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SpoonOS Cookbook – Combined Markdown Export
Generated by cookbook/scripts/generate-llm.js
---
FILE: docs/api-reference/index.md
# SpoonOS API Reference (auto-generated)
Generated from spoon_ai sources. Each module below has its own page.
- [spoon_ai](./spoon_ai.md)
---
FILE: docs/api-reference/spoon_ai/index.md
---
id: spoon_ai
slug: /api-reference/spoon_ai//index
title: spoon_ai
---
# Table of Contents
* [spoon\_ai](#spoon_ai)
* [spoon\_ai.graph](#spoon_ai.graph)
* [GraphExecutionError](#spoon_ai.graph.GraphExecutionError)
* [NodeExecutionError](#spoon_ai.graph.NodeExecutionError)
* [StateValidationError](#spoon_ai.graph.StateValidationError)
* [CheckpointError](#spoon_ai.graph.CheckpointError)
* [GraphConfigurationError](#spoon_ai.graph.GraphConfigurationError)
* [EdgeRoutingError](#spoon_ai.graph.EdgeRoutingError)
* [InterruptError](#spoon_ai.graph.InterruptError)
* [Command](#spoon_ai.graph.Command)
* [StateSnapshot](#spoon_ai.graph.StateSnapshot)
* [InMemoryCheckpointer](#spoon_ai.graph.InMemoryCheckpointer)
* [\_\_init\_\_](#spoon_ai.graph.InMemoryCheckpointer.__init__)
* [save\_checkpoint](#spoon_ai.graph.InMemoryCheckpointer.save_checkpoint)
* [get\_checkpoint](#spoon_ai.graph.InMemoryCheckpointer.get_checkpoint)
* [list\_checkpoints](#spoon_ai.graph.InMemoryCheckpointer.list_checkpoints)
* [clear\_thread](#spoon_ai.graph.InMemoryCheckpointer.clear_thread)
* [get\_stats](#spoon_ai.graph.InMemoryCheckpointer.get_stats)
* [add\_messages](#spoon_ai.graph.add_messages)
* [interrupt](#spoon_ai.graph.interrupt)
* [StateGraph](#spoon_ai.graph.StateGraph)
* [\_\_init\_\_](#spoon_ai.graph.StateGraph.__init__)
* [add\_node](#spoon_ai.graph.StateGraph.add_node)
* [add\_llm\_node](#spoon_ai.graph.StateGraph.add_llm_node)
* [add\_edge](#spoon_ai.graph.StateGraph.add_edge)
* [add\_conditional\_edges](#spoon_ai.graph.StateGraph.add_conditional_edges)
* [set\_entry\_point](#spoon_ai.graph.StateGraph.set_entry_point)
* [compile](#spoon_ai.graph.StateGraph.compile)
* [CompiledGraph](#spoon_ai.graph.CompiledGraph)
* [\_\_init\_\_](#spoon_ai.graph.CompiledGraph.__init__)
* [invoke](#spoon_ai.graph.CompiledGraph.invoke)
* [stream](#spoon_ai.graph.CompiledGraph.stream)
* [get\_execution\_history](#spoon_ai.graph.CompiledGraph.get_execution_history)
* [get\_state](#spoon_ai.graph.CompiledGraph.get_state)
* [spoon\_ai.llm.vlm\_provider.gemini](#spoon_ai.llm.vlm_provider.gemini)
* [GeminiConfig](#spoon_ai.llm.vlm_provider.gemini.GeminiConfig)
* [validate\_api\_key](#spoon_ai.llm.vlm_provider.gemini.GeminiConfig.validate_api_key)
* [GeminiProvider](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider)
* [\_\_init\_\_](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider.__init__)
* [chat](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider.chat)
* [completion](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider.completion)
* [chat\_with\_tools](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider.chat_with_tools)
* [generate\_content](#spoon_ai.llm.vlm_provider.gemini.GeminiProvider.generate_content)
* [spoon\_ai.llm.vlm\_provider.base](#spoon_ai.llm.vlm_provider.base)
* [LLMConfig](#spoon_ai.llm.vlm_provider.base.LLMConfig)
* [LLMResponse](#spoon_ai.llm.vlm_provider.base.LLMResponse)
* [text](#spoon_ai.llm.vlm_provider.base.LLMResponse.text)
* [LLMBase](#spoon_ai.llm.vlm_provider.base.LLMBase)
* [\_\_init\_\_](#spoon_ai.llm.vlm_provider.base.LLMBase.__init__)
* [chat](#spoon_ai.llm.vlm_provider.base.LLMBase.chat)
* [completion](#spoon_ai.llm.vlm_provider.base.LLMBase.completion)
* [chat\_with\_tools](#spoon_ai.llm.vlm_provider.base.LLMBase.chat_with_tools)
* [generate\_image](#spoon_ai.llm.vlm_provider.base.LLMBase.generate_image)
* [reset\_output\_handler](#spoon_ai.llm.vlm_provider.base.LLMBase.reset_output_handler)
* [spoon\_ai.llm.factory](#spoon_ai.llm.factory)
* [LLMFactory](#spoon_ai.llm.factory.LLMFactory)
* [register](#spoon_ai.llm.factory.LLMFactory.register)
* [create](#spoon_ai.llm.factory.LLMFactory.create)
* [spoon\_ai.llm.monitoring](#spoon_ai.llm.monitoring)
* [RequestMetrics](#spoon_ai.llm.monitoring.RequestMetrics)
* [ProviderStats](#spoon_ai.llm.monitoring.ProviderStats)
* [get](#spoon_ai.llm.monitoring.ProviderStats.get)
* [success\_rate](#spoon_ai.llm.monitoring.ProviderStats.success_rate)
* [avg\_response\_time](#spoon_ai.llm.monitoring.ProviderStats.avg_response_time)
* [DebugLogger](#spoon_ai.llm.monitoring.DebugLogger)
* [\_\_init\_\_](#spoon_ai.llm.monitoring.DebugLogger.__init__)
* [log\_request](#spoon_ai.llm.monitoring.DebugLogger.log_request)
* [log\_response](#spoon_ai.llm.monitoring.DebugLogger.log_response)
* [log\_error](#spoon_ai.llm.monitoring.DebugLogger.log_error)
* [log\_fallback](#spoon_ai.llm.monitoring.DebugLogger.log_fallback)
* [get\_request\_history](#spoon_ai.llm.monitoring.DebugLogger.get_request_history)
* [get\_active\_requests](#spoon_ai.llm.monitoring.DebugLogger.get_active_requests)
* [clear\_history](#spoon_ai.llm.monitoring.DebugLogger.clear_history)
* [MetricsCollector](#spoon_ai.llm.monitoring.MetricsCollector)
* [\_\_init\_\_](#spoon_ai.llm.monitoring.MetricsCollector.__init__)
* [record\_request](#spoon_ai.llm.monitoring.MetricsCollector.record_request)
* [get\_provider\_stats](#spoon_ai.llm.monitoring.MetricsCollector.get_provider_stats)
* [get\_all\_stats](#spoon_ai.llm.monitoring.MetricsCollector.get_all_stats)
* [get\_rolling\_metrics](#spoon_ai.llm.monitoring.MetricsCollector.get_rolling_metrics)
* [get\_summary](#spoon_ai.llm.monitoring.MetricsCollector.get_summary)
* [reset\_stats](#spoon_ai.llm.monitoring.MetricsCollector.reset_stats)
* [get\_debug\_logger](#spoon_ai.llm.monitoring.get_debug_logger)
* [get\_metrics\_collector](#spoon_ai.llm.monitoring.get_metrics_collector)
* [spoon\_ai.llm.response\_normalizer](#spoon_ai.llm.response_normalizer)
* [ResponseNormalizer](#spoon_ai.llm.response_normalizer.ResponseNormalizer)
* [normalize\_response](#spoon_ai.llm.response_normalizer.ResponseNormalizer.normalize_response)
* [validate\_response](#spoon_ai.llm.response_normalizer.ResponseNormalizer.validate_response)
* [add\_provider\_mapping](#spoon_ai.llm.response_normalizer.ResponseNormalizer.add_provider_mapping)
* [get\_supported\_providers](#spoon_ai.llm.response_normalizer.ResponseNormalizer.get_supported_providers)
* [get\_response\_normalizer](#spoon_ai.llm.response_normalizer.get_response_normalizer)
* [spoon\_ai.llm.cache](#spoon_ai.llm.cache)
* [CacheEntry](#spoon_ai.llm.cache.CacheEntry)
* [is\_expired](#spoon_ai.llm.cache.CacheEntry.is_expired)
