Index

A

acquire() (Holdable method) action_click() (WebBrowser method), [1] action_press_key() (WebBrowser method), [1] action_scroll_down() (WebBrowser method), [1] action_scroll_up() (WebBrowser method), [1] action_type() (WebBrowser method), [1] action_visit_url() (WebBrowser method), [1] add() (MemoryBase method), [1] (MsgHubManager method) (ServiceToolkit method), [1] (TemporaryMemory method), [1] add_as_node() (ASDiGraph method) add_child() (BasicEnv method), [1] (Env method), [1] add_data_as_knowledge() (KnowledgeBank method), [1] add_listener() (BasicEnv method), [1] (Env method), [1] add_mcp_servers() (ServiceToolkit method), [1] add_RpcAgentServicer_to_server() (in module agentscope.rpc.rpc_agent_pb2_grpc) AGENT (WorkflowNodeType attribute) agent_exists() (AgentServerServicer method) agent_id (AgentBase property) AgentBase (class in agentscope.agents) AgentCallError AgentCreationError agentscope module agentscope.agents module agentscope.constants module agentscope.environment module agentscope.environment.env module agentscope.environment.event module agentscope.exception module agentscope.formatters module agentscope.logging module agentscope.manager module agentscope.memory module agentscope.memory.memory module agentscope.memory.temporary_memory module agentscope.message module agentscope.message.block module agentscope.message.msg module agentscope.models module agentscope.models.anthropic_model module agentscope.models.dashscope_model module agentscope.models.gemini_model module agentscope.models.litellm_model module agentscope.models.model module agentscope.models.ollama_model module agentscope.models.openai_model module agentscope.models.post_model module agentscope.models.response module agentscope.models.yi_model module agentscope.models.zhipu_model module agentscope.msghub module agentscope.parsers module agentscope.parsers.code_block_parser module agentscope.parsers.json_object_parser module agentscope.parsers.parser_base module agentscope.parsers.regex_tagged_content_parser module agentscope.parsers.tagged_content_parser module agentscope.pipelines module agentscope.prompt module agentscope.rag module agentscope.rag.knowledge module agentscope.rag.knowledge_bank module agentscope.rag.llama_index_knowledge module agentscope.rpc module agentscope.rpc.retry_strategy module agentscope.rpc.rpc_agent_pb2 module agentscope.rpc.rpc_agent_pb2_grpc module agentscope.rpc.rpc_async module agentscope.rpc.rpc_client module agentscope.rpc.rpc_config module agentscope.rpc.rpc_meta module agentscope.rpc.rpc_object module agentscope.serialize module

agentscope.server module agentscope.server.async_result_pool module agentscope.server.launcher module agentscope.server.servicer module agentscope.service module agentscope.service.browser module agentscope.service.browser.web_browser module agentscope.service.file module agentscope.service.file.common module agentscope.service.file.json module agentscope.service.file.text module agentscope.service.mcp_manager module agentscope.service.multi_modality module agentscope.service.multi_modality.dashscope_services module agentscope.service.multi_modality.openai_services module agentscope.service.retrieval module agentscope.service.retrieval.retrieval_from_list module agentscope.service.retrieval.similarity module agentscope.service.service_response module agentscope.service.service_status module agentscope.service.service_toolkit module agentscope.service.sql_query module agentscope.service.sql_query.mongodb module agentscope.service.sql_query.mysql module agentscope.service.sql_query.sqlite module agentscope.service.text_processing module agentscope.service.text_processing.summarization module agentscope.service.web module agentscope.service.web.arxiv module agentscope.service.web.dblp module agentscope.service.web.download module agentscope.service.web.search module agentscope.service.web.tripadvisor module agentscope.service.web.web_digest module agentscope.service.web.wikipedia module agentscope.strategy module agentscope.strategy.mixture_of_agent module agentscope.tokens module agentscope.utils module agentscope.utils.common module agentscope.utils.token_utils module agentscope.web module agentscope.web.gradio module agentscope.web.gradio.constants module agentscope.web.gradio.utils module agentscope.web.workstation module agentscope.web.workstation.workflow module agentscope.web.workstation.workflow_dag module agentscope.web.workstation.workflow_node module agentscope.web.workstation.workflow_utils module AgentServerError AgentServerNotAliveError AgentServerServicer (class in agentscope.server.servicer) AgentServerUnsupportedMethodError AnthropicChatWrapper (class in agentscope.models) (class in agentscope.models.anthropic_model) AnthropicFormatter (class in agentscope.formatters) args (Event property), [1] ArgumentNotFoundError ArgumentTypeError aria_label (WebElementInfo attribute), [1] arxiv_search() (in module agentscope.service) (in module agentscope.service.web.arxiv) as_server() (in module agentscope.server) (in module agentscope.server.launcher) ASDiGraph (class in agentscope.web.workstation.workflow_dag) ASManager (class in agentscope.manager) async_func() (in module agentscope.rpc) (in module agentscope.rpc.rpc_meta) async_run_code_on_notebook() (NoteBookExecutor method) AsyncResult (class in agentscope.rpc) (class in agentscope.rpc.rpc_async) AsyncResultPool (class in agentscope.server.async_result_pool) audio2text() (in module agentscope.web.gradio.utils) AudioBlock (class in agentscope.message) (class in agentscope.message.block)

