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NVIDIA NeMo Agent Toolkit (1.2)

  • GitHub
NVIDIA NeMo Agent Toolkit (1.2) - Home NVIDIA NeMo Agent Toolkit (1.2) - Home

NVIDIA NeMo Agent Toolkit (1.2)
  • GitHub

Table of Contents

About NVIDIA NeMo Agent Toolkit

  • Overview
  • Release Notes

Get Started

  • Quick Start Guide
    • Installing NeMo Agent Toolkit
    • Launching the API Server and UI
  • Tutorials
    • Customize a Workflow
    • Add Tools to a Workflow
    • Create a New Tool and Workflow
    • Build a Demo Agent Workflow Using Cursor Rules for NVIDIA NeMo Agent Toolkit

Manage Workflows

  • About Workflows
    • ReAct Agent
    • Reasoning Agent
    • ReWOO Agent
    • Tool Calling Agent
  • Run NVIDIA NeMo Agent Toolkit Workflows
  • Workflow Configuration
  • LLMs
    • Using Local LLMs
  • Embedders
  • Retrievers
  • Functions
    • Code Execution
  • Model Context Protocol (MCP)
    • Connecting to Remote Tools
    • Serving NeMo Agent toolkit Functions
  • Evaluate Workflows
  • Add Unit Tests for Tools
  • Profiling Workflows
  • Sizing Calculator
  • Observe Workflows
    • Observing with Catalyst
    • Observing with Galileo
    • Observing with OTEL Collector
    • Observing with Phoenix
    • Observing with W&B Weave

Store and Retrieve

  • Memory Module
  • Retrievers
  • Object Store

Extend

  • Writing Custom Functions
  • Extending the NeMo Agent Toolkit Using Plugins
  • Sharing Components
  • Adding a Custom Evaluator
  • Adding a Retriever Provider
  • Adding a Memory Provider
  • Adding an LLM Provider
  • Adding an Object Store Provider
  • Adding an Authentication Provider
  • Integrating AWS Bedrock Models
  • Cursor Rules Developer Guide
  • Adding a Telemetry Exporter

