{"slug":"google-ai-edge-litert-compiled-model-migration","name":"litert-compiled-model-migration","description":"Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing.","long_description":"---\nname: litert-compiled-model-migration\ndescription: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing.\n---\n\n# Skill: LiteRT Compiled Model Migration SKILL\n\n## Description\nThis skill guides an AI agent to rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to the modern LiteRT CompiledModel API v2.1.6 in **Open Source GitHub repositories**. It prioritizes a high-speed, 1st-pass **\"Like for Like\" baseline migration** with automated self-testing, and encourages advanced performance upgrades including **True Asynchronous Execution (`runAsync`)**, **Zero-Copy I/O Buffer Management**, and **NPU JIT compilation**.\n\n---\n\n## 0. Automatic Discovery & Upfront Planning\n\nBefore writing code, the agent MUST inspect the project workspace and present the upfront planning interview to align migration parameters:\n\n### A. Automatic Workspace & Toolchain Discovery\nThe agent must automatically inspect the repository structure:\n1. **Ecosystem & Build Engine**:\n   * **Gradle Build System**: Detected by `build.gradle`, `build.gradle.kts`, or `settings.gradle`. -> Enable **Gradle & GitHub PR Workflow**.\n2. **Language & JNI Toolchain**:\n   * **Native C++ / NDK**: Detected if `CMakeLists.txt`, `Android.mk`, or `*.cpp` files exist. -> Enable **C++ / JNI Migration Rules**.\n   * **Pure Kotlin / Java**: Default to **JVM / Android SDK Migration Rules**.\n\n> [!TIP]\n> **Speed Optimization (Subagent Routing)**: When orchestrating subagents, the agent **MUST default to `DeepCoderLite`** (or `DeepInvestigatorLite`) to guarantee a 2–5 minute migration turnaround. Do NOT invoke heavy multi-layer `DeepCoder` synthesis unless the codebase features complex custom C++ NDK/CMake build systems.\n\n### B. Upfront User Interview (Questions Asked Prior to Migration)\n\nThe agent must present the following review options to the user:\n\n```\nBefore initiating the LiteRT Compiled Model Migration, please confirm your project preferences:\n\n1. Model Workload & Domain:\n   What type of data does this application process?\n   - [A] Vision (Images / Video / Camera Feeds) -> Enables Zero-Copy AHardwareBuffer / direct ByteBuffer recipes.\n   - [B] Audio (Speech / Sound Classification) -> Enables streaming FloatArray or ByteBuffer recipes.\n   - [C] Text / NLP / GenAI -> Enables tokenized tensor buffer recipes.\n\n2. LiteRT Runtime Target SDK:\n   Which SDK distribution target should the project use?\n   - [A] Standalone / Bundled LiteRT V2 (com.google.ai.edge.litert:litert) [Default]\n         -> Bundles LiteRT runtime inside the APK for offline self-contained operation.\n   - [B] LiteRT-in-GMSCore (com.google.android.gms:play-services-litert) [Experimental / Future Release]\n         -> Dynamically requests runtime from Google Play Services, saving ~5 MB APK binary bloat.\n\n3. Hardware Acceleration & Conditional INT8 Quantization:\n   Do you want to enable NPU hardware acceleration via JIT on-device compilation?\n   - [A] Yes (Recommended - replaces deprecated NNAPI) [Default]\n         * If the app uses a Float32 model: Would you like to generate an INT8 integer-quantized model via AI Edge Quantizer for peak NPU speed, or run the original Float32 model?\n           -> Option A.1: Convert to INT8 (Generates model_int8.tflite for NPU matrix engines) [Default]\n           -> Option A.2: Keep Float32 (Runs baseline float model directly on NPU)\n   - [B] No (GPU and CPU acceleration only)\n\n4. Encouraged Performance Upgrades:\n   Should the agent upgrade the calling code to use LiteRT's advanced features?\n   - [A] Yes (Enable True Async Execution runAsync & Zero-Copy I/O Buffers) [Default]\n   - [B] No (Keep strict 1-to-1 synchronous baseline execution)\n\n5. Automated Pull Request Provisioning:\n   Should the agent automatically stage, commit, and create a GitHub PR when self-testing passes?\n   - [A] Yes [Default] (Attaches verification test logs and before/after summary diff)\n   - [B] No (Keep changes local in current working branch)\n```\n\n> [!IMPORTANT]\n> **Mandatory Support Library Removal**: The agent must inform the user that all legacy `org.tensorflow.lite.support` libraries (`ImageProcessor`, `ResizeOp`, `NormalizeOp`, etc.) **will be completely removed and replaced** with direct LiteRT buffer APIs and native preprocessing. This is mandatory to unlock zero-copy speed and API compatibility.