B

BasicEnv (class in agentscope.environment) (class in agentscope.environment.env) bing_search() (in module agentscope.service) (in module agentscope.service.web.search) BingSearchServiceNode (class in agentscope.web.workstation.workflow_node)

blocks_input (UserInputData attribute) broadcast() (MsgHubManager method) build_dag() (in module agentscope.web.workstation.workflow_dag) build_knowledge_instance() (Knowledge class method), [1] (LlamaIndexKnowledge class method)

C

cache_text_embedding() (FileManager method) call_agent_func() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] cells_length (NoteBookExecutor property) ChatUsage (class in agentscope.models) ChatUsage.Usage (class in agentscope.models) check_and_flat_messages() (FormatterBase static method) check_uuid() (in module agentscope.web.gradio.utils) ChineseSystemPromptGenerator (class in agentscope.prompt) cleanup() (MCPSessionHandler method) clear() (MemoryBase method), [1] (TemporaryMemory method), [1] clear_all_class_hooks() (AgentBase class method) clear_all_obj_hooks() (AgentBase method) clear_audience() (AgentBase method) clear_class_hooks() (AgentBase class method) clear_hooks() (AgentBase method) clear_model_configs() (ModelManager method) clear_save_model_invocation_hook() (ModelWrapperBase class method), [1] clone_agent() (RpcAgent static method) (RpcAgentServicer method) close() (WebBrowser method), [1] code_dir (FileManager property) CommonFormatter (class in agentscope.formatters) compare_in_dialog() (SystemPromptComparer method) compare_with_queries() (SystemPromptComparer method) compile() (ASDiGraph method) (BingSearchServiceNode method) (CopyNode method) (DialogAgentNode method) (DictDialogAgentNode method) (ForLoopPipelineNode method) (GoogleSearchServiceNode method) (IfElsePipelineNode method) (ModelNode method) (MsgHubNode method) (MsgNode method) (PlaceHolderNode method) (PythonServiceNode method) (ReActAgentNode method) (ReadTextServiceNode method) (SequentialPipelineNode method) (SwitchPipelineNode method) (UserAgentNode method) (WhileLoopPipelineNode method) (WorkflowNode method) (WriteTextServiceNode method)

compile_workflow() (in module agentscope.web.workstation.workflow) completion_tokens (ChatUsage.Usage attribute) config_name (AnthropicChatWrapper attribute) (DashScopeChatWrapper attribute) (DashScopeImageSynthesisWrapper attribute) (DashScopeMultiModalWrapper attribute) (DashScopeTextEmbeddingWrapper attribute) (GeminiChatWrapper attribute) (GeminiEmbeddingWrapper attribute) (LiteLLMChatWrapper attribute) (ModelWrapperBase attribute), [1] (OllamaChatWrapper attribute) (OllamaEmbeddingWrapper attribute) (OllamaGenerationWrapper attribute) (OpenAIChatWrapper attribute) (OpenAIDALLEWrapper attribute) (OpenAIEmbeddingWrapper attribute) (PostAPIChatWrapper attribute) (PostAPIModelWrapperBase attribute) (YiChatWrapper attribute) (ZhipuAIChatWrapper attribute) (ZhipuAIEmbeddingWrapper attribute) content (Msg attribute), [1] (RetrievedChunk attribute), [1], [2], [3] content_hint (MarkdownCodeBlockParser attribute), [1] (MarkdownJsonDictParser attribute), [1] (MarkdownJsonObjectParser attribute), [1] (TaggedContent attribute), [1] COPY (WorkflowNodeType attribute) CopyNode (class in agentscope.web.workstation.workflow_node) cos_sim() (in module agentscope.service) (in module agentscope.service.retrieval.similarity) count() (in module agentscope.tokens) count_dashscope_tokens() (in module agentscope.tokens) count_gemini_tokens() (in module agentscope.tokens) count_huggingface_tokens() (in module agentscope.tokens) count_openai_token() (in module agentscope.utils.token_utils) count_openai_tokens() (in module agentscope.tokens) create() (RpcObject method), [1] create_agent() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] create_directory() (in module agentscope.service) (in module agentscope.service.file.common) create_file() (in module agentscope.service) (in module agentscope.service.file.common) create_tempdir() (in module agentscope.utils.common) cycle_dots() (in module agentscope.web.gradio.utils)

D

dashscope_image_to_text() (in module agentscope.service) (in module agentscope.service.multi_modality.dashscope_services) dashscope_text_to_audio() (in module agentscope.service) (in module agentscope.service.multi_modality.dashscope_services) dashscope_text_to_image() (in module agentscope.service) (in module agentscope.service.multi_modality.dashscope_services) DashScopeChatWrapper (class in agentscope.models) (class in agentscope.models.dashscope_model) DashScopeFormatter (class in agentscope.formatters) DashScopeImageSynthesisWrapper (class in agentscope.models) (class in agentscope.models.dashscope_model) DashScopeMultiModalWrapper (class in agentscope.models) (class in agentscope.models.dashscope_model) DashScopeTextEmbeddingWrapper (class in agentscope.models) (class in agentscope.models.dashscope_model) DashScopeWrapperBase (class in agentscope.models.dashscope_model) dblp_search_authors() (in module agentscope.service) (in module agentscope.service.web.dblp) dblp_search_publications() (in module agentscope.service) (in module agentscope.service.web.dblp) dblp_search_venues() (in module agentscope.service) (in module agentscope.service.web.dblp) default_config() (Knowledge class method), [1] (LlamaIndexKnowledge class method) delete() (MemoryBase method), [1] (MsgHubManager method) (TemporaryMemory method), [1] delete_agent() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1]