* [touch](#spoon_ai.llm.cache.CacheEntry.touch)
* [LLMResponseCache](#spoon_ai.llm.cache.LLMResponseCache)
* [\_\_init\_\_](#spoon_ai.llm.cache.LLMResponseCache.__init__)
* [get](#spoon_ai.llm.cache.LLMResponseCache.get)
* [put](#spoon_ai.llm.cache.LLMResponseCache.put)
* [clear](#spoon_ai.llm.cache.LLMResponseCache.clear)
* [get\_stats](#spoon_ai.llm.cache.LLMResponseCache.get_stats)
* [cleanup\_expired](#spoon_ai.llm.cache.LLMResponseCache.cleanup_expired)
* [get\_global\_cache](#spoon_ai.llm.cache.get_global_cache)
* [set\_global\_cache](#spoon_ai.llm.cache.set_global_cache)
* [CachedLLMManager](#spoon_ai.llm.cache.CachedLLMManager)
* [\_\_init\_\_](#spoon_ai.llm.cache.CachedLLMManager.__init__)
* [chat](#spoon_ai.llm.cache.CachedLLMManager.chat)
* [chat\_with\_tools](#spoon_ai.llm.cache.CachedLLMManager.chat_with_tools)
* [enable\_cache](#spoon_ai.llm.cache.CachedLLMManager.enable_cache)
* [disable\_cache](#spoon_ai.llm.cache.CachedLLMManager.disable_cache)
* [clear\_cache](#spoon_ai.llm.cache.CachedLLMManager.clear_cache)
* [get\_cache\_stats](#spoon_ai.llm.cache.CachedLLMManager.get_cache_stats)
* [\_\_getattr\_\_](#spoon_ai.llm.cache.CachedLLMManager.__getattr__)
* [spoon\_ai.llm.interface](#spoon_ai.llm.interface)
* [ProviderCapability](#spoon_ai.llm.interface.ProviderCapability)
* [ProviderMetadata](#spoon_ai.llm.interface.ProviderMetadata)
* [LLMResponse](#spoon_ai.llm.interface.LLMResponse)
* [LLMProviderInterface](#spoon_ai.llm.interface.LLMProviderInterface)
* [initialize](#spoon_ai.llm.interface.LLMProviderInterface.initialize)
* [chat](#spoon_ai.llm.interface.LLMProviderInterface.chat)
* [chat\_stream](#spoon_ai.llm.interface.LLMProviderInterface.chat_stream)
* [completion](#spoon_ai.llm.interface.LLMProviderInterface.completion)
* [chat\_with\_tools](#spoon_ai.llm.interface.LLMProviderInterface.chat_with_tools)
* [get\_metadata](#spoon_ai.llm.interface.LLMProviderInterface.get_metadata)
* [health\_check](#spoon_ai.llm.interface.LLMProviderInterface.health_check)
* [cleanup](#spoon_ai.llm.interface.LLMProviderInterface.cleanup)
* [spoon\_ai.llm.providers.deepseek\_provider](#spoon_ai.llm.providers.deepseek_provider)
* [DeepSeekProvider](#spoon_ai.llm.providers.deepseek_provider.DeepSeekProvider)
* [get\_metadata](#spoon_ai.llm.providers.deepseek_provider.DeepSeekProvider.get_metadata)
* [spoon\_ai.llm.providers.gemini\_provider](#spoon_ai.llm.providers.gemini_provider)
* [GeminiProvider](#spoon_ai.llm.providers.gemini_provider.GeminiProvider)
* [initialize](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.initialize)
* [chat](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.chat)
* [chat\_stream](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.chat_stream)
* [completion](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.completion)
* [chat\_with\_tools](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.chat_with_tools)
* [get\_metadata](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.get_metadata)
* [health\_check](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.health_check)
* [cleanup](#spoon_ai.llm.providers.gemini_provider.GeminiProvider.cleanup)
* [spoon\_ai.llm.providers.openai\_compatible\_provider](#spoon_ai.llm.providers.openai_compatible_provider)
* [OpenAICompatibleProvider](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider)
* [get\_provider\_name](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.get_provider_name)
* [get\_default\_base\_url](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.get_default_base_url)
* [get\_default\_model](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.get_default_model)
* [get\_additional\_headers](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.get_additional_headers)
* [initialize](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.initialize)
* [chat](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.chat)
* [chat\_stream](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.chat_stream)
* [completion](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.completion)
* [chat\_with\_tools](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.chat_with_tools)
* [get\_metadata](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.get_metadata)
* [health\_check](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.health_check)
* [cleanup](#spoon_ai.llm.providers.openai_compatible_provider.OpenAICompatibleProvider.cleanup)
* [spoon\_ai.llm.providers.openai\_provider](#spoon_ai.llm.providers.openai_provider)
* [OpenAIProvider](#spoon_ai.llm.providers.openai_provider.OpenAIProvider)
* [get\_metadata](#spoon_ai.llm.providers.openai_provider.OpenAIProvider.get_metadata)
* [spoon\_ai.llm.providers.anthropic\_provider](#spoon_ai.llm.providers.anthropic_provider)
* [AnthropicProvider](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider)
* [initialize](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.initialize)
* [get\_cache\_metrics](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.get_cache_metrics)
* [chat](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.chat)
* [chat\_stream](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.chat_stream)
* [completion](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.completion)
* [chat\_with\_tools](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.chat_with_tools)
* [get\_metadata](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.get_metadata)
* [health\_check](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.health_check)
* [cleanup](#spoon_ai.llm.providers.anthropic_provider.AnthropicProvider.cleanup)
* [spoon\_ai.llm.providers.openrouter\_provider](#spoon_ai.llm.providers.openrouter_provider)
* [OpenRouterProvider](#spoon_ai.llm.providers.openrouter_provider.OpenRouterProvider)
* [get\_additional\_headers](#spoon_ai.llm.providers.openrouter_provider.OpenRouterProvider.get_additional_headers)
* [get\_metadata](#spoon_ai.llm.providers.openrouter_provider.OpenRouterProvider.get_metadata)
* [spoon\_ai.llm.providers](#spoon_ai.llm.providers)
* [spoon\_ai.llm.manager](#spoon_ai.llm.manager)
* [ProviderState](#spoon_ai.llm.manager.ProviderState)
* [can\_retry\_initialization](#spoon_ai.llm.manager.ProviderState.can_retry_initialization)
* [record\_initialization\_failure](#spoon_ai.llm.manager.ProviderState.record_initialization_failure)
* [record\_initialization\_success](#spoon_ai.llm.manager.ProviderState.record_initialization_success)
* [FallbackStrategy](#spoon_ai.llm.manager.FallbackStrategy)
* [execute\_with\_fallback](#spoon_ai.llm.manager.FallbackStrategy.execute_with_fallback)
