├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE ├── Logo.png ├── README.md ├── python ├── CHANGELOG.md ├── README.md ├── __init__.py ├── fi_instrumentation │ ├── README.md │ ├── __init__.py │ ├── fi_types.py │ ├── instrumentation │ │ ├── __init__.py │ │ ├── _attributes.py │ │ ├── _protect_wrapper.py │ │ ├── _spans.py │ │ ├── _tracers.py │ │ ├── _types.py │ │ ├── config.py │ │ ├── constants.py │ │ ├── context_attributes.py │ │ ├── helpers.py │ │ ├── logging.py │ │ └── version.py │ ├── otel.py │ └── settings.py ├── frameworks │ ├── __init__.py │ ├── anthropic │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── anthropic_examples.py │ │ │ ├── chat_completions.py │ │ │ ├── end_to_end_tool_use.py │ │ │ ├── guardrail_example.py │ │ │ ├── multiple_tool_calling.py │ │ │ ├── requirements.txt │ │ │ ├── sync_completions.py │ │ │ └── sync_messages.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_anthropic │ │ │ ├── __init__.py │ │ │ ├── _stream.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── autogen │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_autogen │ │ │ ├── __init__.py │ │ │ ├── utils.py │ │ │ └── version.py │ ├── bedrock │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── bedrock_1.py │ │ │ ├── bedrock_2.py │ │ │ ├── bedrock_converse.py │ │ │ └── bedrock_multimodal.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_bedrock │ │ │ ├── __generated__ │ │ │ ├── __init__.py │ │ │ └── anthropic │ │ │ │ ├── __init__.py │ │ │ │ └── _types.py │ │ │ ├── __init__.py │ │ │ ├── _attribute_extractor.py │ │ │ ├── _proxy.py │ │ │ ├── _rag_wrappers.py │ │ │ ├── _response_accumulator.py │ │ │ ├── _trace_collector.py │ │ │ ├── _wrappers.py │ │ │ ├── package.py │ │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── _extract_invoke_model_attributes.py │ │ │ ├── anthropic │ │ │ │ ├── __init__.py │ │ │ │ ├── _attributes.py │ │ │ │ └── _messages.py │ │ │ └── json_utils.py │ │ │ └── version.py │ ├── crewai │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ └── crew_ai.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_crewai │ │ │ ├── __init__.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── dspy │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── dspy_basic_qa.py │ │ │ ├── embedding.py │ │ │ ├── lm.py │ │ │ ├── rag_module.py │ │ │ └── requirements.txt │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_dspy │ │ │ ├── __init__.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── google-adk │ │ ├── README.md │ │ ├── examples │ │ │ └── testing_google_adk.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_google_adk │ │ │ ├── __init__.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── google-genai │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_google_genai │ │ │ ├── __init__.py │ │ │ ├── _request_attributes_extractor.py │ │ │ ├── _response_attributes_extractor.py │ │ │ ├── _stream.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── _wrappers.py │ │ │ ├── package.py │ │ │ └── version.py │ ├── groq │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── async_chat_completions.py │ │ │ ├── chat_completions.py │ │ │ └── chat_completions_with_tool.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_groq │ │ │ ├── __init__.py │ │ │ ├── _request_attributes_extractor.py │ │ │ ├── _response_attributes_extractor.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── guardrails │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_guardrails │ │ │ ├── __init__.py │ │ │ ├── _wrap_guard_call.py │ │ │ ├── guardrails_example.py │ │ │ └── version.py │ ├── haystack │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── building_fallbacks_with_conditional_routing.py │ │ │ ├── cohere_reranker.py │ │ │ ├── filtering_documents_with_metadata.py │ │ │ ├── haystack_rag_pipeline.py │ │ │ ├── qa_rag_pipeline.py │ │ │ ├── requirements.txt │ │ │ ├── tool_calling.py │ │ │ └── web_questions.