├── .gitattributes ├── .github └── CODEOWNERS ├── .gitignore ├── .secrets.baseline ├── .sps ├── Dockerfile ├── containerize.sh ├── release.sh ├── test.sh └── utils │ ├── list-bom.sh │ └── release-to-cp-registry.sh ├── .whitesource ├── CODE_OF_CONDUCT.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── VERSION ├── __init__.py ├── _docs ├── assets │ ├── chat-example.png │ ├── rancher-vm-emulation.png │ ├── rancher-vm-general.png │ ├── rancher-vm-volumes.png │ └── watsonx-orchestrate-hero.png └── recommended-docker-settings │ ├── coilma-settings.md │ └── rancher-settings.md ├── examples ├── agent_builder │ ├── customer_care │ │ ├── agents │ │ │ ├── customer_care_agent.yaml │ │ │ └── service_now_agent.yaml │ │ ├── import-all.sh │ │ ├── readme.md │ │ └── tools │ │ │ ├── customer_care │ │ │ ├── get_healthcare_benefits.py │ │ │ ├── get_my_claims.py │ │ │ └── search_healthcare_providers.py │ │ │ ├── requirements.txt │ │ │ └── servicenow │ │ │ ├── create_service_now_incident.py │ │ │ ├── get_my_service_now_incidents.py │ │ │ └── get_service_now_incident_by_number.py │ ├── customer_care_planner │ │ ├── agents │ │ │ └── customer_care_agent.yaml │ │ ├── import-all.sh │ │ ├── readme.md │ │ └── tools │ │ │ ├── customer_care │ │ │ ├── format_task_results.py │ │ │ ├── get_healthcare_benefits.py │ │ │ ├── get_my_claims.py │ │ │ └── search_healthcare_providers.py │ │ │ └── requirements.txt │ ├── healthcare_provider │ │ ├── agents │ │ │ └── healthcare_agent.yaml │ │ ├── import-all.sh │ │ └── tools │ │ │ └── get-healthcare-providers.yml │ ├── ibm_knowledge │ │ ├── agents │ │ │ ├── ibm_agent.yaml │ │ │ └── ibm_agent_dynamic_mode.yaml │ │ ├── import_all.sh │ │ ├── import_all_dynamic_mode.sh │ │ ├── knowledge_base │ │ │ ├── .gitattributes │ │ │ ├── IBM_wikipedia.pdf │ │ │ ├── history_of_ibm.pdf │ │ │ ├── ibm_knowledge_base.yaml │ │ │ └── ibm_knowledge_base_dynamic_mode.yaml │ │ ├── readme.md │ │ ├── remove_all.sh │ │ ├── remove_all_dynamic_mode.sh │ │ └── tools │ │ │ └── stock_price.py │ └── voice_enabled │ │ ├── agents │ │ └── voice_enabled_agent.yaml │ │ ├── import_all.sh │ │ └── voice.yaml ├── channel-integrations │ └── channels │ │ ├── genesys_bot_connector_example.py │ │ └── genesys_bot_connector_example.yaml ├── evaluations │ ├── analysis │ │ ├── README.md │ │ ├── config.yml │ │ ├── knowledge_base_metrics │ │ │ └── knowledge_base_detailed_metrics.json │ │ ├── knowledge_base_summary_metrics.json │ │ ├── messages │ │ │ ├── data1.messages.json │ │ │ ├── data3.messages.analyze.json │ │ │ ├── data3.messages.json │ │ │ └── data3.metrics.json │ │ ├── multi_run_example │ │ │ ├── knowledge_base_metrics │ │ │ │ └── knowledge_base_detailed_metrics.json │ │ │ ├── knowledge_base_summary_metrics.json │ │ │ ├── messages │ │ │ │ ├── data_complex.run1.messages.analyze.json │ │ │ │ ├── data_complex.run1.messages.json │ │ │ │ ├── data_complex.run1.metrics.json │ │ │ │ ├── data_complex.run2.messages.analyze.json │ │ │ │ ├── data_complex.run2.messages.json │ │ │ │ ├── data_complex.run2.metrics.json │ │ │ │ ├── data_simple.run1.messages.analyze.json │ │ │ │ ├── data_simple.run1.messages.json │ │ │ │ ├── data_simple.run1.metrics.json │ │ │ │ ├── data_simple.run2.messages.analyze.json │ │ │ │ ├── data_simple.run2.messages.json │ │ │ │ └── data_simple.run2.metrics.json │ │ │ ├── summary_metrics.csv │ │ │ └── tools.py │ │ ├── summary_metrics.csv │ │ └── tools.py │ ├── cpd │ │ ├── README.md │ │ ├── configs │ │ │ ├── config_cpd_ifm.yaml │ │ │ └── config_cpd_no_ifm.yaml │ │ ├── env │ │ │ ├── .env.cpd.ifm.example │ │ │ └── .env.cpd.no_ifm.example │ │ └── run │ │ │ ├── run_cpd_ifm.sh │ │ │ └── run_cpd_no_ifm.sh │ ├── environment_manager │ │ ├── README.md │ │ └── env_manager.yaml │ ├── evaluate │ │ ├── README.md │ │ ├── agent_tools │ │ │ ├── hr_agent.json │ │ │ └── tools.py │ │ ├── data_complex.json │ │ ├── data_simple.json │ │ └── import-all.sh │ ├── external_agent_validation │ │ ├── README.md │ │ ├── sample_external_agent_config.json │ │ └── test.tsv │ ├── generate │ │ ├── README.md │ │ ├── data_simple.json │ │ ├── hr_agent.json │ │ ├── hr_agent_test_cases │ │ │ ├── synthetic_test_case_1.json │ │ │ ├── synthetic_test_case_2.json │ │ │ ├── synthetic_test_case_3.json │ │ │ ├── synthetic_test_case_4.json │ │ │ ├── synthetic_test_case_5.json │ │ │ ├── synthetic_test_case_6.json │ │ │ ├── synthetic_test_case_7.json │ │ │ └── synthetic_test_case_8.json │ │ ├── import-all.sh │ │ ├── stories.csv │ │ └── tools.py │ ├── native_agent_validation │ │ ├── README.md │ │ └── native_agent_validation.tsv │ ├── quick-eval │ │ ├── data_complex_no_annotations.json │ │ └── data_simple_no_annotations.json │ └── red-teaming │ │ └── README.md ├── flow_builder │ ├── __init__.py │ ├── agent_scheduler │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── agent_scheduler.yaml │ │ ├── generated │ │ │ └── agent_run_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ └── agent_run.py │ ├── collaborator_agents │ │ ├── README.md │ │ ├── agents │ │ │ ├── aggregate_agent.yaml │ │ │ ├── city_founding_date_agent.yaml │ │ │ ├── get_city_facts_agent.yaml │ │ │ ├── population_agent.yaml │ │ │ └── weather_agent.yaml │ │ ├── generated │ │ │ └── city.json │ │ ├── import-all.sh │ │ ├── main.py │ │ ├── remove-all.sh │ │ └── tools │ │ │ ├── aggregate_data.py │ │ │ ├── collaborator_agents_flow.py │ │ │ ├── get_city_founding_date.py │ │ │ ├── get_population_data.py │ │ │ ├── get_weather_data.py │ │ │ └── requirements.txt │ ├── document_classifier │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── document_classifier_agent.yaml │ │ ├── generated │ │ │ └── docclassifier_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── document_classifier_flow.py │ │ │ └── requirements.txt │ ├── document_extractor │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── document_extractor_agent.yaml │ │ ├── generated │ │ │ └── docext_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── document_extractor_flow.py │ │ │ └── requirements.txt │ ├── document_extractor_structured │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── document_extractor_agent.yaml │ │ ├── generated │ │ │ └── structure_document_extractor_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ └── document_extractor_with_tables.py │ ├── document_processing │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── document_processing_agent.yaml │ │ ├── generated │ │ │ └── docprocessing_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── document_processing_flow.py │ │ │ ├── get_kvp_schemas_for_invoice.py │ │ │ ├── get_kvp_schemas_for_utility_bill.py │ │ │ └── requirements.txt │ ├── extract_support_request │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── ticket_processing_agent.yaml │ │ ├── generated │ │ │ └── extract_ticket_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ ├── support_request.txt │ │ └── tools │ │ │ ├── email_helpdesk.py │ │ │ ├── extract_support_info.py │ │ │ └── requirements.txt │ ├── foreach_email │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── customer_email_agent.yaml │ │ ├── generated │ │ │ └── send_invitation_to_customer.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── foreach_email.py │ │ │ ├── get_emails_from_customer.py │ │ │ ├── requirements.txt │ │ │ └── send_invitation_email.py │ ├── get_facts_numbers │ │ ├── README.md │ │ ├── agents │ │ │ └── get_number_fact_agent.yaml │ │ ├── generated │ │ │ └── get_number_random_fact_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ ├── remove-all.sh │ │ └── tools │ │ │ ├── get_facts_about_numbers.py │ │ │ ├── get_number_random_fact_flow.py │ │ │ ├── get_request_status.py │ │ │ └── requirements.txt │ ├── get_insurance_rate │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── insurance_assessment_agent.yaml │ │ ├── generated │ │ │ └── get_insurance_rate.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── get_insurance_rate.py │ │ │ └── requirements.txt │ ├── get_pet_facts │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── pet_agent.yaml │ │ ├── generated │ │ │ └── get_pet_facts.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── cat-facts.openapi.yml │ │ │ ├── dog-facts.openapi.yml │ │ │ └── get_pet_facts.py │ ├── get_pet_facts_if_else │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── pet_agent.yaml │ │ ├── generated │ │ │ └── get_pet_facts_if_else.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── cat-facts.openapi.yml │ │ │ ├── dog-facts.openapi.yml │ │ │ └── get_pet_facts_if_else.py │ ├── get_tuition_reimbursed │ │ ├── README.md │ │ ├── agents │ │ │ └── get_tuition_reimbursed_agent.yaml │ │ ├── generated │ │ │ └── get_tuition_reimbursed.json │ │ ├── import-all.sh │ │ ├── main.py │ │ ├── remove-all.sh │ │ └── tools │ │ │ ├── auto_approval.py │ │ │ ├── auto_denial.py │ │ │ ├── get_requests.py │ │ │ ├── get_tuition_reimbursed.py │ │ │ ├── require_manager_approval.py │ │ │ └── requirements.txt │ ├── hello_message_flow │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── hello_message_agent.yaml │ │ ├── generated │ │ │ └── hello_message_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── combine_names.py │ │ │ ├── get_hello_message.py │ │ │ ├── hello_message_flow.py │ │ │ └── requirements.txt │ ├── hello_message_flow_datamap │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── hello_message_agent.yaml │ │ ├── generated │ │ │ └── hello_message_flow_datamap.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── combine_names.py │ │ │ ├── get_hello_message.py │ │ │ ├── hello_message_flow_datamap.py │ │ │ └── requirements.txt │ ├── hello_message_script_flow │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── hello_message_script_agent.yaml │ │ ├── generated │ │ │ └── hello_message_script_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── hello_message_script_flow.py │ │ │ └── requirements.txt │ ├── ibm_knowledge_to_emails │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ ├── email_agent.yaml │ │ │ └── ibm_email_agent.yaml │ │ ├── generated │ │ │ └── ibm_knowledge_to_emails.