delete_all_agent() (RpcClient method), [1] delete_all_agents() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) delete_directory() (in module agentscope.service) (in module agentscope.service.file.common) delete_file() (in module agentscope.service) (in module agentscope.service.file.common) deps_converter() (in module agentscope.web.workstation.workflow_utils) describe() (BasicEnv method), [1] (Env method), [1] deserialize() (in module agentscope.serialize) DialogAgent (class in agentscope.agents) DialogAgentNode (class in agentscope.web.workstation.workflow_node) dict_converter() (in module agentscope.web.workstation.workflow_utils) DictDialogAgent (class in agentscope.agents) DictDialogAgentNode (class in agentscope.web.workstation.workflow_node) DictFilterMixin (class in agentscope.parsers.parser_base) digest_webpage() (in module agentscope.service) (in module agentscope.service.web.web_digest) DistConf (class in agentscope.rpc) (class in agentscope.rpc.rpc_config) download_file() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] download_from_url() (in module agentscope.service) (in module agentscope.service.web.download)

E

embedding (RetrievedChunk attribute), [1], [2], [3] embedding_cache_dir (FileManager property) EnglishSystemPromptGenerator (class in agentscope.prompt) Env (class in agentscope.environment) (class in agentscope.environment.env) EnvAlreadyExistError EnvError EnvListenerError EnvNotFoundError EnvTypeError EnvUnsupportedFunctionError equip() (KnowledgeBank method), [1] ERROR (ServiceExecStatus attribute), [1]

Event (class in agentscope.environment) (class in agentscope.environment.event) event_func() (in module agentscope.environment) (in module agentscope.environment.env) EventListener (class in agentscope.environment) (class in agentscope.environment.env) exec_node() (ASDiGraph method) execute_python_code() (in module agentscope.service) execute_shell_command() (in module agentscope.service) execute_tool() (MCPSessionHandler method) export() (MemoryBase method), [1] (TemporaryMemory method), [1] extend_function_schema() (ServiceToolkit method), [1] extended_model (ServiceFunction attribute)

F

fetch_cached_text_embedding() (FileManager method) file_dir (FileManager property) FileBlock (class in agentscope.message) (class in agentscope.message.block) FileManager (class in agentscope.manager) finish() (ReActAgent static method) flush() (ASManager method) (FileManager method) (ModelManager method) (MonitorManager method) ForLoopPipelineNode (class in agentscope.web.workstation.workflow_node) format() (AnthropicChatWrapper method), [1] (DashScopeChatWrapper method), [1] (DashScopeMultiModalWrapper method), [1] (GeminiChatWrapper static method), [1] (LiteLLMChatWrapper method), [1] (ModelWrapperBase method), [1] (OllamaChatWrapper method), [1] (OpenAIChatWrapper method), [1] (PostAPIChatWrapper method), [1] (YiChatWrapper method), [1] (ZhipuAIChatWrapper method), [1] format_auto() (FormatterBase class method) format_chat() (AnthropicFormatter class method) (CommonFormatter class method) (DashScopeFormatter class method) (FormatterBase class method) (GeminiFormatter class method) (OpenAIFormatter class method)

format_instruction (MarkdownCodeBlockParser attribute), [1] (MarkdownJsonDictParser property), [1] (MarkdownJsonObjectParser property), [1] (MultiTaggedContentParser attribute), [1] (RegexTaggedContentParser property), [1] format_multi_agent() (AnthropicFormatter class method) (CommonFormatter class method) (DashScopeFormatter class method) (FormatterBase class method) (GeminiFormatter class method) (OpenAIFormatter class method) format_tools_json_schemas() (AnthropicChatWrapper method), [1] (AnthropicFormatter class method) (DashScopeChatWrapper method), [1] (DashScopeFormatter class method) (FormatterBase class method) (ModelWrapperBase method), [1] (OpenAIChatWrapper method), [1] (OpenAIFormatter class method) FormatterBase (class in agentscope.formatters) from_dict() (Msg class method), [1] FunctionCallError FunctionCallFormatError FunctionNotFoundError

G

GeminiChatWrapper (class in agentscope.models) (class in agentscope.models.gemini_model) GeminiEmbeddingWrapper (class in agentscope.models) (class in agentscope.models.gemini_model) GeminiFormatter (class in agentscope.formatters) GeminiWrapperBase (class in agentscope.models.gemini_model) generate() (SystemPromptGeneratorBase method) generate_agent_id() (AgentBase class method) generate_image_from_name() (in module agentscope.web.gradio.utils) generate_notes() (SystemPromptOptimizer method) generate_oid() (in module agentscope.rpc.rpc_meta) generate_response() (ReActAgentV2 method) generate_server_id() (RpcAgentServerLauncher class method), [1] generation_method (GeminiChatWrapper attribute), [1] get() (AsyncResultPool method) (Getable method) (LocalPool method) (RedisPool method) (ServiceToolkit class method), [1] get_action_functions() (WebBrowser method), [1] get_agent() (AgentServerServicer method) get_agent_list() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] get_agent_memory() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] get_all_agents() (in module agentscope.web.workstation.workflow_node) get_chat_msg() (in module agentscope.web.gradio.utils) get_children() (BasicEnv method), [1] (Env method), [1]