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_haystack │ │ │ ├── __init__.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── instructor │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ └── test_instructor.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_instructor │ │ │ ├── __init__.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── langchain │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── chain_metadata.py │ │ │ ├── chat_prompt_template.py │ │ │ ├── custom_retriever.py │ │ │ ├── exchange_rate_tool.py │ │ │ ├── langgraph_agent_supervisor.py │ │ │ ├── language_agent_tree_search.py │ │ │ ├── multimodal.py │ │ │ ├── openai_chat_stream.py │ │ │ ├── pathway_retriever.py │ │ │ ├── rag.py │ │ │ ├── requirements.txt │ │ │ ├── rerank.py │ │ │ ├── sqlagent.py │ │ │ └── tool_calling_agent.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_langchain │ │ │ ├── __init__.py │ │ │ ├── _tracer.py │ │ │ ├── package.py │ │ │ └── version.py │ ├── litellm │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── litellm_test.py │ │ │ └── rerank.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_litellm │ │ │ ├── __init__.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── livekit │ │ ├── README.md │ │ ├── examples │ │ │ ├── egress_agent.py │ │ │ └── simple_agent.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_livekit │ │ │ ├── __init__.py │ │ │ ├── exporters │ │ │ ├── __init__.py │ │ │ ├── base_exporter.py │ │ │ ├── grpc_exporter.py │ │ │ └── http_exporter.py │ │ │ └── integration.py │ ├── llama_index │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── agent_calculator_tools.py │ │ │ ├── chat_engine_stream.py │ │ │ ├── chroma_query_engine.py │ │ │ ├── ingestion_pipeline.py │ │ │ ├── multimodal_stream_chat.py │ │ │ ├── openai_stream_chat.py │ │ │ ├── requirements.txt │ │ │ ├── rerank.py │ │ │ ├── retriever.py │ │ │ ├── text_to_sql.py │ │ │ └── workflow.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_llamaindex │ │ │ ├── __init__.py │ │ │ ├── _callback.py │ │ │ ├── _handler.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── mcp │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ └── mcp_test.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_mcp │ │ │ ├── __init__.py │ │ │ ├── package.py │ │ │ └── version.py │ ├── mistralai │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── agent_completions.py │ │ │ ├── chat_completions.py │ │ │ ├── chat_completions_async.py │ │ │ ├── chat_completions_async_streaming.py │ │ │ ├── chat_completions_streaming.py │ │ │ ├── new-1.py │ │ │ └── requirements.txt │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_mistralai │ │ │ ├── __init__.py │ │ │ ├── _chat_wrapper.py │ │ │ ├── _request_attributes_extractor.py │ │ │ ├── _response_accumulator.py │ │ │ ├── _response_attributes_extractor.py │ │ │ ├── _stream.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── openai-agents │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── handoffs │ │ │ │ ├── message_filter.py │ │ │ │ └── message_filter_streaming.py │ │ │ ├── hello_world.py │ │ │ └── tutor.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ ├── test-requirements.txt │ │ ├── tests │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_instrumentor.py │ │ │ └── test_span_attribute_helpers.py │ │ └── traceai_openai_agents │ │ │ ├── __init__.py │ │ │ ├── _processor.