mlflow/mlflow

15.9

Adjusted Score

15.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

27.0K

Stars

Python

Language

1.5M

Lines of Code

5.9K

Files

19.9K

Pattern Hits

2026-07-14

Scan Date

0.14

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 42HIGH 814MEDIUM 1023LOW 18012

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 19891 distinct pattern matches across 28 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers14176 hits · 12388 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	599	def pytest_collection_modifyitems(session, config, items):	CODE
LOW	tests/conftest.py	726	def remote_backend_for_tracing_sdk_test():	CODE
LOW	tests/conftest.py	777	def tmp_experiment_for_tracing_sdk_test(monkeypatch):	CODE
LOW	tests/conftest.py	800	def disable_workspace_mode_by_default(monkeypatch):	CODE
LOW	tests/conftest.py	839	def reset_active_experiment_id():	CODE
LOW	tests/conftest.py	888	def disable_async_trace_logging(monkeypatch):	CODE
LOW	tests/conftest.py	924	def enable_test_mode_by_default_for_autologging_integrations():	CODE
LOW	tests/conftest.py	961	def prevent_infer_pip_requirements_fallback(request):	CODE
LOW	tests/conftest.py	987	def clean_up_mlruns_directory(request):	CODE
LOW	tests/conftest.py	1006	def clean_up_last_logged_model_id():	CODE
LOW	tests/conftest.py	1048	def _mock_databricks_host_metadata():	CODE
LOW	tests/conftest.py	1155	def mock_databricks_serving_with_tracing_env(monkeypatch):	CODE
LOW	tests/conftest.py	1169	def reset_active_model_context():	CODE
LOW	tests/conftest.py	1175	def clean_up_telemetry_threads():	CODE
LOW	tests/helper_functions.py	109	def score_model_in_sagemaker_docker_container(	CODE
LOW	tests/helper_functions.py	144	def pyfunc_generate_dockerfile(output_directory, model_uri=None, extra_args=None, env=None):	CODE
LOW	tests/helper_functions.py	205	def pyfunc_serve_from_docker_image(image_name, host_port, extra_args=None):	CODE
LOW	tests/helper_functions.py	218	def pyfunc_serve_from_docker_image_with_env_override(	CODE
LOW	tests/helper_functions.py	240	def pyfunc_serve_and_score_model(	CODE
LOW	tests/helper_functions.py	427	def _compare_logged_code_paths(code_path: str, model_uri: str, flavor_name: str) -> None:	CODE
LOW	tests/helper_functions.py	444	def _compare_conda_env_requirements(env_path, req_path):	CODE
LOW	tests/helper_functions.py	455	def _get_deps_from_requirement_file(model_uri):	CODE
LOW	tests/helper_functions.py	466	def assert_register_model_called_with_local_model_path(	CODE
LOW	tests/helper_functions.py	555	def allow_infer_pip_requirements_fallback_if(condition):	CODE
LOW	tests/helper_functions.py	605	def assert_array_almost_equal(actual_array, desired_array, rtol=1e-6):	CODE
LOW	tests/helper_functions.py	617	def _mlflow_major_version_string():	CODE
LOW	tests/test_skinny_client_anthropic_import.py	18	def test_mlflow_types_chat_importable_without_numpy():	CODE
LOW	tests/test_skinny_client_omits_sql_libs.py	10	def test_fails_import_sqlalchemy():	CODE
LOW	tests/test_skinny_client_omits_sql_libs.py	20	def test_skinny_client_without_importing_sqlalchemy() -> None:	CODE
LOW	tests/test_mismatch.py	26	def test_check_version_mismatch_no_warn(	CODE
LOW	tests/test_mismatch.py	60	def test_check_version_mismatch_warn(	CODE
LOW	tests/test_skinny_client_autolog_without_scipy.py	9	def test_autolog_without_scipy():	CODE
LOW	tests/test_exceptions.py	17	def test_error_code_constructor():	CODE
LOW	tests/test_exceptions.py	35	def test_get_http_status_code():	CODE
LOW	tests/test_exceptions.py	45	def test_invalid_parameter_value():	CODE
LOW	tests/test_exceptions.py	58	def test_rest_exception_with_unrecognized_error_code():	CODE
LOW⚡	tests/test_exceptions.py	71	def test_rest_exception_pickleable():	CODE
LOW⚡	tests/test_exceptions.py	79	def test_rest_exception_with_null_error_code():	CODE
LOW⚡	tests/test_exceptions.py	85	def test_rest_exception_with_missing_error_code():	CODE
LOW⚡	tests/test_exceptions.py	94	def test_sqlstate_auto_derived_from_error_code():	CODE
LOW	tests/test_exceptions.py	108	def test_sqlstate_explicit_overrides_auto_derive():	CODE
LOW⚡	tests/test_exceptions.py	119	def test_sqlstate_serialize_as_json_includes_auto_derived():	CODE
LOW⚡	tests/test_exceptions.py	126	def test_sqlstate_serialize_as_json_includes_explicit():	CODE
LOW⚡	tests/test_exceptions.py	133	def test_sqlstate_none_for_unknown_error_code():	CODE
LOW⚡	tests/test_exceptions.py	142	def test_invalid_parameter_value_auto_derives_sqlstate():	CODE
LOW⚡	tests/test_exceptions.py	149	def test_invalid_parameter_value_with_explicit_override():	CODE
LOW	tests/test_exceptions.py	173	def test_rest_exception_cp_sqlstate_mapping(error_code, expected_sqlstate, expected_error_class):	CODE
LOW	tests/test_exceptions.py	179	def test_rest_exception_preserves_sqlstate_from_json():	CODE
LOW⚡	tests/test_exceptions.py	190	def test_rest_exception_ignores_null_sqlstate_from_json():	CODE
LOW⚡	tests/test_exceptions.py	199	def test_rest_exception_pickle_with_sqlstate():	CODE
LOW⚡	tests/test_exceptions.py	208	def test_rest_exception_unrecognized_error_code():	CODE
LOW	tests/test_environment_variables.py	9	def test_boolean_environment_variable_invalid_default_value(value):	CODE
LOW	tests/test_environment_variables.py	15	def test_boolean_environment_variable_valid_default_value(value):	CODE
LOW	tests/test_environment_variables.py	32	def test_boolean_environment_variable_valid_value(monkeypatch, value, expected):	CODE
LOW	tests/test_environment_variables.py	41	def test_boolean_environment_variable_invalid_value(monkeypatch, value):	CODE
LOW	tests/test_environment_variables.py	64	def test_environment_variable_functionality(	CODE
LOW	tests/test_mlflow_version_comp.py	30	def check_list_artifacts_with_run_id_and_path(run_id: str, path: str) -> None:	CODE
LOW	tests/test_mlflow_version_comp.py	45	def check_list_artifacts_with_model_uri(model_uri: str) -> None:	CODE
LOW	tests/test_mlflow_version_comp.py	51	def check_download_artifacts_with_run_id_and_path(run_id: str, path: str, tmp_path: Path) -> None:	CODE
LOW	tests/test_mlflow_version_comp.py	67	def check_download_artifacts_with_model_uri(model_uri: str, tmp_path: Path) -> None:	CODE
14116 more matches not shown…

Cross-File Repetition463 hits · 2315 pts

Severity	File	Line	Snippet	Context
HIGH	tests/langchain/test_langchain_model_export.py	0	here is a history between you and a human: {chat_history} now, please answer this question: {question}	STRING
HIGH	tests/langchain/test_langchain_autolog.py	0	here is a history between you and a human: {chat_history} now, please answer this question: {question}	STRING
HIGH	examples/langchain/chain_autolog.py	0	here is a history between you and a human: {chat_history} now, please answer this question: {question}	STRING
HIGH	…mlflow-test-plugin/mlflow_test_plugin/dummy_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	tests/resources/data/dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/pandas_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/tensorflow_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/numpy_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/spark_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/huggingface_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	mlflow/data/polars_dataset.py	0	compute a digest for the dataset. called if the user doesn't supply a digest when constructing the dataset.	STRING
HIGH	tests/resources/db/initial_models.py	0	db model for :py:class:`mlflow.entities.experiment`. these are recorded in ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	db model for :py:class:`mlflow.entities.experiment`. these are recorded in ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	db model for :py:class:`mlflow.entities.experiment`. these are recorded in ``experiment`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	experiment id: `integer`. primary key for ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	experiment id: `integer`. primary key for ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	experiment id: `integer`. primary key for ``experiment`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	default artifact location for this experiment: `string` (limit 256 characters). defined as non null in table schema.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	default artifact location for this experiment: `string` (limit 256 characters). defined as non null in table schema.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	default artifact location for this experiment: `string` (limit 256 characters). defined as non null in table schema.	STRING
HIGH	tests/resources/db/initial_models.py	0	lifecycle stage of run: `string` (limit 32 characters). can be either ``active`` (default) or ``deleted``.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	lifecycle stage of run: `string` (limit 32 characters). can be either ``active`` (default) or ``deleted``.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	lifecycle stage of run: `string` (limit 32 characters). can be either ``active`` (default) or ``deleted``.	STRING
HIGH	tests/resources/db/initial_models.py	0	db model for :py:class:`mlflow.entities.run`. these are recorded in ``runs`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	db model for :py:class:`mlflow.entities.run`. these are recorded in ``runs`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	db model for :py:class:`mlflow.entities.run`. these are recorded in ``runs`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	run uuid: `string` (limit 32 characters). primary key for ``runs`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	run uuid: `string` (limit 32 characters). primary key for ``runs`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	run uuid: `string` (limit 32 characters). primary key for ``runs`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	source type: `string` (limit 20 characters). can be one of ``notebook``, ``job``, ``project``, ``local`` (default), or `	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	source type: `string` (limit 20 characters). can be one of ``notebook``, ``job``, ``project``, ``local`` (default), or `	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	source type: `string` (limit 20 characters). can be one of ``notebook``, ``job``, ``project``, ``local`` (default), or `	STRING
HIGH	tests/resources/db/initial_models.py	0	name of source recording the run: `string` (limit 500 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	name of source recording the run: `string` (limit 500 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	name of source recording the run: `string` (limit 500 characters).	STRING
HIGH	tests/resources/db/initial_models.py	0	entry-point name that launched the run run: `string` (limit 50 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	entry-point name that launched the run run: `string` (limit 50 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	entry-point name that launched the run run: `string` (limit 50 characters).	STRING
HIGH	tests/resources/db/initial_models.py	0	user id: `string` (limit 256 characters). defaults to ``null``.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	user id: `string` (limit 256 characters). defaults to ``null``.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	user id: `string` (limit 256 characters). defaults to ``null``.	STRING
HIGH	tests/resources/db/initial_models.py	0	run status: `string` (limit 20 characters). can be one of ``running``, ``scheduled`` (default), ``finished``, ``failed``	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	run status: `string` (limit 20 characters). can be one of ``running``, ``scheduled`` (default), ``finished``, ``failed``	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	run status: `string` (limit 20 characters). can be one of ``running``, ``scheduled`` (default), ``finished``, ``failed``	STRING
HIGH	tests/resources/db/initial_models.py	0	run start time: `biginteger`. defaults to current system time.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	run start time: `biginteger`. defaults to current system time.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	run start time: `biginteger`. defaults to current system time.	STRING
HIGH	tests/resources/db/initial_models.py	0	default artifact location for this run: `string` (limit 200 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	default artifact location for this run: `string` (limit 200 characters).	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	default artifact location for this run: `string` (limit 200 characters).	STRING
HIGH	tests/resources/db/initial_models.py	0	experiment id to which this run belongs to: foreign key into ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	experiment id to which this run belongs to: foreign key into ``experiment`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	experiment id to which this run belongs to: foreign key into ``experiment`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	sqlalchemy relationship (many:one) with :py:class:`mlflow.store.dbmodels.models.sqlexperiment`.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	sqlalchemy relationship (many:one) with :py:class:`mlflow.store.dbmodels.models.sqlexperiment`.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	sqlalchemy relationship (many:one) with :py:class:`mlflow.store.dbmodels.models.sqlexperiment`.	STRING
HIGH	tests/resources/db/initial_models.py	0	db model for :py:class:`mlflow.entities.runtag`. these are recorded in ``tags`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/models.py	0	db model for :py:class:`mlflow.entities.runtag`. these are recorded in ``tags`` table.	STRING
HIGH	mlflow/store/tracking/dbmodels/initial_models.py	0	db model for :py:class:`mlflow.entities.runtag`. these are recorded in ``tags`` table.	STRING
HIGH	tests/resources/db/initial_models.py	0	tag key: `string` (limit 250 characters). primary key for ``tags`` table.	STRING
403 more matches not shown…