* [LoadBalancer](#spoon_ai.llm.manager.LoadBalancer)
* [select\_provider](#spoon_ai.llm.manager.LoadBalancer.select_provider)
* [update\_provider\_health](#spoon_ai.llm.manager.LoadBalancer.update_provider_health)
* [set\_provider\_weight](#spoon_ai.llm.manager.LoadBalancer.set_provider_weight)
* [LLMManager](#spoon_ai.llm.manager.LLMManager)
* [\_\_init\_\_](#spoon_ai.llm.manager.LLMManager.__init__)
* [cleanup](#spoon_ai.llm.manager.LLMManager.cleanup)
* [get\_provider\_status](#spoon_ai.llm.manager.LLMManager.get_provider_status)
* [reset\_provider](#spoon_ai.llm.manager.LLMManager.reset_provider)
* [chat](#spoon_ai.llm.manager.LLMManager.chat)
* [chat\_stream](#spoon_ai.llm.manager.LLMManager.chat_stream)
* [completion](#spoon_ai.llm.manager.LLMManager.completion)
* [chat\_with\_tools](#spoon_ai.llm.manager.LLMManager.chat_with_tools)
* [set\_fallback\_chain](#spoon_ai.llm.manager.LLMManager.set_fallback_chain)
* [enable\_load\_balancing](#spoon_ai.llm.manager.LLMManager.enable_load_balancing)
* [disable\_load\_balancing](#spoon_ai.llm.manager.LLMManager.disable_load_balancing)
* [health\_check\_all](#spoon_ai.llm.manager.LLMManager.health_check_all)
* [cleanup](#spoon_ai.llm.manager.LLMManager.cleanup)
* [get\_stats](#spoon_ai.llm.manager.LLMManager.get_stats)
* [get\_llm\_manager](#spoon_ai.llm.manager.get_llm_manager)
* [set\_llm\_manager](#spoon_ai.llm.manager.set_llm_manager)
* [spoon\_ai.llm.registry](#spoon_ai.llm.registry)
* [LLMProviderRegistry](#spoon_ai.llm.registry.LLMProviderRegistry)
* [register](#spoon_ai.llm.registry.LLMProviderRegistry.register)
* [get\_provider](#spoon_ai.llm.registry.LLMProviderRegistry.get_provider)
* [list\_providers](#spoon_ai.llm.registry.LLMProviderRegistry.list_providers)
* [get\_capabilities](#spoon_ai.llm.registry.LLMProviderRegistry.get_capabilities)
* [is\_registered](#spoon_ai.llm.registry.LLMProviderRegistry.is_registered)
* [unregister](#spoon_ai.llm.registry.LLMProviderRegistry.unregister)
* [clear](#spoon_ai.llm.registry.LLMProviderRegistry.clear)
* [register\_provider](#spoon_ai.llm.registry.register_provider)
* [get\_global\_registry](#spoon_ai.llm.registry.get_global_registry)
* [spoon\_ai.llm.config](#spoon_ai.llm.config)
* [ProviderConfig](#spoon_ai.llm.config.ProviderConfig)
* [\_\_post\_init\_\_](#spoon_ai.llm.config.ProviderConfig.__post_init__)
* [model\_dump](#spoon_ai.llm.config.ProviderConfig.model_dump)
* [ConfigurationManager](#spoon_ai.llm.config.ConfigurationManager)
* [\_\_init\_\_](#spoon_ai.llm.config.ConfigurationManager.__init__)
* [load\_provider\_config](#spoon_ai.llm.config.ConfigurationManager.load_provider_config)
* [validate\_config](#spoon_ai.llm.config.ConfigurationManager.validate_config)
* [get\_default\_provider](#spoon_ai.llm.config.ConfigurationManager.get_default_provider)
* [get\_fallback\_chain](#spoon_ai.llm.config.ConfigurationManager.get_fallback_chain)
* [list\_configured\_providers](#spoon_ai.llm.config.ConfigurationManager.list_configured_providers)
* [get\_available\_providers\_by\_priority](#spoon_ai.llm.config.ConfigurationManager.get_available_providers_by_priority)
* [get\_provider\_info](#spoon_ai.llm.config.ConfigurationManager.get_provider_info)
* [reload\_config](#spoon_ai.llm.config.ConfigurationManager.reload_config)
* [spoon\_ai.llm](#spoon_ai.llm)
* [spoon\_ai.llm.errors](#spoon_ai.llm.errors)
* [LLMError](#spoon_ai.llm.errors.LLMError)
* [ProviderError](#spoon_ai.llm.errors.ProviderError)
* [ConfigurationError](#spoon_ai.llm.errors.ConfigurationError)
* [RateLimitError](#spoon_ai.llm.errors.RateLimitError)
* [AuthenticationError](#spoon_ai.llm.errors.AuthenticationError)
* [ModelNotFoundError](#spoon_ai.llm.errors.ModelNotFoundError)
* [TokenLimitError](#spoon_ai.llm.errors.TokenLimitError)
* [NetworkError](#spoon_ai.llm.errors.NetworkError)
* [ProviderUnavailableError](#spoon_ai.llm.errors.ProviderUnavailableError)
* [ValidationError](#spoon_ai.llm.errors.ValidationError)
* [spoon\_ai.llm.base](#spoon_ai.llm.base)
* [LLMBase](#spoon_ai.llm.base.LLMBase)
* [\_\_init\_\_](#spoon_ai.llm.base.LLMBase.__init__)
* [chat](#spoon_ai.llm.base.LLMBase.chat)
* [completion](#spoon_ai.llm.base.LLMBase.completion)
* [chat\_with\_tools](#spoon_ai.llm.base.LLMBase.chat_with_tools)
* [generate\_image](#spoon_ai.llm.base.LLMBase.generate_image)
* [reset\_output\_handler](#spoon_ai.llm.base.LLMBase.reset_output_handler)
* [spoon\_ai.utils.utils](#spoon_ai.utils.utils)
* [spoon\_ai.utils.config\_manager](#spoon_ai.utils.config_manager)
* [ConfigManager](#spoon_ai.utils.config_manager.ConfigManager)
* [\_\_init\_\_](#spoon_ai.utils.config_manager.ConfigManager.__init__)
* [refresh](#spoon_ai.utils.config_manager.ConfigManager.refresh)
* [get](#spoon_ai.utils.config_manager.ConfigManager.get)
* [set](#spoon_ai.utils.config_manager.ConfigManager.set)
* [list\_config](#spoon_ai.utils.config_manager.ConfigManager.list_config)
* [get\_api\_key](#spoon_ai.utils.config_manager.ConfigManager.get_api_key)
* [set\_api\_key](#spoon_ai.utils.config_manager.ConfigManager.set_api_key)
* [get\_model\_name](#spoon_ai.utils.config_manager.ConfigManager.get_model_name)
* [get\_base\_url](#spoon_ai.utils.config_manager.ConfigManager.get_base_url)
* [get\_llm\_provider](#spoon_ai.utils.config_manager.ConfigManager.get_llm_provider)
* [spoon\_ai.utils.config](#spoon_ai.utils.config)
* [spoon\_ai.utils](#spoon_ai.utils)
* [spoon\_ai.utils.streaming](#spoon_ai.utils.streaming)
* [StreamOutcome](#spoon_ai.utils.streaming.StreamOutcome)
* [spoon\_ai.runnables.events](#spoon_ai.runnables.events)
* [StreamEventBuilder](#spoon_ai.runnables.events.StreamEventBuilder)
* [chain\_start](#spoon_ai.runnables.events.StreamEventBuilder.chain_start)
* [chain\_stream](#spoon_ai.runnables.events.StreamEventBuilder.chain_stream)
* [chain\_end](#spoon_ai.runnables.events.StreamEventBuilder.chain_end)
* [chain\_error](#spoon_ai.runnables.events.StreamEventBuilder.chain_error)
* [llm\_stream](#spoon_ai.runnables.events.StreamEventBuilder.llm_stream)
* [spoon\_ai.runnables](#spoon_ai.runnables)
* [spoon\_ai.runnables.base](#spoon_ai.runnables.base)
* [log\_patches\_from\_events](#spoon_ai.runnables.base.log_patches_from_events)
* [Runnable](#spoon_ai.runnables.base.Runnable)
* [astream\_log](#spoon_ai.runnables.base.Runnable.astream_log)
* [astream\_events](#spoon_ai.runnables.base.Runnable.astream_events)
* [spoon\_ai.payments.server](#spoon_ai.payments.server)
* [create\_paywalled\_router](#spoon_ai.payments.server.create_paywalled_router)
* [spoon\_ai.payments.cli](#spoon_ai.payments.cli)