get_class() (RpcMeta static method), [1] get_config_by_name() (ModelManager method) get_content_blocks() (Msg method), [1] get_current_directory() (in module agentscope.service) (in module agentscope.service.file.common) get_embeddings() (TemporaryMemory method), [1] get_help() (in module agentscope.service) get_instance() (ASManager class method) (FileManager class method) (ModelManager class method) (MonitorManager class method) get_knowledge() (KnowledgeBank method), [1] get_listeners() (BasicEnv method), [1] (Env method), [1] get_memory() (MemoryBase method), [1] (TemporaryMemory method), [1] get_model_by_config_name() (ModelManager method) get_openai_max_length() (in module agentscope.utils.token_utils) get_player_input() (in module agentscope.web.gradio.utils) get_pool() (in module agentscope.server.async_result_pool) get_position() (Movable2D method) get_public_methods() (in module agentscope.rpc.rpc_object) get_reset_msg() (in module agentscope.web.gradio.utils) get_server_info() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] get_text_content() (Msg method), [1] Getable (class in agentscope.environment.event) google_search() (in module agentscope.service) (in module agentscope.service.web.search) GoogleSearchServiceNode (class in agentscope.web.workstation.workflow_node)

H

hash (RetrievedChunk attribute), [1], [2], [3] height (WebElementInfo attribute), [1]

Holdable (class in agentscope.environment.event) host (AgentServerError attribute) html (WebElementInfo attribute), [1]

I

id (Msg attribute), [1] (ToolResultBlock attribute), [1] (ToolUseBlock attribute), [1] IfElsePipelineNode (class in agentscope.web.workstation.workflow_node) ImageBlock (class in agentscope.message) (class in agentscope.message.block) ImportErrorReporter (class in agentscope.utils.common) INCR_KEY (RedisPool attribute) init() (in module agentscope) init_uid_queues() (in module agentscope.web.gradio.utils) initialize() (ASManager method) (FileManager method) (MCPSessionHandler method) (ModelManager method) (MonitorManager method)

inner_text (WebElementInfo attribute), [1] input (ToolUseBlock attribute), [1] invoke_dir (FileManager property) is_alive() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] is_callable_expression() (in module agentscope.web.workstation.workflow_utils) is_clickable (WebElementInfo attribute), [1] is_initialized() (FileManager class method) is_serializable() (in module agentscope.serialize) is_stream_exhausted (ModelResponse property), [1] is_supported_model() (CommonFormatter class method) (FormatterBase class method) is_valid_url() (in module agentscope.service.web.web_digest)

J

JSON (ResponseFormat attribute) json_required_hint (MultiTaggedContentParser attribute), [1] json_schema (ServiceFunction property)

json_schemas (ServiceToolkit property), [1] JsonDictValidationError JsonParsingError JsonTypeError

K

keep_alive (OllamaChatWrapper attribute) (OllamaEmbeddingWrapper attribute) (OllamaGenerationWrapper attribute) (OllamaWrapperBase attribute) Knowledge (class in agentscope.rag) (class in agentscope.rag.knowledge)

knowledge_type (Knowledge attribute), [1] (LlamaIndexKnowledge attribute) KnowledgeBank (class in agentscope.rag) (class in agentscope.rag.knowledge_bank) kwarg_converter() (in module agentscope.web.workstation.workflow_utils)

L

launch() (RpcAgentServerLauncher method), [1] list_directory_content() (in module agentscope.service) (in module agentscope.service.file.common) list_models() (GeminiWrapperBase method) list_tools() (MCPSessionHandler method) LiteLLMChatWrapper (class in agentscope.models) (class in agentscope.models.litellm_model) LiteLLMWrapperBase (class in agentscope.models.litellm_model) LlamaIndexAgent (class in agentscope.agents) LlamaIndexKnowledge (class in agentscope.rag.llama_index_knowledge) load() (MemoryBase method), [1] (TemporaryMemory method), [1] load_agents_from_dir() (in module agentscope.server.launcher)

load_config() (in module agentscope.web.workstation.workflow) load_custom_class_from_file() (in module agentscope.server.launcher) load_dict() (ASManager method) (FileManager method) (ModelManager method) (MonitorManager method) (RetryBase class method) load_model_configs() (ModelManager method) load_web() (in module agentscope.service) (in module agentscope.service.web.web_digest) LocalPool (class in agentscope.server.async_result_pool) log_msg() (in module agentscope.logging) log_stream_msg() (in module agentscope.logging)

