# Retrievers > langchain_snowflake → Retrievers ## Classes - [`MCPToolWrapper`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/MCPToolWrapper) - [`SnowflakeErrorHandler`](https://reference.langchain.com/python/langchain-snowflake/_error_handling/SnowflakeErrorHandler) - [`SnowflakeToolErrorHandler`](https://reference.langchain.com/python/langchain-snowflake/_error_handling/SnowflakeToolErrorHandler) - [`SnowflakeRestApiErrorHandler`](https://reference.langchain.com/python/langchain-snowflake/_error_handling/SnowflakeRestApiErrorHandler) - [`SnowflakeCortexSearchRetriever`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever) - [`Config`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/Config) - [`SnowflakeValidationUtils`](https://reference.langchain.com/python/langchain-snowflake/_validation_utils/SnowflakeValidationUtils) - [`SnowflakeQueryTool`](https://reference.langchain.com/python/langchain-snowflake/tools/query/SnowflakeQueryTool) - [`SnowflakeToolResponse`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeToolResponse) - [`SnowflakeCortexAnalystOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystOutput) - [`SnowflakeQueryOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryOutput) - [`CortexSentimentOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentOutput) - [`CortexSummarizerOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerOutput) - [`CortexTranslatorOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorOutput) - [`CortexCompleteOutput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteOutput) - [`SnowflakeCortexAnalystInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystInput) - [`SnowflakeQueryInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryInput) - [`CortexSentimentInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentInput) - [`CortexSummarizerInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerInput) - [`CortexTranslatorInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorInput) - [`CortexCompleteInput`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteInput) - [`CortexSentimentTool`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSentimentTool) - [`CortexSummarizerTool`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSummarizerTool) - [`CortexTranslatorTool`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexTranslatorTool) - [`CortexCompleteTool`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexCompleteTool) - [`SnowflakeCortexAnalyst`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst) - [`SnowflakeConnectionMixin`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin) - [`SnowflakeSessionManager`](https://reference.langchain.com/python/langchain-snowflake/_connection/session_manager/SnowflakeSessionManager) - [`SnowflakeAuthUtils`](https://reference.langchain.com/python/langchain-snowflake/_connection/auth_utils/SnowflakeAuthUtils) - [`SqlExecutionClient`](https://reference.langchain.com/python/langchain-snowflake/_connection/sql_client/SqlExecutionClient) - [`RestApiClient`](https://reference.langchain.com/python/langchain-snowflake/_connection/rest_client/RestApiClient) - [`RestApiRequestBuilder`](https://reference.langchain.com/python/langchain-snowflake/_connection/rest_client/RestApiRequestBuilder) - [`SnowflakeCortexAgent`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent) - [`ThreadManagement`](https://reference.langchain.com/python/langchain-snowflake/agents/threads/ThreadManagement) - [`AgentManagement`](https://reference.langchain.com/python/langchain-snowflake/agents/management/AgentManagement) - [`RunManagement`](https://reference.langchain.com/python/langchain-snowflake/agents/runs/RunManagement) - [`AgentInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInput) - [`AgentOutput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput) - [`FeedbackInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput) - [`AgentUsageMetadata`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata) - [`AgentProfile`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentProfile) - [`AgentInstructions`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInstructions) - [`BudgetConfig`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/BudgetConfig) - [`OrchestrationConfig`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/OrchestrationConfig) - [`ModelConfig`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ModelConfig) - [`ToolSpec`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolSpec) - [`Tool`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/Tool) - [`ToolResource`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource) - [`AgentCreateInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput) - [`AgentUpdateInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput) - [`RunMessage`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunMessage) - [`RunInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput) - [`RunOutput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput) - [`EnhancedAgentInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput) - [`ThreadUpdateInput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ThreadUpdateInput) - [`FeedbackOutput`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackOutput) - [`StreamingMetadata`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata) - [`StreamingChunk`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingChunk) - [`FeedbackManagement`](https://reference.langchain.com/python/langchain-snowflake/agents/feedback/FeedbackManagement) - [`ChatSnowflake`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake) - [`SnowflakeStreaming`](https://reference.langchain.com/python/langchain-snowflake/chat_models/streaming/SnowflakeStreaming) - [`SnowflakeUtils`](https://reference.langchain.com/python/langchain-snowflake/chat_models/utils/SnowflakeUtils) - [`SnowflakeMetadataFactory`](https://reference.langchain.com/python/langchain-snowflake/chat_models/utils/SnowflakeMetadataFactory) - [`SnowflakeStructuredOutput`](https://reference.langchain.com/python/langchain-snowflake/chat_models/structured_output/SnowflakeStructuredOutput) - [`SnowflakeTools`](https://reference.langchain.com/python/langchain-snowflake/chat_models/tools/SnowflakeTools) - [`SnowflakeAuth`](https://reference.langchain.com/python/langchain-snowflake/chat_models/auth/SnowflakeAuth) ## Functions - [`create_session_from_env()`](https://reference.langchain.com/python/langchain-snowflake/create_session_from_env) - [`create_session_from_connection_string()`](https://reference.langchain.com/python/langchain-snowflake/create_session_from_connection_string) - [`create_session_from_pat()`](https://reference.langchain.com/python/langchain-snowflake/create_session_from_pat) - [`create_session_from_key_pair()`](https://reference.langchain.com/python/langchain-snowflake/create_session_from_key_pair) - [`get_default_session()`](https://reference.langchain.com/python/langchain-snowflake/get_default_session) - [`create_langchain_tool_from_mcp()`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/create_langchain_tool_from_mcp) - [`filter_compatible_mcp_tools()`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/filter_compatible_mcp_tools) - [`bind_mcp_tools()`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/bind_mcp_tools) - [`format_cortex_search_documents()`](https://reference.langchain.com/python/langchain-snowflake/formatters/format_cortex_search_documents) ## Modules - [`langchain_snowflake`](https://reference.langchain.com/python/langchain-snowflake/langchain_snowflake) - [`mcp_integration`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration) - [`formatters`](https://reference.langchain.com/python/langchain-snowflake/formatters) - [`retrievers`](https://reference.langchain.com/python/langchain-snowflake/retrievers) - [`tools`](https://reference.langchain.com/python/langchain-snowflake/tools) - [`query`](https://reference.langchain.com/python/langchain-snowflake/tools/query) - [`cortex_functions`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions) - [`analyst`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst) - [`base`](https://reference.langchain.com/python/langchain-snowflake/_connection/base) - [`session_manager`](https://reference.langchain.com/python/langchain-snowflake/_connection/session_manager) - [`auth_utils`](https://reference.langchain.com/python/langchain-snowflake/_connection/auth_utils) - [`sql_client`](https://reference.langchain.com/python/langchain-snowflake/_connection/sql_client) - [`rest_client`](https://reference.langchain.com/python/langchain-snowflake/_connection/rest_client) - [`agents`](https://reference.langchain.com/python/langchain-snowflake/agents) - [`base`](https://reference.langchain.com/python/langchain-snowflake/agents/base) - [`threads`](https://reference.langchain.com/python/langchain-snowflake/agents/threads) - [`management`](https://reference.langchain.com/python/langchain-snowflake/agents/management) - [`runs`](https://reference.langchain.com/python/langchain-snowflake/agents/runs) - [`schemas`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas) - [`feedback`](https://reference.langchain.com/python/langchain-snowflake/agents/feedback) - [`chat_models`](https://reference.langchain.com/python/langchain-snowflake/chat_models) - [`base`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base) - [`streaming`](https://reference.langchain.com/python/langchain-snowflake/chat_models/streaming) - [`utils`](https://reference.langchain.com/python/langchain-snowflake/chat_models/utils) - [`structured_output`](https://reference.langchain.com/python/langchain-snowflake/chat_models/structured_output) - [`tools`](https://reference.langchain.com/python/langchain-snowflake/chat_models/tools) - [`auth`](https://reference.langchain.com/python/langchain-snowflake/chat_models/auth) ## Constants - [`logger`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/logger) - [`mcp_tool`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/MCPToolWrapper/mcp_tool) - [`mcp_session`](https://reference.langchain.com/python/langchain-snowflake/mcp_integration/MCPToolWrapper/mcp_session) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_error_handling/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/formatters/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/retrievers/logger) - [`service_name`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/service_name) - [`k`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/k) - [`search_columns`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/search_columns) - [`filter_dict`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/filter_dict) - [`auto_format_for_rag`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/auto_format_for_rag) - [`content_field`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/content_field) - [`join_separator`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/join_separator) - [`fallback_to_page_content`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/fallback_to_page_content) - [`arbitrary_types_allowed`](https://reference.langchain.com/python/langchain-snowflake/retrievers/SnowflakeCortexSearchRetriever/Config/arbitrary_types_allowed) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/tools/query/logger) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/query/SnowflakeQueryTool/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/query/SnowflakeQueryTool/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/query/SnowflakeQueryTool/args_schema) - [`max_rows`](https://reference.langchain.com/python/langchain-snowflake/tools/query/SnowflakeQueryTool/max_rows) - [`success`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeToolResponse/success) - [`error`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeToolResponse/error) - [`sql_query`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystOutput/sql_query) - [`results`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystOutput/results) - [`explanation`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystOutput/explanation) - [`request_id`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystOutput/request_id) - [`query`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryOutput/query) - [`results`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryOutput/results) - [`row_count`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryOutput/row_count) - [`text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentOutput/text) - [`sentiment_score`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentOutput/sentiment_score) - [`sentiment_label`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentOutput/sentiment_label) - [`original_text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerOutput/original_text) - [`summary`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerOutput/summary) - [`original_length`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerOutput/original_length) - [`summary_length`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerOutput/summary_length) - [`original_text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorOutput/original_text) - [`translated_text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorOutput/translated_text) - [`target_language`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorOutput/target_language) - [`source_language`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorOutput/source_language) - [`prompt`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteOutput/prompt) - [`completion`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteOutput/completion) - [`model`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteOutput/model) - [`query`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystInput/query) - [`semantic_model`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeCortexAnalystInput/semantic_model) - [`query`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/SnowflakeQueryInput/query) - [`text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSentimentInput/text) - [`text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexSummarizerInput/text) - [`text`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorInput/text) - [`target_language`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorInput/target_language) - [`source_language`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexTranslatorInput/source_language) - [`prompt`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteInput/prompt) - [`model`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteInput/model) - [`max_tokens`](https://reference.langchain.com/python/langchain-snowflake/tools/_base/CortexCompleteInput/max