* [spoon\_ai.payments.facilitator\_client](#spoon_ai.payments.facilitator_client)
* [X402FacilitatorClient](#spoon_ai.payments.facilitator_client.X402FacilitatorClient)
* [spoon\_ai.payments.exceptions](#spoon_ai.payments.exceptions)
* [X402PaymentError](#spoon_ai.payments.exceptions.X402PaymentError)
* [X402ConfigurationError](#spoon_ai.payments.exceptions.X402ConfigurationError)
* [X402VerificationError](#spoon_ai.payments.exceptions.X402VerificationError)
* [X402SettlementError](#spoon_ai.payments.exceptions.X402SettlementError)
* [spoon\_ai.payments.x402\_service](#spoon_ai.payments.x402_service)
* [X402PaymentService](#spoon_ai.payments.x402_service.X402PaymentService)
* [discover\_resources](#spoon_ai.payments.x402_service.X402PaymentService.discover_resources)
* [render\_paywall\_html](#spoon_ai.payments.x402_service.X402PaymentService.render_paywall_html)
* [build\_payment\_header](#spoon_ai.payments.x402_service.X402PaymentService.build_payment_header)
* [decode\_payment\_response](#spoon_ai.payments.x402_service.X402PaymentService.decode_payment_response)
* [spoon\_ai.payments.config](#spoon_ai.payments.config)
* [X402ConfigurationError](#spoon_ai.payments.config.X402ConfigurationError)
* [X402PaywallBranding](#spoon_ai.payments.config.X402PaywallBranding)
* [X402ClientConfig](#spoon_ai.payments.config.X402ClientConfig)
* [X402Settings](#spoon_ai.payments.config.X402Settings)
* [amount\_in\_atomic\_units](#spoon_ai.payments.config.X402Settings.amount_in_atomic_units)
* [build\_asset\_extra](#spoon_ai.payments.config.X402Settings.build_asset_extra)
* [load](#spoon_ai.payments.config.X402Settings.load)
* [spoon\_ai.payments.app](#spoon_ai.payments.app)
* [spoon\_ai.payments](#spoon_ai.payments)
* [spoon\_ai.payments.models](#spoon_ai.payments.models)
* [X402PaymentRequest](#spoon_ai.payments.models.X402PaymentRequest)
* [X402VerifyResult](#spoon_ai.payments.models.X402VerifyResult)
* [X402SettleResult](#spoon_ai.payments.models.X402SettleResult)
* [X402PaymentOutcome](#spoon_ai.payments.models.X402PaymentOutcome)
* [X402PaymentReceipt](#spoon_ai.payments.models.X402PaymentReceipt)
* [spoon\_ai.chat](#spoon_ai.chat)
* [ShortTermMemoryConfig](#spoon_ai.chat.ShortTermMemoryConfig)
* [enabled](#spoon_ai.chat.ShortTermMemoryConfig.enabled)
* [max\_tokens](#spoon_ai.chat.ShortTermMemoryConfig.max_tokens)
* [strategy](#spoon_ai.chat.ShortTermMemoryConfig.strategy)
* [messages\_to\_keep](#spoon_ai.chat.ShortTermMemoryConfig.messages_to_keep)
* [trim\_strategy](#spoon_ai.chat.ShortTermMemoryConfig.trim_strategy)
* [keep\_system\_messages](#spoon_ai.chat.ShortTermMemoryConfig.keep_system_messages)
* [auto\_checkpoint](#spoon_ai.chat.ShortTermMemoryConfig.auto_checkpoint)
* [checkpoint\_thread\_id](#spoon_ai.chat.ShortTermMemoryConfig.checkpoint_thread_id)
* [summary\_model](#spoon_ai.chat.ShortTermMemoryConfig.summary_model)
* [ChatBot](#spoon_ai.chat.ChatBot)
* [\_\_init\_\_](#spoon_ai.chat.ChatBot.__init__)
* [update\_mem0\_config](#spoon_ai.chat.ChatBot.update_mem0_config)
* [ask](#spoon_ai.chat.ChatBot.ask)
* [ask\_tool](#spoon_ai.chat.ChatBot.ask_tool)
* [trim\_messages](#spoon_ai.chat.ChatBot.trim_messages)
* [remove\_message](#spoon_ai.chat.ChatBot.remove_message)
* [remove\_all\_messages](#spoon_ai.chat.ChatBot.remove_all_messages)
* [summarize\_messages](#spoon_ai.chat.ChatBot.summarize_messages)
* [latest\_summary](#spoon_ai.chat.ChatBot.latest_summary)
* [latest\_removals](#spoon_ai.chat.ChatBot.latest_removals)
* [save\_checkpoint](#spoon_ai.chat.ChatBot.save_checkpoint)
* [restore\_checkpoint](#spoon_ai.chat.ChatBot.restore_checkpoint)
* [list\_checkpoints](#spoon_ai.chat.ChatBot.list_checkpoints)
* [clear\_checkpoints](#spoon_ai.chat.ChatBot.clear_checkpoints)
* [astream](#spoon_ai.chat.ChatBot.astream)
* [astream\_events](#spoon_ai.chat.ChatBot.astream_events)
* [astream\_log](#spoon_ai.chat.ChatBot.astream_log)
* [spoon\_ai.tools.turnkey\_tools](#spoon_ai.tools.turnkey_tools)
* [TurnkeyBaseTool](#spoon_ai.tools.turnkey_tools.TurnkeyBaseTool)
* [client](#spoon_ai.tools.turnkey_tools.TurnkeyBaseTool.client)
* [SignEVMTransactionTool](#spoon_ai.tools.turnkey_tools.SignEVMTransactionTool)
* [execute](#spoon_ai.tools.turnkey_tools.SignEVMTransactionTool.execute)
* [SignMessageTool](#spoon_ai.tools.turnkey_tools.SignMessageTool)
* [execute](#spoon_ai.tools.turnkey_tools.SignMessageTool.execute)
* [SignTypedDataTool](#spoon_ai.tools.turnkey_tools.SignTypedDataTool)
* [execute](#spoon_ai.tools.turnkey_tools.SignTypedDataTool.execute)
* [BroadcastTransactionTool](#spoon_ai.tools.turnkey_tools.BroadcastTransactionTool)
* [execute](#spoon_ai.tools.turnkey_tools.BroadcastTransactionTool.execute)
* [ListWalletsTool](#spoon_ai.tools.turnkey_tools.ListWalletsTool)
* [execute](#spoon_ai.tools.turnkey_tools.ListWalletsTool.execute)
* [ListWalletAccountsTool](#spoon_ai.tools.turnkey_tools.ListWalletAccountsTool)
* [execute](#spoon_ai.tools.turnkey_tools.ListWalletAccountsTool.execute)
* [GetActivityTool](#spoon_ai.tools.turnkey_tools.GetActivityTool)
* [execute](#spoon_ai.tools.turnkey_tools.GetActivityTool.execute)
* [ListActivitiesTool](#spoon_ai.tools.turnkey_tools.ListActivitiesTool)
* [execute](#spoon_ai.tools.turnkey_tools.ListActivitiesTool.execute)
* [WhoAmITool](#spoon_ai.tools.turnkey_tools.WhoAmITool)
* [execute](#spoon_ai.tools.turnkey_tools.WhoAmITool.execute)
* [BuildUnsignedEIP1559TxTool](#spoon_ai.tools.turnkey_tools.BuildUnsignedEIP1559TxTool)
* [execute](#spoon_ai.tools.turnkey_tools.BuildUnsignedEIP1559TxTool.execute)
* [ListAllAccountsTool](#spoon_ai.tools.turnkey_tools.ListAllAccountsTool)
* [execute](#spoon_ai.tools.turnkey_tools.ListAllAccountsTool.execute)
* [BatchSignTransactionsTool](#spoon_ai.tools.turnkey_tools.BatchSignTransactionsTool)
* [execute](#spoon_ai.tools.turnkey_tools.BatchSignTransactionsTool.execute)
* [CreateWalletTool](#spoon_ai.tools.turnkey_tools.CreateWalletTool)
* [execute](#spoon_ai.tools.turnkey_tools.CreateWalletTool.execute)
* [GetWalletTool](#spoon_ai.tools.turnkey_tools.GetWalletTool)
* [execute](#spoon_ai.tools.turnkey_tools.GetWalletTool.execute)
* [CreateWalletAccountsTool](#spoon_ai.tools.turnkey_tools.CreateWalletAccountsTool)
* [execute](#spoon_ai.tools.turnkey_tools.CreateWalletAccountsTool.execute)
* [CompleteTransactionWorkflowTool](#spoon_ai.tools.turnkey_tools.CompleteTransactionWorkflowTool)
* [execute](#spoon_ai.tools.turnkey_tools.CompleteTransactionWorkflowTool.execute)
* [get\_turnkey\_tools](#spoon_ai.tools.turnkey_tools.get_turnkey_tools)
* [spoon\_ai.tools.tool\_manager](#spoon_ai.tools.tool_manager)
* [ToolManager](#spoon_ai.tools.tool_manager.ToolManager)