Decorative Section Separators410 hits · 1490 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	166	# -----------------------------------------------------------------	COMMENT
MEDIUM⚡	…assistant/providers/test_openai_compatible_provider.py	251	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…assistant/providers/test_openai_compatible_provider.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…assistant/providers/test_openai_compatible_provider.py	434	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…assistant/providers/test_openai_compatible_provider.py	436	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	493	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…assistant/providers/test_openai_compatible_provider.py	495	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/tracing/processor/test_mlflow_v3_processor.py	182	# ── Batch span processor tests ──────────────────────────────────────────	COMMENT
MEDIUM	tests/pytest/test_plugin.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pytest/test_plugin.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/pytest/test_plugin.py	108	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/pytest/test_plugin.py	110	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/pytest/test_plugin.py	179	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/pytest/test_plugin.py	182	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/pytest/test_plugin.py	220	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/pytest/test_plugin.py	223	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/claude_code/test_tracing.py	31	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	33	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	64	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	66	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	118	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	120	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	138	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	140	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	161	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	163	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	398	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	400	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	565	# ============================================================================	COMMENT
MEDIUM⚡	tests/claude_code/test_tracing.py	567	# ============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	955	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	957	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	1757	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	1759	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	1896	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	1898	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	2627	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/test_gateway_api.py	2629	# =============================================================================	COMMENT
MEDIUM	tests/server/test_gateway_api.py	2303	# =============================================================================	COMMENT
MEDIUM	tests/server/test_gateway_api.py	2305	# =============================================================================	COMMENT
MEDIUM	tests/server/test_gateway_api.py	3160	# ─── Guardrail end-to-end scenarios ──────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/server/auth/test_sqlalchemy_store.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/auth/test_sqlalchemy_store.py	163	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/server/auth/test_auth_workspace.py	2238	# =============================================================================	COMMENT
MEDIUM⚡	tests/server/auth/test_auth_workspace.py	2240	# =============================================================================	COMMENT
MEDIUM	tests/server/auth/test_auth_workspace.py	2524	# =============================================================================	COMMENT
MEDIUM	tests/server/auth/test_auth_workspace.py	2526	# =============================================================================	COMMENT
MEDIUM	tests/server/auth/test_auth_workspace.py	3550	# =============================================================================	COMMENT
MEDIUM	tests/server/auth/test_auth_workspace.py	3552	# =============================================================================	COMMENT
MEDIUM⚡	tests/pydantic_ai/test_pydanticai_tracing.py	470	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/pydantic_ai/test_pydanticai_tracing.py	474	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bedrock/test_genai_semconv_converter.py	30	# ── End-to-end autolog integration tests ─────────────────────────────────────	COMMENT
MEDIUM	tests/bedrock/test_genai_semconv_converter.py	232	# ── Multimodal content conversion tests ──────────────────────────────────────	COMMENT
MEDIUM⚡	tests/db/test_workspace_move.py	64	# ---------------------------------------------------------------------------	COMMENT
350 more matches not shown…

Unused Imports1375 hits · 1185 pts

Severity	File	Line	Context
LOW	tests/conftest.py	139	CODE
LOW	tests/conftest.py	1264	CODE
LOW	tests/test_skinny_client_anthropic_import.py	24	CODE
LOW	tests/test_skinny_client_omits_sql_libs.py	11	CODE
LOW	tests/test_skinny_client_omits_sql_libs.py	14	CODE
LOW	tests/test_skinny_client_autolog_without_scipy.py	13	CODE
LOW	tests/simple_repository_server.py	7	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	13	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	20	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	27	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	16	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	23	CODE
LOW	tests/test_skinny_client_omits_data_science_libs.py	30	CODE
LOW	tests/dspy/test_dspy_evaluate.py	13	CODE
LOW	tests/langgraph/conftest.py	7	CODE
LOW	tests/tracing/otel/test_otel_archival.py	1	CODE
LOW	tests/gemini/test_gemini_genai_semconv_converter.py	16	CODE
LOW	tests/pytest/test_plugin.py	1	CODE
LOW	tests/langchain/conftest.py	10	CODE
LOW	…ain/test_langchain_databricks_dependency_extraction.py	46	CODE
LOW	tests/projects/test_projects_cli.py	18	CODE
LOW	tests/projects/test_docker_projects.py	24	CODE
LOW	tests/llama_index/test_llama_index_evaluate.py	9	CODE
LOW	tests/server/test_workspace_endpoints.py	1	CODE
LOW	tests/server/test_workspace_middleware.py	1	CODE
LOW	tests/utils/test_requirements_utils.py	212	CODE
LOW	tests/utils/test_requirements_utils.py	247	CODE
LOW	tests/utils/test_requirements_utils.py	315	CODE
LOW	tests/utils/test_requirements_utils.py	316	CODE
LOW	tests/utils/test_requirements_utils.py	317	CODE
LOW	tests/utils/test_requirements_utils.py	318	CODE
LOW	tests/utils/test_requirements_utils.py	319	CODE
LOW	tests/utils/test_requirements_utils.py	327	CODE
LOW	tests/utils/test_requirements_utils.py	328	CODE
LOW	tests/utils/test_requirements_utils.py	329	CODE
LOW	tests/utils/test_requirements_utils.py	330	CODE
LOW	tests/utils/test_requirements_utils.py	331	CODE
LOW	tests/utils/test_requirements_utils.py	441	CODE
LOW	tests/utils/test_requirements_utils.py	622	CODE
LOW	tests/utils/test_requirements_utils.py	667	CODE
LOW	tests/utils/test_requirements_utils.py	715	CODE
LOW	tests/utils/test_requirements_utils.py	716	CODE
LOW	tests/utils/test_model_utils.py	82	CODE
LOW	tests/utils/test_model_utils.py	77	CODE
LOW	tests/utils/test_model_utils.py	74	CODE
LOW	tests/utils/test_databricks_utils.py	598	CODE
LOW	tests/utils/test_workspace_utils.py	1	CODE
LOW	tests/utils/test_resources/dummy_package/base.py	3	CODE
LOW	tests/agent/test_prompt.py	1	CODE
LOW	tests/agent/test_cli.py	1	CODE
LOW	tests/bedrock/test_genai_semconv_converter.py	13	CODE
LOW	tests/sklearn/test_sklearn_model_export.py	53	CODE
LOW	tests/sklearn/test_sklearn_model_export.py	53	CODE
LOW	…sts/sklearn/test_sklearn_autolog_without_matplotlib.py	15	CODE
LOW	tests/evaluate/test_default_evaluator.py	1	CODE
LOW	tests/autologging/test_autologging_behaviors_unit.py	17	CODE
LOW	…/autologging/test_autologging_behaviors_integration.py	21	CODE
LOW	tests/semantic_kernel/conftest.py	10	CODE
LOW	tests/semantic_kernel/resources.py	12	CODE
LOW	tests/agno/test_agno_tracing.py	29	CODE
1315 more matches not shown…

