":["Device pool management requires external coordination (e.g., Redis, database) for distributed scenarios","No built-in load balancing or intelligent device allocation — requires custom logic","Device health monitoring adds overhead and complexity to test infrastructure","Network latency between client and multiple devices may cause synchronization issues"],"requires":["Multiple Android devices with LAMDA server installed","Network connectivity between client and all devices","Device pool management infrastructure (optional, for large farms)","Python client with device farm support"],"input_types":["Device identifiers (serial numbers, hostnames)","Device filter criteria (Android version, device model, capabilities)","Test allocation parameters (number of devices, timeout)"],"output_types":["List of available devices with metadata","Device allocation status and lease information","Device health metrics (connectivity, battery, storage)","Test execution results aggregated across devices"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-firerpa-lamda__cap_9","uri":"capability://tool.use.integration.extension.system.with.http.and.mcp.model.context.protocol.support","name":"extension system with http and mcp (model context protocol) support","description":"Allows extending LAMDA functionality through a plugin architecture supporting HTTP extensions and MCP (Model Context Protocol) servers. The framework provides hooks for registering custom services, exposing them via HTTP or MCP interfaces, and integrating with external tools and AI agents. This enables third-party developers to add domain-specific automation capabilities and integrate LAMDA with AI-powered workflows.","intents":["Register a custom automation service and expose it via HTTP API for external tools","Integrate LAMDA with an AI agent via MCP to enable natural language automation commands","Add domain-specific automation logic (e.g., banking app testing) as a reusable extension","Expose device capabilities to external systems for orchestration and monitoring"],"best_for":["Platform teams building internal automation frameworks on top of LAMDA","AI/ML teams integrating LAMDA with LLM-based agents for autonomous testing","Third-party tool vendors extending LAMDA with specialized capabilities"],"limitations":["Extension development requires understanding LAMDA's internal architecture and APIs","HTTP extensions add network latency and require external HTTP server setup","MCP integration is relatively new and may have limited tooling and documentation","No built-in versioning or backward compatibility guarantees for extension APIs"],"requires":["Python 3.6-3.12 for extension development","LAMDA framework with extension system support","HTTP server framework (e.g., Flask, FastAPI) for HTTP extensions","MCP client library for MCP server integration"],"input_types":["Extension service definitions (Python classes or MCP schemas)","HTTP request payloads or MCP protocol messages","Configuration parameters for extension initialization"],"output_types":["HTTP responses or MCP protocol responses","Extension service metadata and capabilities","Custom automation results from extension logic"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":46,"verified":false,"data_access_risk":"high","permissions":["Python 3.6-3.12 on client machine","Android device running Android 6.0-15 with root access","LAMDA server component installed and running on Android device","Network connectivity (TCP/IP) between client and Android device","gRPC and Protocol Buffers libraries (installed via pip install lamda)","Android device with Accessibility Services enabled","UIAutomator2 service running on device (included in LAMDA server)","Target app must expose UI elements via Android Accessibility API","Python client with lamda package installed","Android device with root access"],"failure_modes":["Requires root access on Android device for server installation and operation","gRPC overhead adds ~50-100ms latency per RPC call compared to direct ADB","Server component must be pre-installed and running on Android device before client connection","No built-in connection pooling or load balancing across multiple devices","Accessibility tree parsing adds ~200-500ms overhead per hierarchy inspection depending on UI complexity","XPath selectors may be fragile if app developers change resource IDs or class hierarchies","Some custom UI components (e.g., game engines, WebView content) may not expose accessibility attributes","No built-in OCR fallback if element text is rendered as image","OpenVPN configuration requires root access and may conflict with device's own VPN settings","VPN overhead adds ~50-200ms latency per network request","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.6441816288688035,"quality":0.35,"ecosystem":0.6000000000000001,"match_graph":0.25,"freshness":0.6,"weights":{"adoption":0.3,"quality":0.2,"ecosystem":0.15,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:22.065Z","last_scraped_at":"2026-05-03T14:23:31.492Z","last_commit":"2026-03-24T01:53:06Z"},"community":{"stars":7770,"forks":1037,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=mcp-firerpa-lamda","compare_url":"https://unfragile.ai/compare?artifact=mcp-firerpa-lamda"}},"signature":"mXKfZ/cgrnpOLlHmLahbDym22yG3nRTHfMStot8YlkZIdPTkParPzBIgTKYs9H6pZvDobQzynoXToataF5JABg==","signedAt":"2026-06-22T09:46:13.660Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/mcp-firerpa-lamda","artifact":"https://unfragile.ai/mcp-firerpa-lamda","verify":"https://unfragile.ai/api/v1/verify?slug=mcp-firerpa-lamda","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}