M

main() (in module agentscope.web.workstation.workflow) MarkdownCodeBlockParser (class in agentscope.parsers) (class in agentscope.parsers.code_block_parser) MarkdownJsonDictParser (class in agentscope.parsers) (class in agentscope.parsers.json_object_parser) MarkdownJsonObjectParser (class in agentscope.parsers) (class in agentscope.parsers.json_object_parser) MCPSessionHandler (class in agentscope.service.mcp_manager) MemoryBase (class in agentscope.memory) (class in agentscope.memory.memory) message (AgentServerError attribute) MESSAGE (WorkflowNodeType attribute) meta_data (WebElementInfo attribute), [1] metadata (Msg attribute), [1] (RetrievedChunk attribute), [1], [2], [3] missing_begin_tag (TagNotFoundError attribute) missing_end_tag (TagNotFoundError attribute) MixtureOfAgents (class in agentscope.strategy) (class in agentscope.strategy.mixture_of_agent) MODEL (WorkflowNodeType attribute) model_config (ChatUsage attribute) (ChatUsage.Usage attribute) (Msg attribute), [1] (UserInputData attribute) (WebElementInfo attribute), [1] model_configs (ModelManager attribute) model_name (AnthropicChatWrapper attribute) (DashScopeChatWrapper attribute) (DashScopeImageSynthesisWrapper attribute) (DashScopeMultiModalWrapper attribute) (DashScopeTextEmbeddingWrapper attribute) (GeminiChatWrapper attribute) (GeminiEmbeddingWrapper attribute) (LiteLLMChatWrapper attribute) (ModelWrapperBase attribute), [1] (OllamaChatWrapper attribute) (OllamaEmbeddingWrapper attribute) (OllamaGenerationWrapper attribute) (OllamaWrapperBase attribute) (OpenAIChatWrapper attribute) (OpenAIDALLEWrapper attribute) (OpenAIEmbeddingWrapper attribute) (PostAPIChatWrapper attribute) (PostAPIModelWrapperBase attribute) (YiChatWrapper attribute) (ZhipuAIChatWrapper attribute) (ZhipuAIEmbeddingWrapper attribute) model_type (AnthropicChatWrapper attribute), [1] (DashScopeChatWrapper attribute), [1] (DashScopeImageSynthesisWrapper attribute), [1] (DashScopeMultiModalWrapper attribute), [1] (DashScopeTextEmbeddingWrapper attribute), [1] (GeminiChatWrapper attribute), [1] (GeminiEmbeddingWrapper attribute), [1] (LiteLLMChatWrapper attribute), [1] (ModelWrapperBase attribute), [1] (OllamaChatWrapper attribute), [1] (OllamaEmbeddingWrapper attribute), [1] (OllamaGenerationWrapper attribute), [1] (OllamaWrapperBase attribute) (OpenAIChatWrapper attribute), [1] (OpenAIDALLEWrapper attribute), [1] (OpenAIEmbeddingWrapper attribute), [1] (PostAPIChatWrapper attribute), [1] (PostAPIDALLEWrapper attribute) (PostAPIEmbeddingWrapper attribute) (PostAPIModelWrapperBase attribute), [1] (YiChatWrapper attribute), [1] (ZhipuAIChatWrapper attribute), [1] (ZhipuAIEmbeddingWrapper attribute), [1] model_wrapper_mapping (ModelManager attribute) ModelManager (class in agentscope.manager) ModelNode (class in agentscope.web.workstation.workflow_node) ModelResponse (class in agentscope.models) (class in agentscope.models.response) ModelWrapperBase (class in agentscope.models) (class in agentscope.models.model) module agentscope agentscope.agents agentscope.constants agentscope.environment agentscope.environment.env agentscope.environment.event agentscope.exception agentscope.formatters agentscope.logging agentscope.manager agentscope.memory agentscope.memory.memory agentscope.memory.temporary_memory agentscope.message agentscope.message.block agentscope.message.msg agentscope.models agentscope.models.anthropic_model agentscope.models.dashscope_model agentscope.models.gemini_model agentscope.models.litellm_model agentscope.models.model agentscope.models.ollama_model agentscope.models.openai_model agentscope.models.post_model agentscope.models.response agentscope.models.yi_model agentscope.models.zhipu_model agentscope.msghub agentscope.parsers agentscope.parsers.code_block_parser agentscope.parsers.json_object_parser agentscope.parsers.parser_base agentscope.parsers.regex_tagged_content_parser agentscope.parsers.tagged_content_parser agentscope.pipelines agentscope.prompt agentscope.rag agentscope.rag.knowledge agentscope.rag.knowledge_bank agentscope.rag.llama_index_knowledge agentscope.rpc agentscope.rpc.retry_strategy agentscope.rpc.rpc_agent_pb2 agentscope.rpc.rpc_agent_pb2_grpc agentscope.rpc.rpc_async agentscope.rpc.rpc_client agentscope.rpc.rpc_config agentscope.rpc.rpc_meta agentscope.rpc.rpc_object agentscope.serialize agentscope.server agentscope.server.async_result_pool agentscope.server.launcher agentscope.server.servicer agentscope.service agentscope.service.browser agentscope.service.browser.web_browser agentscope.service.file agentscope.service.file.common agentscope.service.file.json agentscope.service.file.text agentscope.service.mcp_manager agentscope.service.multi_modality agentscope.service.multi_modality.dashscope_services agentscope.service.multi_modality.openai_services agentscope.service.retrieval agentscope.service.retrieval.retrieval_from_list agentscope.service.retrieval.similarity agentscope.service.service_response agentscope.service.service_status agentscope.service.service_toolkit agentscope.service.sql_query agentscope.service.sql_query.mongodb agentscope.service.sql_query.mysql agentscope.service.sql_query.sqlite agentscope.service.text_processing agentscope.service.text_processing.summarization agentscope.service.web agentscope.service.web.arxiv agentscope.service.web.dblp agentscope.service.web.download agentscope.service.web.search agentscope.service.web.tripadvisor agentscope.service.web.web_digest agentscope.service.web.wikipedia agentscope.strategy agentscope.strategy.mixture_of_agent agentscope.tokens agentscope.utils agentscope.utils.common agentscope.utils.token_utils agentscope.web agentscope.web.gradio agentscope.web.gradio.constants agentscope.web.gradio.utils agentscope.web.workstation agentscope.web.workstation.workflow agentscope.web.workstation.workflow_dag agentscope.web.workstation.workflow_node agentscope.web.workstation.workflow_utils