Excessive Try-Catch Wrapping1038 hits · 1106 pts

Severity	File	Line	Snippet	Context
LOW	tests/helper_functions.py	351	except Exception:	CODE
LOW	tests/helper_functions.py	680	except Exception as e:	CODE
LOW	tests/helper_functions.py	702	except Exception as e:	CODE
LOW	tests/helper_functions.py	773	except Exception as e:	CODE
MEDIUM	tests/helper_functions.py	547	def _is_importable(module_name):	CODE
LOW	tests/dspy/test_save.py	598	except Exception:	CODE
LOW	…ain/test_langchain_databricks_dependency_extraction.py	272	except Exception:	CODE
LOW	…ain/test_langchain_databricks_dependency_extraction.py	372	except Exception:	CODE
MEDIUM	…ain/test_langchain_databricks_dependency_extraction.py	44	def _is_partner_package_installed():	CODE
LOW	tests/pyspark/optuna/test_study.py	25	except Exception as e:	CODE
LOW	…test-plugin/mlflow_test_plugin/dummy_dataset_source.py	36	except Exception:	CODE
LOW	tests/resources/data/dataset_source.py	35	except Exception:	CODE
LOW	tests/strands/conftest.py	15	except Exception:	CODE
LOW	tests/system_metrics/test_collect_metrics.py	26	except Exception:	CODE
MEDIUM	tests/system_metrics/test_collect_metrics.py	23	def test_gpu_monitor():	CODE
LOW	tests/tracking/fluent/test_fluent_autolog.py	104	except Exception:	CODE
LOW	tests/tracking/fluent/test_fluent_autolog.py	121	except Exception:	CODE
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	74	except Exception:	CODE
LOW⚡	tests/genai/utils/test_prompt_cache.py	151	except Exception as e:	CODE
LOW⚡	tests/genai/utils/test_prompt_cache.py	175	except Exception as e:	CODE
LOW⚡	tests/genai/utils/test_prompt_cache.py	183	except Exception as e:	CODE
MEDIUM	tests/genai/utils/test_prompt_cache.py	147	def get_instance():	CODE
MEDIUM	tests/genai/utils/test_prompt_cache.py	170	def writer(thread_id):	CODE
MEDIUM	tests/genai/utils/test_prompt_cache.py	178	def reader(thread_id):	CODE
LOW	tests/genai/scorers/test_builtin_scorers.py	881	except Exception:	CODE
LOW	tests/genai/scorers/test_scorer_telemetry.py	176	except Exception as e:	CODE
MEDIUM	tests/genai/scorers/test_scorer_telemetry.py	86	def __call__(self, outputs) -> Feedback:	CODE
LOW	tests/genai/evaluate/test_utils.py	46	except Exception:	CODE
LOW	tests/spark/test_spark_model_export.py	86	except Exception as e:	CODE
LOW	tests/gateway/tools.py	282	except Exception:	CODE
MEDIUM	tests/store/model_registry/test_abstract_store.py	304	def link_prompt(prompt_name):	CODE
LOW	tests/store/model_registry/test_abstract_store.py	307	except Exception as e:	CODE
LOW	tests/pyfunc/test_virtualenv.py	154	except Exception:	CODE
MEDIUM	.claude/skills/src/skills/github/utils.py	14	print("Error: GH_TOKEN not found (set env var or install gh CLI)", file=sys.stderr)	CODE
LOW	mlflow/environment_variables.py	49	except Exception as e:	CODE
LOW	mlflow/runs.py	214	except Exception as e:	CODE
LOW	mlflow/runs.py	251	except Exception as e:	CODE
LOW	mlflow/demo/base.py	121	except Exception:	CODE
LOW	mlflow/demo/generators/issues.py	201	except Exception:	CODE
LOW	mlflow/demo/generators/issues.py	229	except Exception:	CODE
MEDIUM	mlflow/demo/generators/issues.py	190	def _data_exists(self) -> bool:	CODE
LOW	mlflow/demo/generators/evaluation.py	235	except Exception:	CODE
LOW	mlflow/demo/generators/evaluation.py	257	except Exception:	CODE
LOW	mlflow/demo/generators/evaluation.py	259	except Exception:	CODE
LOW	mlflow/demo/generators/evaluation.py	316	except Exception:	CODE
LOW	mlflow/demo/generators/evaluation.py	355	except Exception:	CODE
LOW	mlflow/demo/generators/review_queues.py	163	except Exception:	CODE
LOW	mlflow/demo/generators/review_queues.py	177	except Exception:	CODE
LOW	mlflow/demo/generators/review_queues.py	188	except Exception:	CODE
MEDIUM	mlflow/demo/generators/review_queues.py	155	def _data_exists(self) -> bool:	CODE
LOW	mlflow/demo/generators/prompts.py	87	except Exception:	CODE
LOW⚡	mlflow/demo/generators/prompts.py	109	except Exception:	CODE
LOW⚡	mlflow/demo/generators/prompts.py	117	except Exception:	CODE
LOW⚡	mlflow/demo/generators/prompts.py	119	except Exception:	CODE
LOW⚡	mlflow/demo/generators/prompts.py	130	except Exception:	CODE
MEDIUM	mlflow/demo/generators/prompts.py	80	def _data_exists(self) -> bool:	CODE
LOW	mlflow/demo/generators/judges.py	90	except Exception:	CODE
LOW	mlflow/demo/generators/judges.py	110	except Exception:	CODE
LOW⚡	mlflow/demo/generators/judges.py	130	except Exception:	CODE
LOW⚡	mlflow/demo/generators/judges.py	132	except Exception:	CODE
978 more matches not shown…

Self-Referential Comments383 hits · 1080 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.release.toml	2	# This file defines the package metadata of `mlflow`. `mlflow-skinny` and `mlflow-tracing`	COMMENT
MEDIUM	pyproject.toml	2	# This file defines the package metadata of `mlflow` during development. To install `mlflow`	COMMENT
MEDIUM	tests/test_cli.py	1261	# Create a test .env file pointing to this tracking URI	COMMENT
MEDIUM	tests/dspy/test_dspy_autolog.py	351	# Create a custom span inside the module using fluent API	COMMENT
MEDIUM⚡	tests/tracing/test_fluent.py	2680	# Create a trace without a session ID - should result in no sessions	COMMENT
MEDIUM⚡	tests/tracing/test_tracing_client.py	345	# Create a trace with spans in the tracking store	COMMENT
MEDIUM⚡	tests/tracing/test_tracing_client.py	349	# Create a trace without spans (artifact-repo case)	COMMENT
MEDIUM	tests/tracing/test_tracing_client.py	401	# Create a trace	COMMENT
MEDIUM	tests/tracing/test_otel_loading.py	96	# Create a span with various attributes to test conversion	COMMENT
MEDIUM⚡	tests/tracing/test_otel_loading.py	287	# Create a fake trace ID in OTel format	COMMENT
MEDIUM	tests/tracing/test_otel_loading.py	355	# Create a span that represents a question-answer scenario	COMMENT
MEDIUM	tests/tracing/test_otel_loading.py	394	# Create a span representing a model prediction	COMMENT
MEDIUM	tests/tracing/test_otel_loading.py	447	# Create a complex trace with nested spans	COMMENT
MEDIUM	tests/tracing/test_otel_logging.py	274	# Create a valid OTLP request	COMMENT
MEDIUM	tests/tracing/test_otel_logging.py	398	# Create a span with unique trace_id	COMMENT
MEDIUM	tests/tracing/test_otel_logging.py	446	# Create a request with 15 different traces (exceeds the 10 thread pool limit)	COMMENT
MEDIUM	tests/tracing/test_otel_logging.py	940	# Create a valid OTLP request	COMMENT
MEDIUM⚡	tests/tracing/utils/test_utils.py	608	# Create a mock span with empty attributes	COMMENT
MEDIUM⚡	tests/tracing/utils/test_utils.py	617	# Create a mock span where attributes.get() returns None	COMMENT
MEDIUM⚡	tests/tracing/utils/test_utils.py	627	# Create a mock span with invalid JSON	COMMENT
MEDIUM	tests/tracing/utils/test_utils.py	580	# Create a mock span with attributes	COMMENT
MEDIUM⚡	tests/tracing/utils/test_timeout.py	139	# Create a first trace. At this moment, there is no timeout set	COMMENT
MEDIUM⚡	tests/tracing/utils/test_timeout.py	149	# Create a second trace. This should use the new timeout	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	277	# Create a mock function that simulates delay	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	401	# Create a mock OTEL span and trace	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	494	# Create a mock OTEL span and trace (no prompts added)	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	557	# Create a mock OTEL span and trace with a prompt	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	570	# Create a test prompt	COMMENT
MEDIUM	tests/tracing/export/test_mlflow_v3_exporter.py	609	# Create a mock OTEL span and trace	COMMENT
MEDIUM	tests/tracing/export/test_async_export_queue.py	116	# Create a slow handler to keep tasks in the queue	COMMENT
MEDIUM	tests/shap/test_log.py	392	# Create a numba-compatible identify link function due to breaking changes in shap	COMMENT
MEDIUM	tests/langchain/conftest.py	43	# Define a special embedding for testing	COMMENT
MEDIUM⚡	tests/langchain/test_langchain_model_export.py	283	# Create the vector db, persist the db to a local fs folder	COMMENT
MEDIUM⚡	tests/langchain/test_langchain_model_export.py	293	# Define the loader_fn	COMMENT
MEDIUM	tests/langchain/test_langchain_model_export.py	651	# Create the vector db, persist the db to a local fs folder	COMMENT
MEDIUM	tests/langchain/test_langchain_autolog.py	91	# Create the vector db, persist the db to a local fs folder	COMMENT
MEDIUM	tests/projects/test_utils.py	249	# Create a run	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	18	# Define a Tracking Store plugin for tracking URIs with scheme 'file-plugin'	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	22	# Define a ArtifactRepository plugin for artifact URIs with scheme 'file-plugin'	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	26	# Define a RunContextProvider plugin. The entry point name for run context providers	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	31	# Define a DefaultExperimentProvider plugin. The entry point name for	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	36	# Define a RequestHeaderProvider plugin. The entry point name for request header providers	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	41	# Define a RequestAuthProvider plugin. The entry point name for request auth providers	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	46	# Define a Model Registry Store plugin for tracking URIs with scheme 'file-plugin'	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	50	# Define a MLflow Project Backend plugin called 'dummy-backend'	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	54	# Define a MLflow model deployment plugin for target 'faketarget'	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	58	# Define a MLflow model evaluator with name "dummy_evaluator"	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	62	# Define a custom MLflow application with name custom_app	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	66	# Define an MLflow dataset source called "dummy_source"	COMMENT
MEDIUM⚡	tests/resources/mlflow-test-plugin/pyproject.toml	70	# Define an MLflow dataset constructor called "from_dummy"	COMMENT
MEDIUM	tests/server/conftest.py	47	# Create a fresh app for each test to avoid state pollution	COMMENT
MEDIUM	tests/server/test_handlers.py	3157	# Create the request message	COMMENT
MEDIUM	tests/server/test_handlers.py	3182	# Create the request message with V3	COMMENT
MEDIUM	tests/server/test_handlers.py	3283	# Create the request message	COMMENT
MEDIUM	tests/server/test_handlers.py	3309	# Create the request message (v3 version)	COMMENT
MEDIUM	tests/server/test_handlers.py	3383	# Create the request message	COMMENT
MEDIUM	tests/server/test_handlers.py	3605	# Create the request message	COMMENT
MEDIUM	tests/server/test_handlers.py	3635	# Create a mock result object with next_page_token attribute	COMMENT
MEDIUM	tests/server/test_handlers.py	4158	# Create a test file with binary data larger than the chunk size (2MB + 1000 bytes)	COMMENT
MEDIUM	tests/server/test_gateway_api.py	502	# Create a file whose path will be used as the "api_key" value	COMMENT
323 more matches not shown…