_tokens) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/logger) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSentimentTool/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSentimentTool/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSentimentTool/args_schema) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSummarizerTool/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSummarizerTool/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexSummarizerTool/args_schema) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexTranslatorTool/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexTranslatorTool/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexTranslatorTool/args_schema) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexCompleteTool/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexCompleteTool/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/cortex_functions/CortexCompleteTool/args_schema) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/logger) - [`name`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/description) - [`args_schema`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/args_schema) - [`role`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/role) - [`semantic_model_file`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/semantic_model_file) - [`semantic_view`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/semantic_view) - [`use_rest_api`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/use_rest_api) - [`enable_streaming`](https://reference.langchain.com/python/langchain-snowflake/tools/analyst/SnowflakeCortexAnalyst/enable_streaming) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/logger) - [`session`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/session) - [`account`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/account) - [`user`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/user) - [`password`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/password) - [`token`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/token) - [`private_key_path`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/private_key_path) - [`private_key_passphrase`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/private_key_passphrase) - [`warehouse`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/warehouse) - [`database`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/database) - [`schema`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/schema) - [`request_timeout`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/request_timeout) - [`respect_session_timeout`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/respect_session_timeout) - [`verify_ssl`](https://reference.langchain.com/python/langchain-snowflake/_connection/base/SnowflakeConnectionMixin/verify_ssl) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_connection/session_manager/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_connection/auth_utils/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_connection/sql_client/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/_connection/rest_client/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/agents/base/logger) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/name) - [`database`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/database) - [`schema`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/schema) - [`auto_create_threads`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/auto_create_threads) - [`track_usage`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/track_usage) - [`session`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/session) - [`account`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/account) - [`user`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/user) - [`password`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/password) - [`token`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/token) - [`private_key_path`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/private_key_path) - [`private_key_passphrase`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/private_key_passphrase) - [`warehouse`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/warehouse) - [`request_timeout`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/request_timeout) - [`verify_ssl`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/verify_ssl) - [`respect_session_timeout`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/respect_session_timeout) - [`last_usage`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/last_usage) - [`last_run_id`](https://reference.langchain.com/python/langchain-snowflake/agents/base/SnowflakeCortexAgent/last_run_id) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/agents/runs/logger) - [`query`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInput/query) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInput/thread_id) - [`content`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/content) - [`run_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/run_id) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/thread_id) - [`usage`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/usage) - [`tools_used`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/tools_used) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentOutput/name) - [`request_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput/request_id) - [`positive`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput/positive) - [`feedback_message`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput/feedback_message) - [`categories`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput/categories) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackInput/thread_id) - [`execution_time`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/execution_time) - [`input_tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/input_tokens) - [`output_tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/output_tokens) - [`total_tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/total_tokens) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/name) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/thread_id) - [`tools_used`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/tools_used) - [`model_used`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUsageMetadata/model_used) - [`display_name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentProfile/display_name) - [`avatar`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentProfile/avatar) - [`color`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentProfile/color) - [`description`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentProfile/description) - [`response`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInstructions/response) - [`orchestration`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInstructions/orchestration) - [`system`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInstructions/system) - [`sample_questions`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentInstructions/sample_questions) - [`seconds`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/BudgetConfig/seconds) - [`tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/BudgetConfig/tokens) - [`budget`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