Path	Lines of Code
gemini/agent-engine/evaluating_crewai_agent_engine_customized_template.ipynb	1696
gemini/agent-engine/evaluating_langchain_agent_engine_prebuilt_template.ipynb	1531
gemini/agent-engine/evaluating_langgraph_agent_engine_customized_template.ipynb	1694
gemini/agent-engine/intro_agent_engine.ipynb	831
gemini/agent-engine/langgraph_human_in_the_loop.ipynb	1029
gemini/agent-engine/tracing_agents_in_agent_engine.ipynb	850
gemini/agent-engine/tutorial_ag2_on_agent_engine.ipynb	881
gemini/agent-engine/tutorial_alloydb_rag_agent.ipynb	845
gemini/agent-engine/tutorial_cloud_sql_pg_rag_agent.ipynb	785
gemini/agent-engine/tutorial_langgraph.ipynb	721
gemini/agent-engine/tutorial_langgraph_rag_agent.ipynb	1140
gemini/agent-engine/tutorial_mcp_toolbox_for_databases.ipynb	1583
gemini/agents/genai-experience-concierge/agent-design-patterns/guardrail-classifier.ipynb	1051
gemini/agents/genai-experience-concierge/agent-design-patterns/semantic-router.ipynb	1096
gemini/agents/genai-experience-concierge/agent-design-patterns/task-planner.ipynb	1448
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/function_calling.py	80
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/gemini.py	29
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/guardrails.py	42
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/semantic_router.py	69
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/agents/task_planner.py	40
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/langgraph_server/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/langgraph_server/checkpoint_saver.py	57
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/langgraph_server/fastapi_app.py	251
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/langgraph_server/langgraph_agent.py	206
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/langgraph_server/schemas.py	61
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/chat.py	120
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/guardrails.py	112
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/router.py	109
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/save_turn.py	21
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/executor.py	39
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/ops/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/ops/execute_plan.py	35
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/ops/generate_plan.py	46
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/ops/reflect_plan.py	28
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/planner.py	56
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/reflector.py	61
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/nodes/task_planning/schemas.py	39
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/schemas.py	19
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/server.py	78
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/settings.py	48
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/tools/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/tools/find_inventory.py	66
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/tools/find_products.py	240
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/tools/find_stores.py	131
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/tools/schemas.py	54
gemini/agents/genai-experience-concierge/langgraph-demo/backend/concierge/utils.py	134
gemini/agents/genai-experience-concierge/langgraph-demo/backend/notebooks/langgraph-agent.ipynb	397
gemini/agents/genai-experience-concierge/langgraph-demo/backend/notebooks/langgraph-remote-agent.ipynb	464
gemini/agents/genai-experience-concierge/langgraph-demo/backend/pyproject.toml	56
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/__init__.py	1
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/agents/function_calling.py	62
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/agents/gemini_chat.py	29
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/agents/gemini_chat_with_guardrails.py	37
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/agents/semantic_router.py	34
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/agents/task_planner.py	56
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/auth.py	47
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/demo_page.py	59
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/home.py	9
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/remote_settings.py	44
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/concierge_ui/server.py	87
gemini/agents/genai-experience-concierge/langgraph-demo/frontend/pyproject.toml	32
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/app_engine.tf	46
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/backend.tf	14