* [reindex](#spoon_ai.tools.tool_manager.ToolManager.reindex)
* [spoon\_ai.tools.neofs\_tools](#spoon_ai.tools.neofs_tools)
* [get\_shared\_neofs\_client](#spoon_ai.tools.neofs_tools.get_shared_neofs_client)
* [CreateBearerTokenTool](#spoon_ai.tools.neofs_tools.CreateBearerTokenTool)
* [CreateContainerTool](#spoon_ai.tools.neofs_tools.CreateContainerTool)
* [UploadObjectTool](#spoon_ai.tools.neofs_tools.UploadObjectTool)
* [DownloadObjectByIdTool](#spoon_ai.tools.neofs_tools.DownloadObjectByIdTool)
* [GetObjectHeaderByIdTool](#spoon_ai.tools.neofs_tools.GetObjectHeaderByIdTool)
* [DownloadObjectByAttributeTool](#spoon_ai.tools.neofs_tools.DownloadObjectByAttributeTool)
* [GetObjectHeaderByAttributeTool](#spoon_ai.tools.neofs_tools.GetObjectHeaderByAttributeTool)
* [DeleteObjectTool](#spoon_ai.tools.neofs_tools.DeleteObjectTool)
* [SearchObjectsTool](#spoon_ai.tools.neofs_tools.SearchObjectsTool)
* [SetContainerEaclTool](#spoon_ai.tools.neofs_tools.SetContainerEaclTool)
* [GetContainerEaclTool](#spoon_ai.tools.neofs_tools.GetContainerEaclTool)
* [ListContainersTool](#spoon_ai.tools.neofs_tools.ListContainersTool)
* [GetContainerInfoTool](#spoon_ai.tools.neofs_tools.GetContainerInfoTool)
* [DeleteContainerTool](#spoon_ai.tools.neofs_tools.DeleteContainerTool)
* [GetNetworkInfoTool](#spoon_ai.tools.neofs_tools.GetNetworkInfoTool)
* [GetBalanceTool](#spoon_ai.tools.neofs_tools.GetBalanceTool)
* [spoon\_ai.tools.x402\_payment](#spoon_ai.tools.x402_payment)
* [X402PaymentHeaderTool](#spoon_ai.tools.x402_payment.X402PaymentHeaderTool)
* [X402PaywalledRequestTool](#spoon_ai.tools.x402_payment.X402PaywalledRequestTool)
* [spoon\_ai.tools](#spoon_ai.tools)
* [spoon\_ai.tools.mcp\_tool](#spoon_ai.tools.mcp_tool)
* [MCPTool](#spoon_ai.tools.mcp_tool.MCPTool)
* [call\_mcp\_tool](#spoon_ai.tools.mcp_tool.MCPTool.call_mcp_tool)
* [list\_available\_tools](#spoon_ai.tools.mcp_tool.MCPTool.list_available_tools)
* [spoon\_ai.tools.base](#spoon_ai.tools.base)
* [ToolFailure](#spoon_ai.tools.base.ToolFailure)
* [spoon\_ai.graph.agent](#spoon_ai.graph.agent)
* [Memory](#spoon_ai.graph.agent.Memory)
* [clear](#spoon_ai.graph.agent.Memory.clear)
* [add\_message](#spoon_ai.graph.agent.Memory.add_message)
* [get\_messages](#spoon_ai.graph.agent.Memory.get_messages)
* [get\_recent\_messages](#spoon_ai.graph.agent.Memory.get_recent_messages)
* [search\_messages](#spoon_ai.graph.agent.Memory.search_messages)
* [get\_statistics](#spoon_ai.graph.agent.Memory.get_statistics)
* [set\_metadata](#spoon_ai.graph.agent.Memory.set_metadata)
* [get\_metadata](#spoon_ai.graph.agent.Memory.get_metadata)
* [MockMemory](#spoon_ai.graph.agent.MockMemory)
* [GraphAgent](#spoon_ai.graph.agent.GraphAgent)
* [search\_memory](#spoon_ai.graph.agent.GraphAgent.search_memory)
* [get\_recent\_memory](#spoon_ai.graph.agent.GraphAgent.get_recent_memory)
* [get\_memory\_statistics](#spoon_ai.graph.agent.GraphAgent.get_memory_statistics)
* [set\_memory\_metadata](#spoon_ai.graph.agent.GraphAgent.set_memory_metadata)
* [get\_memory\_metadata](#spoon_ai.graph.agent.GraphAgent.get_memory_metadata)
* [save\_session](#spoon_ai.graph.agent.GraphAgent.save_session)
* [load\_session](#spoon_ai.graph.agent.GraphAgent.load_session)
* [spoon\_ai.graph.types](#spoon_ai.graph.types)
* [spoon\_ai.graph.checkpointer](#spoon_ai.graph.checkpointer)
* [InMemoryCheckpointer](#spoon_ai.graph.checkpointer.InMemoryCheckpointer)
* [iter\_checkpoint\_history](#spoon_ai.graph.checkpointer.InMemoryCheckpointer.iter_checkpoint_history)
* [spoon\_ai.graph.builder](#spoon_ai.graph.builder)
* [Intent](#spoon_ai.graph.builder.Intent)
* [IntentAnalyzer](#spoon_ai.graph.builder.IntentAnalyzer)
* [AdaptiveStateBuilder](#spoon_ai.graph.builder.AdaptiveStateBuilder)
* [ParameterInferenceEngine](#spoon_ai.graph.builder.ParameterInferenceEngine)
* [NodeSpec](#spoon_ai.graph.builder.NodeSpec)
* [EdgeSpec](#spoon_ai.graph.builder.EdgeSpec)
* [end](#spoon_ai.graph.builder.EdgeSpec.end)
* [ParallelGroupSpec](#spoon_ai.graph.builder.ParallelGroupSpec)
* [GraphTemplate](#spoon_ai.graph.builder.GraphTemplate)
* [DeclarativeGraphBuilder](#spoon_ai.graph.builder.DeclarativeGraphBuilder)
* [NodePlugin](#spoon_ai.graph.builder.NodePlugin)
* [NodePluginSystem](#spoon_ai.graph.builder.NodePluginSystem)
* [HighLevelGraphAPI](#spoon_ai.graph.builder.HighLevelGraphAPI)
* [spoon\_ai.graph.mcp\_integration](#spoon_ai.graph.mcp_integration)
* [MCPToolSpec](#spoon_ai.graph.mcp_integration.MCPToolSpec)
* [MCPConfigManager](#spoon_ai.graph.mcp_integration.MCPConfigManager)
* [MCPToolDiscoveryEngine](#spoon_ai.graph.mcp_integration.MCPToolDiscoveryEngine)
* [MCPIntegrationManager](#spoon_ai.graph.mcp_integration.MCPIntegrationManager)
* [spoon\_ai.graph.exceptions](#spoon_ai.graph.exceptions)
* [spoon\_ai.graph.reducers](#spoon_ai.graph.reducers)
* [spoon\_ai.graph.decorators](#spoon_ai.graph.decorators)
* [spoon\_ai.graph.config](#spoon_ai.graph.config)
* [RouterConfig](#spoon_ai.graph.config.RouterConfig)
* [ParallelRetryPolicy](#spoon_ai.graph.config.ParallelRetryPolicy)
* [ParallelGroupConfig](#spoon_ai.graph.config.ParallelGroupConfig)
* [quorum](#spoon_ai.graph.config.ParallelGroupConfig.quorum)
* [error\_strategy](#spoon_ai.graph.config.ParallelGroupConfig.error_strategy)
* [GraphConfig](#spoon_ai.graph.config.GraphConfig)
* [spoon\_ai.graph.engine](#spoon_ai.graph.engine)
* [BaseNode](#spoon_ai.graph.engine.BaseNode)
* [\_\_call\_\_](#spoon_ai.graph.engine.BaseNode.__call__)
* [RunnableNode](#spoon_ai.graph.engine.RunnableNode)
* [\_\_call\_\_](#spoon_ai.graph.engine.RunnableNode.__call__)
* [ToolNode](#spoon_ai.graph.engine.ToolNode)
* [\_\_call\_\_](#spoon_ai.graph.engine.ToolNode.__call__)
* [ConditionNode](#spoon_ai.graph.engine.ConditionNode)
* [\_\_call\_\_](#spoon_ai.graph.engine.ConditionNode.__call__)
* [interrupt](#spoon_ai.graph.engine.interrupt)
* [RouteRule](#spoon_ai.graph.engine.RouteRule)
* [matches](#spoon_ai.graph.engine.RouteRule.matches)
* [RunningSummary](#spoon_ai.graph.engine.RunningSummary)
* [SummarizationNode](#spoon_ai.graph.engine.SummarizationNode)
* [StateGraph](#spoon_ai.graph.engine.StateGraph)
* [add\_node](#spoon_ai.graph.engine.StateGraph.add_node)
* [add\_edge](#spoon_ai.graph.engine.StateGraph.add_edge)
* [add\_conditional\_edges](#spoon_ai.graph.engine.StateGraph.add_conditional_edges)
* [set\_entry\_point](#spoon_ai.graph.engine.StateGraph.set_entry_point)
* [add\_tool\_node](#spoon_ai.graph.engine.StateGraph.add_tool_node)
* [add\_conditional\_node](#spoon_ai.graph.engine.StateGraph.add_conditional_node)