MonitorManager (class in agentscope.manager) Movable2D (class in agentscope.environment.event) move_by() (Movable2D method) move_directory() (in module agentscope.service) (in module agentscope.service.file.common) move_file() (in module agentscope.service) (in module agentscope.service.file.common) move_to() (Movable2D method) Msg (class in agentscope.message) (class in agentscope.message.msg) msghub() (in module agentscope) (in module agentscope.msghub) MsgHubManager (class in agentscope.msghub) MsgHubNode (class in agentscope.web.workstation.workflow_node) MsgNode (class in agentscope.web.workstation.workflow_node) MultiTaggedContentParser (class in agentscope.parsers) (class in agentscope.parsers.tagged_content_parser)

N

name (BasicEnv property), [1] (Env property), [1] (Event property), [1] (MarkdownCodeBlockParser attribute), [1] (MarkdownJsonDictParser attribute), [1] (MarkdownJsonObjectParser attribute), [1] (Msg attribute), [1] (ServiceFunction attribute) (TaggedContent attribute), [1] (ToolResultBlock attribute), [1] (ToolUseBlock attribute), [1] node_name (WebElementInfo attribute), [1] node_type (BingSearchServiceNode attribute) (CopyNode attribute) (DialogAgentNode attribute) (DictDialogAgentNode attribute) (ForLoopPipelineNode attribute) (GoogleSearchServiceNode attribute) (IfElsePipelineNode attribute) (ModelNode attribute) (MsgHubNode attribute) (MsgNode attribute) (PlaceHolderNode attribute) (PythonServiceNode attribute) (ReActAgentNode attribute) (ReadTextServiceNode attribute) (SequentialPipelineNode attribute) (SwitchPipelineNode attribute) (UserAgentNode attribute) (WhileLoopPipelineNode attribute) (WorkflowNode attribute) (WriteTextServiceNode attribute)

node_value (WebElementInfo attribute), [1] nodes_not_in_graph (ASDiGraph attribute) NONE (ResponseFormat attribute) NoteBookExecutor (class in agentscope.service) num_tokens_from_content() (in module agentscope.utils.token_utils)

O

observe() (AgentBase method) OllamaChatWrapper (class in agentscope.models) (class in agentscope.models.ollama_model) OllamaEmbeddingWrapper (class in agentscope.models) (class in agentscope.models.ollama_model) OllamaGenerationWrapper (class in agentscope.models) (class in agentscope.models.ollama_model) OllamaWrapperBase (class in agentscope.models.ollama_model) openai_audio_to_text() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services) openai_create_image_variation() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services) openai_edit_image() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services) openai_image_to_text() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services) openai_text_to_audio() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services) openai_text_to_image() (in module agentscope.service) (in module agentscope.service.multi_modality.openai_services)

OpenAIChatWrapper (class in agentscope.models) (class in agentscope.models.openai_model) OpenAIDALLEWrapper (class in agentscope.models) (class in agentscope.models.openai_model) OpenAIEmbeddingWrapper (class in agentscope.models) (class in agentscope.models.openai_model) OpenAIFormatter (class in agentscope.formatters) OpenAIWrapperBase (class in agentscope.models) (class in agentscope.models.openai_model) options (OllamaChatWrapper attribute) (OllamaEmbeddingWrapper attribute) (OllamaGenerationWrapper attribute) (OllamaWrapperBase attribute) origin_x (WebElementInfo attribute), [1] origin_y (WebElementInfo attribute), [1] original_func (ServiceFunction attribute) output (ToolResultBlock attribute), [1] override_class_input_method() (UserAgent class method) override_input_method() (UserAgent method)

P

page_html (WebBrowser property), [1] page_markdown (WebBrowser property), [1] page_screenshot (WebBrowser property), [1] page_title (WebBrowser property), [1] parse() (MarkdownCodeBlockParser method), [1] (MarkdownJsonDictParser method), [1] (MarkdownJsonObjectParser method), [1] (MultiTaggedContentParser method), [1] (ParserBase method), [1] (RegexTaggedContentParser method), [1] parse_and_call_func() (ServiceToolkit method), [1] parse_html_to_text() (in module agentscope.service) (in module agentscope.service.web.web_digest) parse_json (TaggedContent attribute), [1] ParserBase (class in agentscope.parsers) (class in agentscope.parsers.parser_base) path_db (MonitorManager property)

PIPELINE (WorkflowNodeType attribute) PlaceHolderNode (class in agentscope.web.workstation.workflow_node) port (AgentServerError attribute) post_processing() (Knowledge method), [1] PostAPIChatWrapper (class in agentscope.models) (class in agentscope.models.post_model) PostAPIDALLEWrapper (class in agentscope.models.post_model) PostAPIEmbeddingWrapper (class in agentscope.models.post_model) PostAPIModelWrapperBase (class in agentscope.models) (class in agentscope.models.post_model) prepare() (AsyncResultPool method) (LocalPool method) (RedisPool method) print_llm_usage() (in module agentscope) (MonitorManager method) processed_func (ServiceFunction attribute) prompt_tokens (ChatUsage.Usage attribute) PythonServiceNode (class in agentscope.web.workstation.workflow_node)

Q

query_mongodb() (in module agentscope.service) (in module agentscope.service.sql_query.mongodb) query_mysql() (in module agentscope.service) (in module agentscope.service.sql_query.mysql)

query_sqlite() (in module agentscope.service) (in module agentscope.service.sql_query.sqlite) QuotaExceededError