Docstring Block Structure183 hits · 915 pts

Severity	File	Line	Snippet	Context
HIGH	mlflow/metrics/genai/model_utils.py	548	Call the deployment endpoint with the given payload and parameters. Args: deployment_uri: The URI of the de	STRING
HIGH	mlflow/metrics/genai/metric_definitions.py	24	This function will create a genai metric used to evaluate the answer similarity of an LLM using the model provi	STRING
HIGH	mlflow/metrics/genai/metric_definitions.py	115	This function will create a genai metric used to evaluate the answer correctness of an LLM using the model prov	STRING
HIGH	mlflow/metrics/genai/metric_definitions.py	207	This function will create a genai metric used to evaluate the faithfullness of an LLM using the model provided.	STRING
HIGH	mlflow/metrics/genai/metric_definitions.py	296	This function will create a genai metric used to evaluate the answer relevance of an LLM using the model provid	STRING
HIGH	mlflow/metrics/genai/metric_definitions.py	379	This function will create a genai metric used to evaluate the evaluate the relevance of an LLM using the model	STRING
HIGH	mlflow/metrics/genai/genai_metric.py	216	Create a genai metric used to evaluate LLM using LLM as a judge in MLflow. This produces a metric using only th	STRING
HIGH	mlflow/metrics/genai/genai_metric.py	382	Create a genai metric used to evaluate LLM using LLM as a judge in MLflow. The full grading prompt is stored in	STRING
HIGH	mlflow/tracing/assessment.py	139	Logs an expectation (e.g. ground truth label) to a Trace. This API only takes keyword arguments. Args:	STRING
HIGH	mlflow/tracing/assessment.py	263	Logs feedback to a Trace. This API only takes keyword arguments. Args: trace_id: The ID of the trace.	STRING
HIGH	mlflow/tracing/assessment.py	343	Logs an issue reference to a Trace. This links a trace to a discovered issue. This API only takes keyword argum	STRING
HIGH	mlflow/tracing/assessment.py	412	Overrides an existing feedback assessment with a new assessment. This API logs a new assessment with the `overr	STRING
HIGH	mlflow/tracing/config.py	66	Configure MLflow tracing. Can be used as function or context manager. Only updates explicitly provided argumen	STRING
HIGH	mlflow/tracing/fluent.py	532	Context manager to create a new span and start it as the current span in the context. This context manager aut	STRING
HIGH	mlflow/tracing/fluent.py	691	Start a span without attaching it to the global tracing context. This is useful when you want to create a span	STRING
HIGH	mlflow/tracing/fluent.py	1789	Create a trace with a single root span. This API is useful when you want to log an arbitrary (request, response	STRING
HIGH	mlflow/tracing/utils/prompt.py	10	Utility method to update linked prompts tag value with a new prompt version. Args: current_tag_value:	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	214	Get input value from various OTEL semantic conventions. Checks both span attributes and events (for frameworks	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	243	Get output value from various OTEL semantic conventions. Checks both span attributes and events (for framework	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	270	Get message format from span attributes for chat UI rendering. Args: attributes: Dictionary of span at	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	293	Get model name from span attributes. Args: attributes: Dictionary of span attributes Returns:	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	330	Get model provider from span attributes. Args: attributes: Dictionary of span attributes Returns:	STRING
HIGH	mlflow/tracing/otel/translation/__init__.py	346	Translate OTEL span kind attributes to MLflow span type. This function checks for span kind attributes from va	STRING
HIGH	mlflow/tracing/otel/translation/traceloop.py	58	Get attribute value from OTEL attributes by checking whether the keys in valid_keys are present in the	STRING
HIGH	mlflow/tracing/otel/translation/voltagent.py	93	Get message format identifier for VoltAgent traces. Returns 'voltagent' if VoltAgent-specific attribut	STRING
HIGH	mlflow/tracing/otel/translation/livekit.py	62	Translate LiveKit span type to MLflow span type. LiveKit uses gen_ai.operation.name for LLM spans and	STRING
HIGH	mlflow/tracing/otel/translation/livekit.py	97	Get message format identifier for LiveKit traces. Returns 'livekit' if LiveKit-specific attributes are	STRING
HIGH	mlflow/tracing/otel/translation/base.py	37	Get message format identifier for chat UI rendering. Subclasses should override this method to return	STRING
HIGH	mlflow/tracing/otel/translation/base.py	51	Translate OTEL span kind attribute to MLflow span type. Args: attributes: Dictionary of sp	STRING
HIGH	mlflow/tracing/otel/translation/base.py	79	Get input token count from OTEL attributes. Args: attributes: Dictionary of span attribute	STRING
HIGH	mlflow/tracing/otel/translation/base.py	92	Get output token count from OTEL attributes. Args: attributes: Dictionary of span attribut	STRING
HIGH	mlflow/tracing/otel/translation/base.py	105	Get total token count from OTEL attributes. Args: attributes: Dictionary of span attribute	STRING
HIGH	mlflow/tracing/otel/translation/base.py	126	Get model name from OTEL attributes. Args: attributes: Dictionary of span attributes	STRING
HIGH	mlflow/tracing/otel/translation/base.py	140	Get model provider from OTEL attributes. Args: attributes: Dictionary of span attributes	STRING
HIGH	mlflow/tracing/otel/translation/base.py	164	Get input value from OTEL attributes. Args: attributes: Dictionary of span attributes	STRING
HIGH	mlflow/tracing/otel/translation/base.py	176	Get output value from OTEL attributes. Args: attributes: Dictionary of span attributes	STRING
HIGH	mlflow/tracing/otel/translation/base.py	188	Get tool definitions from OTEL attributes. Args: attributes: Dictionary of span attributes	STRING
HIGH	mlflow/tracing/otel/translation/base.py	202	Get attribute value from OTEL attributes by checking whether the keys in keys_to_check are present in t	STRING
HIGH	mlflow/tracing/otel/translation/base.py	220	Get attribute value from OTEL attributes by checking whether the value is valid or not. This avoids fet	STRING
HIGH	mlflow/diffusers/__init__.py	485	Load a diffusers adapter model from a local file or a run. Args: model_uri: The location, in URI format, of	STRING
HIGH	mlflow/projects/__init__.py	227	Run an MLflow project. The project can be local or stored at a Git URI. MLflow provides built-in support for r	STRING
HIGH	mlflow/server/gateway_api.py	92	Get request body, using cached version if available. The auth middleware may have already parsed the request b	STRING
HIGH	mlflow/server/gateway_api.py	256	Build an EndpointConfig from model configuration. This function combines provider config building and endpoint	STRING
HIGH	mlflow/server/gateway_api.py	430	Create a provider instance based on endpoint routing strategy. Fallback is independent of routing strategy - i	STRING
HIGH	mlflow/server/gateway_api.py	569	Extract and validate the endpoint name from the 'model' parameter in the request body. Args: body: The	STRING
HIGH	mlflow/server/handlers.py	1056	Get and validate request data without protobuf parsing. This is an alternative to _get_request_message for end	STRING
HIGH	mlflow/server/otel_api.py	104	Export trace spans to MLflow via the OpenTelemetry protocol. This endpoint accepts OTLP/HTTP protobuf trace ex	STRING
HIGH	mlflow/server/assistant/session.py	128	Get the file path for a session. Args: session_id: Session ID Returns: Path to	STRING
HIGH	mlflow/server/assistant/api.py	408	Install skills bundled with MLflow. This endpoint only handles installation. Config updates should be done via	STRING
HIGH	mlflow/server/auth/client.py	58	Create a new user. Args: username: The username. password: The user's password	STRING
HIGH	mlflow/server/auth/client.py	99	Get a user with a specific username. Args: username: The username. Raises:	STRING
HIGH	mlflow/server/jobs/__init__.py	261	Cancel a job by its ID. Args: job_id: The ID of the job to cancel Returns: The job entity	STRING
HIGH	mlflow/utils/model_utils.py	37	Validates and copies extra files to the model directory. Downloads extra files from URIs and copies them to an 'ext	STRING
HIGH	mlflow/utils/rest_utils.py	498	Retry a Databricks SDK call with exponential backoff until timeout or max retries reached. Args: call_	STRING
HIGH	mlflow/utils/crypto.py	271	Encrypt plaintext using AES-256-GCM. INTERNAL FUNCTION. AES-GCM provides authenticated encryption with associa	STRING
HIGH	mlflow/utils/crypto.py	316	Decrypt ciphertext using AES-256-GCM. Automatically verifies authentication tag to detect tampering. Args	STRING
HIGH	mlflow/utils/crypto.py	377	Unwrap (decrypt) a DEK using the KEK. Args: wrapped_dek: Encrypted DEK kek: Key Encryption Key	STRING
HIGH	mlflow/utils/crypto.py	534	Decrypt a secret value using envelope encryption with AAD verification. This function is the main entry point	STRING
HIGH	mlflow/utils/crypto.py	606	Rotate a secret's encryption from old KEK to new KEK. This is used during KEK rotation to re-encrypt secrets w	STRING
HIGH	mlflow/utils/databricks_utils.py	1674	Invoke Databricks App /invocations endpoint with OAuth authentication. Databricks Apps require OAuth authentic	STRING
123 more matches not shown…