* [add\_parallel\_group](#spoon_ai.graph.engine.StateGraph.add_parallel_group)
* [add\_routing\_rule](#spoon_ai.graph.engine.StateGraph.add_routing_rule)
* [get\_state](#spoon_ai.graph.engine.StateGraph.get_state)
* [get\_state\_history](#spoon_ai.graph.engine.StateGraph.get_state_history)
* [add\_pattern\_routing](#spoon_ai.graph.engine.StateGraph.add_pattern_routing)
* [set\_intelligent\_router](#spoon_ai.graph.engine.StateGraph.set_intelligent_router)
* [set\_llm\_router](#spoon_ai.graph.engine.StateGraph.set_llm_router)
* [enable\_llm\_routing](#spoon_ai.graph.engine.StateGraph.enable_llm_routing)
* [compile](#spoon_ai.graph.engine.StateGraph.compile)
* [get\_graph](#spoon_ai.graph.engine.StateGraph.get_graph)
* [CompiledGraph](#spoon_ai.graph.engine.CompiledGraph)
* [get\_execution\_metrics](#spoon_ai.graph.engine.CompiledGraph.get_execution_metrics)
* [spoon\_ai.neofs.utils](#spoon_ai.neofs.utils)
* [SignatureError](#spoon_ai.neofs.utils.SignatureError)
* [sign\_bearer\_token](#spoon_ai.neofs.utils.sign_bearer_token)
* [spoon\_ai.neofs.client](#spoon_ai.neofs.client)
* [NeoFSClient](#spoon_ai.neofs.client.NeoFSClient)
* [set\_container\_eacl](#spoon_ai.neofs.client.NeoFSClient.set_container_eacl)
* [download\_object\_by\_id](#spoon_ai.neofs.client.NeoFSClient.download_object_by_id)
* [get\_object\_header\_by\_id](#spoon_ai.neofs.client.NeoFSClient.get_object_header_by_id)
* [download\_object\_by\_attribute](#spoon_ai.neofs.client.NeoFSClient.download_object_by_attribute)
* [get\_object\_header\_by\_attribute](#spoon_ai.neofs.client.NeoFSClient.get_object_header_by_attribute)
* [search\_objects](#spoon_ai.neofs.client.NeoFSClient.search_objects)
* [NeoFSException](#spoon_ai.neofs.client.NeoFSException)
* [NeoFSAPIException](#spoon_ai.neofs.client.NeoFSAPIException)
* [spoon\_ai.neofs](#spoon_ai.neofs)
* [spoon\_ai.neofs.models](#spoon_ai.neofs.models)
* [NetworkInfo](#spoon_ai.neofs.models.NetworkInfo)
* [spoon\_ai.agents.toolcall](#spoon_ai.agents.toolcall)
* [ToolCallAgent](#spoon_ai.agents.toolcall.ToolCallAgent)
* [tool\_choices](#spoon_ai.agents.toolcall.ToolCallAgent.tool_choices)
* [mcp\_tools\_cache\_ttl](#spoon_ai.agents.toolcall.ToolCallAgent.mcp_tools_cache_ttl)
* [run](#spoon_ai.agents.toolcall.ToolCallAgent.run)
* [step](#spoon_ai.agents.toolcall.ToolCallAgent.step)
* [spoon\_ai.agents.react](#spoon_ai.agents.react)
* [spoon\_ai.agents.mcp\_client\_mixin](#spoon_ai.agents.mcp_client_mixin)
* [MCPClientMixin](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin)
* [get\_session](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.get_session)
* [list\_mcp\_tools](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.list_mcp_tools)
* [call\_mcp\_tool](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.call_mcp_tool)
* [send\_mcp\_message](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.send_mcp_message)
* [cleanup](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.cleanup)
* [get\_session\_stats](#spoon_ai.agents.mcp_client_mixin.MCPClientMixin.get_session_stats)
* [spoon\_ai.agents.spoon\_react\_mcp](#spoon_ai.agents.spoon_react_mcp)
* [SpoonReactMCP](#spoon_ai.agents.spoon_react_mcp.SpoonReactMCP)
* [list\_mcp\_tools](#spoon_ai.agents.spoon_react_mcp.SpoonReactMCP.list_mcp_tools)
* [spoon\_ai.agents.monitor](#spoon_ai.agents.monitor)
* [spoon\_ai.agents.rag](#spoon_ai.agents.rag)
* [RetrievalMixin](#spoon_ai.agents.rag.RetrievalMixin)
* [initialize\_retrieval\_client](#spoon_ai.agents.rag.RetrievalMixin.initialize_retrieval_client)
* [add\_documents](#spoon_ai.agents.rag.RetrievalMixin.add_documents)
* [retrieve\_relevant\_documents](#spoon_ai.agents.rag.RetrievalMixin.retrieve_relevant_documents)
* [get\_context\_from\_query](#spoon_ai.agents.rag.RetrievalMixin.get_context_from_query)
* [spoon\_ai.agents.custom\_agent](#spoon_ai.agents.custom_agent)
* [CustomAgent](#spoon_ai.agents.custom_agent.CustomAgent)
* [add\_tool](#spoon_ai.agents.custom_agent.CustomAgent.add_tool)
* [add\_tools](#spoon_ai.agents.custom_agent.CustomAgent.add_tools)
* [remove\_tool](#spoon_ai.agents.custom_agent.CustomAgent.remove_tool)
* [list\_tools](#spoon_ai.agents.custom_agent.CustomAgent.list_tools)
* [get\_tool\_info](#spoon_ai.agents.custom_agent.CustomAgent.get_tool_info)
* [validate\_tools](#spoon_ai.agents.custom_agent.CustomAgent.validate_tools)
* [run](#spoon_ai.agents.custom_agent.CustomAgent.run)
* [clear](#spoon_ai.agents.custom_agent.CustomAgent.clear)
* [spoon\_ai.agents.graph\_agent](#spoon_ai.agents.graph_agent)
* [GraphAgent](#spoon_ai.agents.graph_agent.GraphAgent)
* [\_\_init\_\_](#spoon_ai.agents.graph_agent.GraphAgent.__init__)
* [validate\_graph](#spoon_ai.agents.graph_agent.GraphAgent.validate_graph)
* [run](#spoon_ai.agents.graph_agent.GraphAgent.run)
* [step](#spoon_ai.agents.graph_agent.GraphAgent.step)
* [get\_execution\_history](#spoon_ai.agents.graph_agent.GraphAgent.get_execution_history)
* [get\_execution\_metadata](#spoon_ai.agents.graph_agent.GraphAgent.get_execution_metadata)
* [clear\_state](#spoon_ai.agents.graph_agent.GraphAgent.clear_state)
* [update\_initial\_state](#spoon_ai.agents.graph_agent.GraphAgent.update_initial_state)
* [set\_preserve\_state](#spoon_ai.agents.graph_agent.GraphAgent.set_preserve_state)
* [spoon\_ai.agents](#spoon_ai.agents)
* [spoon\_ai.agents.spoon\_react](#spoon_ai.agents.spoon_react)
* [create\_configured\_chatbot](#spoon_ai.agents.spoon_react.create_configured_chatbot)
* [SpoonReactAI](#spoon_ai.agents.spoon_react.SpoonReactAI)
* [\_\_init\_\_](#spoon_ai.agents.spoon_react.SpoonReactAI.__init__)
* [initialize](#spoon_ai.agents.spoon_react.SpoonReactAI.initialize)
* [run](#spoon_ai.agents.spoon_react.SpoonReactAI.run)
* [spoon\_ai.agents.base](#spoon_ai.agents.base)
* [ThreadSafeOutputQueue](#spoon_ai.agents.base.ThreadSafeOutputQueue)
* [get](#spoon_ai.agents.base.ThreadSafeOutputQueue.get)
* [BaseAgent](#spoon_ai.agents.base.BaseAgent)
* [add\_message](#spoon_ai.agents.base.BaseAgent.add_message)
* [state\_context](#spoon_ai.agents.base.BaseAgent.state_context)
* [run](#spoon_ai.agents.base.BaseAgent.run)
* [step](#spoon_ai.agents.base.BaseAgent.step)
* [is\_stuck](#spoon_ai.agents.base.BaseAgent.is_stuck)
* [handle\_stuck\_state](#spoon_ai.agents.base.BaseAgent.handle_stuck_state)
* [add\_documents](#spoon_ai.agents.base.BaseAgent.add_documents)
* [save\_chat\_history](#spoon_ai.agents.base.BaseAgent.save_chat_history)
* [stream](#spoon_ai.agents.base.BaseAgent.stream)
* [process\_mcp\_message](#spoon_ai.agents.base.BaseAgent.process_mcp_message)
* [shutdown](#spoon_ai.agents.base.BaseAgent.shutdown)