\n\n---\n\n## 1. Phase 1: \"Like for Like\" Baseline Migration (1st Pass Success)\n\nPhase 1 prioritizes functional equivalence, fast compilation, and immediate 1st pass self-test success.\n\n### Step 1: Clean & Modernize Dependencies\n\nInspect `libs.versions.toml` and `build.gradle.kts`:\n* **Remove Legacy & Deprecated**:\n  * `org.tensorflow:tensorflow-lite`\n  * `org.tensorflow:tensorflow-lite-gpu`\n  * `org.tensorflow:tensorflow-lite-support`\n  * `org.tensorflow:tensorflow-lite-select-tf-ops` *(Legacy Flex Delegate — see Deprecated API Remediation below)*\n* **Replace TFLite Support Image Preprocessing**: If the application uses legacy TFLite Support (`org.tensorflow.lite.support.image.ImageProcessor`, `ResizeOp`, `NormalizeOp`), **completely remove the Support library dependency**. Replace image scaling with `androidx.core.graphics.scale` (or `Bitmap.createScaledBitmap`) and replace normalization with direct memory-mapped pixel buffer writing (`ByteBuffer.allocateDirect` / `AHardwareBuffer`).\n* **Add Modern LiteRT**:\n  * *Standalone*: `implementation 'com.google.ai.edge.litert:litert:2.1.6'`\n  * *GMSCore*: `implementation 'com.google.android.gms:play-services-litert:16.0.0'`\n* **IDE Portability**: Remove hardcoded `org.gradle.java.home` from `gradle.properties` and exclude `local.properties`.\n* **Kotlin Compiler DSL**: Use top-level `kotlin { compilerOptions { ... } }` outside `android { ... }`.\n\n### Step 2: Deprecated API & Delegate Remediation\n\nThe agent must audit and replace all deprecated delegate APIs:\n\n1. **NNAPI Delegate (`NnApiDelegate`, `NnApiDelegate.Options`, `setUseNNAPI(true)`)**:\n   * **Status**: Deprecated in Android 12+ and removed in LiteRT V2.\n   * **Remediation**: Remove `org.tensorflow.lite.delegates.NnApiDelegate` imports. Replace with `CompiledModel.Options(Accelerator.NPU)` combined with `Environment.create(BuiltinNpuAcceleratorProvider(context), envOptions)`. Implement an explicit `NPU -> GPU -> CPU` fallback cascade to handle non-NPU hardware smoothly.\n\n2. **Flex Delegate (`SelectDelegate`, `org.tensorflow.lite.flex`, `select-tf-ops`)**:\n   * **Status**: Deprecated and incompatible with LiteRT V2 zero-copy and NPU acceleration (bloats APK size by ~30 MB with full TF runtime).\n   * **Remediation**:\n     * Remove `org.tensorflow:tensorflow-lite-select-tf-ops` from `build.gradle.kts`.\n     * Audit model ops using `litert_gpu_toolkit` or Flatbuffer inspection to identify unsupported Flex ops.\n     * Replace Flex ops by re-exporting the model via modern LiteRT converters (`litert_torch` / `LiteRT-torch` or `ai_edge_quantizer`), or implement native LiteRT custom ops via `litert/cc/litert_custom_op.h` if custom C++ math is required.\n\n### Step 3: Native Build Toolchain (`CMakeLists.txt` / NDK)\nFor native C++ modules, update `CMakeLists.txt`:\n```cmake\n# Replace legacy tensorflowlite_jni with LiteRt\nfind_library(log-lib log)\nfind_library(android-lib android)\n\ntarget_link_libraries(your_native_lib\n    LiteRt\n    litert_jni\n    ${log-lib}\n    ${android-lib}\n)\n```\n\n### Step 4: API & Lifecycle Refactoring (Rewrite Initialization & Dynamic Signatures)\n\n> [!IMPORTANT]\n> **Never Simple Swap**: Do **NOT** merely perform a search-and-replace of the `Interpreter` class. Rewrite the model initialization logic to instantiate `CompiledModel` with an explicit hardware fallback cascade (`NPU -> GPU -> CPU`). When NPU is selected, prioritize NPU JIT compilation by instantiating an explicit `Environment` object (`Environment.create(BuiltinNpuAcceleratorProvider(context), envOptions)`) configured with `DispatchLibraryDir` and `CompilerPluginLibraryDir` pointing to `context.applicationInfo.nativeLibraryDir`.\n\n| Legacy TFLite API | Modern LiteRT V2 Drop-in Replacement |\n|---|---|\n| `org.tensorflow.lite.Interpreter` | `com.google.ai.edge.litert.CompiledModel` |\n| `Interpreter(modelFile, options)` | `CompiledModel.create(modelPath, options, env)` *(via NPU Environment & Fallback Cascade)* |\n| `interpreter.run(input, output)` | `compiledModel.run(inputBuffers, outputBuffers)` |\n| `GpuDelegate()` / `NnApiDelegate()` | `CompiledModel.Options(Accelerator.GPU / NPU / CPU)` |\n| `org.tensorflow.lite.flex.FlexDelegate` | Native LiteRT op / `CompiledModel.Options(Accelerator.NPU / GPU)` |\n| `interpreter.getInputTensor(0)` | `compiledModel.getInputTensorType(\"args_0\")` (Fallback: `\"input_0\"`) |\n| `ImageProcessor.Builder().add(ResizeOp(...)).build()` | `androidx.core.graphics.scale(width, height)` / `Bitmap.createScaledBitmap` |\n| `#include \"tensorflow/lite/interpreter.h\"` | `#include \"litert/cc/litert_compiled_model.h\"` |\n| `#include \"tensorflow/lite/c/c_api.h\"` | `#include \"litert/c/litert_compiled_model.h\"` |\n\n### Step 5: Two-Stage Fast Verification Gate (Karpathy Self-Test)\nTo maximize execution speed:\n* **Stage 1 (Refactoring Gate)**: Run fast incremental compile checks only (`./gradlew compileDebugKotlin` or `./gradlew assembleDebug`) to verify syntax in seconds.