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── openai │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── audio_chat.py │ │ │ ├── chat_completions.py │ │ │ ├── chat_completions_async_stream.py │ │ │ ├── chat_completions_async_stream_with_raw_response.py │ │ │ ├── chat_completions_multimodal.py │ │ │ ├── chat_completions_stream.py │ │ │ ├── chat_completions_stream_with_raw_response.py │ │ │ ├── chat_completions_with_function_calling.py │ │ │ ├── chat_completions_with_raw_response.py │ │ │ ├── chat_completions_with_streaming_response.py │ │ │ ├── embeddings.py │ │ │ ├── openai_tool.py │ │ │ └── requirements.txt │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_openai │ │ │ ├── __init__.py │ │ │ ├── _attributes │ │ │ ├── __init__.py │ │ │ └── _responses_api.py │ │ │ ├── _request.py │ │ │ ├── _request_attributes_extractor.py │ │ │ ├── _response_accumulator.py │ │ │ ├── _response_attributes_extractor.py │ │ │ ├── _span_io_handler.py │ │ │ ├── _stream.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── package.py │ │ │ ├── py.typed │ │ │ └── version.py │ ├── pipecat │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ │ ├── pipecat_integration_example.py │ │ │ └── requirements.txt │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_pipecat │ │ │ ├── __init__.py │ │ │ ├── exporters │ │ │ ├── __init__.py │ │ │ ├── base_exporter.py │ │ │ ├── grpc_exporter.py │ │ │ └── http_exporter.py │ │ │ ├── integration.py │ │ │ └── version.py │ ├── portkey │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_portkey │ │ │ ├── __init__.py │ │ │ ├── _request_attributes_extractor.py │ │ │ ├── _response_attributes_extractor.py │ │ │ ├── _utils.py │ │ │ ├── _with_span.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ ├── smolagents │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ ├── tests │ │ │ └── openinference │ │ │ │ └── instrumentation │ │ │ │ └── smolagents │ │ │ │ ├── cassettes │ │ │ │ └── test_instrumentor │ │ │ │ │ ├── TestModels.test_openai_server_model_has_expected_attributes.yaml │ │ │ │ │ └── TestModels.test_openai_server_model_with_tool_has_expected_attributes.yaml │ │ │ │ └── test_instrumentor.py │ │ └── traceai_smolagents │ │ │ ├── __init__.py │ │ │ ├── _wrappers.py │ │ │ └── version.py │ └── vertexai │ │ ├── CHANGELOG.md │ │ ├── README.md │ │ ├── examples │ │ ├── audio_transcription.py │ │ ├── audio_understanding.py │ │ ├── basic_generation.py │ │ ├── chat.py │ │ ├── document_understanding.py │ │ ├── embedding.py │ │ ├── function_calling.py │ │ ├── image_from_cloud_storage.py │ │ ├── requirements.txt │ │ ├── system_instructions.py │ │ ├── tool_calling.py │ │ ├── vertexai.model.count_tokens.py │ │ ├── vertexai.model.generate_content.py │ │ └── video_and_audio_understanding.py │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ └── traceai_vertexai │ │ ├── __init__.py │ │ ├── _accumulator.py │ │ ├── _instrumentation_status.py │ │ ├── _proxy.py │ │ ├── _wrapper.py │ │ ├── package.py │ │ ├── py.typed │ │ └── version.py ├── poetry.lock ├── pyproject.toml └── tests │ ├── README.md │ ├── conftest.py │ ├── pytest.ini │ ├── test_config.py │ ├── test_context_attributes.py │ ├── test_framework_anthropic.py │ ├── test_framework_autogen.py │ ├── test_framework_bedrock.py │ ├── test_framework_crewai.py │ ├── test_framework_dspy.py │ ├── test_framework_google_adk.py │ ├── test_framework_groq.py │ ├── test_framework_guardrails.py │ ├── test_framework_haystack.py │ ├── test_framework_instructor.py │ ├── test_framework_langchain.py │ ├── test_framework_litellm.py │ ├── test_framework_llamaindex.py │ ├── test_framework_mcp.py │ ├── test_framework_mistralai.py │ ├── test_framework_openai.py │ ├── test_framework_openai_agents.py │ ├── test_framework_portkey.py │ ├── test_framework_smolagents.py │ ├── test_framework_vertexai.py │ ├── test_init.py │ ├── test_otel.py │ ├── test_settings.py │ └── test_tracers.py └── typescript ├── .gitignore ├── .npmrc ├── jest.config.js ├── jest.setup.js ├── package.json ├── packages ├── fi-core │ ├── CHANGELOG.md │ ├── README.md │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── __tests__ │ │ │ └── otel.test.ts │ │ ├── fi_types.ts │ │ ├── index.ts │ │ ├── otel.ts │ │ ├── trace │ │ │ ├── contextAttributes.ts │ │ │ ├── index.ts │ │ │ ├── trace-config │ │ │ │ ├── FISpan.ts │ │ │ │ ├── FITracer.ts │ │ │ │ ├── constants.ts │ │ │ │ ├── index.ts │ │ │ │ ├── maskingRules.ts │ │ │ │ ├── traceConfig.ts │ │ │ │ └── types.ts │ │ │ └── types.ts │ │ └── utils │ │ │ ├── index.ts │ │ │ ├── typeUtils.ts │ │ │ └── types.