* [get\_diagnostics](#spoon_ai.agents.base.BaseAgent.get_diagnostics)
* [spoon\_ai.prompts.toolcall](#spoon_ai.prompts.toolcall)
* [spoon\_ai.prompts](#spoon_ai.prompts)
* [spoon\_ai.prompts.spoon\_react](#spoon_ai.prompts.spoon_react)
* [spoon\_ai.turnkey.client](#spoon_ai.turnkey.client)
* [Turnkey](#spoon_ai.turnkey.client.Turnkey)
* [\_\_init\_\_](#spoon_ai.turnkey.client.Turnkey.__init__)
* [whoami](#spoon_ai.turnkey.client.Turnkey.whoami)
* [import\_private\_key](#spoon_ai.turnkey.client.Turnkey.import_private_key)
* [sign\_evm\_transaction](#spoon_ai.turnkey.client.Turnkey.sign_evm_transaction)
* [sign\_typed\_data](#spoon_ai.turnkey.client.Turnkey.sign_typed_data)
* [sign\_message](#spoon_ai.turnkey.client.Turnkey.sign_message)
* [get\_activity](#spoon_ai.turnkey.client.Turnkey.get_activity)
* [list\_activities](#spoon_ai.turnkey.client.Turnkey.list_activities)
* [get\_policy\_evaluations](#spoon_ai.turnkey.client.Turnkey.get_policy_evaluations)
* [get\_private\_key](#spoon_ai.turnkey.client.Turnkey.get_private_key)
* [create\_wallet](#spoon_ai.turnkey.client.Turnkey.create_wallet)
* [create\_wallet\_accounts](#spoon_ai.turnkey.client.Turnkey.create_wallet_accounts)
* [get\_wallet](#spoon_ai.turnkey.client.Turnkey.get_wallet)
* [get\_wallet\_account](#spoon_ai.turnkey.client.Turnkey.get_wallet_account)
* [list\_wallets](#spoon_ai.turnkey.client.Turnkey.list_wallets)
* [list\_wallet\_accounts](#spoon_ai.turnkey.client.Turnkey.list_wallet_accounts)
* [init\_import\_wallet](#spoon_ai.turnkey.client.Turnkey.init_import_wallet)
* [encrypt\_wallet](#spoon_ai.turnkey.client.Turnkey.encrypt_wallet)
* [encrypt\_private\_key](#spoon_ai.turnkey.client.Turnkey.encrypt_private_key)
* [init\_import\_private\_key](#spoon_ai.turnkey.client.Turnkey.init_import_private_key)
* [import\_wallet](#spoon_ai.turnkey.client.Turnkey.import_wallet)
* [spoon\_ai.turnkey](#spoon_ai.turnkey)
* [spoon\_ai.callbacks.streaming\_stdout](#spoon_ai.callbacks.streaming_stdout)
* [StreamingStdOutCallbackHandler](#spoon_ai.callbacks.streaming_stdout.StreamingStdOutCallbackHandler)
* [on\_llm\_new\_token](#spoon_ai.callbacks.streaming_stdout.StreamingStdOutCallbackHandler.on_llm_new_token)
* [on\_llm\_end](#spoon_ai.callbacks.streaming_stdout.StreamingStdOutCallbackHandler.on_llm_end)
* [spoon\_ai.callbacks.statistics](#spoon_ai.callbacks.statistics)
* [StreamingStatisticsCallback](#spoon_ai.callbacks.statistics.StreamingStatisticsCallback)
* [spoon\_ai.callbacks.stream\_event](#spoon_ai.callbacks.stream_event)
* [StreamEventCallbackHandler](#spoon_ai.callbacks.stream_event.StreamEventCallbackHandler)
* [spoon\_ai.callbacks.manager](#spoon_ai.callbacks.manager)
* [CallbackManager](#spoon_ai.callbacks.manager.CallbackManager)
* [spoon\_ai.callbacks](#spoon_ai.callbacks)
* [spoon\_ai.callbacks.base](#spoon_ai.callbacks.base)
* [RetrieverManagerMixin](#spoon_ai.callbacks.base.RetrieverManagerMixin)
* [on\_retriever\_start](#spoon_ai.callbacks.base.RetrieverManagerMixin.on_retriever_start)
* [on\_retriever\_end](#spoon_ai.callbacks.base.RetrieverManagerMixin.on_retriever_end)
* [on\_retriever\_error](#spoon_ai.callbacks.base.RetrieverManagerMixin.on_retriever_error)
* [LLMManagerMixin](#spoon_ai.callbacks.base.LLMManagerMixin)
* [on\_llm\_start](#spoon_ai.callbacks.base.LLMManagerMixin.on_llm_start)
* [on\_llm\_new\_token](#spoon_ai.callbacks.base.LLMManagerMixin.on_llm_new_token)
* [on\_llm\_end](#spoon_ai.callbacks.base.LLMManagerMixin.on_llm_end)
* [on\_llm\_error](#spoon_ai.callbacks.base.LLMManagerMixin.on_llm_error)
* [ChainManagerMixin](#spoon_ai.callbacks.base.ChainManagerMixin)
* [on\_chain\_start](#spoon_ai.callbacks.base.ChainManagerMixin.on_chain_start)
* [on\_chain\_end](#spoon_ai.callbacks.base.ChainManagerMixin.on_chain_end)
* [on\_chain\_error](#spoon_ai.callbacks.base.ChainManagerMixin.on_chain_error)
* [ToolManagerMixin](#spoon_ai.callbacks.base.ToolManagerMixin)
* [on\_tool\_start](#spoon_ai.callbacks.base.ToolManagerMixin.on_tool_start)
* [on\_tool\_end](#spoon_ai.callbacks.base.ToolManagerMixin.on_tool_end)
* [on\_tool\_error](#spoon_ai.callbacks.base.ToolManagerMixin.on_tool_error)
* [PromptManagerMixin](#spoon_ai.callbacks.base.PromptManagerMixin)
* [on\_prompt\_start](#spoon_ai.callbacks.base.PromptManagerMixin.on_prompt_start)
* [on\_prompt\_end](#spoon_ai.callbacks.base.PromptManagerMixin.on_prompt_end)
* [on\_prompt\_error](#spoon_ai.callbacks.base.PromptManagerMixin.on_prompt_error)
* [BaseCallbackHandler](#spoon_ai.callbacks.base.BaseCallbackHandler)
* [raise\_error](#spoon_ai.callbacks.base.BaseCallbackHandler.raise_error)
* [run\_inline](#spoon_ai.callbacks.base.BaseCallbackHandler.run_inline)
* [ignore\_llm](#spoon_ai.callbacks.base.BaseCallbackHandler.ignore_llm)
* [ignore\_chain](#spoon_ai.callbacks.base.BaseCallbackHandler.ignore_chain)
* [ignore\_tool](#spoon_ai.callbacks.base.BaseCallbackHandler.ignore_tool)
* [ignore\_retriever](#spoon_ai.callbacks.base.BaseCallbackHandler.ignore_retriever)
* [ignore\_prompt](#spoon_ai.callbacks.base.BaseCallbackHandler.ignore_prompt)
* [AsyncCallbackHandler](#spoon_ai.callbacks.base.AsyncCallbackHandler)
* [spoon\_ai.schema](#spoon_ai.schema)
* [Function](#spoon_ai.schema.Function)
* [get\_arguments\_dict](#spoon_ai.schema.Function.get_arguments_dict)
* [create](#spoon_ai.schema.Function.create)
* [AgentState](#spoon_ai.schema.AgentState)
* [ToolChoice](#spoon_ai.schema.ToolChoice)
* [Role](#spoon_ai.schema.Role)
* [ROLE\_TYPE](#spoon_ai.schema.ROLE_TYPE)
* [Message](#spoon_ai.schema.Message)
* [role](#spoon_ai.schema.Message.role)
* [SystemMessage](#spoon_ai.schema.SystemMessage)
* [role](#spoon_ai.schema.SystemMessage.role)
* [TOOL\_CHOICE\_TYPE](#spoon_ai.schema.TOOL_CHOICE_TYPE)
* [LLMConfig](#spoon_ai.schema.LLMConfig)
* [LLMResponse](#spoon_ai.schema.LLMResponse)
* [text](#spoon_ai.schema.LLMResponse.text)
* [LLMResponseChunk](#spoon_ai.schema.LLMResponseChunk)
* [spoon\_ai.memory.utils](#spoon_ai.memory.utils)
* [extract\_memories](#spoon_ai.memory.utils.extract_memories)
* [extract\_first\_memory\_id](#spoon_ai.memory.utils.extract_first_memory_id)
* [spoon\_ai.memory.short\_term\_manager](#spoon_ai.memory.short_term_manager)
* [TrimStrategy](#spoon_ai.memory.short_term_manager.TrimStrategy)
* [FROM\_START](#spoon_ai.memory.short_term_manager.TrimStrategy.FROM_START)
* [FROM\_END](#spoon_ai.memory.short_term_manager.TrimStrategy.FROM_END)
* [MessageTokenCounter](#spoon_ai.memory.short_term_manager.MessageTokenCounter)
* [ShortTermMemoryManager](#spoon_ai.memory.short_term_manager.ShortTermMemoryManager)
* [trim\_messages](#spoon_ai.memory.short_term_manager.ShortTermMemoryManager.trim_messages)