\n* **Stage 2 (Final Verification Gate)**: Copy `templates/MigrationValidationTest.kt` into `androidTest/` and execute full packaging (`./gradlew assembleDebug assembleDebugAndroidTest` and `./gradlew testDebugUnitTest`).\n\n---\n\n## 2. Phase 2: Encouraged Performance Upgrades\n\nOnce Phase 1 compiles and passes self-testing, the agent applies high-value performance features:\n\n### Upgrade 2.A: True Asynchronous Execution (`runAsync`)\nReplace blocking UI thread inference with LiteRT's non-blocking async execution:\n```kotlin\n// Non-blocking async execution for smooth 60/120 FPS UI viewfinders\ncompiledModel.runAsync(inputBuffers, outputBuffers, object : CompiledModel.AsyncCallback {\n    override fun onComplete(outputBuffers: Array<TensorBuffer>) {\n        // Handle output tensor results on completion thread\n        val results = outputBuffers[0].readFloat()\n        updateUI(results)\n    }\n    override fun onError(error: Throwable) {\n        Log.e(\"LiteRT\", \"Async inference failed\", error)\n    }\n})\n```\n\n### Upgrade 2.B: Efficient Zero-Copy I/O Buffer Management\nBypass intermediate JVM array copying (`FloatArray`, `IntArray`) by using hardware texture buffers and direct memory-mapped `ByteBuffer` streams:\n```kotlin\n// Vision Zero-Copy: Direct AHardwareBuffer texture interop\nval inputTensorBuffer = TensorBuffer.createFromAhwb(hardwareBuffer)\ncompiledModel.run(arrayOf(inputTensorBuffer), outputBuffers)\n\n// Cleanup lifecycle\ninputTensorBuffer.close()\noutputBuffers.forEach { it.close() }\n```\n\n### Upgrade 2.C: NPU JIT Acceleration & Conditional INT8 Quantization\n1. **Conditional INT8 Quantization**: If NPU JIT is selected and the user opted in, run AI Edge Quantizer (`aeq`) to generate `model_int8.tflite` in `assets/`:\n   ```python\n   from ai_edge_quantizer import Quantizer, QuantizationConfig, QuantizationType\n   qt = Quantizer(\"src/main/assets/model.tflite\")\n   qt.quantize_model(QuantizationConfig(weight_type=QuantizationType.INT8, activation_type=QuantizationType.INT8))\n   qt.export_model(\"src/main/assets/model_int8.tflite\")\n   ```\n2. **NPU JIT Runtime Bundling**: Package vendor shared libraries in `app/src/main/jniLibs/arm64-v8a/` (`libLiteRtDispatch_Qualcomm.so`, `libQnnHtp.so`, etc.). Check local `LITERT_JIT_CACHE_DIR` before network downloads.\n3. **Qualcomm FastRPC Permission**: Declare `<uses-native-library android:name=\"libcdsprpc.so\" android:required=\"false\" />` inside `<application>` in `AndroidManifest.xml`.\n4. **Environment Dispatch & Fallback Cascade**: Pass `DispatchLibraryD","tagline":"Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. 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this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"416 GitHub stars","repoActivity":"416 stars, 116 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","install":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"sandbox_only"},"installReadiness":{"ready":true,"command":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill allows the agent to automatically create GitHub PRs after passing tests; 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this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"416 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":62,"weight":0.08,"status":"info","detail":"416 stars, 116 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":56,"weight":0.12,"status":"warn","detail":"credential or environment access, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":34,"weight":0.07,"status":"fail","detail":"secrets or environment access, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"416 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"416 stars, 116 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"credential or environment access, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"6 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"],"evidence":{"stars":"416 GitHub stars","repoActivity":"416 stars, 116 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","install":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","policy":"sandbox_only","label":"Sandbox