.gitignore
.gitmodules
LICENSE
Quickstart.md
README.md
pyproject.toml
requirements.txt
test_report_20250407_183101.txt
tests_requirements.txt
.github/PULL_REQUEST_TEMPLATE.md
.github/ISSUE_TEMPLATE/bug_report.md
.github/ISSUE_TEMPLATE/feature_request.md
.github/workflows/ci.yml
docs/agentic_tracing.md
docs/dataset_management.md
docs/prompt_management.md
docs/trace_management.md
docs/img/autheticate.gif
docs/img/create_project.gif
docs/img/custom_metrics.png
docs/img/dataset.gif
docs/img/dataset.png
docs/img/evaluation.gif
docs/img/evaluation.png
docs/img/guardrails.png
docs/img/last_main.png
docs/img/main.png
docs/img/projects_new.png
docs/img/trace_comp.png
examples/all_llm_provider/all_llm_provider.py
examples/all_llm_provider/config.py
examples/all_llm_provider/run_all_llm_provider.py
examples/crewai/scifi_writer/README.md
examples/crewai/scifi_writer/requirements.txt
examples/crewai/scifi_writer/sample.env
examples/crewai/scifi_writer/scifi_writer.py
examples/custom_agents/travel_agent/agents.py
examples/custom_agents/travel_agent/config.py
examples/custom_agents/travel_agent/main.py
examples/custom_agents/travel_agent/tools.py
examples/haystack/news_fetching/README.md
examples/haystack/news_fetching/news_fetching.py
examples/haystack/news_fetching/requirements.txt
examples/langchain/medical_rag/diagnosis_agent.py
examples/langchain/medical_rag/requirements.txt
examples/langchain/medical_rag/sample.env
examples/langchain/medical_rag/data/symptom_disease_map.csv
examples/langchain/medical_rag/data/medical_texts/handbook1.pdf
examples/langchain/medical_rag/data/medical_texts/handbook2.pdf
examples/langgraph/personal_research_assistant/README.md
examples/langgraph/personal_research_assistant/requirements.txt
examples/langgraph/personal_research_assistant/research_assistant.py
examples/langgraph/personal_research_assistant/sample.env
examples/llamaindex_examples/legal_research_rag/legal_rag.py
examples/llamaindex_examples/legal_research_rag/requirements.txt
examples/llamaindex_examples/legal_research_rag/sample.env
examples/llamaindex_examples/legal_research_rag/legal_data/statutes.csv
examples/llamaindex_examples/legal_research_rag/legal_data/cases/ca_overtime_2021.pdf
examples/llamaindex_examples/legal_research_rag/legal_data/cases/fl_ada_2022.pdf
examples/openai_agents_sdk/email_data_extraction_agent/README.md
examples/openai_agents_sdk/email_data_extraction_agent/data_extraction_email.py
examples/openai_agents_sdk/email_data_extraction_agent/requirements.txt
examples/openai_agents_sdk/email_data_extraction_agent/sample.env
examples/openai_agents_sdk/youtube_summary_agent/README.md
examples/openai_agents_sdk/youtube_summary_agent/requirements.txt
examples/openai_agents_sdk/youtube_summary_agent/sample.env
examples/openai_agents_sdk/youtube_summary_agent/youtube_summary_agent.py
examples/pii_masking_example/llamaindex_agentic_fastapi/app.py
examples/pii_masking_example/llamaindex_agentic_fastapi/app_presidio.py
examples/pii_masking_example/llamaindex_agentic_fastapi/request.py
examples/pii_masking_example/llamaindex_agentic_fastapi/requirements.txt
examples/smolagents/most_upvoted_paper/README.md
examples/smolagents/most_upvoted_paper/most_upvoted_paper.py
examples/smolagents/most_upvoted_paper/requirements.txt
examples/smolagents/most_upvoted_paper/sample.env
ragaai_catalyst/__init__.py
ragaai_catalyst/_version.py
ragaai_catalyst/dataset.py
ragaai_catalyst/evaluation.py
ragaai_catalyst/experiment.py
ragaai_catalyst/guard_executor.py
ragaai_catalyst/guardrails_manager.py
ragaai_catalyst/internal_api_completion.py
ragaai_catalyst/prompt_manager.py
ragaai_catalyst/proxy_call.py
ragaai_catalyst/ragaai_catalyst.py