Reference

  • API Reference
    • nat
      • nat.agent
        • nat.agent.base
        • nat.agent.dual_node
        • nat.agent.react_agent
          • nat.agent.react_agent.agent
          • nat.agent.react_agent.output_parser
          • nat.agent.react_agent.prompt
          • nat.agent.react_agent.register
        • nat.agent.reasoning_agent
          • nat.agent.reasoning_agent.reasoning_agent
        • nat.agent.register
        • nat.agent.rewoo_agent
          • nat.agent.rewoo_agent.agent
          • nat.agent.rewoo_agent.prompt
          • nat.agent.rewoo_agent.register
        • nat.agent.tool_calling_agent
          • nat.agent.tool_calling_agent.agent
          • nat.agent.tool_calling_agent.register
      • nat.authentication
        • nat.authentication.api_key
          • nat.authentication.api_key.api_key_auth_provider
          • nat.authentication.api_key.api_key_auth_provider_config
          • nat.authentication.api_key.register
        • nat.authentication.exceptions
          • nat.authentication.exceptions.api_key_exceptions
        • nat.authentication.http_basic_auth
          • nat.authentication.http_basic_auth.http_basic_auth_provider
          • nat.authentication.http_basic_auth.register
        • nat.authentication.interfaces
        • nat.authentication.oauth2
          • nat.authentication.oauth2.oauth2_auth_code_flow_provider
          • nat.authentication.oauth2.oauth2_auth_code_flow_provider_config
          • nat.authentication.oauth2.register
        • nat.authentication.register
      • nat.builder
        • nat.builder.builder
        • nat.builder.component_utils
        • nat.builder.context
        • nat.builder.embedder
        • nat.builder.eval_builder
        • nat.builder.evaluator
        • nat.builder.framework_enum
        • nat.builder.front_end
        • nat.builder.function
        • nat.builder.function_base
        • nat.builder.function_info
        • nat.builder.intermediate_step_manager
        • nat.builder.llm
        • nat.builder.retriever
        • nat.builder.user_interaction_manager
        • nat.builder.workflow
        • nat.builder.workflow_builder
      • nat.cli
        • nat.cli.cli_utils
          • nat.cli.cli_utils.config_override
          • nat.cli.cli_utils.validation
        • nat.cli.commands
          • nat.cli.commands.configure
            • nat.cli.commands.configure.channel
            • nat.cli.commands.configure.configure
          • nat.cli.commands.evaluate
          • nat.cli.commands.info
            • nat.cli.commands.info.info
            • nat.cli.commands.info.list_channels
            • nat.cli.commands.info.list_components
            • nat.cli.commands.info.list_mcp
          • nat.cli.commands.registry
            • nat.cli.commands.registry.publish
            • nat.cli.commands.registry.pull
            • nat.cli.commands.registry.registry
            • nat.cli.commands.registry.remove
            • nat.cli.commands.registry.search
          • nat.cli.commands.sizing
            • nat.cli.commands.sizing.calc
            • nat.cli.commands.sizing.sizing
          • nat.cli.commands.start
          • nat.cli.commands.uninstall
          • nat.cli.commands.validate
          • nat.cli.commands.workflow
            • nat.cli.commands.workflow.workflow
            • nat.cli.commands.workflow.workflow_commands
        • nat.cli.entrypoint
        • nat.cli.main
        • nat.cli.register_workflow
        • nat.cli.type_registry
      • nat.data_models
        • nat.data_models.api_server
        • nat.data_models.authentication
        • nat.data_models.common
        • nat.data_models.component
        • nat.data_models.component_ref
        • nat.data_models.config
        • nat.data_models.dataset_handler
        • nat.data_models.discovery_metadata
        • nat.data_models.embedder
        • nat.data_models.evaluate
        • nat.data_models.evaluator
        • nat.data_models.front_end
        • nat.data_models.function
        • nat.data_models.function_dependencies
        • nat.data_models.interactive
        • nat.data_models.intermediate_step
        • nat.data_models.invocation_node
        • nat.data_models.llm
        • nat.data_models.logging
        • nat.data_models.memory
        • nat.data_models.object_store
        • nat.data_models.profiler
        • nat.data_models.registry_handler
        • nat.data_models.retriever
        • nat.data_models.retry_mixin
        • nat.data_models.span
        • nat.data_models.step_adaptor
        • nat.data_models.streaming
        • nat.data_models.swe_bench_model
        • nat.data_models.telemetry_exporter
        • nat.data_models.ttc_strategy
      • nat.embedder
        • nat.embedder.nim_embedder
        • nat.embedder.openai_embedder