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── ibm_knowledge_to_emails.py │ │ │ └── send_emails.py │ ├── schedule_helpdesk_alert │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ ├── schedule_alert_agent.yaml │ │ │ └── schedule_inform_agent.yaml │ │ ├── generated │ │ │ └── alert_helpdesk_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ ├── alert_helpdesk.py │ │ │ ├── alert_helpdesk_flow.py │ │ │ ├── check_support_system.py │ │ │ ├── echo_message.py │ │ │ ├── requirements.txt │ │ │ └── send_email.py │ ├── text_extraction │ │ ├── .gitignore │ │ ├── README.md │ │ ├── __init__.py │ │ ├── agents │ │ │ └── text_extraction_agent.yaml │ │ ├── basic_kvp_schema_sample.json │ │ ├── extract_kvps.py │ │ ├── generated │ │ │ └── docproc_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ ├── tools │ │ │ ├── requirements.txt │ │ │ ├── text_extraction_doc_struct_flow.py │ │ │ ├── text_extraction_flow.py │ │ │ └── text_extraction_kvps_flow.py │ │ └── upload_document.sh │ ├── user_activity │ │ ├── README.md │ │ ├── agents │ │ │ └── user_activity_agent.yaml │ │ ├── generated │ │ │ └── user_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ └── user_flow.py │ ├── user_activity_no_files │ │ ├── README.md │ │ ├── agents │ │ │ └── user_activity_agent.yaml │ │ ├── generated │ │ │ └── user_flow.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ │ └── user_flow.py │ └── user_activity_with_forms │ │ ├── README.md │ │ ├── agents │ │ └── user_activity_agent_forms.yaml │ │ ├── generated │ │ └── flow_with_user_form.json │ │ ├── import-all.sh │ │ ├── main.py │ │ └── tools │ │ └── user_flow_forms.py └── langflow │ ├── travel_advice │ ├── README.md │ ├── agents │ │ └── travel_advice_agent.yaml │ ├── images │ │ ├── CityNews.png │ │ ├── ExportFlow.png │ │ └── GlobalVariables.png │ ├── import-all.sh │ └── tools │ │ ├── CityNews.json │ │ └── requirements.txt │ └── travel_visa_enquiry │ ├── README.md │ ├── agents │ └── travel_visa_agent.yaml │ ├── import-all.sh │ └── tools │ ├── IndexIndiaVisaInfo.json │ ├── QueryIndiaVisaInfo.json │ └── requirements.txt ├── img.png ├── packages └── mcp-server │ ├── .gitignore │ ├── __init__.py │ ├── ibm_watsonx_orchestrate_mcp_server │ ├── __init__.py │ ├── server.py │ ├── src │ │ ├── __init__.py │ │ ├── agents │ │ │ ├── mcp_tools.py │ │ │ └── types.py │ │ ├── connections │ │ │ ├── helpers.py │ │ │ ├── mcp_tools.py │ │ │ └── types.py │ │ ├── knowledge_bases │ │ │ └── mcp_tools.py │ │ ├── models │ │ │ ├── mcp_tools.py │ │ │ └── types.py │ │ ├── toolkits │ │ │ ├── mcp_tools.py │ │ │ └── types.py │ │ ├── tools │ │ │ └── mcp_tools.py │ │ ├── version_checker.py │ │ └── voice_configurations │ │ │ └── mcp_tools.py │ └── utils │ │ ├── common.py │ │ ├── config │ │ ├── __init__.py │ │ ├── config.py │ │ └── types.py │ │ ├── files │ │ └── files.py │ │ └── logging │ │ ├── __init__.py │ │ ├── log_config.yaml │ │ └── logger.py │ └── pyproject.toml ├── pyproject.toml ├── src └── ibm_watsonx_orchestrate │ ├── __init__.py │ ├── agent_builder │ ├── __init__.py │ ├── agents │ │ ├── __init__.py │ │ ├── agent.py │ │ ├── assistant_agent.py │ │ ├── external_agent.py │ │ ├── types.py │ │ └── webchat_customizations │ │ │ ├── __init__.py │ │ │ ├── prompts.py │ │ │ └── welcome_content.py │ ├── channels │ │ ├── __init__.py │ │ ├── channel.py │ │ └── types.py │ ├── connections │ │ ├── __init__.py │ │ ├── connections.py │ │ └── types.py │ ├── knowledge_bases │ │ ├── knowledge_base.py │ │ ├── knowledge_base_requests.py │ │ └── types.py │ ├── model_policies │ │ ├── __init__.py │ │ └── types.py │ ├── models │ │ ├── __init__.py │ │ └── types.py │ ├── toolkits │ │ ├── base_toolkit.py │ │ └── types.py │ ├── tools │ │ ├── __init__.py │ │ ├── base_tool.py │ │ ├── flow_tool.py │ │ ├── langflow_tool.py │ │ ├── openapi_tool.py │ │ ├── python_tool.py │ │ └── types.py │ ├── utils │ │ └── __init__.py │ └── voice_configurations │ │ ├── __init__.py │ │ └── types.py │ ├── cli │ ├── __init__.py │ ├── commands │ │ ├── __init__.py │ │ ├── agents │ │ │ ├── agents_command.py │ │ │ └── agents_controller.py │ │ ├── channels │ │ │ ├── channels_command.py │ │ │ ├── channels_controller.py │ │ │ ├── types.py │ │ │ └── webchat │ │ │ │ ├── channels_webchat_command.py │ │ │ │ └── channels_webchat_controller.py │ │ ├── chat │ │ │ └── chat_command.py │ │ ├── connections │ │ │ ├── connections_command.py │ │ │ └── connections_controller.py │ │ ├── copilot │ │ │ ├── copilot_command.py │ │ │ ├── copilot_controller.py │ │ │ └── copilot_server_controller.py │ │ ├── environment │ │ │ ├── environment_command.py │ │ │ ├── environment_controller.py │ │ │ └── types.py │ │ ├── evaluations │ │ │ ├── evaluations_command.py │ │ │ ├── evaluations_controller.py │ │ │ └── evaluations_environment_manager.py │ │ ├── knowledge_bases │ │ │ ├── knowledge_bases_command.py │ │ │ └── knowledge_bases_controller.py │ │ ├── login │ │ │ └── login_command.py │ │ ├── models │ │ │ ├── model_provider_mapper.py │ │ │ ├── models_command.py │ │ │ └── models_controller.py │ │ ├── partners │ │ │ ├── offering │ │ │ │ ├── partners_offering_command.py │ │ │ │ ├── partners_offering_controller.py │ │ │ │ └── types.py │ │ │ ├── partners_command.py │ │ │ └── partners_controller.py │ │ ├── server │ │ │ ├── images │ │ │ │ └── images_command.py │ │ │ ├── server_command.py │ │ │ └── types.py │ │ ├── settings │ │ │ ├── __init__.py │ │ │ ├── observability │ │ │ │ ├── __init__.py │ │ │ │ ├── langfuse │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── langfuse_command.py │ │ │ │ └── observability_command.py │ │ │ ├── settings_command.py │ │ │ └── settings_controller.py │ │ ├── toolkit │ │ │ ├── toolkit_command.py │ │ │ └── toolkit_controller.py │ │ ├── tools │ │ │ ├── tools_command.py │ │ │ ├── tools_controller.py │ │ │ └── types.py │ │ └── voice_configurations │ │ │ ├── voice_configurations_command.py │ │ │ └── voice_configurations_controller.py │ ├── common.py │ ├── config.py │ ├── init_helper.py │ └── main.py │ ├── client │ ├── __init__.py │ ├── agents │ │ ├── agent_client.py │ │ ├── assistant_agent_client.py │ │ └── external_agent_client.py │ ├── analytics │ │ ├── __init__.py │ │ └── llm │ │ │ ├── __init__.py │ │ │ └── analytics_llm_client.py │ ├── base_api_client.py │ ├── base_service_instance.py │ ├── channels │ │ └── channels_client.py │ ├── client.py │ ├── client_errors.py │ ├── connections │ │ ├── __init__.py │ │ ├── connections_client.py │ │ └── utils.py │ ├── copilot │ │ └── cpe │ │ │ └── copilot_cpe_client.py │ ├── credentials.py │ ├── knowledge_bases │ │ └── knowledge_base_client.py │ ├── local_service_instance.py │ ├── model_policies │ │ ├── __init__.py │ │ └── model_policies_client.py │ ├── models │ │ ├── __init__.py │ │ └── models_client.py │ ├── service_instance.py │ ├── threads │ │ └── threads_client.py │ ├── toolkit │ │ └── toolkit_client.py │ ├── tools │ │ ├── tempus_client.py │ │ └── tool_client.py │ ├── utils.py │ └── voice_configurations │ │ └── voice_configurations_client.py │ ├── developer_edition │ ├── __init__.py │ ├── resources │ │ ├── docker │ │ │ ├── compose-lite.yml │ │ │ ├── default.env │ │ │ ├── proxy-config-single.yaml │ │ │ ├── sdk │ │ │ │ ├── ibm_watsonx_orchestrate-0.6.0-py3-none-any.whl │ │ │ │ └── ibm_watsonx_orchestrate-0.6.0.tar.gz │ │ │ ├── start-up.sh │ │ │ └── tempus │ │ │ │ └── common-config.yaml │ │ ├── lima │ │ │ ├── .gitignore │ │ │ └── templates │ │ │ │ └── docker.template.yaml │ │ └── wsl │ │ │ └── cloud-init │ │ │ └── ibm-watsonx-orchestrate.user-data │ └── vm_host │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── lima.py │ │ ├── vm_host.py │ │ ├── vm_manager.py │ │ └── wsl.py │ ├── flow_builder │ ├── __init__.py │ ├── data_map.py │ ├── flows │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── decorators.py │ │ ├── events.py │ │ └── flow.py │ ├── node.py │ ├── types.py │ └── utils.py │ ├── langflow │ ├── __init__.py │ ├── langflow_utils.py │ └── lfx_deps.py │ ├── run │ ├── __init__.py │ ├── connections.py │ └── context.py │ └── utils │ ├── __init__.py │ ├── async_helpers.py │ ├── docker_utils.py │ ├── environment.py │ ├── exceptions.py │ ├── file_manager.py │ ├── logging │ ├── __init__.py │ ├── logger.py │ └── logging.yaml │ ├── tokens.py │ └── utils.py └── tests ├── agent_builder ├── __init__.py ├── agent │ ├── __init__.py │ ├── test_agent.py │ ├── test_assistant_agent.py │ └── test_external_agent.py ├── channels │ ├── test_channel.py │ ├── test_genesys_bot_connector.py │ └── test_types_base.py ├── connections │ └── test_connections.py ├── fixtures │ ├── EmployeeTimeOff.yaml │ └── testitall.openapi.json ├── tools │ ├── __init__.py │ ├── snapshots │ │ ├── __init__.py │ │ ├── snap_test_flow_tool.py │ │ ├── snap_test_openapi_tool.py │ │ └── snap_test_python_tool.py │ ├── test_flow_tool.py │ ├── test_openapi_tool.py │ ├── test_python_tool.py │ └── test_types.py └── voice_configurations │ └── test_voice_configuration.py ├── cli ├── __init__.py ├── commands │ ├── agents │ │ ├── test_agents_command.py │ │ └── test_agents_controller.py │ ├── channels │ │ ├── test_channels_command.py │ │ ├── test_channels_controller.py │ │ └── test_channels_crud_controller.py │ ├── chat │ │ └── test_chat_command.py │ ├── connections │ │ ├── test_connections_command.py │ │ └── test_connections_controller.py │ ├── copilot │ │ ├── test_copilot_command.py │ │ └── test_copilot_controller.py │ ├── environment │ │ ├── test_environment_command.py │ │ └── test_environment_controller.py │ ├── evaluations │ │ ├── test_evaluations_command.py │ │ └── test_evaluations_controller.py │ ├── knowledge_bases │ │ ├── test_knowledge_bases_command.py │ │ └── test_knowledge_bases_controller.py │ ├── models │ │ ├── test_models_command.py │ │ └── test_models_controller.py │ ├── server │ │ └── test_server_command.py │ ├── settings │ │ ├── observability │ │ │ ├── langfuse │ │ │ │ ├── snapshots │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── snap_test_langfuse_command.py │ │ │ │ └── test_langfuse_command.py │ │ │ └── test_observability_command.py │ │ └── test_settings_command.py │ ├── toolkits │ │ ├── test_toolkit_command.py │ │ └── test_toolkit_controller.py │ ├── tools │ │ ├── test_tools_command.py │ │ └── test_tools_controller.py │ └── voice_configurations │ │ ├── test_voice_configurations_command.py │ │ └── test_voice_configurations_controller.py ├── resources │ ├── __init__.py │ ├── configs │ │ ├── empty_config.yaml │ │ └── populated_config.yaml │ ├── flow_samples │ │ └── get_pet_facts │ │ │ ├── __init__.py │ │ │ ├── get_pet_facts.json │ │ │ └── get_pet_facts.py │ ├── jwt │ │ ├── jwt_missing_fields │ │ └── jwt_valid │ ├── langflow_samples │ │ ├── invalid_version_tool.json │ │ ├── requirements.txt │ │ └── valid_tool.json │ ├── misc │ │ └── sample.txt │ ├── python_multi_file_samples │ │ ├── __init__.py │ │ ├── test-tool 4 │ │ │ ├── requirements.txt │ │ │ └── testtool_4.py │ │ ├── testtool1 │ │ │ ├── __init__.py │ │ │ ├── libref │ │ │ │ ├── __init__.py │ │ │ │ ├── requirements.txt │ │ │ │ └── sidemod.py │ │ │ ├── requirements.txt │ │ │ └── testtool1.py │ │ ├── testtool2_single_file │ │ │ ├── requirements.txt │ │ │ └── testtool2.py │ │ ├── testtool3 │ │ │ ├── requirements.txt │ │ │ └── test-tool 3.py │ │ ├── testtool5 │ │ │ ├── requirements.txt │ │ │ └── test_tool_5.py │ │ ├── testtool6 │ │ │ ├── __init__.py │ │ │ ├── libref │ │ │ │ ├── __init__.py │ │ │ │ ├── requirements.txt │ │ │ │ └── sidemod.py │ │ │ ├── requirements.txt │ │ │ └── tools │ │ │ │ ├── __init__.py │ │ │ │ └── testtool6.py │ │ └── testtool7 │ │ │ ├── __init__.py │ │ │ ├── libref │ │ │ ├── __init__.py │ │ │ ├── requirements.txt │ │ │ └── sidemod.py │ │ │ ├── requirements.txt │ │ │ └── tools │ │ │ ├── __init__.py │ │ │ └── testtool7.py │ ├── python_samples │ │ ├── base_tool.py │ │ ├── multiple_tools.py │ │ ├── requirements.txt │ │ ├── sample-agents.py │ │ ├── sample-knowledge-bases.py │ │ ├── sample_agent_guidelines.py │ │ ├── tool_w_expectations.py │ │ └── tool_w_metadata.py │ └── yaml_samples │ │ ├── sample-agent.yml │ │ ├── sample-assistant-agent.yml │ │ ├── sample-connection.yml │ │ ├── sample-external-agent.yml │ │ ├── sample_agent_guidelines.yml │ │ ├── sample_langfuse_full.yml │ │ ├── sample_langfuse_minimal.yml │ │ └── tool.yaml └── test_config.py ├── client ├── __init__.py ├── resources │ ├── config.yaml │ └── credentials.yaml ├── test_channels_client.py ├── test_client.py ├── test_local_service_instance.py └── test_utils.py ├── core └── test_credentials.py ├── document_processing ├── resources │ ├── doc_classifier_spec.json │ ├── docext_spec.json │ ├── docproc_advanced_params_spec.json │ ├── docproc_kvpschema_spec.json │ └── docproc_spec.json ├── test_docclassifier_node.py ├── 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