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/databases.tf	77
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/network.tf	33
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/outputs.tf	42
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/project.tf	42
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/provider.tf	7
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/service_accounts.tf	34
gemini/agents/genai-experience-concierge/langgraph-demo/terraform/variables.tf	55
gemini/agents/genai-experience-concierge/pyproject.toml	36
gemini/agents/genai-experience-concierge/scripts/__init__.py	1
gemini/agents/genai-experience-concierge/scripts/cli/__init__.py	1
gemini/agents/genai-experience-concierge/scripts/cli/concierge.py	33
gemini/agents/genai-experience-concierge/scripts/cli/langgraph_demo.py	260
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/__init__.py	1
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/backend.py	91
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/cloudbuild.py	24
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/dataset.py	251
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/defaults.py	19
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/frontend.py	37
gemini/agents/genai-experience-concierge/scripts/langgraph_demo/terraform.py	63
gemini/agents/genai-experience-concierge/scripts/license_check.py	41
gemini/agents/research-multi-agents/ev_agent/__init__.py	1
gemini/agents/research-multi-agents/ev_agent/agent_handler/__init__.py	1
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_01_ExecutionAgent.py	131
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_02_PlanningAgent.py	212
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_03_QueryAnalysisAgent.py	175
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_04_DataGatherAgent.py	221
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_05_ReportAgent.py	616
gemini/agents/research-multi-agents/ev_agent/agent_handler/agent_06_VisualizeAgent.py	394
gemini/agents/research-multi-agents/ev_agent/api_handler/__init__.py	1
gemini/agents/research-multi-agents/ev_agent/api_handler/api_01_NeighborhoodSummary.py	876
gemini/agents/research-multi-agents/ev_agent/api_handler/api_02_EV_Infra_StationAnalysis.py	463
gemini/autocal/apphosting.yaml	18
gemini/autocal/frontend/app/globals.css	36
gemini/autocal/frontend/app/layout.tsx	51
gemini/autocal/frontend/app/page.tsx	103
gemini/autocal/frontend/components/auth/AuthContext.tsx	76
gemini/autocal/frontend/components/auth/GoogleSignInButton.css	85
gemini/autocal/frontend/components/auth/GoogleSignInButton.tsx	48
gemini/autocal/frontend/components/auth/NotLoggedIn.tsx	50
gemini/autocal/frontend/components/auth/RequireAuthWrapper.tsx	25
gemini/autocal/frontend/components/context/StatusContext.tsx	83
gemini/autocal/frontend/components/nav/Navigation.tsx	24
gemini/autocal/frontend/components/nav/TopLoginLogout.tsx	65
gemini/autocal/frontend/components/upload/EditCalendar.tsx	202
gemini/autocal/frontend/components/upload/Preview.tsx	68
gemini/autocal/frontend/components/upload/Success.tsx	29
gemini/autocal/frontend/components/upload/UploadForm.tsx	137
gemini/autocal/frontend/components/upload/UploadProgress.tsx	43
gemini/autocal/frontend/eslint.config.mjs	38
gemini/autocal/frontend/libs/auth/auth.ts	150
gemini/autocal/frontend/libs/calendar/calendar.ts	51
gemini/autocal/frontend/libs/firebase/client/clientApp.ts	12
gemini/autocal/frontend/libs/firebase/config.ts	9
gemini/autocal/frontend/libs/schema/schema.ts	88
gemini/autocal/frontend/next.config.ts	4
gemini/autocal/frontend/theme.ts	25
gemini/autocal/image-processor-function/cloudbuild.yaml	28
gemini/autocal/image-processor-function/main.py	100
gemini/autocal/terraform/backend.tf	21
gemini/autocal/terraform/locals.tf	19
gemini/autocal/terraform/main.tf	26
gemini/autocal/terraform/modules/1-org-policies/backend.tf	21
gemini/autocal/terraform/modules/1-org-policies/main.tf	21
gemini/autocal/terraform/modules/1-org-policies/variables.tf	4
gemini/autocal/terraform/modules/2-apis/backend.tf	21
gemini/autocal/terraform/modules/2-apis/main.tf	9
gemini/autocal/terraform/modules/2-apis/variables.tf	8
gemini/autocal/terraform/modules/3-resources/backend.tf	25
gemini/autocal/terraform/modules/3-resources/firebase.tf	93
gemini/autocal/terraform/modules/3-resources/identity.tf	10
gemini/autocal/terraform/modules/3-resources/image-processor.tf	67
gemini/autocal/terraform/modules/3-resources/locals.tf	45
gemini/autocal/terraform/modules/3-resources/main.tf	34
gemini/autocal/terraform/modules/3-resources/outputs.tf	12
gemini/autocal/terraform/modules/3-resources/sa.tf	136
gemini/autocal/terraform/modules/3-resources/services.tf	1
gemini/autocal/terraform/modules/3-resources/variables.tf	16
gemini/autocal/terraform/outputs.tf	4
gemini/autocal/terraform/variables.tf	20
gemini/batch-prediction/monitor_batch_prediction_gemini_api.ipynb	865
gemini/chat-completions/intro_chat_completions_api.ipynb	642
gemini/code-execution/intro_code_execution.ipynb	1461
gemini/context-caching/intro_context_caching.ipynb	550
gemini/controlled-generation/intro_controlled_generation.ipynb	746
gemini/evaluation/bring_your_own_autorater_with_custom_metric.ipynb	699
gemini/evaluation/compare_generative_ai_models.ipynb	625
gemini/evaluation/enhancing_quality_and_explainability_with_eval.ipynb	713
gemini/evaluation/evaluate_and_compare_gemini_model_settings.ipynb	478
gemini/evaluation/evaluate_autorater.ipynb	966
gemini/evaluation/evaluate_gemini_tool_use.ipynb	630
gemini/evaluation/evaluate_images_with_gecko.ipynb	1248
gemini/evaluation/evaluate_langchain_chains.ipynb	939
gemini/evaluation/evaluate_rag_batch_pipeline.ipynb	1611
gemini/evaluation/evaluate_rag_gen_ai_evaluation_service_sdk.ipynb	1115
gemini/evaluation/evaluate_translation.ipynb	464
gemini/evaluation/evaluate_videos_with_gecko.ipynb	1328
gemini/evaluation/evaluating_adk_agent.ipynb	1528
gemini/evaluation/evaluating_crewai_agent.ipynb	1545
gemini/evaluation/evaluating_langgraph_agent.ipynb	1574
gemini/evaluation/evaluating_prompts_at_scale_with_gemini_batch_prediction_api.ipynb	761
gemini/evaluation/intro_to_gen_ai_evaluation_service_sdk.ipynb	441
gemini/evaluation/migration_guide_preview_to_GA_sdk.ipynb	900
gemini/evaluation/prompt_engineering_gen_ai_evaluation_service_sdk.ipynb	598
gemini/function-calling/forced_function_calling.ipynb	730
gemini/function-calling/function_calling_data_structures.ipynb	626
gemini/function-calling/function_calling_service/main.py	65
gemini/function-calling/function_calling_service/templates/index.html	75
gemini/function-calling/intro_diy_react_agent.ipynb	1543
gemini/function-calling/intro_function_calling.ipynb	842
gemini/function-calling/multimodal_function_calling.ipynb	1279
gemini/function-calling/parallel_function_calling.ipynb	781
gemini/function-calling/sql-talk-app/app.py	251
gemini/function-calling/use_case_company_news_and_insights.ipynb	942
gemini/getting-started/intro_gemini_2_0_flash.ipynb	1504
gemini/getting-started/intro_gemini_2_0_flash_lite.ipynb	1252
gemini/getting-started/intro_gemini_2_0_flash_thinking_mode.ipynb	574
gemini/getting-started/intro_gemini_2_0_image_gen.ipynb	453
gemini/getting-started/intro_gemini_2_0_image_gen_rest_api.ipynb	587
gemini/getting-started/intro_gemini_2_5_flash.ipynb	1614
gemini/getting-started/intro_gemini_2_5_pro.ipynb	1494
gemini/getting-started/intro_gemini_chat.ipynb	648
gemini/getting-started/intro_gemini_curl.ipynb	907
gemini/getting-started/intro_gemini_express.ipynb	1283
gemini/getting-started/intro_gemini_python.ipynb	971
gemini/global-endpoint/intro_global_endpoint.ipynb	375
gemini/grounding/grounding_with_vais.ipynb	639
gemini/grounding/intro-grounding-gemini.ipynb	958
gemini/long-context/intro_long_context.ipynb	643
gemini/mcp/adk_mcp_app/main.py	95
gemini/mcp/adk_mcp_app/mcp_server/cocktail.py	122
gemini/mcp/adk_mcp_app/static/index.html	466
gemini/mcp/adk_multiagent_mcp_app/main.py	257
gemini/mcp/adk_multiagent_mcp_app/mcp_server/cocktail.py	119
gemini/mcp/adk_multiagent_mcp_app/mcp_server/weather_server.py	109
gemini/mcp/adk_multiagent_mcp_app/pyproject.toml	14
gemini/mcp/adk_multiagent_mcp_app/static/index.html	47
gemini/mcp/adk_multiagent_mcp_app/static/main.js	24
gemini/mcp/adk_multiagent_mcp_app/static/styles.css	399
gemini/mcp/adk_multiagent_mcp_app/static/tabs.js	40
gemini/mcp/adk_multiagent_mcp_app/static/userGuide.js	51
gemini/mcp/adk_multiagent_mcp_app/static/websocketApp.js	316
gemini/mcp/build_mcp_server_by_gemini.ipynb	1241
gemini/mcp/develop_mcp_with_gemini_and_adk.ipynb	1115
gemini/mcp/intro_to_mcp.ipynb	922
gemini/mcp/mcp_orchestration_app/src/gemini_client.py	565
gemini/mcp/mcp_orchestration_app/src/gemini_server.py	214
gemini/model-optimizer/intro_model_optimizer.ipynb	558
gemini/multimodal-live-api/gradio-voice/app.py	145
gemini/multimodal-live-api/gradio-voice/header.html	12
gemini/multimodal-live-api/gradio-voice/style.css	4
gemini/multimodal-live-api/intro_multimodal_live_api_genai_sdk.ipynb	757
gemini/multimodal-live-api/real_time_rag_bank_loans_gemini_2_0.ipynb	1806
gemini/multimodal-live-api/real_time_rag_retail_gemini_2_0.ipynb	1833
gemini/multimodal-live-api/websocket-demo-app/backend/main.py	54
gemini/multimodal-live-api/websocket-demo-app/frontend/cookieJar.js	29
gemini/multimodal-live-api/websocket-demo-app/frontend/gemini-live-api.js	137
gemini/multimodal-live-api/websocket-demo-app/frontend/index.html	183
gemini/multimodal-live-api/websocket-demo-app/frontend/live-media-manager.js	240
gemini/multimodal-live-api/websocket-demo-app/frontend/pcm-processor.js	26
gemini/multimodal-live-api/websocket-demo-app/frontend/script.js	209
gemini/multimodal-live-api/websocket-demo-app/frontend/styles.css	104
gemini/orchestration/autogen_gemini.ipynb	627
gemini/orchestration/intro_langchain_gemini.ipynb	1476
gemini/orchestration/intro_langgraph_gemini.ipynb	635
gemini/orchestration/langgraph_gemini_podcast.ipynb	1142
gemini/orchestration/llamaindex_workflows.ipynb	1120
gemini/prompts/intro_prompt_design.ipynb	890
gemini/prompts/prompt_optimizer/vapo_lib.py	785
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_sdk.ipynb	1281
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_sdk_custom_metric.ipynb	1481
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_sdk_long_prompt_optimization.ipynb	1141
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_sdk_multimodal_image.ipynb	1107
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_sdk_tool_calling.ipynb	1467
gemini/prompts/prompt_optimizer/vertex_ai_prompt_optimizer_ui.ipynb	460
gemini/rag-engine/intro_rag_engine.ipynb	652
gemini/rag-engine/rag_engine_eval_service_sdk.ipynb	738
gemini/rag-engine/rag_engine_evaluation.ipynb	1257
gemini/rag-engine/rag_engine_feature_store.ipynb	707
gemini/rag-engine/rag_engine_pinecone.ipynb	936
gemini/rag-engine/rag_engine_vector_search.ipynb	716
gemini/rag-engine/rag_engine_vertex_ai_search.ipynb	670
gemini/rag-engine/rag_engine_weaviate.ipynb	586
gemini/responsible-ai/gemini_prompt_attacks_mitigation_examples.ipynb	2306
gemini/responsible-ai/gemini_safety_ratings.ipynb	680
gemini/responsible-ai/react_rag_attacks_mitigations_examples.ipynb	1085
gemini/sample-apps/accelerating_product_innovation/app/__init__.py	1
gemini/sample-apps/accelerating_product_innovation/app/app_config.toml	57
gemini/sample-apps/accelerating_product_innovation/app/css/prod_gen_styles.css	20
gemini/sample-apps/accelerating_product_innovation/app/css/prod_insights_styles.css	6
gemini/sample-apps/accelerating_product_innovation/app/css/sidebar_styles.css	7
gemini/sample-apps/accelerating_product_innovation/app/download_link.html	11
gemini/sample-apps/accelerating_product_innovation/app/home_page.py	15
gemini/sample-apps/accelerating_product_innovation/app/pages/edit_image.py	47
gemini/sample-apps/accelerating_product_innovation/app/pages/product_generation.py	82
gemini/sample-apps/accelerating_product_innovation/app/pages/product_insights.py	123
gemini/sample-apps/accelerating_product_innovation/app/pages/resources.py	101
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/downloads.py	94
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/draft_generation.py	63
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/edit_image.py	123
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/editor_ui.py	72
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/embedding_model.py	13
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/export_content_pdf.py	85
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/get_llm_response.py	33
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/imagen.py	58
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/insights.py	74
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/pages_config.py	38
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/pdf_generation.py	121
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/product_features.py	99
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/product_gen.py	144
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/project.py	58
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/resources_store_embeddings.py	189
gemini/sample-apps/accelerating_product_innovation/app/pages_utils/setup.py	113
gemini/sample-apps/accelerating_product_innovation/cloud_functions/__init__.py	1
gemini/sample-apps/accelerating_product_innovation/cloud_functions/gemini_call/__init__.py	1
gemini/sample-apps/accelerating_product_innovation/cloud_functions/gemini_call/main.py	29
gemini/sample-apps/accelerating_product_innovation/cloud_functions/imagen_call/__init__.py	1
gemini/sample-apps/accelerating_product_innovation/cloud_functions/imagen_call/main.py	23
gemini/sample-apps/accelerating_product_innovation/cloud_functions/text_embedding/__init__.py	1
gemini/sample-apps/accelerating_product_innovation/cloud_functions/text_embedding/main.py	36
gemini/sample-apps/finance-advisor-spanner/Schema-Operations.sql	135
gemini/sample-apps/finance-advisor-spanner/database.py	157
gemini/sample-apps/finance-advisor-spanner/graph_viz.py	37
gemini/sample-apps/finance-advisor-spanner/home.py	23
gemini/sample-apps/finance-advisor-spanner/pages/1_Asset_Search.py	58
gemini/sample-apps/finance-advisor-spanner/pages/2_Semantic_Search.py	32
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