        • nat.embedder.register
      • nat.eval
        • nat.eval.config
        • nat.eval.dataset_handler
          • nat.eval.dataset_handler.dataset_downloader
          • nat.eval.dataset_handler.dataset_filter
          • nat.eval.dataset_handler.dataset_handler
        • nat.eval.evaluate
        • nat.eval.evaluator
          • nat.eval.evaluator.base_evaluator
          • nat.eval.evaluator.evaluator_model
        • nat.eval.intermediate_step_adapter
        • nat.eval.rag_evaluator
          • nat.eval.rag_evaluator.evaluate
          • nat.eval.rag_evaluator.register
        • nat.eval.register
        • nat.eval.remote_workflow
        • nat.eval.runners
          • nat.eval.runners.config
          • nat.eval.runners.multi_eval_runner
        • nat.eval.runtime_event_subscriber
        • nat.eval.swe_bench_evaluator
          • nat.eval.swe_bench_evaluator.evaluate
          • nat.eval.swe_bench_evaluator.register
        • nat.eval.trajectory_evaluator
          • nat.eval.trajectory_evaluator.evaluate
          • nat.eval.trajectory_evaluator.register
        • nat.eval.tunable_rag_evaluator
          • nat.eval.tunable_rag_evaluator.evaluate
          • nat.eval.tunable_rag_evaluator.register
        • nat.eval.usage_stats
        • nat.eval.utils
          • nat.eval.utils.output_uploader
          • nat.eval.utils.tqdm_position_registry
          • nat.eval.utils.weave_eval
      • nat.experimental
        • nat.experimental.decorators
          • nat.experimental.decorators.experimental_warning_decorator
        • nat.experimental.test_time_compute
          • nat.experimental.test_time_compute.editing
            • nat.experimental.test_time_compute.editing.iterative_plan_refinement_editor
            • nat.experimental.test_time_compute.editing.llm_as_a_judge_editor
            • nat.experimental.test_time_compute.editing.motivation_aware_summarization
          • nat.experimental.test_time_compute.functions
            • nat.experimental.test_time_compute.functions.execute_score_select_function
            • nat.experimental.test_time_compute.functions.plan_select_execute_function
            • nat.experimental.test_time_compute.functions.ttc_tool_orchestration_function
            • nat.experimental.test_time_compute.functions.ttc_tool_wrapper_function
          • nat.experimental.test_time_compute.models
            • nat.experimental.test_time_compute.models.editor_config
            • nat.experimental.test_time_compute.models.scoring_config
            • nat.experimental.test_time_compute.models.search_config
            • nat.experimental.test_time_compute.models.selection_config
            • nat.experimental.test_time_compute.models.stage_enums
            • nat.experimental.test_time_compute.models.strategy_base
            • nat.experimental.test_time_compute.models.tool_use_config
            • nat.experimental.test_time_compute.models.ttc_item
          • nat.experimental.test_time_compute.register
          • nat.experimental.test_time_compute.scoring
            • nat.experimental.test_time_compute.scoring.llm_based_agent_scorer
            • nat.experimental.test_time_compute.scoring.llm_based_plan_scorer
            • nat.experimental.test_time_compute.scoring.motivation_aware_scorer
          • nat.experimental.test_time_compute.search
            • nat.experimental.test_time_compute.search.multi_llm_planner
            • nat.experimental.test_time_compute.search.multi_query_retrieval_search
            • nat.experimental.test_time_compute.search.single_shot_multi_plan_planner
          • nat.experimental.test_time_compute.selection
            • nat.experimental.test_time_compute.selection.best_of_n_selector
            • nat.experimental.test_time_compute.selection.llm_based_agent_output_selector
            • nat.experimental.test_time_compute.selection.llm_based_output_merging_selector
            • nat.experimental.test_time_compute.selection.llm_based_plan_selector
            • nat.experimental.test_time_compute.selection.threshold_selector
      • nat.front_ends
        • nat.front_ends.console
          • nat.front_ends.console.authentication_flow_handler
          • nat.front_ends.console.console_front_end_config
          • nat.front_ends.console.console_front_end_plugin
          • nat.front_ends.console.register
        • nat.front_ends.cron
        • nat.front_ends.fastapi
          • nat.front_ends.fastapi.auth_flow_handlers
            • nat.front_ends.fastapi.auth_flow_handlers.http_flow_handler
            • nat.front_ends.fastapi.auth_flow_handlers.websocket_flow_handler
          • nat.front_ends.fastapi.fastapi_front_end_config
          • nat.front_ends.fastapi.fastapi_front_end_controller
          • nat.front_ends.fastapi.fastapi_front_end_plugin