Cross-Language Confusion117 hits · 758 pts

Severity	File	Line	Snippet	Context
HIGH	tests/assistant/providers/test_claude_code_provider.py	443	b'{"type": "result", "result": null, "session_id": "sess-123"}\n',	CODE
HIGH	tests/server/test_gateway_api.py	1656	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1234567890,"model":"gpt-4o","choices":[{	CODE
HIGH	tests/server/test_gateway_api.py	1657	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1234567890,"model":"gpt-4o","choices":[{	CODE
HIGH	tests/server/test_gateway_api.py	1720	b'data: {"type":"response.created","response":{"id":"resp_1","object":"response","created_at":1741290958,"status	CODE
HIGH	tests/server/test_gateway_api.py	1727	b'data: {"type":"response.completed","response":{"id":"resp_1","object":"response","created_at":1741290958,"stat	CODE
HIGH	tests/server/test_gateway_api.py	1858	b'event: message_start\ndata: {"type":"message_start","message":{"id":"msg_01XFDUDYJgAACzvnptvVoYEL","type":"mes	CODE
HIGH	tests/server/test_gateway_api.py	1863	b'event: message_delta\ndata: {"type":"message_delta","delta":{"stop_reason":"end_turn","stop_sequence":null},"u	CODE
HIGH	tests/server/test_gateway_api.py	2472	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1234567890,"model":"gpt-4","choices":[{"	CODE
HIGH	tests/server/test_gateway_api.py	2473	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1234567890,"model":"gpt-4","choices":[{"	CODE
HIGH	tests/server/jobs/test_jobs.py	137	assert job.params == '{"data": null}'	CODE
HIGH⚡	tests/utils/test_databricks_utils.py	542	# both file mount and env var exist, both values should return true	COMMENT
HIGH⚡	tests/utils/test_databricks_utils.py	545	# file mount without env var should return false	COMMENT
HIGH⚡	tests/models/test_container.py	112	dependencies=["numpy && echo INJECTED > /tmp/test_injection_ampersand.txt"],	CODE
HIGH⚡	tests/models/test_container.py	122	assert not os.path.exists(evidence_file), "Command injection via && succeeded!"	CODE
HIGH	tests/models/test_python_api.py	69	assert model_input.equals(expected_data)	CODE
HIGH	tests/models/test_signature.py	274	"params": '[{"name": "param1", "default": "test", "shape": null, "type": "string"}]',	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2575	assert output1.equals(data_df["target"])	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2576	assert other1.equals(data_df.drop(columns=["target"]))	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2578	assert output2.equals(data_df["target"])	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2579	assert other2.equals(data_df.drop(columns=["target"]))	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2581	assert output3.equals(data_df["target"])	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2582	assert other3.equals(data_df.drop(columns=["target"]))	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2587	assert output5.equals(pd.Series(data_list))	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2590	assert output6.equals(pd.Series(data_dict_text["text"]))	CODE
HIGH⚡	tests/evaluate/test_default_evaluator.py	2593	assert output7.equals(pd.Series(data_dict_text["text"]))	CODE
HIGH	tests/evaluate/test_default_evaluator.py	2654	assert eval_df_value.equals(test_eval_df_value)	CODE
HIGH⚡	tests/genai/datasets/test_evaluation_dataset.py	201	assert legacy_dataset._features_data.equals(dataset.to_df())	CODE
HIGH	…nai/judges/adapters/test_databricks_managed_adapter.py	316	content='{"name": "root_span", "inputs": null}',	CODE
HIGH⚡	tests/data/test_huggingface_dataset_and_source.py	274	assert evaluation_dataset.features_data.equals(dataset.ds.to_pandas().drop("label", axis=1))	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	145	assert input_outputs.inputs.equals(pd.DataFrame([[1, 2], [1, 2]], columns=["a", "b"]))	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	146	assert input_outputs.outputs.equals(pd.Series([3, 3], name="c"))	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	156	assert input_outputs.inputs.equals(pd.DataFrame([[1, 2], [1, 2]], columns=["a", "b"]))	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	157	assert input_outputs.outputs.equals(pd.Series([3, 3], name="c"))	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	167	assert mlflow_df.df.equals(df)	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	187	assert mlflow_df.df.equals(df)	CODE
HIGH⚡	tests/data/test_pandas_dataset.py	207	assert mlflow_df.df.equals(df)	CODE
HIGH	tests/data/test_pandas_dataset.py	82	assert dataset.df.equals(df)	CODE
HIGH	tests/data/test_pandas_dataset.py	244	assert evaluation_dataset.features_data.equals(df.drop("c", axis=1))	CODE
HIGH	tests/data/test_pandas_dataset.py	281	assert evaluation_dataset.features_data.equals(df)	CODE
HIGH	tests/data/test_polars_dataset.py	153	assert dataset.df.equals(df)	CODE
HIGH⚡	tests/data/test_polars_dataset.py	229	assert mlflow_df.df.equals(df)	CODE
HIGH	tests/data/test_polars_dataset.py	256	assert evaluation_dataset.features_data.equals(df.drop("c").to_pandas())	CODE
HIGH⚡	tests/data/test_spark_dataset.py	400	assert not df2.equals(df)	CODE
HIGH	tests/data/test_spark_dataset.py	373	assert not df_v0.equals(df)	CODE
HIGH	tests/data/test_spark_dataset.py	430	assert evaluation_dataset.features_data.equals(df_spark.toPandas()[["a"]])	CODE
HIGH⚡	tests/gateway/test_tracing_utils.py	879	b'"created_at":1741290958,"status":"in_progress","output":[],"usage":null}}\n'	CODE
HIGH⚡	tests/gateway/providers/test_anthropic.py	718	b'"role": "assistant", "content": [], "model": "claude-2.1", "stop_reason": null, '	CODE
HIGH⚡	tests/gateway/providers/test_anthropic.py	719	b'"stop_sequence": null, "usage": {"input_tokens": 25, "output_tokens": 1}}}\n',	CODE
HIGH⚡	tests/gateway/providers/test_anthropic.py	955	b'event: message_start\ndata: {"type":"message_start","message":{"id":"msg_01XFDUDYJgAACzvnptvVoYEL","type":"mes	CODE
HIGH⚡	tests/gateway/providers/test_anthropic.py	960	b'event: message_delta\ndata: {"type":"message_delta","delta":{"stop_reason":"end_turn","stop_sequence":null},"u	CODE
HIGH	tests/gateway/providers/test_anthropic.py	292	b'"role": "assistant", "content": [], "model": "claude-2.1", "stop_reason": null, '	CODE
HIGH	tests/gateway/providers/test_anthropic.py	293	b'"stop_sequence": null, "usage": {"input_tokens": 25, "output_tokens": 1}}}\n',	CODE
HIGH	tests/gateway/providers/test_anthropic.py	315	b'"stop_sequence":null}, "usage":{"output_tokens": 15}}\n',	CODE
HIGH	tests/gateway/providers/test_anthropic.py	740	b'"stop_sequence":null}, "usage":{"output_tokens": 15}}\n',	CODE
HIGH⚡	tests/gateway/providers/test_mistral.py	360	b'"model":"mistral-large-latest","choices":[{"index":0,"finish_reason":null,'	CODE
HIGH⚡	tests/gateway/providers/test_mistral.py	364	b'"model":"mistral-large-latest","choices":[{"index":0,"finish_reason":null,'	CODE
HIGH⚡	tests/gateway/providers/test_mistral.py	368	b'"model":"mistral-large-latest","choices":[{"index":0,"finish_reason":null,'	CODE
HIGH⚡	tests/gateway/providers/test_mistral.py	385	b'ces":[{"index":0,"finish_reason":null,"delta":{"role":"assistant"}}]}\n\n'	CODE
HIGH⚡	tests/gateway/providers/test_mistral.py	389	b'test","choices":[{"index":0,"finish_reason":null,"delta":{"content":"test"}}]}\n',	CODE
HIGH⚡	tests/gateway/providers/test_openai.py	180	b'"choices":[{"index":0,"finish_reason":null,"delta":{"role":"assistant"}}]}\n',	CODE
57 more matches not shown…

Deep Nesting615 hits · 514 pts

Severity	File	Line	Context
LOW	fs2db/src/generate_synthetic_data.py	98	CODE
LOW	fs2db/src/generate_synthetic_data.py	183	CODE
LOW	bin/install.py	228	CODE
LOW	bin/install.py	239	CODE
LOW	tests/conftest.py	285	CODE
LOW	tests/conftest.py	726	CODE
LOW	tests/conftest.py	1019	CODE
LOW	tests/conftest.py	1227	CODE
LOW	tests/helper_functions.py	714	CODE
LOW	tests/test_mismatch.py	26	CODE
LOW	tests/test_mismatch.py	60	CODE
LOW	tests/test_mismatch.py	29	CODE
LOW	tests/test_mismatch.py	66	CODE
LOW	tests/h2o/test_h2o_model_export.py	107	CODE
LOW	…raph/sample_code/langgraph_chat_agent_custom_inputs.py	159	CODE
LOW	tests/tracing/test_fluent.py	636	CODE
LOW	tests/tracing/test_fluent.py	1753	CODE
LOW	tests/tracing/test_fluent.py	639	CODE
LOW	tests/tracing/test_distributed.py	43	CODE
LOW	tests/tracing/test_assessment.py	941	CODE
LOW	tests/tracing/test_otel_loading.py	525	CODE
LOW	tests/tracing/opentelemetry/test_integration.py	152	CODE
LOW	tests/tracing/processor/test_otel_metrics.py	21	CODE
LOW	tests/onnx/test_onnx_model_export.py	291	CODE
LOW	tests/langchain/test_langchain_autolog.py	1175	CODE
LOW	tests/langchain/test_langchain_autolog.py	1203	CODE
LOW	tests/xgboost/test_xgboost_model_export.py	133	CODE
LOW	tests/xgboost/test_xgboost_model_export.py	169	CODE
LOW	tests/projects/test_virtualenv_projects.py	23	CODE
LOW	tests/paddle/test_paddle_model_export.py	241	CODE
LOW	tests/server/auth/test_auth.py	843	CODE
LOW	tests/server/jobs/test_genai_evaluate_invocation.py	119	CODE
LOW	tests/server/jobs/test_scorer_invocation.py	186	CODE
LOW	tests/server/jobs/test_scorer_invocation.py	30	CODE
LOW	tests/server/jobs/test_jobs.py	237	CODE
LOW	tests/server/jobs/test_endpoint.py	105	CODE
LOW	tests/utils/test_env_pack.py	53	CODE
LOW	tests/utils/test_async_logging_queue.py	167	CODE
LOW	tests/sklearn/test_sklearn_model_export.py	240	CODE
LOW	tests/sklearn/test_sklearn_model_export.py	282	CODE
LOW	tests/sklearn/test_sklearn_autolog.py	464	CODE
LOW	tests/evaluate/test_validation.py	30	CODE
LOW	tests/evaluate/test_evaluation.py	545	CODE
LOW	tests/evaluate/test_evaluation.py	873	CODE
LOW	tests/evaluate/test_evaluation.py	944	CODE
LOW	tests/transformers/test_transformers_model_export.py	1527	CODE
LOW	tests/tensorflow/test_keras_model_export.py	251	CODE
LOW	tests/autologging/test_autologging_utils.py	340	CODE
LOW	tests/agno/test_agno_tracing.py	286	CODE
LOW	tests/agno/test_agno_tracing.py	326	CODE
LOW	tests/tracking/test_log_image.py	167	CODE
LOW	tests/tracking/test_log_image.py	219	CODE
LOW	tests/tracking/test_rest_tracking.py	825	CODE
LOW	tests/tracking/test_rest_tracking.py	1919	CODE
LOW	tests/lightgbm/test_lightgbm_model_export.py	146	CODE
LOW	tests/lightgbm/test_lightgbm_model_export.py	184	CODE
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	190	CODE
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	213	CODE
LOW	tests/spacy/test_spacy_model_export.py	119	CODE
LOW	tests/spacy/test_spacy_model_export.py	156	CODE
555 more matches not shown…

Hallucination Indicators42 hits · 500 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ransformers/test_sentence_transformers_model_export.py	227	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/onnx/test_onnx_model_export.py	476	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/xgboost/test_xgboost_model_export.py	227	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/paddle/test_paddle_model_export.py	207	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL	tests/server/jobs/helpers.py	78	mlflow.server.jobs.utils._huey_instance_map.clear()	CODE
CRITICAL⚡	tests/pmdarima/test_pmdarima_model_export.py	244	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL	tests/sklearn/test_sklearn_model_export.py	381	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL	tests/transformers/test_transformers_model_export.py	634	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	STRING
CRITICAL⚡	tests/prophet/test_prophet_model_export.py	280	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/tensorflow/test_keras_model_export.py	385	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL	tests/tracking/_tracking_service/test_utils.py	374	mlflow.tracking._tracking_service.utils._tracking_store_registry._registry.keys()	CODE
CRITICAL⚡	tests/lightgbm/test_lightgbm_model_export.py	242	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	312	# mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	COMMENT
CRITICAL	tests/pytorch/test_pytorch_model_export.py	283	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/statsmodels/test_statsmodels_model_export.py	219	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	CODE
CRITICAL⚡	tests/spark/test_spark_model_export.py	525	mlflow.tracking._model_registry.fluent._register_model.assert_not_called()	STRING
CRITICAL⚡	…re/artifact/test_unity_catalog_models_artifact_repo.py	329	mlflow.store._unity_catalog.registry.rest_store.get_feature_dependencies(	CODE
CRITICAL	…re/artifact/test_unity_catalog_models_artifact_repo.py	349	result = mlflow.store._unity_catalog.registry.rest_store.get_feature_dependencies(	CODE
CRITICAL	…re/artifact/test_unity_catalog_models_artifact_repo.py	368	result = mlflow.store._unity_catalog.registry.rest_store.get_model_version_dependencies(	CODE
CRITICAL	tests/store/artifact/test_azure_blob_artifact_repo.py	8	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	588	// Construct using org.mlflow.scalapb_interface.Scalapb.ScalaPbOptions.newBuilder()	COMMENT
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	623	return org.mlflow.scalapb_interface.Scalapb.ScalaPbOptions.getDefaultInstance();	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	701	if (other == org.mlflow.scalapb_interface.Scalapb.ScalaPbOptions.getDefaultInstance()) return this;	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	1038	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	1499	// Construct using org.mlflow.scalapb_interface.Scalapb.MessageOptions.newBuilder()	COMMENT
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	1530	return org.mlflow.scalapb_interface.Scalapb.MessageOptions.getDefaultInstance();	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	1598	if (other == org.mlflow.scalapb_interface.Scalapb.MessageOptions.getDefaultInstance()) return this;	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	1745	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2170	// Construct using org.mlflow.scalapb_interface.Scalapb.FieldOptions.newBuilder()	COMMENT
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2201	return org.mlflow.scalapb_interface.Scalapb.FieldOptions.getDefaultInstance();	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2270	if (other == org.mlflow.scalapb_interface.Scalapb.FieldOptions.getDefaultInstance()) return this;	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2457	org.mlflow.scalapb_interface.Scalapb.ScalaPbOptions.getDefaultInstance());	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2473	org.mlflow.scalapb_interface.Scalapb.MessageOptions.getDefaultInstance());	CODE
CRITICAL	…rc/main/java/org/mlflow/scalapb_interface/Scalapb.java	2489	org.mlflow.scalapb_interface.Scalapb.FieldOptions.getDefaultInstance());	CODE
CRITICAL	mlflow/utils/openai_utils.py	101	from azure.core.exceptions import ClientAuthenticationError	CODE
CRITICAL⚡	mlflow/utils/_spark_utils.py	41	version = spark._jvm.scala.util.Properties.versionNumberString().split(".", 2)	CODE
CRITICAL⚡	mlflow/data/spark_delta_utils.py	64	j_delta_table = spark._jvm.io.delta.tables.DeltaTable.forPath(spark._jsparkSession, path)	CODE
CRITICAL⚡	mlflow/data/spark_delta_utils.py	90	j_delta_table = spark._jvm.io.delta.tables.DeltaTable.forName(	CODE
CRITICAL	mlflow/spark/__init__.py	422	cls._filesystem = cls._jvm().org.apache.hadoop.fs.FileSystem.get(cls._conf())	CODE
CRITICAL	mlflow/spark/__init__.py	442	return cls._jvm().org.apache.hadoop.fs.FileSystem.getGlobalStorageStatistics()	CODE
CRITICAL	mlflow/store/artifact/azure_blob_artifact_repo.py	201	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	mlflow/store/artifact/azure_blob_artifact_repo.py	217	from azure.core.exceptions import ResourceNotFoundError	CODE