R

raw_response (ResponseParsingError attribute) ReActAgent (class in agentscope.agents) ReActAgentNode (class in agentscope.web.workstation.workflow_node) ReActAgentV2 (class in agentscope.agents) read_json_file() (in module agentscope.service) (in module agentscope.service.file.json) read_text_file() (in module agentscope.service) (in module agentscope.service.file.text) ReadTextServiceNode (class in agentscope.web.workstation.workflow_node) RedisPool (class in agentscope.server.async_result_pool) refresh_index() (LlamaIndexKnowledge method) RegexTaggedContentParser (class in agentscope.parsers) (class in agentscope.parsers.regex_tagged_content_parser) register_class() (RpcMeta static method), [1] register_class_hook() (AgentBase class method) register_hook() (AgentBase method) register_knowledge_type() (KnowledgeBank method), [1] register_model() (in module agentscope.tokens) register_model_wrapper_class() (in module agentscope) (ModelManager method) register_save_model_invocation_hook() (ModelWrapperBase class method), [1] release() (Holdable method) remove() (ServiceToolkit method), [1] remove_child() (BasicEnv method), [1] (Env method), [1] remove_class_hook() (AgentBase class method) remove_duplicates_from_end() (in module agentscope.web.workstation.workflow_dag) remove_hook() (AgentBase method) remove_interactive_marks() (WebBrowser method), [1] remove_listener() (BasicEnv method), [1] (Env method), [1] remove_save_model_invocation_hook() (ModelWrapperBase class method), [1] reply() (AgentBase method) (DialogAgent method) (DictDialogAgent method) (LlamaIndexAgent method) (ReActAgent method) (ReActAgentV2 method) (UserAgent method)

required_keys (MarkdownJsonDictParser attribute), [1] RequiredFieldNotFoundError reset_audience() (AgentBase method) reset_notebook() (NoteBookExecutor method) ResetException ResponseFormat (class in agentscope.constants) ResponseParsingError restore_function_schema() (ServiceToolkit method), [1] result() (AsyncResult method), [1] retrieve() (Knowledge method), [1] (LlamaIndexKnowledge method) retrieve_by_embedding() (TemporaryMemory method), [1] retrieve_from_list() (in module agentscope.service) (in module agentscope.service.retrieval.retrieval_from_list) RetrievedChunk (class in agentscope.rag) (class in agentscope.rag.knowledge) retry() (RetryBase method) (RetryExponential method) (RetryFixedTimes method) RetryBase (class in agentscope.rpc.retry_strategy) RetryExponential (class in agentscope.rpc.retry_strategy) RetryFixedTimes (class in agentscope.rpc.retry_strategy) returns (Event property), [1] rm_audience() (AgentBase method) rm_database() (MonitorManager method) role (Msg attribute), [1] RpcAgent (class in agentscope.rpc.rpc_agent_pb2_grpc) RpcAgentClient (class in agentscope.rpc.rpc_client) RpcAgentServerLauncher (class in agentscope.server) (class in agentscope.server.launcher) RpcAgentServicer (class in agentscope.rpc.rpc_agent_pb2_grpc) RpcAgentStub (class in agentscope.rpc.rpc_agent_pb2_grpc) RpcClient (class in agentscope.rpc) (class in agentscope.rpc.rpc_client) RpcMeta (class in agentscope.rpc) (class in agentscope.rpc.rpc_meta) RpcObject (class in agentscope.rpc) (class in agentscope.rpc.rpc_object) run() (ASDiGraph method) run_code_on_notebook() (NoteBookExecutor method)

S

sanitize_node_data() (in module agentscope.web.workstation.workflow_dag) save_api_invocation() (FileManager method) save_file() (FileManager method) save_image() (FileManager method) save_python_code() (FileManager method) save_runtime_information() (FileManager method) score (RetrievedChunk attribute), [1], [2], [3] send_msg() (in module agentscope.web.gradio.utils) send_player_input() (in module agentscope.web.gradio.utils) send_reset_msg() (in module agentscope.web.gradio.utils) sequential_pipeline() (in module agentscope.pipelines) SequentialPipeline (class in agentscope.pipelines) SequentialPipelineNode (class in agentscope.web.workstation.workflow_node) serialize() (in module agentscope.serialize) SERVICE (WorkflowNodeType attribute) service_funcs (ServiceToolkit attribute), [1] ServiceExecStatus (class in agentscope.service) (class in agentscope.service.service_status) ServiceFunction (class in agentscope.service.service_toolkit) ServiceResponse (class in agentscope.service) (class in agentscope.service.service_response) ServiceToolkit (class in agentscope.service) (class in agentscope.service.service_toolkit) set() (AsyncResultPool method) (LocalPool method) (RedisPool method) (Setable method) set_interactive_marks() (WebBrowser method), [1] set_model_configs() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] set_parser() (DictDialogAgent method) Setable (class in agentscope.environment.event) setup_logger() (in module agentscope.logging) show_image_tokens() (MonitorManager method) show_text_and_embedding_tokens() (MonitorManager method)

ShrinkPolicy (class in agentscope.constants) shutdown() (RpcAgentServerLauncher method), [1] size() (MemoryBase method), [1] (TemporaryMemory method), [1] speak() (AgentBase method) start_workflow() (in module agentscope.web.workstation.workflow) state_dict() (ASManager method) (FileManager method) (in module agentscope) (ModelManager method) (MonitorManager method) stop() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) (RpcClient method), [1] (RpcObject method), [1] stream (ModelResponse property), [1] structured_input (UserInputData attribute) StudioError StudioRegisterError StudioUserInput (class in agentscope.agents) SUCCESS (ServiceExecStatus attribute), [1] summarization() (in module agentscope.service) (in module agentscope.service.text_processing.summarization) SUMMARIZE (ShrinkPolicy attribute) supported_model_regexes (AnthropicFormatter attribute) (DashScopeFormatter attribute) (FormatterBase attribute) (GeminiFormatter attribute) (OpenAIFormatter attribute) supported_models() (in module agentscope.tokens) SwitchPipelineNode (class in agentscope.web.workstation.workflow_node) sync_exec() (in module agentscope.service.mcp_manager) sync_func() (in module agentscope.rpc) (in module agentscope.rpc.rpc_meta) SystemPromptComparer (class in agentscope.prompt) SystemPromptGeneratorBase (class in agentscope.prompt) SystemPromptOptimizer (class in agentscope.prompt)

T

tag_begin (MarkdownCodeBlockParser attribute), [1] (MarkdownJsonDictParser attribute), [1] (MarkdownJsonObjectParser attribute), [1] (TaggedContent attribute), [1] tag_end (MarkdownCodeBlockParser attribute), [1] (MarkdownJsonDictParser attribute), [1] (MarkdownJsonObjectParser attribute), [1] (TaggedContent attribute), [1] tag_name (WebElementInfo attribute), [1] TaggedContent (class in agentscope.parsers) (class in agentscope.parsers.tagged_content_parser) TagNotFoundError TASK_QUEUE_PREFIX (RedisPool attribute) TemporaryMemory (class in agentscope.memory) (class in agentscope.memory.temporary_memory) TerminalUserInput (class in agentscope.agents) text (ModelResponse property), [1] (TextBlock attribute), [1] TextBlock (class in agentscope.message) (class in agentscope.message.block) timer() (in module agentscope.utils.common) timestamp (Msg attribute), [1] to_content() (DictFilterMixin method) to_dict() (Msg method), [1] (RetrievedChunk method), [1] to_dist() (AgentBase method) (BasicEnv method), [1] (DialogAgent method) (DictDialogAgent method) (Env method), [1] (LlamaIndexAgent method) (ReActAgent method) (ReActAgentV2 method) (RpcMeta static method), [1] (UserAgent method)

to_memory() (DictFilterMixin method) to_metadata() (DictFilterMixin method) to_openai_dict() (in module agentscope.utils.common) ToolResultBlock (class in agentscope.message) (class in agentscope.message.block) tools_calling_format (ServiceToolkit property), [1] tools_instruction (ServiceToolkit property), [1] ToolUseBlock (class in agentscope.message) (class in agentscope.message.block) total_tokens (ChatUsage.Usage attribute) trigger_listener() (in module agentscope.environment.env) tripadvisor_search() (in module agentscope.service) (in module agentscope.service.web.tripadvisor) tripadvisor_search_location_details() (in module agentscope.service) (in module agentscope.service.web.tripadvisor) tripadvisor_search_location_photos() (in module agentscope.service) (in module agentscope.service.web.tripadvisor) TRUNCATE (ShrinkPolicy attribute) type (AudioBlock attribute), [1] (ChatUsage attribute) (FileBlock attribute), [1] (ImageBlock attribute), [1] (TextBlock attribute), [1] (ToolResultBlock attribute), [1] (ToolUseBlock attribute), [1] (VideoBlock attribute), [1] (WebElementInfo attribute), [1]

U

update_image_tokens() (MonitorManager method) update_placeholder() (AgentServerServicer method) (RpcAgent static method) (RpcAgentServicer method) update_result() (RpcClient method), [1] update_text_and_embedding_tokens() (MonitorManager method) update_value() (AsyncResult method), [1] url (AudioBlock attribute), [1] (FileBlock attribute), [1] (ImageBlock attribute), [1] (VideoBlock attribute), [1] (WebBrowser property), [1]

usage (ChatUsage attribute) user_input() (in module agentscope.web.gradio.utils) UserAgent (class in agentscope.agents) UserAgentNode (class in agentscope.web.workstation.workflow_node) UserInputBase (class in agentscope.agents) UserInputData (class in agentscope.agents)

V

VideoBlock (class in agentscope.message) (class in agentscope.message.block)

W

wait_until_terminate() (RpcAgentServerLauncher method), [1] WebBrowser (class in agentscope.service) (class in agentscope.service.browser.web_browser) WebElementInfo (class in agentscope.service) (class in agentscope.service.browser.web_browser) WhileLoopPipelineNode (class in agentscope.web.workstation.workflow_node) width (WebElementInfo attribute), [1] wikipedia_search() (in module agentscope.service) (in module agentscope.service.web.wikipedia)

wikipedia_search_categories() (in module agentscope.service) (in module agentscope.service.web.wikipedia) WorkflowNode (class in agentscope.web.workstation.workflow_node) WorkflowNodeType (class in agentscope.web.workstation.workflow_node) write_json_file() (in module agentscope.service) (in module agentscope.service.file.json) write_text_file() (in module agentscope.service) (in module agentscope.service.file.text) WriteTextServiceNode (class in agentscope.web.workstation.workflow_node)

Y

YiChatWrapper (class in agentscope.models) (class in agentscope.models.yi_model)

Z

ZhipuAIChatWrapper (class in agentscope.models) (class in agentscope.models.zhipu_model)

ZhipuAIEmbeddingWrapper (class in agentscope.models) (class in agentscope.models.zhipu_model) ZhipuAIWrapperBase (class in agentscope.models.zhipu_model)