          • nat.front_ends.fastapi.fastapi_front_end_plugin_worker
          • nat.front_ends.fastapi.html_snippets
            • nat.front_ends.fastapi.html_snippets.auth_code_grant_success
          • nat.front_ends.fastapi.intermediate_steps_subscriber
          • nat.front_ends.fastapi.job_store
          • nat.front_ends.fastapi.main
          • nat.front_ends.fastapi.message_handler
          • nat.front_ends.fastapi.message_validator
          • nat.front_ends.fastapi.register
          • nat.front_ends.fastapi.response_helpers
          • nat.front_ends.fastapi.step_adaptor
        • nat.front_ends.mcp
          • nat.front_ends.mcp.mcp_front_end_config
          • nat.front_ends.mcp.mcp_front_end_plugin
          • nat.front_ends.mcp.mcp_front_end_plugin_worker
          • nat.front_ends.mcp.register
          • nat.front_ends.mcp.tool_converter
        • nat.front_ends.register
        • nat.front_ends.simple_base
          • nat.front_ends.simple_base.simple_front_end_plugin_base
      • nat.llm
        • nat.llm.aws_bedrock_llm
        • nat.llm.nim_llm
        • nat.llm.openai_llm
        • nat.llm.register
        • nat.llm.utils
          • nat.llm.utils.env_config_value
          • nat.llm.utils.error
      • nat.memory
        • nat.memory.interfaces
        • nat.memory.models
      • nat.object_store
        • nat.object_store.in_memory_object_store
        • nat.object_store.interfaces
        • nat.object_store.models
        • nat.object_store.register
      • nat.observability
        • nat.observability.exporter
          • nat.observability.exporter.base_exporter
          • nat.observability.exporter.exporter
          • nat.observability.exporter.file_exporter
          • nat.observability.exporter.processing_exporter
          • nat.observability.exporter.raw_exporter
          • nat.observability.exporter.span_exporter
        • nat.observability.exporter_manager
        • nat.observability.mixin
          • nat.observability.mixin.batch_config_mixin
          • nat.observability.mixin.collector_config_mixin
          • nat.observability.mixin.file_mixin
          • nat.observability.mixin.file_mode
          • nat.observability.mixin.resource_conflict_mixin
          • nat.observability.mixin.serialize_mixin
          • nat.observability.mixin.type_introspection_mixin
        • nat.observability.processor
          • nat.observability.processor.batching_processor
          • nat.observability.processor.callback_processor
          • nat.observability.processor.intermediate_step_serializer
          • nat.observability.processor.processor
        • nat.observability.register
        • nat.observability.utils
          • nat.observability.utils.dict_utils
          • nat.observability.utils.time_utils
      • nat.profiler
        • nat.profiler.calc
          • nat.profiler.calc.calc_runner
          • nat.profiler.calc.calculations
          • nat.profiler.calc.data_models
          • nat.profiler.calc.plot
        • nat.profiler.callbacks
          • nat.profiler.callbacks.agno_callback_handler
          • nat.profiler.callbacks.base_callback_class
          • nat.profiler.callbacks.langchain_callback_handler
          • nat.profiler.callbacks.llama_index_callback_handler
          • nat.profiler.callbacks.semantic_kernel_callback_handler
          • nat.profiler.callbacks.token_usage_base_model
        • nat.profiler.data_frame_row
        • nat.profiler.data_models
        • nat.profiler.decorators
          • nat.profiler.decorators.framework_wrapper
          • nat.profiler.decorators.function_tracking
        • nat.profiler.forecasting
          • nat.profiler.forecasting.config
          • nat.profiler.forecasting.model_trainer
          • nat.profiler.forecasting.models
            • nat.profiler.forecasting.models.forecasting_base_model
            • nat.profiler.forecasting.models.linear_model
            • nat.profiler.forecasting.models.random_forest_regressor
        • nat.profiler.inference_metrics_model
        • nat.profiler.inference_optimization
          • nat.profiler.inference_optimization.bottleneck_analysis
            • nat.profiler.inference_optimization.bottleneck_analysis.nested_stack_analysis
            • nat.profiler.inference_optimization.bottleneck_analysis.simple_stack_analysis
          • nat.profiler.inference_optimization.data_models
          • nat.profiler.inference_optimization.experimental
            • nat.profiler.inference_optimization.experimental.concurrency_spike_analysis
            • nat.profiler.inference_optimization.experimental.prefix_span_analysis
          • nat.profiler.inference_optimization.llm_metrics
          • nat.profiler.inference_optimization.prompt_caching
          • nat.profiler.inference_optimization.token_uniqueness