Modern AI Meta-Vocabulary79 hits · 248 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	145	- **🤖 [One-click observability & governance for coding agents](https://mlflow.org/docs/latest/genai/governance/ai-gatewa	CODE
MEDIUM⚡	tests/demo/test_traces_generator.py	133	# 2 RAG + 2 agent + 6 prompt + 4 multimodal + 7 session = 21 per version	COMMENT
MEDIUM	tests/demo/test_traces_generator.py	153	# 2 RAG per version = 4 total	COMMENT
MEDIUM	tests/llama_index/test_llama_index_tracer.py	644	# Since chat engine is a complex agent-based system, it is challenging to strictly	COMMENT
MEDIUM	tests/server/test_handlers.py	4441	# No dataset_id - zero-shot optimization	COMMENT
MEDIUM	tests/server/test_handlers.py	4440	"scorers": [], # Empty scorers for zero-shot	CODE
MEDIUM⚡	tests/server/jobs/test_scorer_invocation.py	348	# Create a trace with multiple spans (simulating an agentic workflow)	COMMENT
MEDIUM	tests/evaluate/test_evaluation.py	2043	# This is an expected input format from the Databricks RAG Evaluator.	COMMENT
MEDIUM	tests/evaluate/test_evaluation.py	2049	# This is not a typical input format from either default or Databricks RAG evaluators,	COMMENT
MEDIUM⚡	…genai/optimize/optimizers/test_metaprompt_optimizer.py	302	eval_fn=Mock(), # Not used in zero-shot	CODE
MEDIUM⚡	…genai/optimize/optimizers/test_metaprompt_optimizer.py	303	train_data=[], # Empty triggers zero-shot	CODE
MEDIUM⚡	…genai/optimize/optimizers/test_metaprompt_optimizer.py	309	assert result.initial_eval_score is None # No evaluation in zero-shot	CODE
MEDIUM	tests/genai/judges/test_search_trace_regex_tool.py	276	# Test with small context window (10 characters)	COMMENT
MEDIUM	tests/genai/judges/test_search_trace_regex_tool.py	281	# Test with large context window (30 characters)	COMMENT
MEDIUM	tests/genai/judges/test_make_judge.py	2204	# Verify agentic mode was used (trace passed to invoke_judge_model)	COMMENT
MEDIUM	tests/genai/judges/test_make_judge.py	2226	# Verify agentic mode was used	COMMENT
MEDIUM	…nai/judges/adapters/test_databricks_managed_adapter.py	78	# Verify the managed RAG client was called with correct parameters	COMMENT
MEDIUM	…nai/judges/adapters/test_databricks_managed_adapter.py	107	# Verify the managed RAG client was called with correct parameters	COMMENT
MEDIUM	tests/genai/scorers/ragas/test_ragas_scorer.py	180	# RAG Metrics	COMMENT
MEDIUM⚡	mlflow/demo/data.py	294	# RAG Traces (2 traces)	COMMENT
MEDIUM	mlflow/demo/data.py	688	# Session 2: Debugging a RAG Application (3 turns)	COMMENT
MEDIUM	mlflow/protos/service_pb2.py	33	DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rservice.proto\x12\x06mlflow\x1a\x11\x61ssessments.prot	CODE
MEDIUM	mlflow/protos/service_pb2.py	33	DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rservice.proto\x12\x06mlflow\x1a\x11\x61ssessments.prot	CODE
MEDIUM	mlflow/protos/service_pb2.py	714	_globals['_MLFLOWSERVICE'].methods_by_name['removeGuardrailFromEndpoint']._serialized_options = b'\362\206\031c\n?\n	CODE
MEDIUM	mlflow/protos/service_pb2.py	1460	DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rservice.proto\x12\x06mlflow\x1a\x11\x61ssessments.prot	CODE
MEDIUM	mlflow/protos/service_pb2.py	1460	DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rservice.proto\x12\x06mlflow\x1a\x11\x61ssessments.prot	CODE
MEDIUM	mlflow/protos/service_pb2.py	4921	_MLFLOWSERVICE.methods_by_name['removeGuardrailFromEndpoint']._serialized_options = b'\362\206\031c\n?\n\006DELETE\0	CODE
MEDIUM⚡	mlflow/server/gateway_api.py	638	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM⚡	mlflow/server/gateway_api.py	639	# Pre-LLM guardrails run inside the trace as child spans; violations	COMMENT
MEDIUM⚡	mlflow/server/gateway_api.py	772	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM⚡	mlflow/server/gateway_api.py	773	# Pre-LLM guardrails run inside the trace as child spans; violations	COMMENT
MEDIUM	mlflow/server/gateway_api.py	875	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM	mlflow/server/gateway_api.py	984	# Post-LLM guardrails are skipped for embeddings: responses are float vectors	COMMENT
MEDIUM	mlflow/server/gateway_api.py	1077	# Post-LLM guardrails are not applied to streaming responses. Streaming	COMMENT
MEDIUM	mlflow/server/gateway_api.py	1211	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM	mlflow/server/gateway_api.py	1379	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM	mlflow/server/gateway_api.py	1473	# Post-LLM guardrails are not applied to streaming responses.	COMMENT
MEDIUM	mlflow/server/auth/__init__.py	3167	# any of these roles. The two roles exist as ready-made scaffolding for the	COMMENT
MEDIUM	mlflow/server/js/src/lang/default/en.json	3195	"defaultMessage": "Delete {count, plural, one {guardrail} other {# guardrails}}",	CODE
MEDIUM	mlflow/server/js/src/lang/default/en.json	8019	"defaultMessage": "Are you sure you want to remove {count, plural, one {this guardrail} other {these # guardrails}}?	CODE
MEDIUM	…nents/traces/quickstart/TraceTableQuickstart.utils.tsx	328	# Define a simple chain-of-thought model and run it	COMMENT
MEDIUM	…xperiment-scorers/SampleScorerOutputPanelContainer.tsx	174	// Check if instructions contain {{trace}} variable (only supported when agentic judges are enabled)	COMMENT
MEDIUM	…gateway/components/guardrails/GuardrailsTabContent.tsx	386	defaultMessage: 'Delete {count, plural, one {guardrail} other {# guardrails}}',	CODE
MEDIUM	…gateway/components/guardrails/GuardrailsTabContent.tsx	427	defaultMessage="Are you sure you want to remove {count, plural, one {this guardrail} other {these # guardr	CODE
MEDIUM⚡	mlflow/utils/requirements_utils.py	668	# Suppress databricks-chains, databricks-rag, and databricks-agents warnings for RAG	COMMENT
MEDIUM⚡	mlflow/utils/requirements_utils.py	671	# "Databricks RAG Studio" product, remove unrelated names from this listing.	COMMENT
MEDIUM	mlflow/telemetry/events.py	746	# `scorer_count` is useful for indicating zero-shot vs few-shot optimization, and to	COMMENT
MEDIUM	…flow/genai/optimize/optimizers/metaprompt_optimizer.py	20	# Unified meta-prompt template that supports both zero-shot and few-shot modes	COMMENT
MEDIUM⚡	…flow/genai/optimize/optimizers/metaprompt_optimizer.py	172	predict_fn=lambda question: "", # Not used in zero-shot	CODE
MEDIUM⚡	…flow/genai/optimize/optimizers/metaprompt_optimizer.py	173	train_data=[], # Empty dataset triggers zero-shot mode	CODE
MEDIUM⚡	…flow/genai/optimize/optimizers/metaprompt_optimizer.py	179	scorers=[], # No scorers needed for zero-shot	CODE
MEDIUM	…flow/genai/optimize/optimizers/metaprompt_optimizer.py	277	initial_eval_score=None, # No evaluation in zero-shot mode	STRING
MEDIUM	mlflow/genai/simulators/prompts.py	100	# NB: We include "rationale" to invoke chain-of-thought reasoning for better results.	COMMENT
MEDIUM	mlflow/genai/utils/llm_utils.py	215	# no context window management and no per-request cost tracking.	COMMENT
MEDIUM	mlflow/genai/judges/adapters/gateway_adapter.py	653	# Proactively prune if approaching context window limit,	COMMENT
MEDIUM	…ai/judges/adapters/databricks_managed_judge_adapter.py	12	T = TypeVar("T") # Generic type for agentic loop return value	CODE
MEDIUM	mlflow/genai/judges/instructions_judge/__init__.py	567	# Detect if we need to fall back to agentic (trace-based) mode.	COMMENT
MEDIUM	mlflow/genai/judges/instructions_judge/__init__.py	594	# In fallback mode, inputs/outputs will be discovered by the agentic judge	COMMENT
MEDIUM	mlflow/genai/scorers/guardrails/__init__.py	85	# guardrails-ai < 0.9.0: on_fail is passed to Guard.use() instead	COMMENT
MEDIUM	mlflow/genai/scorers/ragas/__init__.py	358	# RAG metrics	COMMENT
19 more matches not shown…