* [summarize\_messages](#spoon_ai.memory.short_term_manager.ShortTermMemoryManager.summarize_messages)
* [spoon\_ai.memory.remove\_message](#spoon_ai.memory.remove_message)
* [RemoveMessage](#spoon_ai.memory.remove_message.RemoveMessage)
* [spoon\_ai.memory](#spoon_ai.memory)
* [spoon\_ai.memory.mem0\_client](#spoon_ai.memory.mem0_client)
* [SpoonMem0](#spoon_ai.memory.mem0_client.SpoonMem0)
* [add\_text](#spoon_ai.memory.mem0_client.SpoonMem0.add_text)
* [get\_all\_memory](#spoon_ai.memory.mem0_client.SpoonMem0.get_all_memory)
* [spoon\_ai.retrieval.chroma](#spoon_ai.retrieval.chroma)
* [spoon\_ai.retrieval.qdrant](#spoon_ai.retrieval.qdrant)
* [spoon\_ai.retrieval.document\_loader](#spoon_ai.retrieval.document_loader)
* [BasicTextSplitter](#spoon_ai.retrieval.document_loader.BasicTextSplitter)
* [split\_text](#spoon_ai.retrieval.document_loader.BasicTextSplitter.split_text)
* [split\_documents](#spoon_ai.retrieval.document_loader.BasicTextSplitter.split_documents)
* [DocumentLoader](#spoon_ai.retrieval.document_loader.DocumentLoader)
* [load\_directory](#spoon_ai.retrieval.document_loader.DocumentLoader.load_directory)
* [load\_file](#spoon_ai.retrieval.document_loader.DocumentLoader.load_file)
* [spoon\_ai.retrieval](#spoon_ai.retrieval)
* [spoon\_ai.retrieval.base](#spoon_ai.retrieval.base)
* [BaseRetrievalClient](#spoon_ai.retrieval.base.BaseRetrievalClient)
<a id="spoon_ai"></a>
# Module `spoon_ai`
<a id="spoon_ai.graph"></a>
# Module `spoon_ai.graph`
Graph-based execution system for SpoonOS agents.
This module provides a LangGraph-inspired framework with advanced features:
- State management with TypedDict and reducers
- LLM Manager integration
- Error handling and recovery
- Human-in-the-loop patterns
- Multi-agent coordination
- Comprehensive testing support
- Checkpointing and persistence
<a id="spoon_ai.graph.GraphExecutionError"></a>
## `GraphExecutionError` Objects
```python
class GraphExecutionError(Exception)
```
Raised when graph execution encounters an error.
<a id="spoon_ai.graph.NodeExecutionError"></a>
## `NodeExecutionError` Objects
```python
class NodeExecutionError(Exception)
```
Raised when a node fails to execute.
<a id="spoon_ai.graph.StateValidationError"></a>
## `StateValidationError` Objects
```python
class StateValidationError(Exception)
```
Raised when state validation fails.
<a id="spoon_ai.graph.CheckpointError"></a>
## `CheckpointError` Objects
```python
class CheckpointError(Exception)
```
Raised when checkpoint operations fail.
<a id="spoon_ai.graph.GraphConfigurationError"></a>
## `GraphConfigurationError` Objects
```python
class GraphConfigurationError(Exception)
```
Raised when graph configuration is invalid.
<a id="spoon_ai.graph.EdgeRoutingError"></a>
## `EdgeRoutingError` Objects
```python
class EdgeRoutingError(Exception)
```
Raised when edge routing fails.
<a id="spoon_ai.graph.InterruptError"></a>
## `InterruptError` Objects
```python
class InterruptError(Exception)
```
Raised when graph execution is interrupted for human input.
<a id="spoon_ai.graph.Command"></a>
## `Command` Objects
```python
@dataclass
class Command()
```
Command object for controlling graph flow and state updates.
<a id="spoon_ai.graph.StateSnapshot"></a>
## `StateSnapshot` Objects
```python
@dataclass
class StateSnapshot()
```
Snapshot of graph state at a specific point in time.
<a id="spoon_ai.graph.InMemoryCheckpointer"></a>
## `InMemoryCheckpointer` Objects
```python
class InMemoryCheckpointer()
```
Simple in-memory checkpointer for development and testing.
This checkpointer stores state snapshots in memory and provides
basic checkpoint management functionality. For production use,
consider using persistent checkpointers like Redis or PostgreSQL.
<a id="spoon_ai.graph.InMemoryCheckpointer.__init__"></a>
#### `__init__`
```python
def __init__(max_checkpoints_per_thread: int = 100)
```
Initialize the in-memory checkpointer.
**Arguments**:
- `max_checkpoints_per_thread` - Maximum number of checkpoints to keep per thread
<a id="spoon_ai.graph.InMemoryCheckpointer.save_checkpoint"></a>
#### `save_checkpoint`
```python
def save_checkpoint(thread_id: str, snapshot: StateSnapshot) -> None
```
Save a checkpoint for a thread.
**Arguments**:
- `thread_id` - Unique identifier for the thread
- `snapshot` - State snapshot to save
**Raises**:
- `CheckpointError` - If checkpoint saving fails
<a id="spoon_ai.graph.InMemoryCheckpointer.get_checkpoint"></a>
#### `get_checkpoint`
```python
def get_checkpoint(thread_id: str,
checkpoint_id: str = None) -> Optional[StateSnapshot]
```
Get a specific checkpoint or the latest one.
**Arguments**:
- `thread_id` - Unique identifier for the thread
- `checkpoint_id` - Optional specific checkpoint ID
**Returns**:
StateSnapshot or None if not found
**Raises**:
- `CheckpointError` - If checkpoint retrieval fails
<a id="spoon_ai.graph.InMemoryCheckpointer.list_checkpoints"></a>
#### `list_checkpoints`
```python
def list_checkpoints(thread_id: str) -> List[StateSnapshot]
```
List all checkpoints for a thread.
**Arguments**:
- `thread_id` - Unique identifier for the thread
**Returns**:
List of state snapshots
**Raises**:
- `CheckpointError` - If checkpoint listing fails
<a id="spoon_ai.graph.InMemoryCheckpointer.clear_thread"></a>
#### `clear_thread`
```python
def clear_thread(thread_id: str) -> None
```
Clear all checkpoints for a thread.
**Arguments**:
- `thread_id` - Unique identifier for the thread
<a id="spoon_ai.graph.InMemoryCheckpointer.get_stats"></a>
#### `get_stats`
```python
def get_stats() -> Dict[str, Any]
```
Get checkpointer statistics.
**Returns**:
Dictionary with statistics
<a id="spoon_ai.graph.add_messages"></a>
#### `add_messages`
```python
def add_messages(existing: List[Any], new: List[Any]) -> List[Any]
```
Reducer function for adding messages to a list.
<a id="spoon_ai.graph.interrupt"></a>
#### `interrupt`
```python
def interrupt(data: Dict[str, Any]) -> Any
```
Interrupt execution and wait for human input.
<a id="spoon_ai.graph.StateGraph"></a>
## `StateGraph` Objects
```python
class StateGraph()
```
Enhanced StateGraph with LangGraph-inspired features and SpoonOS integration.
Features:
- TypedDict state management with reducers
- LLM Manager integration
- Error handling and recovery
- Human-in-the-loop patterns
- Checkpointing and persistence
- Multi-agent coordination support
<a id="spoon_ai.graph.StateGraph.__init__"></a>
#### `__init__`
```python
def __init__(state_schema: type, checkpointer: InMemoryCheckpointer = None)
```
Initialize the enhanced state graph.
**Arguments**: