├── .github ├── ISSUE_TEMPLATE │ ├── config.yml │ ├── issue_template-bug.yaml │ ├── issue_template-feature.yaml │ └── issue_template-question.yaml └── pull-request-template.md ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CHANGELOG_zh.md ├── CONTRIBUTING.md ├── CONTRIBUTING_zh.md ├── LICENSE ├── README.md ├── README_PYPI.md ├── README_jp.md ├── README_zh.md ├── agentuniverse ├── __init__.py ├── agent │ ├── __init__.py │ ├── action │ │ ├── __init__.py │ │ ├── knowledge │ │ │ ├── __init__.py │ │ │ ├── doc_processor │ │ │ │ ├── __init__.py │ │ │ │ ├── character_text_splitter.py │ │ │ │ ├── character_text_splitter.yaml │ │ │ │ ├── code_ast_processor.py │ │ │ │ ├── dashscope_reranker.py │ │ │ │ ├── dashscope_reranker.yaml │ │ │ │ ├── doc_processor.py │ │ │ │ ├── doc_processor_manager.py │ │ │ │ ├── hierarchical_regex_text_splitter.py │ │ │ │ ├── jieba_keyword_extractor.py │ │ │ │ ├── jieba_keyword_extractor.yaml │ │ │ │ ├── jina_reranker.py │ │ │ │ ├── jina_reranker.yaml │ │ │ │ ├── recursive_character_text_splitter.py │ │ │ │ ├── recursive_character_text_splitter.yaml │ │ │ │ ├── token_text_splitter.py │ │ │ │ ├── token_text_splitter.yaml │ │ │ │ └── types │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── ast_types.py │ │ │ │ │ ├── code_types.py │ │ │ │ │ └── metrics_types.py │ │ │ ├── embedding │ │ │ │ ├── __init__.py │ │ │ │ ├── azureopenai_embedding.py │ │ │ │ ├── azureopenai_embedding.yaml │ │ │ │ ├── dashscope_embedding.py │ │ │ │ ├── dashscope_embedding.yaml │ │ │ │ ├── doubao_embedding.py │ │ │ │ ├── doubao_embedding.yaml │ │ │ │ ├── embedding.py │ │ │ │ ├── embedding_manager.py │ │ │ │ ├── gemini_embedding.py │ │ │ │ ├── gemini_embedding.yaml │ │ │ │ ├── ollama_embedding.py │ │ │ │ ├── ollama_embedding.yaml │ │ │ │ ├── openai_embedding.py │ │ │ │ └── openai_embedding.yaml │ │ │ ├── knowledge.py │ │ │ ├── knowledge_manager.py │ │ │ ├── query_paraphraser │ │ │ │ ├── __init__.py │ │ │ │ ├── query_keyword_extractor.py │ │ │ │ ├── query_keyword_extractor.yaml │ │ │ │ ├── query_paraphraser.py │ │ │ │ └── query_paraphraser_manager.py │ │ │ ├── rag_router │ │ │ │ ├── __init__.py │ │ │ │ ├── base_router.py │ │ │ │ ├── base_router.yaml │ │ │ │ ├── nlu_rag_router.py │ │ │ │ ├── rag_router.py │ │ │ │ └── rag_router_manager.py │ │ │ ├── reader │ │ │ │ ├── __init__.py │ │ │ │ ├── cloud │ │ │ │ │ ├── confluence_reader.py │ │ │ │ │ ├── confluence_reader.yaml │ │ │ │ │ ├── google_docs_reader.py │ │ │ │ │ ├── google_docs_reader.yaml │ │ │ │ │ ├── notion_reader.py │ │ │ │ │ └── notion_reader.yaml │ │ │ │ ├── cloud_file_reader │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── feishu_reader.py │ │ │ │ │ ├── feishu_reader.yaml │ │ │ │ │ ├── yuque_reader.py │ │ │ │ │ └── yuque_reader.yaml │ │ │ │ ├── file │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── code_reader.py │ │ │ │ │ ├── code_reader.yaml │ │ │ │ │ ├── csv_reader.py │ │ │ │ │ ├── csv_reader.yaml │ │ │ │ │ ├── docx_reader.py │ │ │ │ │ ├── docx_reader.yaml │ │ │ │ │ ├── epub_reader.py │ │ │ │ │ ├── epub_reader.yaml │ │ │ │ │ ├── file_reader.py │ │ │ │ │ ├── markdown_reader.py │ │ │ │ │ ├── markdown_reader.yaml │ │ │ │ │ ├── pdf_reader.py │ │ │ │ │ ├── pdf_reader.yaml │ │ │ │ │ ├── pptx_reader.py │ │ │ │ │ ├── pptx_reader.yaml │ │ │ │ │ ├── rar_reader.py │ │ │ │ │ ├── rar_reader.yaml │ │ │ │ │ ├── sevenzip_reader.py │ │ │ │ │ ├── sevenzip_reader.yaml │ │ │ │ │ ├── txt_reader.py │ │ │ │ │ ├── txt_reader.yaml │ │ │ │ │ ├── web_pdf_reader.py │ │ │ │ │ ├── web_pdf_reader.yaml │ │ │ │ │ ├── website_bs4_reader.py │ │ │ │ │ ├── website_bs4_reader.yaml │ │ │ │ │ ├── xlsx_reader.py │ │ │ │ │ ├── xlsx_reader.yaml │ │ │ │ │ ├── zip_reader.py │ │ │ │ │ └── zip_reader.yaml │ │ │ │ ├── image │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── image_ocr_reader.py │ │ │ │ │ ├── image_ocr_reader.yaml │ │ │ │ │ ├── image_reader.py │ │ │ │ │ ├── image_reader.yaml │ │ │ │ │ ├── scanned_pdf_ocr_reader.py │ │ │ │ │ └── scanned_pdf_ocr_reader.yaml │ │ │ │ ├── reader.py │ │ │ │ ├── reader_manager.py │ │ │ │ ├── utils.py │ │ │ │ └── web │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── rendered_web_page_reader.py │ │ │ │ │ ├── rendered_web_page_reader.yaml │ │ │ │ │ ├── web_page_reader.py │ │ │ │ │ └── web_page_reader.yaml │ │ │ └── store │ │ │ │ ├── __init__.py │ │ │ │ ├── chroma_hierarchical_store.py │ │ │ │ ├── chroma_store.py │ │ │ │ ├── document.py │ │ │ │ ├── faiss_store.py │ │ │ │ ├── graph_document.py │ │ │ │ ├── image_document.py │ │ │ │ ├── milvus_store.py │ │ │ │ ├── neo4j_store.py │ │ │ │ ├── qdrant_store.py │ │ │ │ ├── query.py │ │ │ │ ├── sqlite_store.py │ │ │ │ ├── store.py │ │ │ │ ├── store_manager.py │ │ │ │ └── temp.py │ │ ├── tool │ │ │ ├── __init__.py │ │ │ ├── api_tool.py │ │ │ ├── common_tool │ │ │ │ ├── __init__.py │ │ │ │ ├── arxiv_tool.py │ │ │ │ ├── bing_search_tool.py │ │ │ │ ├── command_status_tool.py │ │ │ │ ├── github_tool.py │ │ │ │ ├── github_tool.yaml │ │ │ │ ├── github_tool_example.md │ │ │ │ ├── google_search_tool.py │ │ │ │ ├── google_search_tool_v2.py │ │ │ │ ├── jina_ai_tool.py │ │ │ │ ├── langchain_tool.py │ │ │ │ ├── mock_search_tool.py │ │ │ │ ├── python_repl.py │ │ │ │ ├── readimage_tool.py │ │ │ │ ├── request_tool.py │ │ │ │ ├── run_command_tool.py │ │ │ │ ├── search_api_tool.py │ │ │ │ ├── simple_math_tool.py │ │ │ │ ├── sql_langchain_tool.py │ │ │ │ ├── tavily_tool.py │ │ │ │ ├── view_file_tool.py │ │ │ │ ├── wikipedia_query.py │ │ │ │ ├── write_file_tool.py │ │ │ │ ├── write_word_tool.py │ │ │ │ └── youtube_tool.py │ │ │ ├── enum.py │ │ │ ├── mcp_tool.py │ │ │ ├── tool.py │ │ │ ├── tool_manager.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── ssrf_proxy.py │ │ └── toolkit │ │ │ ├── __init__.py │ │ │ ├── mcp_toolkit.py │ │ │ ├── toolkit.py │ │ │ └── toolkit_manager.py │ ├── agent.py │ ├── agent_manager.py │ ├── agent_model.py │ ├── default │ │ ├── __init__.py │ │ ├── executing_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── executing_agent.py │ │ │ └── executing_agent.yaml │ │ ├── expressing_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── expressing_agent.py │ │ │ └── expressing_agent.yaml │ │ ├── nl2api_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ └── nl2api_agent.py │ │ ├── peer_agent │ │ │ ├── __init__.py │ │ │ ├── peer_agent.py │ │ │ └── peer_agent.yaml │ │ ├── planning_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── planning_agent.py │ │ │ └── planning_agent.yaml │ │ ├── rag_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── memory_summarize_agent.yaml │ │ │ ├── memory_summarize_cn_prompt.yaml │ │ │ └── rag_agent.py │ │ ├── rag_route_agent │ │ │ ├── __init__.py │ │ │ ├── nlu_rag_route_agent.py │ │ │ ├── nlu_rag_route_agent.yaml │ │ │ └── nlu_rag_route_prompt.yaml │ │ ├── react_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── react_agent.py │ │ │ └── react_agent.yaml │ │ ├── reviewing_agent │ │ │ ├── __init__.py │ │ │ ├── default_cn_prompt.yaml │ │ │ ├── default_en_prompt.yaml │ │ │ ├── reviewing_agent.py │ │ │ └── reviewing_agent.yaml │ │ ├── slave_rag_agent │ │ │ ├── __init__.py │ │ │ └── slave_rag_agent.yaml │ │ ├── summary_agent │ │ │ ├── __init__.py │ │ │ ├── simple_summary_agent.py │ │ │ ├── simple_summary_agent.yaml │ │ │ ├── simple_summary_cn_prompt.yaml │ │ │ └── simple_summary_en_prompt.yaml │ │ └── workflow_agent │ │ │ ├── __init__.py │ │ │ └── workflow_agent.py │ ├── input_object.py │ ├── memory │ │ ├── __init__.py │ │ ├── chat_memory.py │ │ ├── conversation_memory │ │ │ ├── __init__.py │ │ │ ├── conversation_memory_module.py │ │ │ ├── conversation_message.py │ │ │ ├── enum.py │ │ │ └── memory_storage │ │ │ │ ├── __init__.py │ │ │ │ ├── chroma_conversation_memory_storage.py │ │ │ │ ├── es_conversation_memory_storage.py │ │ │ │ └── sqlite_conversation_memory_storage.py │ │ ├── default │ │ │ ├── __init__.py │ │ │ ├── default_memory.py │ │ │ └── default_memory.yaml │ │ ├── enum.py │ │ ├── langchain_instance.py │ │ ├── memory.py │ │ ├── memory_compressor │ │ │ ├── __init__.py │ │ │ ├── default_memory_compressor.yaml │ │ │ ├── memory_compressor.py │ │ │ └── memory_compressor_manager.py │ │ ├── memory_manager.py │ │ ├── memory_storage │ │ │ ├── __init__.py │ │ │ ├── chroma_memory_storage.py │ │ │ ├── memory_storage.py │ │ │ ├── memory_storage_manager.py │ │ │ ├── qdrant_memory_storage.py │ │ │ ├── ram_memory_storage.py │ │ │ ├── ram_memory_storage.yaml │ │ │ └── sql_alchemy_memory_storage.py │ │ ├── message.py │ │ ├── summarizer_cn_prompt.yaml │ │ └── summarizer_en_prompt.yaml │ ├── output_object.py │ ├── plan │ │ ├── __init__.py │ │ └── planner │ │ │ ├── __init__.py │ │ │ ├── executing_planner │ │ │ ├── __init__.py │ │ │ ├── executing_planner.py │ │ │ └── executing_planner.yaml │ │ │ ├── expressing_planner │ │ │ ├── __init__.py │ │ │ ├── expressing_planner.py │ │ │ └── expressing_planner.yaml │ │ │ ├── nl2api_planner │ │ │ ├── __init__.py │ │ │ ├── nl2api_planner.py │ │ │ └── nl2api_planner.yaml │ │ │ ├── peer_planner │ │ │ ├── __init__.py │ │ │ ├── peer_planner.py │ │ │ └── peer_planner.yaml │ │ │ ├── planner.py │ │ │ ├── planner_manager.py │ │ │ ├── planning_planner │ │ │ ├── __init__.py │ │ │ ├── planning_planner.py │ │ │ └── planning_planner.yaml │ │ │ ├── rag_planner │ │ │ ├── __init__.py │ │ │ ├── rag_planner.py │ │ │ └── rag_planner.yaml │ │ │ ├── react_planner │ │ │ ├── __init__.py │ │ │ ├── react_planner.py │ │ │ ├── react_planner.yaml │ │ │ └── stream_callback.py │ │ │ ├── reviewing_planner │ │ │ ├── __init__.py │ │ │ ├── reviewing_planner.py │ │ │ └── reviewing_planner.yaml │ │ │ └── workflow_planner │ │ │ ├── __init__.py │ │ │ ├── workflow_planner.py │ │ │ └── workflow_planner.yaml │ ├── template │ │ ├── __init__.py │ │ ├── agent_template.py │ │ ├── contextual_iteration_agent_template.py │ │ ├── default_summarize_agent_template.py │ │ ├── executing_agent_template.py │ │ ├── expressing_agent_template.py │ │ ├── nl2api_agent_template.py │ │ ├── openai_protocol_template.py │ │ ├── peer_agent_template.py │ │ ├── planning_agent_template.py │ │ ├── rag_agent_template.py │ │ ├── react_agent_template.py │ │ ├── reviewing_agent_template.py │ │ └── slave_rag_agent_template.py │ └── work_pattern │ │ ├── __init__.py │ │ ├── peer_work_pattern.py │ │ ├── peer_work_pattern.yaml │ │ ├── work_pattern.py │ │ └── work_pattern_manager.py ├── agent_serve │ ├── __init__.py │ ├── service.py │ ├── service_configer.py │ ├── service_instance.py │ ├── service_manager.py │ └── web │ │ ├── __init__.py │ │ ├── dal │ │ ├── __init__.py │ │ ├── entity │ │ │ ├── __init__.py │ │ │ └── request_do.py │ │ └── request_library.py │ │ ├── flask_server.py │ │ ├── gunicorn_server.py │ │ ├── mcp │ │ ├── __init__.py │ │ └── mcp_server_manager.py │ │ ├── post_fork_queue.py │ │ ├── request_task.py │ │ ├── rpc │ │ ├── __init__.py │ │ ├── grpc │ │ │ ├── __init__.py │ │ │ ├── agentuniverse_service.proto │ │ │ ├── agentuniverse_service_pb2.py │ │ │ ├── agentuniverse_service_pb2_grpc.py │ │ │ └── grpc_server_booster.py │ │ └── rpc_server.py │ │ ├── thread_with_result.py │ │ ├── web_booster.py │ │ └── web_util.py ├── base │ ├── __init__.py │ ├── agentuniverse.py │ ├── annotation │ │ ├── __init__.py │ │ ├── retry.py │ │ ├── singleton.py │ │ └── trace.py │ ├── component │ │ ├── __init__.py │ │ ├── application_component_manager.py │ │ ├── component_base.py │ │ ├── component_configer_util.py │ │ ├── component_enum.py │ │ └── component_manager_base.py │ ├── config │ │ ├── __init__.py │ │ ├── application_configer │ │ │ ├── __init__.py │ │ │ ├── app_configer.py │ │ │ └── application_config_manager.py │ │ ├── component_configer │ │ │ ├── __init__.py │ │ │ ├── component_configer.py │ │ │ └── configers │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_configer.py │ │ │ │ ├── knowledge_configer.py │ │ │ │ ├── llm_configer.py │ │ │ │ ├── memory_configer.py │ │ │ │ ├── planner_configer.py │ │ │ │ ├── prompt_configer.py │ │ │ │ ├── sqldb_wrapper_config.py │ │ │ │ ├── tool_configer.py │ │ │ │ ├── work_pattern_configer.py │ │ │ │ └── workflow_configer.py │ │ ├── config_type_enum.py │ │ ├── configer.py │ │ └── custom_configer │ │ │ ├── __init__.py │ │ │ ├── custom_key_configer.py │ │ │ └── default_llm_configer.py │ ├── context │ │ ├── __init__.py │ │ ├── context_archive_utils.py │ │ ├── context_coordinator.py │ │ ├── framework_context.py │ │ ├── framework_context_manager.py │ │ └── mcp_session_manager.py │ ├── tracing │ │ ├── __init__.py │ │ ├── au_trace_context.py │ │ ├── au_trace_manager.py │ │ └── otel │ │ │ ├── __init__.py │ │ │ ├── consts.py │ │ │ ├── instrumentation │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instrumentor.py │ │ │ │ └── consts.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── consts.py │ │ │ │ └── llm_instrumentor.py │ │ │ └── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── consts.py │ │ │ │ └── tool_instrumentor.py │ │ │ ├── propagator │ │ │ ├── __init__.py │ │ │ └── au_session_propagator.py │ │ │ ├── span_processor │ │ │ ├── __init__.py │ │ │ ├── session_span_processor.py │ │ │ └── span_json_exporter.py │ │ │ └── telemetry_manager.py │ └── util │ │ ├── __init__.py │ │ ├── agent_util.py │ │ ├── async_util.py │ │ ├── character_util.py │ │ ├── common_util.py │ │ ├── env_util.py │ │ ├── logging │ │ ├── __init__.py │ │ ├── general_logger.py │ │ ├── log_sink │ │ │ ├── __init__.py │ │ │ ├── agent_first_token_log_sink.py │ │ │ ├── agent_input_log_sink.py │ │ │ ├── agent_invocation_log_sink.py │ │ │ ├── base_file_log_sink.py │ │ │ ├── flask_request_log_sink.py │ │ │ ├── flask_response_log_sink.py │ │ │ ├── llm_input_log_sink.py │ │ │ ├── llm_invocation_log_sink.py │ │ │ ├── log_sink.py │ │ │ ├── log_sink_manager.py │ │ │ ├── tool_input_log_sink.py │ │ │ └── tool_invocation_log_sink.py │ │ ├── log_type_enum.py │ │ ├── logging_config.py │ │ └── logging_util.py │ │ ├── memory_util.py │ │ ├── monitor │ │ ├── __init__.py │ │ └── monitor.py │ │ ├── prompt │ │ ├── __init__.py │ │ ├── combine_cn_prompt.yaml │ │ ├── combine_en_prompt.yaml │ │ ├── summary_cn_prompt.yaml │ │ └── summary_en_prompt.yaml │ │ ├── prompt_util.py │ │ ├── reasoning_output_parse.py │ │ ├── system_util.py │ │ └── tracing │ │ ├── __init__.py │ │ ├── au_trace_context.py │ │ └── au_trace_manager.py ├── database │ ├── __init__.py │ ├── sqldb_wrapper.py │ └── sqldb_wrapper_manager.py ├── llm │ ├── __init__.py │ ├── claude_langchain_instance.py │ ├── default │ │ ├── __init__.py │ │ ├── aws_bedrock_llm.py │ │ ├── aws_bedrock_llm.yaml │ │ ├── baichuan_openai_style_llm.py │ │ ├── baichuan_openai_style_llm.yaml │ │ ├── claude_llm.py │ │ ├── claude_llm.yaml │ │ ├── deep_seek_openai_style_llm.py │ │ ├── deep_seek_openai_style_llm.yaml │ │ ├── default_ollama_llm.py │ │ ├── default_ollama_llm.yaml │ │ ├── default_openai_llm.py │ │ ├── default_openai_llm.yaml │ │ ├── gemini_openai_style_llm.py │ │ ├── gemini_openai_style_llm.yaml │ │ ├── kimi_openai_style_llm.py │ │ ├── kimi_openai_style_llm.yaml │ │ ├── qwen_openai_style_llm.py │ │ ├── qwen_openai_style_llm.yaml │ │ ├── wenxin_llm.py │ │ ├── wenxin_llm.yaml │ │ ├── zhipu_openai_style_llm.py │ │ └── zhipu_openai_style_llm.yaml │ ├── langchain_instance.py │ ├── llm.py │ ├── llm_channel │ │ ├── __init__.py │ │ ├── baichuan_official_llm_channel.py │ │ ├── claude_official_llm_channel.py │ │ ├── dashscope_llm_channel.py │ │ ├── deepseek_official_llm_channel.py │ │ ├── gemini_official_llm_channel.py │ │ ├── kimi_official_llm_channel.py │ │ ├── langchain_instance │ │ │ ├── __init__.py │ │ │ ├── default_channel_langchain_instance.py │ │ │ └── ollama_channel_langchain_instance.py │ │ ├── llm_channel.py │ │ ├── llm_channel_manager.py │ │ ├── ollama_llm_channel.py │ │ ├── openai_official_llm_channel.py │ │ ├── qianfan_llm_channel.py │ │ └── zhipu_official_llm_channel.py │ ├── llm_manager.py │ ├── llm_output.py │ ├── ollama_langchain_instance.py │ ├── openai_llm.py │ ├── openai_style_langchain_instance.py │ ├── openai_style_llm.py │ └── wenxin_langchain_instance.py ├── prompt │ ├── __init__.py │ ├── chat_prompt.py │ ├── enum.py │ ├── prompt.py │ ├── prompt_manager.py │ └── prompt_model.py └── workflow │ ├── __init__.py │ ├── graph │ ├── __init__.py │ └── graph.py │ ├── node │ ├── __init__.py │ ├── agent_node.py │ ├── condition_node.py │ ├── end_node.py │ ├── enum.py │ ├── knowledge_node.py │ ├── llm_node.py │ ├── node.py │ ├── node_config.py │ ├── node_constant.py │ ├── node_output.py │ ├── start_node.py │ └── tool_node.py │ ├── workflow.py │ ├── workflow_manager.py │ └── workflow_output.py ├── agentuniverse_connector └── __init__.py ├── agentuniverse_extension ├── __init__.py └── logger │ ├── __init__.py │ ├── log_sink │ ├── __init__.py │ ├── base_sls_log_sink.py │ ├── custom_agent_first_token_sink.yaml │ ├── custom_agent_input_sink.yaml │ ├── custom_agent_output_sink.yaml │ ├── custom_flask_request_sink.py │ ├── custom_flask_request_sink.yaml │ ├── custom_flask_response_sink.py │ ├── custom_flask_response_sink.yaml │ ├── custom_llm_input_sink.yaml │ └── custom_llm_output_sink.yaml │ └── sls_sink.py ├── agentuniverse_product ├── __init__.py ├── agentuniverse_product.py ├── base │ ├── __init__.py │ ├── agent_product.py │ ├── constant │ │ ├── __init__.py │ │ └── llm_constant.py │ ├── planner_product.py │ ├── plugin_product.py │ ├── product.py │ ├── product_configer.py │ ├── product_manager.py │ └── util │ │ ├── __init__.py │ │ ├── common_util.py │ │ └── yaml_util.py ├── dal │ ├── __init__.py │ ├── message_library.py │ ├── model │ │ ├── __init__.py │ │ ├── message_do.py │ │ └── session_do.py │ └── session_library.py └── service │ ├── __init__.py │ ├── agent_service │ ├── __init__.py │ └── agent_service.py │ ├── knowledge_service │ ├── __init__.py │ └── knowledge_service.py │ ├── llm_service │ ├── __init__.py │ └── llm_service.py │ ├── message_service │ ├── __init__.py │ └── message_service.py │ ├── model │ ├── __init__.py │ ├── agent_dto.py │ ├── knowledge_dto.py │ ├── llm_dto.py │ ├── message_dto.py │ ├── planner_dto.py │ ├── plugin_dto.py │ ├── prompt_dto.py │ ├── session_dto.py │ ├── tool_dto.py │ └── workflow_dto.py │ ├── plugin_service │ ├── __init__.py │ └── plugin_service.py │ ├── session_service │ ├── __init__.py │ └── session_service.py │ ├── tool_service │ ├── __init__.py │ └── tool_service.py │ ├── util │ ├── __init__.py │ ├── agent_util.py │ ├── common_util.py │ ├── knowledge_util.py │ ├── plugin_util.py │ ├── tool_util.py │ └── workflow_util.py │ └── workflow_service │ ├── __init__.py │ └── workflow_service.py ├── au_dir_structure_updater.py ├── dataset ├── README.md ├── README_ZH.md └── peer_financial_training_dataset │ └── v20240704 │ ├── FinQA.jsonl │ ├── expressing_agent_data.jsonl │ └── planning_agent_data.jsonl ├── docs └── guidebook │ ├── _picture │ ├── 1_2_Installation_0.png │ ├── 1_3_Quick Start_0.png │ ├── 6_4_1_executing_result.png │ ├── 6_4_1_expressing_result.png │ ├── 6_4_1_planning_result.png │ ├── 6_4_1_reviewing_result.png │ ├── agent.jpg │ ├── agent_universe_framework_resize.jpg │ ├── agentuniverse_product_agent_chat.png │ ├── agentuniverse_product_agent_editor.png │ ├── agentuniverse_product_agent_trace.png │ ├── agentuniverse_product_homepage.png │ ├── agentuniverse_structure.png │ ├── agentuniverse_structure_en.png │ ├── chatbox_main_page.png │ ├── chatbox_setting_page.png │ ├── chatbox_test_result.png │ ├── chinese_or_western_medicine.png │ ├── chroma_memory.png │ ├── coca-cola_or_pepsi.png │ ├── config_ak_create_file.png │ ├── config_ak_demo_key.png │ ├── config_ak_path.png │ ├── conversation_memory_flow.jpg │ ├── create_agent.png │ ├── create_knowledge.png │ ├── create_plugin.png │ ├── create_workflow_agent.png │ ├── data_agent_dataset.png │ ├── data_agent_dataset_en.png │ ├── data_agent_eval_report.png │ ├── data_agent_eval_report_en.png │ ├── data_agent_eval_report_en_qwen7b.png │ ├── data_agent_eval_report_qwen72b.png │ ├── data_agent_eval_result.png │ ├── data_agent_eval_result_en.png │ ├── data_agent_flowchart.jpg │ ├── demo_agent_case.png │ ├── demo_agent_case_run.png │ ├── demo_agent_case_run_result.png │ ├── demo_agent_case_yaml.png │ ├── demo_case_law_rag_agent.png │ ├── demo_case_law_rag_agent_answer.png │ ├── demo_case_law_rag_agent_run.png │ ├── demo_case_law_rag_agent_yaml.png │ ├── demo_llm_yaml.png │ ├── demo_startup_agent_with_memory.png │ ├── demo_startup_instruction_flowchart.jpg │ ├── demo_startup_pet_insurance_react_agent_yml.png │ ├── demo_startup_pet_qwen_72b_stream.png │ ├── demo_startup_petins_consult_pro_agent.png │ ├── demo_startup_petins_main_agent.png │ ├── demo_startup_petins_multi_agent_test.png │ ├── demo_startup_petins_multi_agent_workflow.jpeg │ ├── demo_startup_petins_react_agent_py.png │ ├── demo_startup_petins_react_agent_test1.png │ ├── demo_startup_petins_react_agent_test2.png │ ├── demo_startup_petins_react_agent_yaml.png │ ├── demo_startup_petins_react_prompt_modify.png │ ├── demo_startup_petins_react_prompt_modify_test.png │ ├── demo_startup_petins_react_service.png │ ├── demo_startup_petins_react_service_post.png │ ├── demo_startup_petins_rewrite_agent.png │ ├── demo_startup_petins_search_context_tool_yml.png │ ├── demo_startup_petinst_agent.png │ ├── demo_startup_petinst_agent_res.png │ ├── demo_startup_petinst_agent_service_res.png │ ├── demo_startup_petinst_agent_yaml.png │ ├── dingtalk_util20250429.png │ ├── k8s_hello.png │ ├── k8s_question.png │ ├── k8s_resource.png │ ├── knowledge_structure.png │ ├── law_agent_demo.png │ ├── llm_channel.jpg │ ├── logo_bar.jpg │ ├── long_translation_au.png │ ├── long_translation_wu.png │ ├── memory.jpg │ ├── memory_trace_time_flow.png │ ├── mysql_memory.png │ ├── openai_curl_result.png │ ├── peer_work_pattern.png │ ├── product_start.png │ ├── prompt_directory.png │ ├── prompt_version.png │ ├── rag_structure.png │ ├── react_chat_bot_tool.png │ ├── react_demo_step.png │ ├── react_input_tool.png │ ├── run_demo_rag_agent.png │ ├── run_workflow_agent.png │ ├── server_application.png │ ├── signoz_example_metrics.png │ ├── signoz_example_trace.png │ ├── sweet_or_salted_zongzi.png │ ├── translation_execute_flow.png │ ├── translation_flow_graph.png │ ├── upload_knowledge.png │ ├── wechat_official.png │ ├── workflow_agent.png │ └── workflow_agent_yaml.png │ ├── en │ ├── Concepts │ │ ├── Citation_PEER.md │ │ ├── Core_Features.md │ │ ├── Introduction.md │ │ └── Why_Use_agentUniverse.md │ ├── Contact_Us.md │ ├── Contents.md │ ├── Examples │ │ ├── Discussion_Group.md │ │ ├── Financial_Event_Analysis.md │ │ ├── Legal_Advice.md │ │ ├── Python_Auto_Runner.md │ │ └── Translation_Assistant.md │ ├── Get_Start │ │ ├── 0.Installation_and_Initialization.md │ │ ├── 1.Application_Project_Structure_and_Explanation.md │ │ ├── 2.Run_Your_First_Tutorial_Example.md │ │ ├── 3.Quick_Guide_to_Build_Single_Agent.md │ │ ├── 4.Building_Typical_Multi-Agent_App.md │ │ ├── 5.Creating_and_Using_Agent_Templates.md │ │ ├── 6.aU_Old_and_New_Project_Migration_Guide.md │ │ ├── 7.Advanced_Techniques-Using_Memory.md │ │ ├── 8.Advanced_Techniques-Prompt_Manager.md │ │ └── 9.Advanced_Techniques-Multimodal_Agents.md │ ├── How-to │ │ ├── Build and Use a Knowledge Base │ │ │ ├── How_to_Build_Knowledge_Base.md │ │ │ └── How_to_Use_Knowledge_Base.md │ │ ├── Define and Connect Models │ │ │ └── Define_and_Connect_Models.md │ │ ├── Define and Use Tool Plugins │ │ │ └── Tool Plugin API Adaptation Sample Reference.md │ │ ├── Guide to Connecting agentUniverse via Chatbox │ │ │ └── Guide to Connecting agentUniverse via Chatbox.md │ │ ├── Guide to Visual Agentic Workflow Platform │ │ │ ├── Product_Platform_Advancement_Guide.md │ │ │ └── Product_Platform_Quick_Start.md │ │ └── Use and Publish MCP Server │ │ │ ├── How_to_Publish_MCP_Servers.md │ │ │ └── How_to_Use_MCP_Servers.md │ └── In-Depth_Guides │ │ ├── Components │ │ ├── LLMs │ │ │ ├── 0.List_Of_LLMs.md │ │ │ ├── BaiChuan_LLM_Use.md │ │ │ ├── Claude_LLM_Use.md │ │ │ ├── DeepSeek_LLM_Use.md │ │ │ ├── GLM_LLM_Use.md │ │ │ ├── Kimi_LLM_Use.md │ │ │ ├── Ollama_LLM_Use.md │ │ │ ├── OpenAIStyleLLM_Use.md │ │ │ ├── OpenAI_LLM_Use.md │ │ │ ├── Qwen_LLM_Use.md │ │ │ └── WenXin_LLM_Use.md │ │ └── Tools │ │ │ ├── Integrated_LangChain_Tools.md │ │ │ └── Integrated_Tools.md │ │ ├── Deployment │ │ ├── Docker_Container_Deployment.md │ │ ├── K8S_Deployment.md │ │ └── Project_Image_Packaging.md │ │ ├── Tech_Capabilities │ │ ├── Log_And_Monitor │ │ │ ├── Alibaba_Cloud_SLS.md │ │ │ ├── Logging_Utils.md │ │ │ └── Monitor_Module.md │ │ ├── Observability │ │ │ ├── Instrument_Agent.md │ │ │ ├── Instrument_LLM.md │ │ │ ├── Instrument_Tool.md │ │ │ ├── Observability_with_OTEL.md │ │ │ └── Recommended_Configurations.md │ │ ├── Others │ │ │ ├── API_Reference.md │ │ │ └── Framework_Context.md │ │ ├── Service │ │ │ ├── MCP_Server.md │ │ │ ├── Service_Information_Storage.md │ │ │ ├── Service_Registration_and_Usage.md │ │ │ ├── Web_Api.md │ │ │ ├── Web_Server.md │ │ │ └── gRPC.md │ │ └── Storage │ │ │ ├── ChromaDB.md │ │ │ ├── FAISS.md │ │ │ ├── Milvus.md │ │ │ ├── SQLDB_WRAPPER.md │ │ │ └── Sqlite.md │ │ └── Tutorials │ │ ├── Agent │ │ ├── Agent.md │ │ ├── AgentTemplate.md │ │ ├── Agent_Create_And_Use.md │ │ └── Agent_Related_Domain_Objects.md │ │ ├── Data_Autonomous_Agent.md │ │ ├── Domain_Component_Principles.md │ │ ├── Knowledge │ │ ├── DocProcessor.md │ │ ├── Knowledge.md │ │ ├── Knowledge_Define_And_Use.md │ │ ├── Knowledge_Related_Domain_Objects.md │ │ ├── QueryParaphraser.md │ │ ├── RagRouter.md │ │ ├── Reader.md │ │ └── Store.md │ │ ├── LLM │ │ ├── LLM.md │ │ ├── LLM_Channel.md │ │ ├── LLM_Related_Domain_Objects.md │ │ └── LLM_component_define_and_usage.md │ │ ├── Memory │ │ ├── Memory.md │ │ ├── MemoryCompressor.md │ │ ├── MemoryStorage.md │ │ ├── Memory_Define_And_Use.md │ │ └── Memory_Related_Domain_Objects.md │ │ ├── Plan │ │ ├── Planner.md │ │ ├── Planner_Define_And_Use.md │ │ └── Planner_Related_Domain_Objects.md │ │ ├── RAG.md │ │ ├── Tool │ │ ├── MCP_Tool_Guide.md │ │ ├── Tool.md │ │ ├── Tool_Create_And_Use.md │ │ └── Tool_Related_Domain_Objects.md │ │ ├── Toolkit │ │ └── MCP_Toolkit_Guide.md │ │ └── WorkPattern │ │ ├── WorkPattern.md │ │ └── WorkPattern_Related_Domain_Objects.md │ └── zh │ ├── How-to │ ├── 使用chatbox等工具连接aU │ │ └── 如何使用chatbox等工具连接agentUniverse.md │ ├── 使用与发布MCP服务 │ │ ├── 如何使用MCP服务.md │ │ └── 如何发布MCP服务.md │ ├── 定义与使用全局记忆 │ │ └── 如何使用全局记忆.md │ ├── 定义与使用工具插件 │ │ └── 工具插件适配API样例参考.md │ ├── 定义与连接模型 │ │ └── 模型自定义.md │ ├── 构建与使用知识库 │ │ ├── 如何使用知识库.md │ │ └── 如何构建知识库.md │ └── 画布式研发平台使用 │ │ ├── 画布式研发平台快速开始.md │ │ └── 画布式研发平台进阶指南.md │ ├── In-Depth_Guides │ ├── 原理介绍 │ │ ├── RAG.md │ │ ├── 工作模式 │ │ │ ├── 工作模式.md │ │ │ └── 工作模式及相关领域对象.md │ │ ├── 工具 │ │ │ ├── MCP工具.md │ │ │ ├── 工具.md │ │ │ ├── 工具创建与使用.md │ │ │ └── 工具及相关领域对象.md │ │ ├── 工具包 │ │ │ ├── MCP工具包.md │ │ │ ├── 工具包.md │ │ │ ├── 工具包创建与使用.md │ │ │ └── 工具包及相关领域对象.md │ │ ├── 数据自治智能体.md │ │ ├── 智能体 │ │ │ ├── 智能体.md │ │ │ ├── 智能体创建与使用.md │ │ │ ├── 智能体及相关领域对象.md │ │ │ └── 智能体模版.md │ │ ├── 模型 │ │ │ ├── 模型.md │ │ │ ├── 模型及相关领域对象.md │ │ │ ├── 模型定义与使用.md │ │ │ └── 模型通道.md │ │ ├── 知识 │ │ │ ├── DocProcessor.md │ │ │ ├── QueryParaphraser.md │ │ │ ├── RagRouter.md │ │ │ ├── Reader.md │ │ │ ├── Store.md │ │ │ ├── 知识.md │ │ │ ├── 知识及相关领域对象.md │ │ │ └── 知识定义与使用.md │ │ ├── 计划 │ │ │ ├── 计划.md │ │ │ ├── 计划及相关领域对象.md │ │ │ └── 计划定义与使用.md │ │ ├── 记忆 │ │ │ ├── MemoryCompressor.md │ │ │ ├── MemoryStorage.md │ │ │ ├── 全局记忆.md │ │ │ ├── 记忆.md │ │ │ ├── 记忆及相关领域对象.md │ │ │ └── 记忆定义与使用.md │ │ └── 领域组件原理.md │ ├── 技术组件 │ │ ├── 其他 │ │ │ ├── API参考.md │ │ │ └── 框架上下文.md │ │ ├── 可观测 │ │ │ ├── Agent_Instrument.md │ │ │ ├── LLM_Instrument.md │ │ │ ├── Tool_Instrument.md │ │ │ ├── 基于OTEL的可观测能力.md │ │ │ └── 推荐配置.md │ │ ├── 存储 │ │ │ ├── ChromaDB.md │ │ │ ├── Milvus.md │ │ │ ├── SQLDB_WRAPPER.md │ │ │ └── Sqlite.md │ │ ├── 日志监控 │ │ │ ├── 日志组件.md │ │ │ ├── 监控模块.md │ │ │ └── 阿里云SLS.md │ │ └── 服务化 │ │ │ ├── MCP_Server.md │ │ │ ├── Web_Server.md │ │ │ ├── gRPC.md │ │ │ ├── 服务Api.md │ │ │ ├── 服务信息存储.md │ │ │ └── 服务注册与使用.md │ ├── 组件列表 │ │ ├── 工具列表 │ │ │ ├── 集成LangChain工具.md │ │ │ └── 集成的工具.md │ │ └── 模型列表 │ │ │ ├── BaiChuan使用.md │ │ │ ├── Claude使用.md │ │ │ ├── DeepSeek使用.md │ │ │ ├── Kimi使用.md │ │ │ ├── Ollama使用.md │ │ │ ├── OpenAIStyleLLM使用.md │ │ │ ├── OpenAI使用.md │ │ │ ├── Qwen使用.md │ │ │ ├── 文心使用.md │ │ │ ├── 智谱GLM使用.md │ │ │ └── 模型列表.md │ └── 部署运维 │ │ ├── Docker容器化部署.md │ │ ├── K8S部署.md │ │ └── 工程镜像打包.md │ ├── 实践应用 │ ├── Python自动执行案例.md │ ├── 法律咨询案例.md │ ├── 翻译案例.md │ ├── 讨论组.md │ └── 金融事件分析案例.md │ ├── 开始使用 │ ├── 0.安装及创建标准工程.md │ ├── 1.标准应用工程结构说明.md │ ├── 2.运行第一个教程案例.md │ ├── 3.快速构建单体智能体.md │ ├── 4.构建典型的多智能体应用.md │ ├── 5.沉淀与使用智能体模版.md │ ├── 6.aU新老工程迁移指南.md │ ├── 7.进阶技巧-记忆的使用.md │ ├── 8.进阶技巧-prompt管理.md │ └── 9.进阶技巧-多模态智能体.md │ ├── 目录.md │ ├── 联系我们.md │ └── 设计理念 │ ├── 为什么选择agentUniverse.md │ ├── 核心特性.md │ ├── 研究文献_PEER.md │ └── 简介.md ├── examples ├── __init__.py ├── sample_apps │ ├── __init__.py │ ├── basic_sop_app │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── choose_product_agent.py │ │ │ │ │ │ ├── choose_product_agent.yaml │ │ │ │ │ │ ├── choose_product_info_agent.py │ │ │ │ │ │ ├── choose_product_info_agent.yaml │ │ │ │ │ │ ├── recommend_sop_agent.py │ │ │ │ │ │ └── recommend_sop_agent.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── choose_product_agent_cn.yaml │ │ │ │ │ ├── choose_product_agent_v2_cn.yaml │ │ │ │ │ ├── product_info_agent_cn.yaml │ │ │ │ │ └── recommend_sop_agent_cn.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── product_info_tool.py │ │ │ │ │ └── product_info_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── recommend_sop_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ └── recommend_sop_agent_test.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── constant │ │ │ │ ├── __init__.py │ │ │ │ ├── product_b_info.py │ │ │ │ ├── product_c_info.py │ │ │ │ └── product_info.py │ │ │ │ └── product │ │ │ │ ├── __init__.py │ │ │ │ └── prompt_util.py │ │ └── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ ├── __init__.py │ │ │ ├── product │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ └── recommend_sop_agent_product.yaml │ │ │ ├── knowledge │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ └── qwen_llm_product.yaml │ │ │ ├── plugin │ │ │ │ └── __init__.py │ │ │ └── tool │ │ │ │ └── __init__.py │ │ │ ├── resources │ │ │ └── rag_agent_logo.png │ │ │ └── workflow │ │ │ └── __init__.py │ ├── data_agent_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── data_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── data_agent.py │ │ │ │ │ │ │ ├── data_agent.yaml │ │ │ │ │ │ │ ├── dataset_build_agent.py │ │ │ │ │ │ │ ├── dataset_build_agent.yaml │ │ │ │ │ │ │ ├── dataset_eval_agent.py │ │ │ │ │ │ │ └── dataset_eval_agent.yaml │ │ │ │ │ │ └── rag_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── demo_rag_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── dataset_eval_agent_cn.yaml │ │ │ │ │ ├── dataset_eval_agent_en.yaml │ │ │ │ │ ├── demo_rag_agent_cn.yaml │ │ │ │ │ └── demo_rag_agent_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ └── google_search_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── data │ │ │ │ │ ├── dataset_turn_1_2024-07-10-10-48-30.jsonl │ │ │ │ │ ├── dataset_turn_1_2024-07-10-15-06-24.jsonl │ │ │ │ │ ├── eval_report_2024-07-10-10-48-30.xlsx │ │ │ │ │ ├── eval_report_2024-07-10-15-06-24.xlsx │ │ │ │ │ ├── eval_result_turn_1_2024-07-10-10-48-30.xlsx │ │ │ │ │ ├── eval_result_turn_1_2024-07-10-15-06-24.xlsx │ │ │ │ │ ├── queryset_cn.jsonl │ │ │ │ │ └── queryset_en.jsonl │ │ │ │ ├── data_agent.py │ │ │ │ └── test_data_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── difizen_app │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── app │ │ │ └── resources │ │ │ │ ├── baidu_search.png │ │ │ │ ├── bing_search.jpg │ │ │ │ ├── discussion_group_logo.png │ │ │ │ ├── google_search.png │ │ │ │ ├── law_agent_logo.png │ │ │ │ ├── law_knowledge_logo.png │ │ │ │ ├── peer_agent_logo.png │ │ │ │ ├── python_tool.png │ │ │ │ ├── rag_agent_logo.png │ │ │ │ ├── react_agent_logo.png │ │ │ │ └── workflow_agent_logo.jpg │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── config_extension.py │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ ├── log_config.toml │ │ │ └── yaml_func_extension.py │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── peer_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── demo_executing_agent.yaml │ │ │ │ │ │ │ ├── demo_expressing_agent.yaml │ │ │ │ │ │ │ ├── demo_peer_agent.yaml │ │ │ │ │ │ │ ├── demo_planning_agent.yaml │ │ │ │ │ │ │ └── demo_reviewing_agent.yaml │ │ │ │ │ │ ├── rag_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── demo_rag_agent.yaml │ │ │ │ │ │ │ └── law_rag_agent.yaml │ │ │ │ │ │ ├── react_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── demo_react_agent.yaml │ │ │ │ │ │ └── workflow_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── demo_workflow_agent.yaml │ │ │ │ │ └── xs_test.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── law_knowledge.py │ │ │ │ │ ├── law_knowledge.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── civil_law_chroma_store.yaml │ │ │ │ │ │ ├── civil_law_sqlite_store.yaml │ │ │ │ │ │ ├── criminal_law_chroma_store.yaml │ │ │ │ │ │ └── criminal_law_sqlite_store.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deepseek_llm.yaml │ │ │ │ │ ├── kimi_llm.yaml │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── chroma_memory_storage.yaml │ │ │ │ │ │ └── sqlite_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── cn_v1.yaml │ │ │ │ │ │ └── cn_v2.yaml │ │ │ │ │ ├── demo_executing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ ├── demo_expressing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ └── demo_planning_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ └── python_repl_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ └── run_demo_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_rag_agent_product.yaml │ │ │ │ │ ├── law_rag_agent_product.yaml │ │ │ │ │ ├── peer_agent_product.yaml │ │ │ │ │ ├── react_agent_product.yaml │ │ │ │ │ ├── workflow_agent_product.yaml │ │ │ │ │ └── xs_test_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── law_knowledge_product.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deepseek_llm_product.yaml │ │ │ │ │ ├── kimi_llm_product.yaml │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_plugin.yaml │ │ │ │ │ └── python_runner_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_product.yaml │ │ │ │ │ └── python_runner_product.yaml │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ ├── demo_workflow.yaml │ │ │ │ └── workflow_726.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── discussion_group_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── discussion_group_agent.yaml │ │ │ │ │ │ │ ├── participant_agent.py │ │ │ │ │ │ │ ├── participant_agent_one.yaml │ │ │ │ │ │ │ └── participant_agent_two.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_group_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── rag_router │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── discussion_group_agent_cn.yaml │ │ │ │ │ ├── discussion_group_agent_en.yaml │ │ │ │ │ ├── participant_agent_cn.yaml │ │ │ │ │ └── participant_agent_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ └── google_search_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── discussion_agents.py │ │ │ │ └── test_discussion_agents.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── multimodal_app │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── multimodal_agent.py │ │ │ │ │ └── multimodal_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── kimi_multimodal_llm.yaml │ │ │ │ └── qwen_multimodal_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── demo_memory.yaml │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ └── multimodal_agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── cn.yaml │ │ │ ├── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── google_search_tool.py │ │ │ │ └── google_search_tool.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── multimodal_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ ├── dog_and_girl.jpeg │ │ │ └── multimodal_agent.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ ├── openai_protocol_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_openai_protocol_agent.py │ │ │ │ │ │ ├── demo_openai_protocol_agent.yaml │ │ │ │ │ │ ├── peer_agent_case_with_openai_protocol │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── demo_openai_protocol_executing_agent.yaml │ │ │ │ │ │ │ ├── demo_openai_protocol_expressing_agent.yaml │ │ │ │ │ │ │ ├── demo_openai_protocol_peer_agent.yaml │ │ │ │ │ │ │ ├── demo_openai_protocol_planning_agent.yaml │ │ │ │ │ │ │ └── demo_openai_protocol_reviewing_agent.yaml │ │ │ │ │ │ └── react_agent_case_with_openai_protocol │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── openai_protocol_react_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── openai_protocol_executing_agent.py │ │ │ │ │ │ ├── openai_protocol_expressing_agent.py │ │ │ │ │ │ ├── openai_protocol_peer_agent.py │ │ │ │ │ │ ├── openai_protocol_planning_agent.py │ │ │ │ │ │ ├── openai_protocol_reviewing_agent.py │ │ │ │ │ │ └── react_openai_agent_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── rag_router │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ ├── demo_react_prompt.yaml │ │ │ │ │ └── peer_agent_case │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_executing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ │ ├── demo_expressing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ │ └── demo_planning_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ ├── param_converter.py │ │ │ │ │ ├── param_converter.yaml │ │ │ │ │ ├── python_runner.py │ │ │ │ │ └── python_runner.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_openai_protocol_service.yaml │ │ │ │ │ ├── peer_agent_service.yaml │ │ │ │ │ └── react_agent_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── peer_agent.py │ │ │ │ └── test_peer_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── executing_agent_product.yaml │ │ │ │ │ ├── expressing_agent_product.yaml │ │ │ │ │ ├── peer_agent_product.yaml │ │ │ │ │ ├── peer_workflow_product.yaml │ │ │ │ │ ├── planning_agent_product.yaml │ │ │ │ │ └── reviewing_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── common_plugin.yaml │ │ │ │ │ └── google_search_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_product.yaml │ │ │ │ │ └── param_converter_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── agent_logo.png │ │ │ │ ├── google_search.png │ │ │ │ └── peer_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── workflow_944.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── peer_agent_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── peer_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── demo_executing_agent.yaml │ │ │ │ │ │ │ ├── demo_expressing_agent.yaml │ │ │ │ │ │ │ ├── demo_peer_agent.yaml │ │ │ │ │ │ │ ├── demo_planning_agent.yaml │ │ │ │ │ │ │ └── demo_reviewing_agent.yaml │ │ │ │ │ ├── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_group_template.py │ │ │ │ │ └── peer_workflow.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── rag_router │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── peer_agent_case │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_executing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ │ ├── demo_expressing_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ │ │ └── demo_planning_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── cn.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ ├── param_converter.py │ │ │ │ │ └── param_converter.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── peer_agent.py │ │ │ │ └── test_peer_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── executing_agent_product.yaml │ │ │ │ │ ├── expressing_agent_product.yaml │ │ │ │ │ ├── peer_agent_product.yaml │ │ │ │ │ ├── peer_workflow_product.yaml │ │ │ │ │ ├── planning_agent_product.yaml │ │ │ │ │ └── reviewing_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── common_plugin.yaml │ │ │ │ │ └── google_search_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_product.yaml │ │ │ │ │ └── param_converter_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── agent_logo.png │ │ │ │ ├── google_search.png │ │ │ │ └── peer_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── workflow_944.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── rag_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── db │ │ │ ├── agent_universe.db │ │ │ └── memory.db │ │ │ │ ├── 8522176c-125c-4d84-ab11-170d36431a41 │ │ │ │ ├── data_level0.bin │ │ │ │ ├── header.bin │ │ │ │ ├── length.bin │ │ │ │ └── link_lists.bin │ │ │ │ └── chroma.sqlite3 │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── rag_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── law_rag_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_group_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── law_knowledge.py │ │ │ │ │ ├── law_knowledge.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── 刑法.pdf │ │ │ │ │ │ └── 民法典.pdf │ │ │ │ │ └── store │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── civil_law_chroma_store.yaml │ │ │ │ │ │ ├── civil_law_sqlite_store.yaml │ │ │ │ │ │ ├── criminal_law_chroma_store.yaml │ │ │ │ │ │ ├── criminal_law_sqlite_store.yaml │ │ │ │ │ │ ├── faiss_flat_store.yaml │ │ │ │ │ │ ├── faiss_hnsw_store.yaml │ │ │ │ │ │ ├── faiss_ivf_store.yaml │ │ │ │ │ │ └── faiss_ivfpq_store.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deepseek_llm.yaml │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_rag_agent_cn.yaml │ │ │ │ │ ├── demo_rag_agent_en.yaml │ │ │ │ │ └── translation │ │ │ │ │ │ ├── country_multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── country_translation_reflection_en.yaml │ │ │ │ │ │ ├── multi_translation_improve_en.yaml │ │ │ │ │ │ ├── multi_translation_init_en.yaml │ │ │ │ │ │ ├── multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── translation_improve_en.yaml │ │ │ │ │ │ ├── translation_init_en.yaml │ │ │ │ │ │ └── translation_reflection_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ └── google_search_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── db │ │ │ │ ├── civil_law.db │ │ │ │ │ ├── 373b58cb-6652-4697-8788-5e639678e409 │ │ │ │ │ │ └── link_lists.bin │ │ │ │ │ └── a132b5c0-0bdd-46a1-aa05-7d5646c07a93 │ │ │ │ │ │ ├── data_level0.bin │ │ │ │ │ │ ├── header.bin │ │ │ │ │ │ ├── length.bin │ │ │ │ │ │ └── link_lists.bin │ │ │ │ ├── civil_law_sqlite.db │ │ │ │ ├── criminal_law.db │ │ │ │ │ └── 0a7fb2e4-b0e8-4ab1-8922-f0e5bf4b2efa │ │ │ │ │ │ ├── data_level0.bin │ │ │ │ │ │ ├── header.bin │ │ │ │ │ │ ├── length.bin │ │ │ │ │ │ └── link_lists.bin │ │ │ │ └── criminal_law_sqlite.db │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── legal_advice_rag_agent.py │ │ │ │ └── test_rag_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── law_rag_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── law_knowledge_product.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── google_search_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── google_search_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── google_search.png │ │ │ │ ├── law_agent_logo.png │ │ │ │ └── rag_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── demo_workflow.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── react_agent_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── react_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── demo_react_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_group_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── law_knowledge.py │ │ │ │ │ ├── law_knowledge.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── 刑法.pdf │ │ │ │ │ │ └── 民法典.pdf │ │ │ │ │ └── store │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── civil_law_chroma_store.yaml │ │ │ │ │ │ ├── civil_law_sqlite_store.yaml │ │ │ │ │ │ ├── criminal_law_chroma_store.yaml │ │ │ │ │ │ └── criminal_law_sqlite_store.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_react_prompt.yaml │ │ │ │ │ └── translation │ │ │ │ │ │ ├── country_multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── country_translation_reflection_en.yaml │ │ │ │ │ │ ├── multi_translation_improve_en.yaml │ │ │ │ │ │ ├── multi_translation_init_en.yaml │ │ │ │ │ │ ├── multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── translation_improve_en.yaml │ │ │ │ │ │ ├── translation_init_en.yaml │ │ │ │ │ │ └── translation_reflection_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ ├── python_runner.py │ │ │ │ │ └── python_runner.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_react_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── react_agent.py │ │ │ │ └── test_react_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── react_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── law_knowledge_product.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_plugin.yaml │ │ │ │ │ └── python_runner_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_product.yaml │ │ │ │ │ └── python_runner_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── google_search.png │ │ │ │ ├── python_tool.png │ │ │ │ └── react_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── demo_workflow.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── sevenzip_reader_demo.py │ ├── toolkit_demo_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_agent_with_basic_tool.yaml │ │ │ │ │ │ ├── demo_agent_with_basic_toolkit.yaml │ │ │ │ │ │ ├── demo_agent_with_mcp_tool.yaml │ │ │ │ │ │ ├── demo_agent_with_mcp_toolkit.yaml │ │ │ │ │ │ └── demo_agent_with_multiple_tool_types.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── rag_router │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── buildin │ │ │ │ │ │ ├── baichuan │ │ │ │ │ │ │ ├── baichuan2_53b.yaml │ │ │ │ │ │ │ ├── baichuan2_turbo.yaml │ │ │ │ │ │ │ ├── baichuan3_turbo.yaml │ │ │ │ │ │ │ ├── baichuan3_turbo_128k.yaml │ │ │ │ │ │ │ ├── baichuan4.yaml │ │ │ │ │ │ │ ├── baichuan4_air.yaml │ │ │ │ │ │ │ └── baichuan4_turbo.yaml │ │ │ │ │ │ ├── claude │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── claude_3_5_haiku_official_channel.yaml │ │ │ │ │ │ │ │ ├── claude_3_5_sonnet_official_channel.yaml │ │ │ │ │ │ │ │ └── claude_3_7_sonnet_official_channel.yaml │ │ │ │ │ │ │ ├── claude_3_5_haiku.yaml │ │ │ │ │ │ │ ├── claude_3_5_sonnet.yaml │ │ │ │ │ │ │ └── claude_3_7_sonnet.yaml │ │ │ │ │ │ ├── deepseek │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── deepseek_r1_dashscope_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_official_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_ollama_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_qianfan_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_dashscope_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_official_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_ollama_channel.yaml │ │ │ │ │ │ │ │ └── deepseek_v3_qianfan_channel.yaml │ │ │ │ │ │ │ ├── deepseek_chat.yaml │ │ │ │ │ │ │ └── deepseek_reasoner.yaml │ │ │ │ │ │ ├── gemini │ │ │ │ │ │ │ ├── gemini_1_5_flash.yaml │ │ │ │ │ │ │ ├── gemini_1_5_flash_8b.yaml │ │ │ │ │ │ │ ├── gemini_1_5_pro.yaml │ │ │ │ │ │ │ ├── gemini_2_5_pro.yaml │ │ │ │ │ │ │ ├── gemini_2_flash.yaml │ │ │ │ │ │ │ └── gemini_2_flash_lite.yaml │ │ │ │ │ │ ├── kimi │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── moonshot_v1_128k_official_channel.yaml │ │ │ │ │ │ │ │ └── moonshot_v1_auto_official_channel.yaml │ │ │ │ │ │ │ ├── moonshot_v1_128k.yaml │ │ │ │ │ │ │ └── moonshot_v1_auto.yaml │ │ │ │ │ │ ├── openai │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── gpt_4o_mini_official_channel.yaml │ │ │ │ │ │ │ │ ├── gpt_4o_official_channel.yaml │ │ │ │ │ │ │ │ ├── o1_mini_official_channel.yaml │ │ │ │ │ │ │ │ ├── o1_official_channel.yaml │ │ │ │ │ │ │ │ └── o3_mini_official_channel.yaml │ │ │ │ │ │ │ ├── gpt_4o.yaml │ │ │ │ │ │ │ ├── gpt_4o_mini.yaml │ │ │ │ │ │ │ ├── o1.yaml │ │ │ │ │ │ │ ├── o1_mini.yaml │ │ │ │ │ │ │ └── o3_mini.yaml │ │ │ │ │ │ ├── qwen │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ │ │ ├── qwen3_0_6b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_14b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_1_7b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_235b_a22b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_30b_a3b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_32b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_4b_official_channel.yaml │ │ │ │ │ │ │ │ │ └── qwen3_8b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen_2_5_72b_official_channel.yaml │ │ │ │ │ │ │ │ └── qwen_max_official_channel.yaml │ │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ │ ├── qwen3_0_6b.yaml │ │ │ │ │ │ │ │ ├── qwen3_14b.yaml │ │ │ │ │ │ │ │ ├── qwen3_1_7b.yaml │ │ │ │ │ │ │ │ ├── qwen3_235b_a22b.yaml │ │ │ │ │ │ │ │ ├── qwen3_30b_a3b.yaml │ │ │ │ │ │ │ │ ├── qwen3_32b.yaml │ │ │ │ │ │ │ │ ├── qwen3_4b.yaml │ │ │ │ │ │ │ │ └── qwen3_8b.yaml │ │ │ │ │ │ │ ├── qwen_2_5_72b_instruct.yaml │ │ │ │ │ │ │ ├── qwen_max.yaml │ │ │ │ │ │ │ ├── qwen_omni_turbo.yaml │ │ │ │ │ │ │ └── qwen_vl_max.yaml │ │ │ │ │ │ ├── wenxin │ │ │ │ │ │ │ ├── ernie_3_5_128k.yaml │ │ │ │ │ │ │ ├── ernie_3_5_8k.yaml │ │ │ │ │ │ │ ├── ernie_3_5_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_5_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_5_turbo_128k.yaml │ │ │ │ │ │ │ ├── ernie_4_5_turbo_32k.yaml │ │ │ │ │ │ │ ├── ernie_4_8k.yaml │ │ │ │ │ │ │ ├── ernie_4_8k_latest.yaml │ │ │ │ │ │ │ ├── ernie_4_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_128k.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_8k.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_8k_latest.yaml │ │ │ │ │ │ │ └── ernie_4_turbo_8k_preview.yaml │ │ │ │ │ │ └── zhipu │ │ │ │ │ │ │ ├── glm_4_air.yaml │ │ │ │ │ │ │ ├── glm_4_airx.yaml │ │ │ │ │ │ │ ├── glm_4_alltools.yaml │ │ │ │ │ │ │ ├── glm_4_flash.yaml │ │ │ │ │ │ │ ├── glm_4_flashx.yaml │ │ │ │ │ │ │ ├── glm_4_long.yaml │ │ │ │ │ │ │ ├── glm_4_plus.yaml │ │ │ │ │ │ │ └── glm_zero_preview.yaml │ │ │ │ │ ├── custom │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── demo_customized_llm.yaml │ │ │ │ │ └── default_llm.toml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_react_prompt.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── duckduckgo_search_mcp_tool.yaml │ │ │ │ │ ├── python_runner.py │ │ │ │ │ ├── python_runner.yaml │ │ │ │ │ └── simple_math_tool │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── add_tool.yaml │ │ │ │ │ │ ├── divide_tool.yaml │ │ │ │ │ │ ├── multiply_tool.yaml │ │ │ │ │ │ ├── simple_math_tool.py │ │ │ │ │ │ └── subtract_tool.yaml │ │ │ │ ├── toolkit │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── docx_toolkit.yaml │ │ │ │ │ └── simple_math_toolkit.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── run_demo_agent_with_basic_tool.py │ │ │ │ ├── run_demo_agent_with_basic_toolkit.py │ │ │ │ ├── run_demo_agent_with_mcp_tool.py │ │ │ │ ├── run_demo_agent_with_mcp_toolkit.py │ │ │ │ └── run_demo_agent_with_multiple_tool_types.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── react_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── law_knowledge_product.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_plugin.yaml │ │ │ │ │ └── python_runner_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_product.yaml │ │ │ │ │ └── python_runner_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── google_search.png │ │ │ │ ├── python_tool.png │ │ │ │ └── react_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── demo_workflow.yaml │ │ ├── poetry.toml │ │ ├── pyproject.toml │ │ └── uv_install.sh │ ├── translation_agent_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── translation_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── translation_agent.py │ │ │ │ │ │ │ ├── translation_agent.yaml │ │ │ │ │ │ │ ├── translation_by_token_agent.py │ │ │ │ │ │ │ ├── translation_improve_agent.yaml │ │ │ │ │ │ │ ├── translation_reflection_agent.yaml │ │ │ │ │ │ │ └── translation_work_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ └── store │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── translation │ │ │ │ │ │ ├── country_multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── country_translation_reflection_en.yaml │ │ │ │ │ │ ├── multi_translation_improve_en.yaml │ │ │ │ │ │ ├── multi_translation_init_en.yaml │ │ │ │ │ │ ├── multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── translation_improve_en.yaml │ │ │ │ │ │ ├── translation_init_en.yaml │ │ │ │ │ │ └── translation_reflection_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ └── google_search_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── translation_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── run_translation_agent.py │ │ │ │ ├── test_translation_agent.py │ │ │ │ └── translation_data │ │ │ │ │ ├── long_text.txt │ │ │ │ │ ├── long_text_result.txt │ │ │ │ │ ├── short_text.txt │ │ │ │ │ └── short_text_result.txt │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── poetry.toml │ │ └── pyproject.toml │ └── workflow_agent_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ ├── __init__.py │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── mcp_application.py │ │ │ └── server_application.py │ │ └── platform │ │ │ ├── __init__.py │ │ │ └── product_application.py │ │ ├── config │ │ ├── config.toml │ │ ├── custom_key.toml.sample │ │ ├── gunicorn_config.toml │ │ └── log_config.toml │ │ ├── intelligence │ │ ├── __init__.py │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── rag_agent_case │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── demo_rag_agent.yaml │ │ │ │ │ └── workflow_agent_case │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── demo_workflow_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ ├── query_paraphraser │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ ├── rag_router │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ └── store │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── civil_law_chroma_store.yaml │ │ │ │ │ ├── civil_law_sqlite_store.yaml │ │ │ │ │ ├── criminal_law_chroma_store.yaml │ │ │ │ │ └── criminal_law_sqlite_store.yaml │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── demo_memory.yaml │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ ├── demo_rag_agent_cn.yaml │ │ │ │ └── demo_rag_agent_en.yaml │ │ │ ├── tool │ │ │ │ ├── google_search_tool.py │ │ │ │ └── google_search_tool.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ └── __init__.py │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── test_workflow_agents.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ ├── platform │ │ ├── __init__.py │ │ └── difizen │ │ │ ├── __init__.py │ │ │ ├── product │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── rag_agent_product.yaml │ │ │ │ └── workflow_agent_product.yaml │ │ │ ├── knowledge │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ └── qwen_llm_product.yaml │ │ │ ├── plugin │ │ │ │ ├── __init__.py │ │ │ │ └── google_search_plugin.yaml │ │ │ └── tool │ │ │ │ ├── __init__.py │ │ │ │ └── google_search_product.yaml │ │ │ ├── resources │ │ │ ├── google_search.png │ │ │ ├── rag_agent_logo.png │ │ │ └── workflow_agent_logo.jpg │ │ │ └── workflow │ │ │ ├── __init__.py │ │ │ └── demo_workflow.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml ├── sample_standard_app │ ├── .gitignore │ ├── README.md │ ├── README_zh.md │ ├── __init__.py │ ├── bootstrap │ │ ├── __init__.py │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── mcp_application.py │ │ │ └── server_application.py │ ├── config │ │ ├── config.toml │ │ ├── config_extension.py │ │ ├── custom_key.toml.sample │ │ ├── gunicorn_config.toml │ │ ├── log_config.toml │ │ └── yaml_func_extension.py │ ├── image_build │ │ ├── Dockerfile │ │ ├── shell │ │ │ ├── install_python.sh │ │ │ └── start.sh │ │ └── start_build.sh │ ├── intelligence │ │ ├── __init__.py │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_agent.py │ │ │ │ │ └── demo_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_agent_template.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ ├── query_paraphraser │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ ├── rag_router │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── buildin │ │ │ │ │ ├── baichuan │ │ │ │ │ │ ├── baichuan2_53b.yaml │ │ │ │ │ │ ├── baichuan2_turbo.yaml │ │ │ │ │ │ ├── baichuan3_turbo.yaml │ │ │ │ │ │ ├── baichuan3_turbo_128k.yaml │ │ │ │ │ │ ├── baichuan4.yaml │ │ │ │ │ │ ├── baichuan4_air.yaml │ │ │ │ │ │ └── baichuan4_turbo.yaml │ │ │ │ │ ├── claude │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── claude_3_5_haiku_official_channel.yaml │ │ │ │ │ │ │ ├── claude_3_5_sonnet_official_channel.yaml │ │ │ │ │ │ │ └── claude_3_7_sonnet_official_channel.yaml │ │ │ │ │ │ ├── claude_3_5_haiku.yaml │ │ │ │ │ │ ├── claude_3_5_sonnet.yaml │ │ │ │ │ │ └── claude_3_7_sonnet.yaml │ │ │ │ │ ├── deepseek │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── deepseek_r1_dashscope_channel.yaml │ │ │ │ │ │ │ ├── deepseek_r1_official_channel.yaml │ │ │ │ │ │ │ ├── deepseek_r1_ollama_channel.yaml │ │ │ │ │ │ │ ├── deepseek_r1_qianfan_channel.yaml │ │ │ │ │ │ │ ├── deepseek_v3_dashscope_channel.yaml │ │ │ │ │ │ │ ├── deepseek_v3_official_channel.yaml │ │ │ │ │ │ │ ├── deepseek_v3_ollama_channel.yaml │ │ │ │ │ │ │ └── deepseek_v3_qianfan_channel.yaml │ │ │ │ │ │ ├── deepseek_chat.yaml │ │ │ │ │ │ └── deepseek_reasoner.yaml │ │ │ │ │ ├── gemini │ │ │ │ │ │ ├── gemini_1_5_flash.yaml │ │ │ │ │ │ ├── gemini_1_5_flash_8b.yaml │ │ │ │ │ │ ├── gemini_1_5_pro.yaml │ │ │ │ │ │ ├── gemini_2_5_pro.yaml │ │ │ │ │ │ ├── gemini_2_flash.yaml │ │ │ │ │ │ └── gemini_2_flash_lite.yaml │ │ │ │ │ ├── kimi │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── moonshot_v1_128k_official_channel.yaml │ │ │ │ │ │ │ └── moonshot_v1_auto_official_channel.yaml │ │ │ │ │ │ ├── moonshot_v1_128k.yaml │ │ │ │ │ │ └── moonshot_v1_auto.yaml │ │ │ │ │ ├── openai │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── gpt_4o_mini_official_channel.yaml │ │ │ │ │ │ │ ├── gpt_4o_official_channel.yaml │ │ │ │ │ │ │ ├── o1_mini_official_channel.yaml │ │ │ │ │ │ │ ├── o1_official_channel.yaml │ │ │ │ │ │ │ └── o3_mini_official_channel.yaml │ │ │ │ │ │ ├── gpt_4o.yaml │ │ │ │ │ │ ├── gpt_4o_mini.yaml │ │ │ │ │ │ ├── o1.yaml │ │ │ │ │ │ ├── o1_mini.yaml │ │ │ │ │ │ └── o3_mini.yaml │ │ │ │ │ ├── qwen │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ │ ├── qwen3_0_6b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_14b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_1_7b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_235b_a22b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_30b_a3b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_32b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen3_4b_official_channel.yaml │ │ │ │ │ │ │ │ └── qwen3_8b_official_channel.yaml │ │ │ │ │ │ │ ├── qwen_2_5_72b_official_channel.yaml │ │ │ │ │ │ │ └── qwen_max_official_channel.yaml │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ ├── qwen3_0_6b.yaml │ │ │ │ │ │ │ ├── qwen3_14b.yaml │ │ │ │ │ │ │ ├── qwen3_1_7b.yaml │ │ │ │ │ │ │ ├── qwen3_235b_a22b.yaml │ │ │ │ │ │ │ ├── qwen3_30b_a3b.yaml │ │ │ │ │ │ │ ├── qwen3_32b.yaml │ │ │ │ │ │ │ ├── qwen3_4b.yaml │ │ │ │ │ │ │ └── qwen3_8b.yaml │ │ │ │ │ │ ├── qwen_2_5_72b_instruct.yaml │ │ │ │ │ │ ├── qwen_max.yaml │ │ │ │ │ │ ├── qwen_omni_turbo.yaml │ │ │ │ │ │ └── qwen_vl_max.yaml │ │ │ │ │ ├── wenxin │ │ │ │ │ │ ├── ernie_3_5_128k.yaml │ │ │ │ │ │ ├── ernie_3_5_8k.yaml │ │ │ │ │ │ ├── ernie_3_5_8k_preview.yaml │ │ │ │ │ │ ├── ernie_4_5_8k_preview.yaml │ │ │ │ │ │ ├── ernie_4_5_turbo_128k.yaml │ │ │ │ │ │ ├── ernie_4_5_turbo_32k.yaml │ │ │ │ │ │ ├── ernie_4_8k.yaml │ │ │ │ │ │ ├── ernie_4_8k_latest.yaml │ │ │ │ │ │ ├── ernie_4_8k_preview.yaml │ │ │ │ │ │ ├── ernie_4_turbo_128k.yaml │ │ │ │ │ │ ├── ernie_4_turbo_8k.yaml │ │ │ │ │ │ ├── ernie_4_turbo_8k_latest.yaml │ │ │ │ │ │ └── ernie_4_turbo_8k_preview.yaml │ │ │ │ │ └── zhipu │ │ │ │ │ │ ├── glm_4_air.yaml │ │ │ │ │ │ ├── glm_4_airx.yaml │ │ │ │ │ │ ├── glm_4_alltools.yaml │ │ │ │ │ │ ├── glm_4_flash.yaml │ │ │ │ │ │ ├── glm_4_flashx.yaml │ │ │ │ │ │ ├── glm_4_long.yaml │ │ │ │ │ │ ├── glm_4_plus.yaml │ │ │ │ │ │ └── glm_zero_preview.yaml │ │ │ │ ├── custom │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_customized_llm.yaml │ │ │ │ └── default_llm.toml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── demo_memory.yaml │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── chroma_memory_storage.yaml │ │ │ │ │ └── sqlite_memory_storage.yaml │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ └── demo_agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── cn_v1.yaml │ │ │ │ │ └── cn_v2.yaml │ │ │ ├── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── buildin │ │ │ │ │ ├── add_simple_tool.yaml │ │ │ │ │ ├── arxiv_tool.yaml │ │ │ │ │ ├── div_simple_tool.yaml │ │ │ │ │ ├── duckduckgo_search.yaml │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ ├── human_input_run.yaml │ │ │ │ │ ├── info_sql_database_tool.yaml │ │ │ │ │ ├── jina_ai_tool.yaml │ │ │ │ │ ├── list_sql_database_tool.yaml │ │ │ │ │ ├── mul_simple_tool.yaml │ │ │ │ │ ├── python_repl_tool.yaml │ │ │ │ │ ├── query_sql_database_tool.yaml │ │ │ │ │ ├── request_get_tool.yaml │ │ │ │ │ ├── request_post_tool.yaml │ │ │ │ │ ├── sub_simple_tool.yaml │ │ │ │ │ ├── wikipedia_query.yaml │ │ │ │ │ └── youtube_tool.yaml │ │ │ │ └── custom │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_search_tool.py │ │ │ │ │ ├── demo_search_tool.yaml │ │ │ │ │ ├── mock_search_tool.py │ │ │ │ │ └── mock_search_tool.yaml │ │ │ ├── toolkit │ │ │ │ ├── __init__.py │ │ │ │ └── search_toolkit.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ ├── db │ │ │ └── __init__.py │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── demo_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ ├── test │ │ │ ├── run_demo_agent.py │ │ │ ├── test_demo_agent.py │ │ │ ├── test_jina_ai_tool.py │ │ │ └── test_tavily_tool.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── log_sink │ │ │ ├── __init__.py │ │ │ ├── custom_flask_request_sink.py │ │ │ ├── custom_flask_request_sink.yaml │ │ │ ├── custom_flask_response_sink.py │ │ │ └── custom_flask_response_sink.yaml │ ├── poetry.toml │ └── pyproject.toml ├── startup_app │ ├── __init__.py │ ├── demo_startup_app_with_agent_templates │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_consult_pro_agent.yaml │ │ │ │ │ ├── insurance_executing_agent.py │ │ │ │ │ ├── insurance_executing_agent.yaml │ │ │ │ │ ├── insurance_expressing_agent.py │ │ │ │ │ ├── insurance_expressing_agent.yaml │ │ │ │ │ ├── insurance_planning_agent.py │ │ │ │ │ └── insurance_planning_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── insurance_agent_template.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── langchian_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langchain_instance.py │ │ │ │ ├── maya │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_maya_llm.py │ │ │ │ │ └── insurance_maya_llm.yaml │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ └── __init__.py │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_multi_agent_cn.yaml │ │ │ │ ├── planning_query_agent_cn.yaml │ │ │ │ └── rewrite_query_agent_cn.yaml │ │ │ ├── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_info_tool.py │ │ │ │ ├── insurance_info_tool.yaml │ │ │ │ ├── insurance_search_context_tool.py │ │ │ │ └── insurance_search_context_tool.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_consult_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── insurance_consult_pro_agent_test.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── constant │ │ │ ├── __init__.py │ │ │ └── prod_description.py │ ├── demo_startup_app_with_multi_agents │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_consult_agent.py │ │ │ │ │ ├── insurance_consult_agent.yaml │ │ │ │ │ ├── insurance_executing_agent.py │ │ │ │ │ ├── insurance_executing_agent.yaml │ │ │ │ │ ├── insurance_expressing_agent.py │ │ │ │ │ ├── insurance_expressing_agent.yaml │ │ │ │ │ ├── insurance_planning_agent.py │ │ │ │ │ └── insurance_planning_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── langchian_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langchain_instance.py │ │ │ │ ├── maya │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_maya_llm.py │ │ │ │ │ └── insurance_maya_llm.yaml │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ └── __init__.py │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_multi_agent_cn.yaml │ │ │ │ └── planning_query_agent_cn.yaml │ │ │ ├── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_info_tool.py │ │ │ │ ├── insurance_info_tool.yaml │ │ │ │ ├── insurance_search_context_tool.py │ │ │ │ └── insurance_search_context_tool.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_consult_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── insurance_multi_agent_test.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── constant │ │ │ ├── __init__.py │ │ │ └── prod_description.py │ ├── demo_startup_app_with_single_agent │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_agent.py │ │ │ │ │ └── insurance_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── langchian_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langchain_instance.py │ │ │ │ ├── maya │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_maya_llm.py │ │ │ │ │ └── insurance_maya_llm.yaml │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ └── __init__.py │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_prompt.yaml │ │ │ ├── tool │ │ │ │ └── __init__.py │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── insurance_agent_test.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── constant │ │ │ ├── __init__.py │ │ │ └── prod_description.py │ ├── demo_startup_app_with_single_agent_and_actions │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_agent.py │ │ │ │ │ └── insurance_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── langchian_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langchain_instance.py │ │ │ │ ├── maya │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── insurance_maya_llm.py │ │ │ │ │ └── insurance_maya_llm.yaml │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ └── __init__.py │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_prompt.yaml │ │ │ ├── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_info_tool.py │ │ │ │ ├── insurance_info_tool.yaml │ │ │ │ ├── insurance_search_context_tool.py │ │ │ │ └── insurance_search_context_tool.yaml │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── insurance_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── insurance_agent_test.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── constant │ │ │ ├── __init__.py │ │ │ └── prod_description.py │ └── demo_startup_app_with_single_agent_and_memory │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ ├── __init__.py │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── mcp_application.py │ │ │ └── server_application.py │ │ ├── config │ │ ├── config.toml │ │ ├── custom_key.toml.sample │ │ ├── gunicorn_config.toml │ │ └── log_config.toml │ │ └── intelligence │ │ ├── __init__.py │ │ ├── agentic │ │ ├── __init__.py │ │ ├── agent │ │ │ ├── __init__.py │ │ │ ├── agent_instance │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_agent.py │ │ │ │ ├── insurance_agent.yaml │ │ │ │ ├── memory_summarize_agent.yaml │ │ │ │ ├── question_agent_case.yaml │ │ │ │ ├── rag_agent_case.yaml │ │ │ │ └── rag_agent_case_template.py │ │ │ └── agent_template │ │ │ │ └── __init__.py │ │ ├── knowledge │ │ │ ├── __init__.py │ │ │ ├── doc_processor │ │ │ │ └── __init__.py │ │ │ ├── query_paraphraser │ │ │ │ └── __init__.py │ │ │ ├── rag_router │ │ │ │ └── __init__.py │ │ │ └── store │ │ │ │ └── __init__.py │ │ ├── llm │ │ │ ├── __init__.py │ │ │ ├── langchian_instance │ │ │ │ ├── __init__.py │ │ │ │ └── langchain_instance.py │ │ │ ├── maya │ │ │ │ ├── __init__.py │ │ │ │ ├── insurance_maya_llm.py │ │ │ │ └── insurance_maya_llm.yaml │ │ │ └── qwen_llm.yaml │ │ ├── memory │ │ │ ├── __init__.py │ │ │ ├── demo_memory.yaml │ │ │ ├── global_conversation_memory.yaml │ │ │ ├── memory_compressor │ │ │ │ └── __init__.py │ │ │ └── memory_storage │ │ │ │ ├── __init__.py │ │ │ │ ├── chroma_memory_storage.yaml │ │ │ │ └── sqlite_conversation_memory_storage.yaml │ │ ├── prompt │ │ │ ├── __init__.py │ │ │ ├── insurance_prompt.yaml │ │ │ └── insurance_react_prompt.yaml │ │ ├── tool │ │ │ ├── __init__.py │ │ │ ├── google_search_tool.py │ │ │ └── google_search_tool.yaml │ │ └── work_pattern │ │ │ └── __init__.py │ │ ├── service │ │ ├── __init__.py │ │ ├── agent_service │ │ │ ├── __init__.py │ │ │ └── insurance_service.yaml │ │ └── classic_service │ │ │ └── __init__.py │ │ ├── test │ │ ├── __init__.py │ │ ├── insurance_agent_test.py │ │ ├── memory_query_test.py │ │ └── rag_agent_case_test.py │ │ └── utils │ │ ├── __init__.py │ │ ├── common │ │ ├── __init__.py │ │ ├── jsonl_file_util.py │ │ └── txt_file_util.py │ │ └── constant │ │ ├── __init__.py │ │ └── prod_description.py └── third_party_examples │ ├── README.md │ ├── __init__.py │ ├── apps │ ├── __init__.py │ ├── app_with_goole_search_tool │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── config.toml │ │ │ ├── config_extension.py │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ ├── log_config.toml │ │ │ └── yaml_func_extension.py │ │ ├── image_build │ │ │ ├── Dockerfile │ │ │ ├── shell │ │ │ │ ├── install_python.sh │ │ │ │ └── start.sh │ │ │ └── start_build.sh │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_agent.py │ │ │ │ │ │ ├── demo_agent.yaml │ │ │ │ │ │ ├── search_agent.py │ │ │ │ │ │ └── search_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── demo_agent_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── store │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── faiss_flat_store.yaml │ │ │ │ │ │ ├── faiss_hnsw_store.yaml │ │ │ │ │ │ ├── faiss_ivf_store.yaml │ │ │ │ │ │ └── faiss_ivfpq_store.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── buildin │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── baichuan │ │ │ │ │ │ │ ├── baichuan2_53b.yaml │ │ │ │ │ │ │ ├── baichuan2_turbo.yaml │ │ │ │ │ │ │ ├── baichuan3_turbo.yaml │ │ │ │ │ │ │ ├── baichuan3_turbo_128k.yaml │ │ │ │ │ │ │ ├── baichuan4.yaml │ │ │ │ │ │ │ ├── baichuan4_air.yaml │ │ │ │ │ │ │ └── baichuan4_turbo.yaml │ │ │ │ │ │ ├── claude │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── claude_3_5_haiku_official_channel.yaml │ │ │ │ │ │ │ │ ├── claude_3_5_sonnet_official_channel.yaml │ │ │ │ │ │ │ │ └── claude_3_7_sonnet_official_channel.yaml │ │ │ │ │ │ │ ├── claude_3_5_haiku.yaml │ │ │ │ │ │ │ ├── claude_3_5_sonnet.yaml │ │ │ │ │ │ │ └── claude_3_7_sonnet.yaml │ │ │ │ │ │ ├── deepseek │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── deepseek_r1_dashscope_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_official_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_ollama_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_r1_qianfan_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_dashscope_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_official_channel.yaml │ │ │ │ │ │ │ │ ├── deepseek_v3_ollama_channel.yaml │ │ │ │ │ │ │ │ └── deepseek_v3_qianfan_channel.yaml │ │ │ │ │ │ │ ├── deepseek_chat.yaml │ │ │ │ │ │ │ └── deepseek_reasoner.yaml │ │ │ │ │ │ ├── gemini │ │ │ │ │ │ │ ├── gemini_1_5_flash.yaml │ │ │ │ │ │ │ ├── gemini_1_5_flash_8b.yaml │ │ │ │ │ │ │ ├── gemini_1_5_pro.yaml │ │ │ │ │ │ │ ├── gemini_2_5_pro.yaml │ │ │ │ │ │ │ ├── gemini_2_flash.yaml │ │ │ │ │ │ │ └── gemini_2_flash_lite.yaml │ │ │ │ │ │ ├── kimi │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── moonshot_v1_128k_official_channel.yaml │ │ │ │ │ │ │ │ └── moonshot_v1_auto_official_channel.yaml │ │ │ │ │ │ │ ├── moonshot_v1_128k.yaml │ │ │ │ │ │ │ └── moonshot_v1_auto.yaml │ │ │ │ │ │ ├── openai │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── gpt_4o_mini_official_channel.yaml │ │ │ │ │ │ │ │ ├── gpt_4o_official_channel.yaml │ │ │ │ │ │ │ │ ├── o1_mini_official_channel.yaml │ │ │ │ │ │ │ │ ├── o1_official_channel.yaml │ │ │ │ │ │ │ │ └── o3_mini_official_channel.yaml │ │ │ │ │ │ │ ├── gpt_4o.yaml │ │ │ │ │ │ │ ├── gpt_4o_mini.yaml │ │ │ │ │ │ │ ├── o1.yaml │ │ │ │ │ │ │ ├── o1_mini.yaml │ │ │ │ │ │ │ └── o3_mini.yaml │ │ │ │ │ │ ├── qwen │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── channel │ │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ │ │ ├── qwen3_0_6b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_14b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_1_7b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_235b_a22b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_30b_a3b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_32b_official_channel.yaml │ │ │ │ │ │ │ │ │ ├── qwen3_4b_official_channel.yaml │ │ │ │ │ │ │ │ │ └── qwen3_8b_official_channel.yaml │ │ │ │ │ │ │ │ ├── qwen_2_5_72b_official_channel.yaml │ │ │ │ │ │ │ │ └── qwen_max_official_channel.yaml │ │ │ │ │ │ │ ├── qwen3 │ │ │ │ │ │ │ │ ├── qwen3_0_6b.yaml │ │ │ │ │ │ │ │ ├── qwen3_14b.yaml │ │ │ │ │ │ │ │ ├── qwen3_1_7b.yaml │ │ │ │ │ │ │ │ ├── qwen3_235b_a22b.yaml │ │ │ │ │ │ │ │ ├── qwen3_30b_a3b.yaml │ │ │ │ │ │ │ │ ├── qwen3_32b.yaml │ │ │ │ │ │ │ │ ├── qwen3_4b.yaml │ │ │ │ │ │ │ │ └── qwen3_8b.yaml │ │ │ │ │ │ │ ├── qwen_2_5_72b_instruct.yaml │ │ │ │ │ │ │ ├── qwen_max.yaml │ │ │ │ │ │ │ ├── qwen_omni_turbo.yaml │ │ │ │ │ │ │ └── qwen_vl_max.yaml │ │ │ │ │ │ ├── wenxin │ │ │ │ │ │ │ ├── ernie_3_5_128k.yaml │ │ │ │ │ │ │ ├── ernie_3_5_8k.yaml │ │ │ │ │ │ │ ├── ernie_3_5_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_5_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_5_turbo_128k.yaml │ │ │ │ │ │ │ ├── ernie_4_5_turbo_32k.yaml │ │ │ │ │ │ │ ├── ernie_4_8k.yaml │ │ │ │ │ │ │ ├── ernie_4_8k_latest.yaml │ │ │ │ │ │ │ ├── ernie_4_8k_preview.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_128k.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_8k.yaml │ │ │ │ │ │ │ ├── ernie_4_turbo_8k_latest.yaml │ │ │ │ │ │ │ └── ernie_4_turbo_8k_preview.yaml │ │ │ │ │ │ └── zhipu │ │ │ │ │ │ │ ├── glm_4_air.yaml │ │ │ │ │ │ │ ├── glm_4_airx.yaml │ │ │ │ │ │ │ ├── glm_4_alltools.yaml │ │ │ │ │ │ │ ├── glm_4_flash.yaml │ │ │ │ │ │ │ ├── glm_4_flashx.yaml │ │ │ │ │ │ │ ├── glm_4_long.yaml │ │ │ │ │ │ │ ├── glm_4_plus.yaml │ │ │ │ │ │ │ └── glm_zero_preview.yaml │ │ │ │ │ ├── custom │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── demo_customized_llm.yaml │ │ │ │ │ └── default_llm.toml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── chroma_memory_storage.yaml │ │ │ │ │ │ └── sqlite_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── cn_v1.yaml │ │ │ │ │ │ └── cn_v2.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── buildin │ │ │ │ │ │ ├── add_simple_tool.yaml │ │ │ │ │ │ ├── arxiv_tool.yaml │ │ │ │ │ │ ├── div_simple_tool.yaml │ │ │ │ │ │ ├── duckduckgo_search.yaml │ │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ │ ├── human_input_run.yaml │ │ │ │ │ │ ├── info_sql_database_tool.yaml │ │ │ │ │ │ ├── jina_ai_tool.yaml │ │ │ │ │ │ ├── list_sql_database_tool.yaml │ │ │ │ │ │ ├── mul_simple_tool.yaml │ │ │ │ │ │ ├── python_repl_tool.yaml │ │ │ │ │ │ ├── query_sql_database_tool.yaml │ │ │ │ │ │ ├── request_get_tool.yaml │ │ │ │ │ │ ├── request_post_tool.yaml │ │ │ │ │ │ ├── sub_simple_tool.yaml │ │ │ │ │ │ ├── wikipedia_query.yaml │ │ │ │ │ │ └── youtube_tool.yaml │ │ │ │ │ └── custom │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── demo_search_tool.py │ │ │ │ │ │ ├── demo_search_tool.yaml │ │ │ │ │ │ ├── google_scholar_search_tool.yaml │ │ │ │ │ │ ├── google_search_tool.yaml │ │ │ │ │ │ ├── mock_search_tool.py │ │ │ │ │ │ └── mock_search_tool.yaml │ │ │ │ ├── toolkit │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── search_toolkit.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── db │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── demo_service.yaml │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── run_demo_agent.py │ │ │ │ ├── test_demo_agent.py │ │ │ │ ├── test_google_search_tool.py │ │ │ │ ├── test_jina_ai_tool.py │ │ │ │ ├── test_search_tools_demo.py │ │ │ │ └── test_tavily_tool.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ │ │ └── log_sink │ │ │ │ ├── __init__.py │ │ │ │ ├── custom_flask_request_sink.py │ │ │ │ ├── custom_flask_request_sink.yaml │ │ │ │ ├── custom_flask_response_sink.py │ │ │ │ └── custom_flask_response_sink.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── medical_consultation_assistant_app │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_zh.md │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ │ └── platform │ │ │ │ ├── __init__.py │ │ │ │ └── product_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ ├── docs │ │ │ ├── Disease_helper.md │ │ │ ├── _picture │ │ │ │ ├── db_structure.png │ │ │ │ ├── init_code.png │ │ │ │ └── result_show.png │ │ │ └── 医疗咨询助手.md │ │ ├── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_instance │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── rag_agent_case │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── disease_rag_agent.yaml │ │ │ │ │ └── agent_template │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── discussion_group_template.py │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── disease_knowledge.py │ │ │ │ │ ├── disease_knowledge.yaml │ │ │ │ │ ├── doc_processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── query_keyword_extractor.yaml │ │ │ │ │ ├── query_paraphraser │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── custom_query_keyword_extractor.yaml │ │ │ │ │ ├── rag_router │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── nlu_rag_router.yaml │ │ │ │ │ ├── raw_knowledge_file │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── 常见疾病及症状汇总.docx │ │ │ │ │ │ ├── 常见疾病自然疗法介绍.docx │ │ │ │ │ │ └── 常见疾病药物推荐.docx │ │ │ │ │ └── store │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── disease_symptoms_chroma_store.yaml │ │ │ │ │ │ ├── disease_symptoms_sqlite_store.yaml │ │ │ │ │ │ ├── disease_therapy_one_chroma_store.yaml │ │ │ │ │ │ ├── disease_therapy_one_sqlite_store.yaml │ │ │ │ │ │ ├── disease_therapy_two_chroma_store.yaml │ │ │ │ │ │ └── disease_therapy_two_sqlite_store.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deepseek_llm.yaml │ │ │ │ │ └── qwen_llm.yaml │ │ │ │ ├── memory │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_memory.yaml │ │ │ │ │ ├── memory_compressor │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── memory_storage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── chroma_memory_storage.yaml │ │ │ │ ├── prompt │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── demo_rag_agent_cn.yaml │ │ │ │ │ ├── demo_rag_agent_en.yaml │ │ │ │ │ └── translation │ │ │ │ │ │ ├── country_multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── country_translation_reflection_en.yaml │ │ │ │ │ │ ├── multi_translation_improve_en.yaml │ │ │ │ │ │ ├── multi_translation_init_en.yaml │ │ │ │ │ │ ├── multi_translation_reflection_en.yaml │ │ │ │ │ │ ├── translation_improve_en.yaml │ │ │ │ │ │ ├── translation_init_en.yaml │ │ │ │ │ │ └── translation_reflection_en.yaml │ │ │ │ ├── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── google_search_tool.py │ │ │ │ │ └── google_search_tool.yaml │ │ │ │ └── work_pattern │ │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_service │ │ │ │ │ └── __init__.py │ │ │ │ └── classic_service │ │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── disease_rag_agent.py │ │ │ │ └── test_rag_agent.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── common │ │ │ │ ├── __init__.py │ │ │ │ ├── jsonl_file_util.py │ │ │ │ └── txt_file_util.py │ │ ├── platform │ │ │ ├── __init__.py │ │ │ └── difizen │ │ │ │ ├── __init__.py │ │ │ │ ├── product │ │ │ │ ├── __init__.py │ │ │ │ ├── agent │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── disease_rag_agent_product.yaml │ │ │ │ ├── knowledge │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── disease_knowledge_product.yaml │ │ │ │ ├── llm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── qwen_llm_product.yaml │ │ │ │ ├── plugin │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── google_search_plugin.yaml │ │ │ │ └── tool │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── google_search_product.yaml │ │ │ │ ├── resources │ │ │ │ ├── disease_agent_logo.png │ │ │ │ ├── google_search.png │ │ │ │ └── rag_agent_logo.png │ │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ └── demo_workflow.yaml │ │ ├── poetry.toml │ │ └── pyproject.toml │ ├── primary_chinese_teacher_agent │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── bootstrap │ │ │ ├── __init__.py │ │ │ └── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── mcp_application.py │ │ │ │ └── server_application.py │ │ ├── config │ │ │ ├── config.toml │ │ │ ├── custom_key.toml.sample │ │ │ ├── gunicorn_config.toml │ │ │ └── log_config.toml │ │ └── intelligence │ │ │ ├── __init__.py │ │ │ ├── agentic │ │ │ ├── __init__.py │ │ │ ├── agent │ │ │ │ ├── __init__.py │ │ │ │ ├── agent_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── primary_chinese_teacher_agent.py │ │ │ │ │ └── primary_chinese_teacher_agent.yaml │ │ │ │ └── agent_template │ │ │ │ │ └── __init__.py │ │ │ ├── knowledge │ │ │ │ ├── __init__.py │ │ │ │ ├── doc_processor │ │ │ │ │ └── __init__.py │ │ │ │ ├── query_paraphraser │ │ │ │ │ └── __init__.py │ │ │ │ ├── rag_router │ │ │ │ │ └── __init__.py │ │ │ │ └── store │ │ │ │ │ └── __init__.py │ │ │ ├── llm │ │ │ │ ├── __init__.py │ │ │ │ ├── deepseek_llm.yaml │ │ │ │ ├── langchian_instance │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langchain_instance.py │ │ │ │ ├── maya │ │ │ │ │ └── __init__.py │ │ │ │ └── qwen_llm.yaml │ │ │ ├── memory │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_compressor │ │ │ │ │ └── __init__.py │ │ │ │ └── memory_storage │ │ │ │ │ └── __init__.py │ │ │ ├── prompt │ │ │ │ ├── __init__.py │ │ │ │ └── primary_chinese_teacher_prompt.yaml │ │ │ ├── tool │ │ │ │ └── __init__.py │ │ │ └── work_pattern │ │ │ │ └── __init__.py │ │ │ ├── service │ │ │ ├── __init__.py │ │ │ ├── agent_service │ │ │ │ ├── __init__.py │ │ │ │ └── primary_chinese_teacher_service.yaml │ │ │ └── classic_service │ │ │ │ └── __init__.py │ │ │ ├── test │ │ │ ├── __init__.py │ │ │ └── primary_chinese_teacher_agent_test.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── jsonl_file_util.py │ │ │ └── txt_file_util.py │ │ │ └── constant │ │ │ ├── __init__.py │ │ │ └── prod_description.py │ ├── prompt_generator_app │ │ ├── __init__.py │ │ ├── app │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── README_zh.md │ │ │ ├── __init__.py │ │ │ ├── intelligence │ │ │ │ ├── __init__.py │ │ │ │ ├── agentic │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── agent_instance │ │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── knowledge │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── llm │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── memory │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── prompt │ │ │ │ │ │ └── __init__.py │ │ │ │ │ ├── tool │ │ │ │ │ │ └── __init__.py │ │ │ │ │ └── work_pattern │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── service │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agent_service │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── prompt_service.py │ │ │ │ │ └── classic_service │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── template_service.py │ │ │ │ ├── test │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── prompt_generator.py │ │ │ │ │ ├── prompt_optimizer.py │ │ │ │ │ ├── test_prompt_generator.py │ │ │ │ │ └── test_prompt_optimizer.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── common │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── prompt_util.py │ │ │ │ │ └── yaml_util.py │ │ │ ├── poetry.toml │ │ │ ├── pyproject.toml │ │ │ ├── run_example.py │ │ │ ├── run_optimizer_example.py │ │ │ └── run_tests.py │ │ ├── prompt_generator_helper.py │ │ ├── scripts │ │ │ ├── __init__.py │ │ │ └── generate_prompt.py │ │ └── test_prompt_generator_helper.py │ └── prompt_toolkit_app │ │ ├── README.md │ │ ├── __init__.py │ │ ├── demo_prompt_toolkit.py │ │ ├── intelligence │ │ ├── __init__.py │ │ └── agentic │ │ │ ├── __init__.py │ │ │ ├── action │ │ │ ├── __init__.py │ │ │ └── tool │ │ │ │ ├── __init__.py │ │ │ │ ├── prompt_generation_action.py │ │ │ │ ├── prompt_optimization_action.py │ │ │ │ └── scenario_analysis_action.py │ │ │ ├── agent │ │ │ └── agent_instance │ │ │ │ └── demo_prompt_toolkit_agent.yaml │ │ │ └── prompt │ │ │ └── demo_prompt_toolkit.yaml │ │ ├── prompt │ │ ├── README.md │ │ ├── __init__.py │ │ ├── prompt_generator.py │ │ ├── prompt_optimizer.py │ │ ├── prompt_toolkit.py │ │ └── scenario_analyzer.py │ │ └── test │ │ ├── __init__.py │ │ ├── test_prompt_generator.py │ │ ├── test_prompt_optimizer.py │ │ ├── test_prompt_toolkit.py │ │ └── test_scenario_analyzer.py │ └── tools │ ├── __init__.py │ ├── document_classifier_tool │ ├── README.md │ ├── __init__.py │ ├── chinese_document_classifier.py │ ├── chinese_document_classifier.yaml │ ├── config.toml │ ├── docs │ │ └── DocumentClassifier.md │ ├── document_classifier.py │ ├── document_classifier.yaml │ ├── document_classifier_demo.py │ ├── requirements.txt │ ├── run_demo.py │ └── test_classifier.py │ ├── epub_reader_demo.py │ ├── knowledge_process_tool │ ├── README.md │ ├── __init__.py │ ├── merge_processor.py │ ├── merge_processor.yaml │ ├── score_filter_processor.py │ ├── score_filter_processor.yaml │ ├── summarize_processor.py │ └── summarize_processor.yaml │ ├── prompt_auto_designer_tool │ ├── PROMPT_AUTO_DESIGNER_CHANGES.md │ ├── __init__.py │ ├── auto_prompt │ │ ├── generator_cn.yaml │ │ └── optimizer_cn.yaml │ ├── prompt_auto_designer.py │ └── test_prompt_auto_designer.py │ ├── rar_reader_demo.py │ └── zip_reader_demo.py ├── poetry.toml ├── pyproject.toml └── tests ├── __init__.py ├── test_agentuniverse ├── __init__.py ├── mock │ ├── __init__.py │ └── agent_serve │ │ ├── __init__.py │ │ ├── mock_agent.py │ │ ├── mock_application_config_manager.py │ │ ├── mock_service_manager.py │ │ └── mock_simple_service.py └── unit │ ├── __init__.py │ ├── agent │ ├── __init__.py │ ├── action │ │ ├── __init__.py │ │ ├── knowledge │ │ │ ├── __init__.py │ │ │ ├── doc_processor │ │ │ │ ├── __init__.py │ │ │ │ ├── test_code_ast_processor.py │ │ │ │ └── test_jina_reranker.py │ │ │ ├── embedding │ │ │ │ ├── __init__.py │ │ │ │ ├── test_azureopenai_embedding.py │ │ │ │ ├── test_doubao_embedding.py │ │ │ │ ├── test_embedding.py │ │ │ │ ├── test_gemini_embedding.py │ │ │ │ └── test_ollama_embedding.py │ │ │ ├── reader │ │ │ │ ├── __init__.py │ │ │ │ ├── file │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── excel_reader_demo.py │ │ │ │ │ ├── test_code_reader.py │ │ │ │ │ ├── test_epub_reader.py │ │ │ │ │ ├── test_rar_reader.py │ │ │ │ │ ├── test_sevenzip_reader.py │ │ │ │ │ ├── test_text_encoding.py │ │ │ │ │ ├── test_xlsx_reader.py │ │ │ │ │ └── test_zip_reader.py │ │ │ │ └── image │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_image.jpeg │ │ │ │ │ ├── test_image_reader.py │ │ │ │ │ └── test_images │ │ │ │ │ └── test.jpg │ │ │ ├── store │ │ │ │ └── test_faiss_store.py │ │ │ ├── test_knowledge.py │ │ │ └── test_knowledge_with_milvus.py │ │ └── tool │ │ │ ├── test_arxiv_tool.py │ │ │ ├── test_command_status.py │ │ │ ├── test_readimage_tool.py │ │ │ ├── test_run_command.py │ │ │ ├── test_view_file.py │ │ │ ├── test_write_file.py │ │ │ ├── test_write_word_tool.py │ │ │ └── test_youtube_tool.py │ ├── config.toml │ ├── gunicorn_config.toml │ ├── log_config.toml │ └── memory │ │ ├── __init__.py │ │ └── test_memory.py │ ├── agent_serve │ ├── __init__.py │ ├── test_service.py │ ├── test_service_instance.py │ ├── test_service_manager.py │ └── test_web_booster.py │ ├── base │ ├── __init__.py │ ├── context │ │ ├── __init__.py │ │ └── test_framework_context.py │ └── util │ │ ├── __init__.py │ │ └── logging │ │ ├── __init__.py │ │ └── test_logging_util.py │ └── llm │ ├── __init__.py │ ├── test_aws_bedrock_llm.py │ ├── test_gemini_openai_style_llm.py │ └── test_llm.py ├── test_agentuniverse_connector └── __init__.py └── test_agentuniverse_extension ├── __init__.py ├── mock ├── __init__.py └── logger │ ├── __init__.py │ └── mock_log_client.py └── unit ├── __init__.py └── logger ├── __init__.py └── test_sls_sink.py /.github/ISSUE_TEMPLATE/config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/agentuniverse-ai/agentUniverse/HEAD/.github/ISSUE_TEMPLATE/config.yml 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