Redundant / Tautological Comments153 hits · 230 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	431	# Check if we should enable flaky rerun logic	COMMENT
LOW	tests/conftest.py	440	# Check if we should profile this test	COMMENT
LOW	tests/tracing/test_fluent.py	2172	# Check if span information is correctly copied	COMMENT
LOW	tests/tracing/test_fluent.py	2305	# Check if span information is correctly copied	COMMENT
LOW	tests/tracing/utils/test_otlp.py	182	# Check if spans are in the logs - the debug exporter outputs span details	COMMENT
LOW	tests/tracing/utils/test_otlp.py	253	# Check if spans are in the logs - the debug exporter outputs span details	COMMENT
LOW⚡	tests/tracing/utils/test_utils.py	66	# Check if the span order is preserved	COMMENT
LOW	tests/types/test_type_hints.py	502	# Check if dict is in the union (it could be dict or dict[str, Any])	COMMENT
LOW	tests/langchain/test_langchain_model_export.py	1143	# Check if the deserialized model has the same endpoint and temperature	STRING
LOW	tests/server/auth/test_auth.py	121	# Set _MLFLOW_SGI_NAME to "uvicorn" so auth module returns FastAPI app	COMMENT
LOW	tests/models/test_wheeled_model.py	105	# Check if conda.yaml files of the original model and wheeled model are the same	COMMENT
LOW	tests/models/test_wheeled_model.py	125	# Check if conda.yaml and requirements.txt are consistent	COMMENT
LOW	tests/models/test_wheeled_model.py	136	# Check if requirements.txt and wheels directory are consistent	COMMENT
LOW	tests/sklearn/test_sklearn_autolog.py	874	# Verify if the params match the best estimator, then metrics are logged in the model	COMMENT
LOW	tests/evaluate/test_default_evaluator.py	4505	# Check if binary metrics are present based on classification type	COMMENT
LOW	tests/ag2/test_ag2_autolog.py	83	# Check if the initiate_chat method is patched	COMMENT
LOW	tests/ag2/test_ag2_autolog.py	332	# Check if the initiate_chat method is patched	COMMENT
LOW	tests/ag2/test_ag2_autolog.py	342	# Check if the start time is in reasonable range	COMMENT
LOW	tests/transformers/test_transformers_signature.py	149	monkeypatch.setenv("MLFLOW_INPUT_EXAMPLE_INFERENCE_TIMEOUT", "1") # Set timeout to 1 second	CODE
LOW	tests/optuna/test_storage.py	543	# Set params to another trial.	COMMENT
LOW	tests/tracking/test_client.py	3134	# Assign alias to version 1	COMMENT
LOW	tests/genai/evaluate/test_evaluation.py	506	# Check if the model_id is set in the traces	COMMENT
LOW	tests/genai/prompts/test_prompts.py	1405	# Set alias to version 1	COMMENT
LOW⚡	tests/gateway/providers/test_togetherai.py	269	# Check if the raised exception has correct status code and detail	COMMENT
LOW	tests/gateway/providers/test_togetherai.py	304	# Check if the raised exception has correct status code and detail	COMMENT
LOW	tests/gateway/providers/test_fallback.py	121	# Set max_attempts to 2, even though we have 3 providers	COMMENT
LOW	tests/store/tracking/test_file_store.py	1496	# Set start_time to ensure the search result is deterministic	COMMENT
LOW	tests/store/tracking/test_file_store.py	1557	# Set start_time to ensure the search result is deterministic	COMMENT
LOW	…racking/sqlalchemy_store/test_sqlalchemy_store_runs.py	1772	# Set start_time to ensure the search result is deterministic	COMMENT
LOW	…racking/sqlalchemy_store/test_sqlalchemy_store_runs.py	1832	# Set start_time to ensure the search result is deterministic	COMMENT
LOW	…racking/sqlalchemy_store/test_sqlalchemy_store_runs.py	1886	# Set start_time to ensure the search result is deterministic	COMMENT
LOW⚡	tests/store/artifact/test_models_artifact_repo.py	222	# Check if the files are downloaded correctly	COMMENT
LOW⚡	tests/store/artifact/test_models_artifact_repo.py	226	# Check if the metadata file is created	COMMENT
LOW	mlflow/demo/base.py	65	# Check if demo data exists (version handled by base class)	STRING
LOW	mlflow/assistant/cli.py	62	# Check if already configured	COMMENT
LOW	mlflow/assistant/providers/claude_code.py	451	# Check if killed by interrupt (SIGKILL = -9)	COMMENT
LOW	mlflow/tracing/enablement.py	86	# Check if the experiment exists. In Databricks notebook, this `get_experiment` call triggers	COMMENT
LOW	mlflow/tracing/fluent.py	247	# Check if the function is a classmethod or staticmethod	COMMENT
LOW	mlflow/tracing/fluent.py	1107	# Check if pandas is installed early to avoid unnecessary computation	COMMENT
LOW	mlflow/tracing/utils/truncation.py	73	# Check if the object contains messages with OpenAI ChatCompletion format	COMMENT
LOW	mlflow/tracing/utils/truncation.py	77	# Check if the object contains a message in OpenAI ChatCompletion response format (choices)	COMMENT
LOW	mlflow/tracing/utils/truncation.py	88	# Check if the object contains a message in OpenAI Responses API request format	COMMENT
LOW	mlflow/tracing/utils/truncation.py	92	# Check if the object contains a message in OpenAI Responses API response format	COMMENT
LOW	mlflow/gemini/genai_semconv_converter.py	18	# Check if this is a list of Content dicts (have "role" key)	COMMENT
LOW	mlflow/onnx/__init__.py	265	# Check if the MLModel config has the providers meta data	COMMENT
LOW	mlflow/langchain/utils/chat.py	450	# Check if this is streaming (contains ChatGenerationChunk)	COMMENT
LOW	mlflow/pyspark/optuna/study.py	189	# Check if study exists and auto-resume if it does	COMMENT
LOW	mlflow/llama_index/tracer.py	605	# Check if generator/async generator is already closed	COMMENT
LOW	mlflow/server/gateway_api.py	108	# Check if body was already parsed by auth middleware	COMMENT
LOW	mlflow/server/gateway_api.py	291	# Check if this is Azure OpenAI (requires api_type, deployment_name, api_base, api_version)	COMMENT
LOW	mlflow/server/handlers.py	1079	# Check if this field is a list type by looking for _assert_array validator	COMMENT
LOW	mlflow/server/handlers.py	7650	# Check if run exists before attempting deletion - user may have	COMMENT
LOW	mlflow/server/__init__.py	448	# Check if job execution can be enabled (requirements met)	COMMENT
LOW	mlflow/server/assistant/api.py	455	# Check if skills already exist - skip re-installation	COMMENT
LOW	mlflow/server/auth/__init__.py	4325	# Check if this is a trusted internal request from a job subprocess.	COMMENT
LOW	mlflow/utils/credentials.py	112	# Check if databricks credentials are valid.	COMMENT
LOW	mlflow/utils/uv_utils.py	451	# Set UV_PROJECT_ENVIRONMENT to install packages into python environment at	STRING
LOW	mlflow/utils/rest_utils.py	531	# Check if this is a retryable error	COMMENT
LOW	mlflow/utils/rest_utils.py	535	# Check if we've exceeded max retries	COMMENT
LOW	mlflow/utils/rest_utils.py	551	# Check if we've exceeded or would exceed timeout	COMMENT
93 more matches not shown…

Over-Commented Block213 hits · 188 pts

Severity	File	Line	Snippet	Context
LOW	tests/server/auth/test_auth_workspace.py	2521	assert auth_module.validate_can_manage_gateway_endpoint() is True	COMMENT
LOW	tests/sklearn/test_sklearn_autolog.py	941	#	COMMENT
LOW	tests/db/test_tracking_operations.py	61	# > transaction could not be processed, a memory allocation error occurred	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	161		COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	281	registered_model_name="AdsModel1",	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	301		COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	321	# artifact_repo.log_artifacts(model_path, artifact_path=artifact_path)	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	341	# spark_custom_env_parsed = yaml.safe_load(f)	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	361	# req_file = tmpdir.join("requirements.txt")	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	381	# jsl_model, "model", pip_requirements=[f"-c {req_file.strpath}", "b"]	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	401	# mlflow.get_artifact_uri("model"), [expected_mlflow_version, *default_reqs, "a"]	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	421	# ["a"],	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	441	# ):	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	461	# spark_custom_env_parsed = yaml.safe_load(f)	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	481	# model_path = _download_artifact_from_uri(artifact_uri=model_uri)	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	501	# _assert_pip_requirements(model_uri, mlflow.johnsnowlabs.get_default_pip_requirements())	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	521	# ),	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	541	# "12.0",	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	561	# "dbfs:/databricks/mlflow-tracking/a/b/model/sparkml",	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	581	# mlflowdbfs_available,	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	601	# if dbutils_available:	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	621	# mock_get_dbutils,	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	641	# == "dbfs:/databricks/mlflow-tracking/a/b/model/sparkml"	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	661	#	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	681	# ), mock.patch(	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	701	#	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	721	# python_env_path = Path(model_path, pyfunc_conf[pyfunc.ENV]["virtualenv"])	COMMENT
LOW	tests/johnsnowlabs/test_johnsnowlabs_model_export.py	741	# artifact_path=artifact_path,	COMMENT
LOW	…ts/spark/autologging/ml/test_pyspark_ml_autologging.py	921	logloss1 = mce.evaluate(pred1_result)	COMMENT
LOW	charts/artifacthub-repo.yml	1	# Artifact Hub repository metadata for the MLflow Helm chart.	COMMENT
LOW	charts/example-mlflow-charts.yaml	21	flag_options: []	COMMENT
LOW	charts/example-mlflow-charts.yaml	41		COMMENT
LOW	charts/example-mlflow-charts.yaml	61	# name: s3-credentials	COMMENT
LOW	charts/values.yaml	1	# MLflow container image.	COMMENT
LOW	charts/values.yaml	21	replicaCount: 1	COMMENT
LOW	charts/values.yaml	41	workers: 4	COMMENT
LOW	charts/values.yaml	61	schedule: "0 2 * * 0"	COMMENT
LOW	charts/values.yaml	121	# secretKeyRef:	COMMENT
LOW	charts/values.yaml	141	artifactsDestination: ""	COMMENT
LOW	charts/values.yaml	181	metrics:	COMMENT
LOW	charts/values.yaml	241	# Access mode for the PersistentVolumeClaim. Use ReadWriteOnce for single-node	COMMENT
LOW	mlflow/environment_variables.py	101	#: Specifies the tracking URI.	COMMENT
LOW	mlflow/environment_variables.py	121	#: bypasses RBAC, so the creator is not assigned to any role. Set to ``False`` to skip	COMMENT
LOW	mlflow/environment_variables.py	141	MLFLOW_WORKSPACE_ARTIFACT_ROOT_CACHE_TTL_SECONDS = _EnvironmentVariable(	COMMENT
LOW	mlflow/environment_variables.py	221	#: Specifies the chunk size to use when uploading a file to GCS.	COMMENT
LOW	mlflow/environment_variables.py	241		COMMENT
LOW	mlflow/environment_variables.py	261	#: Specifies the ``pool_size`` parameter to use for ``sqlalchemy.create_engine`` in the SQLAlchemy	COMMENT
LOW	mlflow/environment_variables.py	501	#: (default: ``None``)	COMMENT
LOW	mlflow/environment_variables.py	521	"MLFLOW_ENABLE_ARTIFACTS_PROGRESS_BAR", True	COMMENT
LOW	mlflow/environment_variables.py	601	"MLFLOW_MULTIPART_UPLOAD_CHUNK_SIZE", int, 10 * 1024**2	COMMENT
LOW	mlflow/environment_variables.py	701	#: If set to True, the following entities will be truncated to their maximum length:	COMMENT
LOW	mlflow/environment_variables.py	781	)	COMMENT
LOW	mlflow/environment_variables.py	841	#: ``Guidelines``, ``Safety``) when no ``model`` is passed explicitly. When unset,	COMMENT
LOW	mlflow/environment_variables.py	901		COMMENT
LOW	mlflow/environment_variables.py	921	MLFLOW_ENABLE_OTLP_EXPORTER = _BooleanEnvironmentVariable("MLFLOW_ENABLE_OTLP_EXPORTER", True)	COMMENT
LOW	mlflow/environment_variables.py	961		COMMENT
LOW	mlflow/environment_variables.py	981		COMMENT
LOW	mlflow/environment_variables.py	1081	)	COMMENT
LOW	mlflow/environment_variables.py	1121	)	COMMENT
LOW	mlflow/environment_variables.py	1161	#: (default: ``1000``)	COMMENT
153 more matches not shown…