/OrchestrationConfig/budget) - [`orchestration`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ModelConfig/orchestration) - [`type`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolSpec/type) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolSpec/name) - [`description`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolSpec/description) - [`input_schema`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolSpec/input_schema) - [`tool_spec`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/Tool/tool_spec) - [`type`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/type) - [`semantic_model_file`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/semantic_model_file) - [`semantic_view`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/semantic_view) - [`search_service`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/search_service) - [`identifier`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/identifier) - [`execution_environment`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ToolResource/execution_environment) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/name) - [`comment`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/comment) - [`profile`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/profile) - [`models`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/models) - [`instructions`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/instructions) - [`orchestration`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/orchestration) - [`tools`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/tools) - [`tool_resources`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentCreateInput/tool_resources) - [`comment`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/comment) - [`profile`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/profile) - [`models`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/models) - [`instructions`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/instructions) - [`orchestration`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/orchestration) - [`tools`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/tools) - [`tool_resources`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/AgentUpdateInput/tool_resources) - [`role`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunMessage/role) - [`content`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunMessage/content) - [`messages`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/messages) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/thread_id) - [`temperature`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/temperature) - [`max_tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/max_tokens) - [`top_p`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/top_p) - [`stream`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunInput/stream) - [`run_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/run_id) - [`status`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/status) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/thread_id) - [`messages`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/messages) - [`usage`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/usage) - [`error`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/error) - [`created_at`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/created_at) - [`completed_at`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/RunOutput/completed_at) - [`query`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/query) - [`messages`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/messages) - [`thread_id`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/thread_id) - [`temperature`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/temperature) - [`max_tokens`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/max_tokens) - [`top_p`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/top_p) - [`stream`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/EnhancedAgentInput/stream) - [`metadata`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ThreadUpdateInput/metadata) - [`name`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/ThreadUpdateInput/name) - [`status`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/FeedbackOutput/status) - [`chunk_index`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata/chunk_index) - [`total_chunks`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata/total_chunks) - [`tokens_generated`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata/tokens_generated) - [`finish_reason`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata/finish_reason) - [`usage`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingMetadata/usage) - [`content`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingChunk/content) - [`metadata`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingChunk/metadata) - [`is_final`](https://reference.langchain.com/python/langchain-snowflake/agents/schemas/StreamingChunk/is_final) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/agents/feedback/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/logger) - [`model`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/model) - [`temperature`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/temperature) - [`max_tokens`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/max_tokens) - [`top_p`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/top_p) - [`session`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/session) - [`warehouse`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/warehouse) - [`database`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/database) - [`schema`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/schema) - [`account`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/account) - [`user`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/user) - [`password`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/password) - [`token`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/token) - [`private_key_path`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/private_key_path) - [`private_key_passphrase`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/private_key_passphrase) - [`max_retries`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/max_retries) - [`request_timeout`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/request_timeout) - [`verify_ssl`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/verify_ssl) - [`ls_structured_output_format`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/ls_structured_output_format) - [`disable_parallel_tool_use`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/disable_parallel_tool_use) - [`group_tool_messages`](https://reference.langchain.com/python/langchain-snowflake/chat_models/base/ChatSnowflake/group_tool_messages) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/streaming/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/utils/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/structured_output/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/tools/logger) - [`logger`](https://reference.langchain.com/python/langchain-snowflake/chat_models/auth/logger) - [`session`](https://reference.langchain.com/python/langchain-snowflake/chat_models/auth/SnowflakeAuth/session)