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── fi-semantic-conventions │ ├── CHANGELOG.md │ ├── README.md │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── __tests__ │ │ │ ├── index.test.ts │ │ │ ├── resource.test.ts │ │ │ └── semantic-conventions.test.ts │ │ ├── index.ts │ │ ├── resource │ │ │ ├── ResourceAttributes.ts │ │ │ └── index.ts │ │ └── trace │ │ │ ├── SemanticConventions.ts │ │ │ └── index.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_anthropic │ ├── CHANGELOG.md │ ├── README.md │ ├── examples │ │ └── otel-test.ts │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── __tests__ │ │ │ ├── instrumentation.comprehensive.test.ts │ │ │ ├── instrumentation.test.ts │ │ │ ├── responseAttributes.test.ts │ │ │ ├── typeUtils.test.ts │ │ │ └── version.test.ts │ │ ├── index.ts │ │ ├── instrumentation.ts │ │ ├── responseAttributes.ts │ │ ├── typeUtils.ts │ │ └── version.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_bedrock │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── attributes │ │ │ ├── attribute-helpers.ts │ │ │ ├── converse-request-attributes.ts │ │ │ ├── converse-response-attributes.ts │ │ │ ├── invoke-model-helpers.ts │ │ │ ├── invoke-model-request-attributes.ts │ │ │ ├── invoke-model-response-attributes.ts │ │ │ └── invoke-model-streaming-response-attributes.ts │ │ ├── index.ts │ │ ├── instrumentation.ts │ │ └── types │ │ │ └── bedrock-types.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_langchain │ ├── README.md │ ├── examples │ │ ├── chained.ts │ │ ├── chat.ts │ │ ├── exchange_tool.ts │ │ ├── instrumentation.ts │ │ ├── instrumentationchat.ts │ │ └── reasoning.ts │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── __tests__ │ │ │ └── instrumentation.test.ts │ │ ├── index.ts │ │ ├── instrumentation.ts │ │ ├── instrumentationUtils.ts │ │ ├── tracer.ts │ │ ├── typeUtils.ts │ │ ├── types.ts │ │ ├── utils.ts │ │ └── version.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_llamaindex │ ├── CHANGELOG.md │ ├── README.md │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── index.ts │ │ ├── instrumentation.ts │ │ ├── types.ts │ │ ├── utils.ts │ │ ├── version.ts │ │ └── wrapper.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esm.tsbuildinfo │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_mastra │ ├── README.md │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── FITraceExporter.ts │ │ ├── attributes.ts │ │ ├── debug.ts │ │ ├── index.ts │ │ ├── types.ts │ │ ├── utils.ts │ │ └── version.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_mcp │ ├── README.md │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── index.ts │ │ ├── mcp.ts │ │ └── version.ts │ ├── tsconfig.esm.json │ ├── tsconfig.esnext.json │ └── tsconfig.json ├── traceai_openai │ ├── CHANGELOG.md │ ├── README.md │ ├── examples │ │ ├── basic-otel-test.ts │ │ ├── chat.ts │ │ ├── check_grpc.ts │ │ ├── example.ts │ │ ├── manual.ts │ │ └── package.json │ ├── jest.config.js │ ├── package.json │ ├── src │ │ ├── __tests__ │ │ │ ├── comprehensive.test.ts │ │ │ ├── instrumentation.test.ts │ │ │ ├── openai.test.ts │ │ │ ├── responseAttributes.test.ts │ │ │ ├── responses.test.ts │ │ │ └── typeUtils.test.ts │ │ ├── index.ts │ │ ├── instrumentation.ts │ │ ├── responseAttributes.ts │ │ ├── typeUtils.ts │ │ └── version.ts │ ├── tsconfig.esm.json 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