          • nat.profiler.inference_optimization.workflow_runtimes
        • nat.profiler.intermediate_property_adapter
        • nat.profiler.profile_runner
        • nat.profiler.utils
      • nat.registry_handlers
        • nat.registry_handlers.local
          • nat.registry_handlers.local.local_handler
          • nat.registry_handlers.local.register_local
        • nat.registry_handlers.metadata_factory
        • nat.registry_handlers.package_utils
        • nat.registry_handlers.pypi
          • nat.registry_handlers.pypi.pypi_handler
          • nat.registry_handlers.pypi.register_pypi
        • nat.registry_handlers.register
        • nat.registry_handlers.registry_handler_base
        • nat.registry_handlers.rest
          • nat.registry_handlers.rest.register_rest
          • nat.registry_handlers.rest.rest_handler
        • nat.registry_handlers.schemas
          • nat.registry_handlers.schemas.headers
          • nat.registry_handlers.schemas.package
          • nat.registry_handlers.schemas.publish
          • nat.registry_handlers.schemas.pull
          • nat.registry_handlers.schemas.remove
          • nat.registry_handlers.schemas.search
          • nat.registry_handlers.schemas.status
      • nat.retriever
        • nat.retriever.interface
        • nat.retriever.milvus
          • nat.retriever.milvus.register
          • nat.retriever.milvus.retriever
        • nat.retriever.models
        • nat.retriever.nemo_retriever
          • nat.retriever.nemo_retriever.register
          • nat.retriever.nemo_retriever.retriever
        • nat.retriever.register
      • nat.runtime
        • nat.runtime.loader
        • nat.runtime.runner
        • nat.runtime.session
        • nat.runtime.user_metadata
      • nat.settings
        • nat.settings.global_settings
      • nat.tool
        • nat.tool.chat_completion
        • nat.tool.code_execution
          • nat.tool.code_execution.code_sandbox
          • nat.tool.code_execution.local_sandbox
            • nat.tool.code_execution.local_sandbox.local_sandbox_server
          • nat.tool.code_execution.register
          • nat.tool.code_execution.test_code_execution_sandbox
          • nat.tool.code_execution.utils
        • nat.tool.datetime_tools
        • nat.tool.document_search
        • nat.tool.github_tools
          • nat.tool.github_tools.create_github_commit
          • nat.tool.github_tools.create_github_issue
          • nat.tool.github_tools.create_github_pr
          • nat.tool.github_tools.get_github_file
          • nat.tool.github_tools.get_github_issue
          • nat.tool.github_tools.get_github_pr
          • nat.tool.github_tools.update_github_issue
        • nat.tool.mcp
          • nat.tool.mcp.exceptions
          • nat.tool.mcp.mcp_client
          • nat.tool.mcp.mcp_tool
        • nat.tool.memory_tools
          • nat.tool.memory_tools.add_memory_tool
          • nat.tool.memory_tools.delete_memory_tool
          • nat.tool.memory_tools.get_memory_tool
        • nat.tool.nvidia_rag
        • nat.tool.register
        • nat.tool.retriever
        • nat.tool.server_tools
      • nat.utils
        • nat.utils.data_models
          • nat.utils.data_models.schema_validator
        • nat.utils.debugging_utils
        • nat.utils.dump_distro_mapping
        • nat.utils.exception_handlers
          • nat.utils.exception_handlers.automatic_retries
          • nat.utils.exception_handlers.mcp
          • nat.utils.exception_handlers.schemas
        • nat.utils.io
          • nat.utils.io.model_processing
          • nat.utils.io.yaml_tools
        • nat.utils.log_utils
        • nat.utils.metadata_utils
        • nat.utils.optional_imports
        • nat.utils.producer_consumer_queue
        • nat.utils.reactive
          • nat.utils.reactive.base
            • nat.utils.reactive.base.observable_base
            • nat.utils.reactive.base.observer_base
            • nat.utils.reactive.base.subject_base
          • nat.utils.reactive.observable
          • nat.utils.reactive.observer
          • nat.utils.reactive.subject
          • nat.utils.reactive.subscription
        • nat.utils.settings
          • nat.utils.settings.global_settings
        • nat.utils.string_utils
        • nat.utils.type_converter
        • nat.utils.type_utils
        • nat.utils.url_utils
  • API Authentication
  • Interactive Models
  • API Server Endpoints
  • Websockets
  • Command Line Interface (CLI)
  • Cursor Rules Reference
  • Evaluation
  • Evaluation Endpoints
  • Test Time Compute
  • Troubleshooting

Resources

  • FAQ
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  • nat
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  • nat.utils.io.model_processing

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