ragaai_catalyst/redteaming_old.py
ragaai_catalyst/synthetic_data_generation.py
ragaai_catalyst/utils.py
ragaai_catalyst.egg-info/PKG-INFO
ragaai_catalyst.egg-info/SOURCES.txt
ragaai_catalyst.egg-info/dependency_links.txt
ragaai_catalyst.egg-info/requires.txt
ragaai_catalyst.egg-info/top_level.txt
ragaai_catalyst/redteaming/__init__.py
ragaai_catalyst/redteaming/evaluator.py
ragaai_catalyst/redteaming/llm_generator.py
ragaai_catalyst/redteaming/llm_generator_old.py
ragaai_catalyst/redteaming/red_teaming.py
ragaai_catalyst/redteaming/requirements.txt
ragaai_catalyst/redteaming/upload_result.py
ragaai_catalyst/redteaming/config/detectors.toml
ragaai_catalyst/redteaming/data_generator/scenario_generator.py
ragaai_catalyst/redteaming/data_generator/test_case_generator.py
ragaai_catalyst/redteaming/tests/grok.ipynb
ragaai_catalyst/redteaming/tests/stereotype.ipynb
ragaai_catalyst/redteaming/utils/issue_description.py
ragaai_catalyst/redteaming/utils/rt.png
ragaai_catalyst/tracers/__init__.py
ragaai_catalyst/tracers/distributed.py
ragaai_catalyst/tracers/langchain_callback.py
ragaai_catalyst/tracers/llamaindex_callback.py
ragaai_catalyst/tracers/llamaindex_instrumentation.py
ragaai_catalyst/tracers/tracer.py
ragaai_catalyst/tracers/upload_traces.py
ragaai_catalyst/tracers/agentic_tracing/README.md
ragaai_catalyst/tracers/agentic_tracing/__init__.py
ragaai_catalyst/tracers/agentic_tracing/data/__init__.py
ragaai_catalyst/tracers/agentic_tracing/data/data_structure.py
ragaai_catalyst/tracers/agentic_tracing/tests/FinancialAnalysisSystem.ipynb
ragaai_catalyst/tracers/agentic_tracing/tests/GameActivityEventPlanner.ipynb
ragaai_catalyst/tracers/agentic_tracing/tests/TravelPlanner.ipynb
ragaai_catalyst/tracers/agentic_tracing/tests/__init__.py
ragaai_catalyst/tracers/agentic_tracing/tests/ai_travel_agent.py
ragaai_catalyst/tracers/agentic_tracing/tests/unique_decorator_test.py
ragaai_catalyst/tracers/agentic_tracing/tracers/__init__.py
ragaai_catalyst/tracers/agentic_tracing/tracers/agent_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/base.py
ragaai_catalyst/tracers/agentic_tracing/tracers/custom_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/langgraph_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/llm_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/main_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/network_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/tool_tracer.py
ragaai_catalyst/tracers/agentic_tracing/tracers/user_interaction_tracer.py
ragaai_catalyst/tracers/agentic_tracing/upload/__init__.py
ragaai_catalyst/tracers/agentic_tracing/upload/trace_uploader.py
ragaai_catalyst/tracers/agentic_tracing/upload/upload_agentic_traces.py
ragaai_catalyst/tracers/agentic_tracing/upload/upload_code.py
ragaai_catalyst/tracers/agentic_tracing/upload/upload_local_metric.py
ragaai_catalyst/tracers/agentic_tracing/upload/upload_trace_metric.py
ragaai_catalyst/tracers/agentic_tracing/utils/__init__.py
ragaai_catalyst/tracers/agentic_tracing/utils/api_utils.py
ragaai_catalyst/tracers/agentic_tracing/utils/create_dataset_schema.py
ragaai_catalyst/tracers/agentic_tracing/utils/file_name_tracker.py
ragaai_catalyst/tracers/agentic_tracing/utils/generic.py
ragaai_catalyst/tracers/agentic_tracing/utils/get_user_trace_metrics.py
ragaai_catalyst/tracers/agentic_tracing/utils/llm_utils.py
ragaai_catalyst/tracers/agentic_tracing/utils/model_costs.json
ragaai_catalyst/tracers/agentic_tracing/utils/span_attributes.py
ragaai_catalyst/tracers/agentic_tracing/utils/supported_llm_provider.toml
ragaai_catalyst/tracers/agentic_tracing/utils/system_monitor.py
ragaai_catalyst/tracers/agentic_tracing/utils/trace_utils.py
ragaai_catalyst/tracers/agentic_tracing/utils/unique_decorator.py
ragaai_catalyst/tracers/agentic_tracing/utils/zip_list_of_unique_files.py
ragaai_catalyst/tracers/exporters/__init__.py
ragaai_catalyst/tracers/exporters/dynamic_trace_exporter.py
ragaai_catalyst/tracers/exporters/file_span_exporter.py
ragaai_catalyst/tracers/exporters/raga_exporter.py
ragaai_catalyst/tracers/exporters/ragaai_trace_exporter.py
ragaai_catalyst/tracers/instrumentators/__init__.py
ragaai_catalyst/tracers/utils/__init__.py
ragaai_catalyst/tracers/utils/convert_langchain_callbacks_output.py
ragaai_catalyst/tracers/utils/convert_llama_instru_callback.py
ragaai_catalyst/tracers/utils/extraction_logic_llama_index.py
ragaai_catalyst/tracers/utils/langchain_tracer_extraction_logic.py
ragaai_catalyst/tracers/utils/model_prices_and_context_window_backup.json
ragaai_catalyst/tracers/utils/rag_trace_json_converter.py
ragaai_catalyst/tracers/utils/trace_json_converter.py
ragaai_catalyst/tracers/utils/utils.py
tests/README.md
tests/environment.yml
tests/run_pytest_and_print_and_save_results.py
tests/table_result.png
tests/examples/__init__.py
tests/examples/all_llm_provider/all_llm_provider.py
tests/examples/all_llm_provider/config.py
tests/examples/all_llm_provider/test_all_llm_provider.py
tests/examples/crewai/scifi_writer/sci_fi_story.md
tests/examples/crewai/scifi_writer/scifi_writer.py
tests/examples/crewai/scifi_writer/test_scifi_writer.py
tests/examples/custom_agents/travel_agent/agents.py
tests/examples/custom_agents/travel_agent/config.py
tests/examples/custom_agents/travel_agent/main.py
tests/examples/custom_agents/travel_agent/test_travel_agent.py
tests/examples/custom_agents/travel_agent/tools.py
tests/examples/haystack/news_fetching/news_fetching.py
tests/examples/haystack/news_fetching/test_news_fetching.py
tests/examples/langchain/medical_rag/diagnosis_agent.py
tests/examples/langchain/medical_rag/test_diagnosis_agent.py
tests/examples/langchain/medical_rag/data/symptom_disease_map.csv
tests/examples/langchain/medical_rag/data/medical_texts/handbook1.pdf
tests/examples/langchain/medical_rag/data/medical_texts/handbook2.pdf
tests/examples/langgraph/personal_research_assistant/research_assistant.py
tests/examples/langgraph/personal_research_assistant/test_research_assistant.py
tests/examples/llamaindex_examples/legal_research_rag/legal_rag.py
tests/examples/llamaindex_examples/legal_research_rag/test_legal_rag.py
tests/examples/llamaindex_examples/legal_research_rag/legal_data/statutes.csv
tests/examples/llamaindex_examples/legal_research_rag/legal_data/cases/ca_overtime_2021.pdf
tests/examples/llamaindex_examples/legal_research_rag/legal_data/cases/fl_ada_2022.pdf
tests/examples/smolagents/most_upvoted_paper/most_upvoted_paper.py
tests/examples/smolagents/most_upvoted_paper/paper.pdf
tests/examples/smolagents/most_upvoted_paper/test_most_upvoted_paper.py
tests/examples/test_utils/get_components.py
tests/examples/test_utils/get_trace_data.py
tests/test_catalyst/test_base_tracer_add_metrics.py
tests/test_catalyst/test_base_tracer_metrics.py
tests/test_catalyst/test_dataset.py
tests/test_catalyst/test_evaluation.py
tests/test_catalyst/test_evaluation_metrics.py
tests/test_catalyst/test_prompt_manager.py
tests/test_catalyst/test_synthetic_data_generation.py
tests/test_catalyst/test_the_configuration.py
tests/test_catalyst/test_data/util_synthetic_data_doc.pdf
tests/test_catalyst/test_data/util_synthetic_data_invalid.csv
tests/test_catalyst/test_data/util_synthetic_data_valid.csv
tests/test_catalyst/test_data/util_test_dataset.csv
tests/test_catalyst/test_data/util_test_langchain_tracing.pdf