only","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"sandbox_only","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review","Live brokerage, exchange, wallet, or payment credentials outside an explicitly approved sandbox"],"knownRisks":["The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":45,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"risky","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Audit risk risky exceeds max_risk=medium","High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":69,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Audit score: Risky","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Audit score: Risky","Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, filesystem or document access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Audit risk risky exceeds max_risk=medium","High-risk permission hints: Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","The SKILL.md excerpt is incomplete in the submission, but the provided portion suggests a comprehensive workflow; full file likely contains all necessary details.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval."],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate litert-compiled-model-migration before installing it in an agent workflow","research","Coding agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration"]},{"id":"trust_score","label":"Trust score","status":"warn","score":67,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","416 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"fail","score":77,"required_for_auto_install":true,"detail":"Risky","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":45,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Audit risk exceeds the requested agent policy"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"3d since push","evidence":["3d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":34,"required_for_auto_install":true,"detail":"secrets or environment access, filesystem or document access","evidence":["Network access: medium","Filesystem access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/google-ai-edge-litert-compiled-model-migration/evals","api":"/api/agent/evals?slug=google-ai-edge-litert-compiled-model-migration","text":"/api/agent/evals?slug=google-ai-edge-litert-compiled-model-migration&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"google-ai-edge-litert-compiled-model-migration","name":"litert-compiled-model-migration","description":"Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing.","category":"research","url":"https://www.openagentskill.com/skills/google-ai-edge-litert-compiled-model-migration","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","github_repo":"google-ai-edge/litert-samples"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add google-ai-edge-litert-compiled-model-migration"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"litert-compiled-model-migration\" agent skill from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"litert-compiled-model-migration\" as a Claude Code skill from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"litert-compiled-model-migration\" from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/google-ai-edge-litert-compiled-model-migration/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/google-ai-edge-litert-compiled-model-migration"},"trust":{"score":67,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"416 GitHub stars","repoActivity":"416 stars, 116 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","install":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 67/100 Manual review","Audit: 77/100 Risky","Safety: 45/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"google-ai-edge-litert-compiled-model-migration (litert-compiled-model-migration)","install_command":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","risk_summary":"Risky; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"google-ai-edge-litert-compiled-model-migration","task":"Use litert-compiled-model-migration in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/google-ai-edge-litert-compiled-model-migration","api":"https://www.openagentskill.com/api/agent/skills/google-ai-edge-litert-compiled-model-migration","audit":"https://www.openagentskill.com/skills/google-ai-edge-litert-compiled-model-migration/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=google-ai-edge-litert-compiled-model-migration&task=Use%20litert-compiled-model-migration%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20litert-compiled-model-migration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20litert-compiled-model-migration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/google-ai-edge-litert-compiled-model-migration/install","manifest":"https://www.openagentskill.com/api/registry/manifest/google-ai-edge-litert-compiled-model-migration"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"google-ai-edge-litert-compiled-model-migration","name":"litert-compiled-model-migration","description":"Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"litert-compiled-model-migration\" as a Claude Code skill from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"litert-compiled-model-migration\" from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/google-ai-edge-litert-compiled-model-migration/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/google-ai-edge-litert-compiled-model-migration"},"trust":{"score":67,"label":"Manual review","version":"trust-score-v4","install_policy":"sandbox_only","evidence":{"stars":"416 GitHub stars","repoActivity":"416 stars, 116 forks","lastPushed":"3d since push","license":"Apache-2.0","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","install":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"risky","risk_label":"Risky","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","The SKILL.md excerpt is incomplete in the submission, but the provided portion suggests a comprehensive workflow; full file likely contains all necessary details.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval."]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. 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require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos."]},"coverageTags":["Coding","Coding agents","research","agent-skill"]},"audit":{"audit_score":77,"risk_level":"risky","risk_label":"Risky","quality_score":73,"trust_score":67,"maintenance_score":100,"security_score":73,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required","The skill allows the agent to automatically create GitHub PRs after passing tests; this could be risky if the agent has write access to unintended repositories, but it is gated behind a user decision and scoped to open-source repos.","The SKILL.md excerpt is incomplete in the submission, but the provided portion suggests a comprehensive workflow; full file likely contains all necessary details.","Financial research output is not financial advice; require human review before any live investment decision.","This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.","Quality score needs review","Permission surface needs review: secrets or environment access, filesystem or document access","Dependency/runtime risk: credential or environment access, network or browser surface","Permission surface: secrets or environment access, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":18.34,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add google-ai-edge/litert-samples --skill litert-compiled-model-migration","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add google-ai-edge-litert-compiled-model-migration","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"litert-compiled-model-migration\" agent skill from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"litert-compiled-model-migration\" as a Claude Code skill from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"litert-compiled-model-migration\" from https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Rapidly migrate an Android application from legacy TensorFlow Lite (TFLite) to modern LiteRT CompiledModel API v2.1.6 in Open Source GitHub repositories. Supports True Async Execution (runAsync), Zero-Copy I/O Buffers, NPU JIT compilation, and automated 2-stage verification self-testing. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"google-ai-edge-litert-compiled-model-migration\",\"task\":\"Install litert-compiled-model-migration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","github_repo":"google-ai-edge/litert-samples","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/google-ai-edge-litert-compiled-model-migration","repository":"https://github.com/google-ai-edge/litert-samples/tree/main/skills/litert-compiled-model-migration","api":"/api/agent/skills/google-ai-edge-litert-compiled-model-migration","install_api":"/api/skills/google-ai-edge-litert-compiled-model-migration/install"},"meta":{"created_at":"2026-08-26T20:36:02.673752+00:00","updated_at":"2026-09-04T03:47:54.199647+00:00","agent_friendly":true}}