Modern Structural Boilerplate190 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	tests/strands/test_strands_tracing.py	97	def update_config(self, **model_config: Any) -> None:	CODE
LOW	tests/pyfunc/custom_model/loader.py	5	__all__ = ["mod2"]	CODE
LOW	tests/pyfunc/custom_model/mod1/__init__.py	3	__all__ = ["mod2"]	CODE
LOW	tests/pyfunc/custom_model/mod1/mod2/__init__.py	3	__all__ = ["mod4"]	CODE
LOW	.claude/skills/src/skills/github/__init__.py	13	__all__ = [	CODE
LOW	mlflow/client.py	10	__all__ = [	CODE
LOW	mlflow/__init__.py	209	__all__ = [	CODE
LOW	mlflow/demo/__init__.py	10	__all__ = [	CODE
LOW	mlflow/demo/generators/__init__.py	21	__all__ = [	CODE
LOW	mlflow/dspy/__init__.py	4	__all__ = ["autolog"]	CODE
LOW	mlflow/assistant/config.py	163	__all__ = [	CODE
LOW	mlflow/assistant/__init__.py	25	__all__ = ["get_project_path", "clear_project_path_cache", "AssistantConfig"]	CODE
LOW	mlflow/assistant/providers/__init__.py	8	__all__ = [	CODE
LOW	mlflow/metrics/__init__.py	486	__all__ = [	CODE
LOW	mlflow/metrics/genai/__init__.py	15	__all__ = [	CODE
LOW	mlflow/tracing/__init__.py	13	__all__ = [	CODE
LOW	mlflow/tracing/locations.py	3	__all__ = ["UnityCatalog"]	CODE
LOW	mlflow/tracing/processor/uc_table.py	85	def _set_user_session_span_attributes(self, root_span: OTelReadableSpan) -> None:	CODE
LOW	mlflow/tracing/processor/otel_metrics_mixin.py	39	def _setup_metrics_if_necessary(self) -> None:	CODE
LOW	mlflow/tracing/utils/otlp.py	164	def _set_otel_proto_anyvalue(pb_any_value: AnyValue, value: Any) -> None:	CODE
LOW	mlflow/tracing/utils/__init__.py	839	def set_span_model_attribute(span: LiveSpan, inputs: dict[str, Any]) -> None:	CODE
LOW	mlflow/tracing/utils/__init__.py	871	def set_span_cost_attribute(span: LiveSpan) -> None:	CODE
LOW	mlflow/tracing/utils/truncation.py	15	def set_request_response_preview(trace_info: TraceInfo, trace_data: TraceData) -> None:	CODE
LOW	mlflow/tracing/display/__init__.py	7	__all__ = [	CODE
LOW	mlflow/tracing/export/async_export_queue.py	138	def _set_up_threads(self) -> None:	CODE
LOW	mlflow/types/responses.py	22	__all__ = [	CODE
LOW	mlflow/pytest/session.py	36	def set_plugin_active() -> None:	CODE
LOW	mlflow/pytest/session.py	45	def set_current_test(test_name: str \| None, case_id: str \| None = None) -> None:	CODE
LOW	mlflow/pytest/__init__.py	3	__all__ = ["test"]	CODE
LOW	mlflow/langchain/autolog.py	10	logger = logging.getLogger(__name__)	CODE
LOW	mlflow/langchain/__init__.py	5	__all__ = ["autolog", "FLAVOR_NAME"]	CODE
LOW	mlflow/langchain/utils/logging.py	62	logger = logging.getLogger(__name__)	CODE
LOW	mlflow/config/__init__.py	44	__all__ = [	CODE
LOW	mlflow/diffusers/__init__.py	533	__all__ = [	CODE
LOW	mlflow/pyspark/__init__.py	3	__all__ = ["ml"]	CODE
LOW	mlflow/projects/__init__.py	447	__all__ = ["run", "SubmittedRun"]	CODE
LOW	mlflow/projects/backend/__init__.py	8	__all__ = ["AbstractBackend"]	CODE
LOW	mlflow/llama_index/__init__.py	5	__all__ = ["autolog", "FLAVOR_NAME"]	CODE
LOW	mlflow/claude_code/tracing.py	411	def _set_token_usage_attribute(span, usage: dict[str, Any]) -> None:	CODE
LOW	mlflow/server/gateway_api.py	227	def _set_gateway_telemetry_state(request: Request, endpoint_config) -> None:	CODE
LOW	mlflow/server/workspace_helpers.py	148	__all__ = [	CODE
LOW	mlflow/server/assistant/session.py	38	def set_pending_message(self, role: str, content: str) -> None:	CODE
LOW	mlflow/server/assistant/session.py	57	def update_context(self, context: dict[str, Any]) -> None:	CODE
LOW	mlflow/server/jobs/progress.py	32	def _set_job_tracker(tracker: "JobTracker \| None") -> None:	CODE
LOW	mlflow/server/jobs/progress.py	37	def update_status_details(status_details: dict[str, Any]) -> None:	CODE
LOW	mlflow/utils/workspace_utils.py	57	def set_workspace_store_uri(uri: str \| None) -> None:	CODE
LOW	mlflow/utils/workspace_utils.py	111	__all__ = [	CODE
LOW	mlflow/utils/jsonpath_utils.py	199	def set_nested_value(data: dict[str, Any], parts: list[str], value: Any) -> None:	CODE
LOW	mlflow/utils/async_logging/async_logging_queue.py	323	def _set_up_logging_thread(self) -> None:	CODE
LOW	…w/utils/async_logging/async_artifacts_logging_queue.py	219	def _set_up_logging_thread(self) -> None:	CODE
LOW	mlflow/utils/autologging_utils/client.py	241	def set_tags(self, run_id: str \| PendingRunId, tags: dict[str, Any]) -> None:	CODE
LOW	mlflow/models/__init__.py	49	__all__ = [	CODE
LOW	mlflow/models/model.py	1610	def set_model(model) -> None:	CODE
LOW	mlflow/models/evaluation/__init__.py	13	__all__ = [	CODE
LOW	mlflow/cli/demo.py	42	def _set_quiet_logging() -> None:	CODE
LOW	mlflow/cli/traces.py	481	def set_trace_tag(trace_id: str, key: str, value: str) -> None:	CODE
LOW	mlflow/ai_commands/__init__.py	14	__all__ = ["get_command", "get_command_body", "list_commands", "parse_frontmatter", "commands"]	CODE
LOW	mlflow/haystack/autolog.py	146	def set_component_info(self, mlflow_span: LiveSpan, span: OTelReadableSpan) -> None:	CODE
LOW⚡	mlflow/haystack/autolog.py	186	def set_pipeline_info(self, mlflow_span: LiveSpan, span: OTelReadableSpan) -> None:	CODE
LOW	mlflow/strands/autolog.py	112	def _set_span_type(mlflow_span: LiveSpan, span: OTelReadableSpan) -> None:	CODE
130 more matches not shown…

Cross-Language Confusion (JS/TS)30 hits · 150 pts

Severity	File	Line	Snippet	Context
HIGH	…ged-models/ExperimentLoggedModelListPageTableEmpty.tsx	83	print(logged_model.model_id, logged_model.params)	CODE
HIGH	…ged-models/ExperimentLoggedModelListPageTableEmpty.tsx	101	print(logged_model.model_id, logged_model.metrics)`.trim();	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	298	call_source: 'def evaluate(inputs, outputs):\n return True',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	308	code: 'def evaluate(inputs, outputs):\n return True',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	632	code: 'def my_scorer(inputs, outputs):\n return True',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	649	call_source: 'def my_scorer(inputs, outputs):\n return True',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	661	code: 'return True',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	954	code: 'def original_scorer():\n return False',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	965	code: 'def original_scorer():\n return False',	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	975	code: 'def original_scorer():\n return False', // Code unchanged	CODE
HIGH	…/experiment-scorers/utils/scorerTransformUtils.test.ts	1053	code: 'def original_scorer():\n return False',	CODE
HIGH	…iment-scorers/hooks/scheduledScorersCacheUtils.test.ts	51	serialized_scorer: '{"name": "custom", "call_source": "return True"}',	CODE
HIGH	…iment-scorers/hooks/scheduledScorersCacheUtils.test.ts	78	code: 'return True',	CODE
HIGH	…nt-tracking/pages/prompts/components/OptimizeModal.tsx	76	print(f"The new prompt URI: {result.optimized_prompts[0].uri}")`;	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	331	print(run_prompt(**variables))`;	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	353	print(run_prompt(**variables))`;	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	368	print(run_prompt(${variables.map((name) => `${name}="<${name}>"`).join(', ')}))`;	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	384	print(run_prompt(${variables.map((name) => `${name}="<${name}>"`).join(', ')}))`;	CODE
HIGH	…rc/gateway/components/endpoints/EndpointUsageModal.tsx	91	print(response.json())`,	CODE
HIGH	…rc/gateway/components/endpoints/EndpointUsageModal.tsx	123	print(response.choices[0].message)`,	CODE
HIGH	…rc/gateway/components/endpoints/EndpointUsageModal.tsx	152	print(response.output_text)`,	CODE
HIGH	…rc/gateway/components/endpoints/EndpointUsageModal.tsx	178	print(response.content[0].text)`,	CODE
HIGH	…rc/gateway/components/endpoints/EndpointUsageModal.tsx	212	print(response.candidates[0].content.parts[0].text)`,	CODE
HIGH	…c/gateway/components/edit-endpoint/StarterCodeCard.tsx	59	print(response.choices[0].message)`,	CODE
HIGH	…c/gateway/components/edit-endpoint/StarterCodeCard.tsx	86	print(response.output_text)`,	CODE
HIGH	…c/gateway/components/edit-endpoint/StarterCodeCard.tsx	117	print(response.content[0].text)`,	CODE
HIGH	…c/gateway/components/edit-endpoint/StarterCodeCard.tsx	148	print(response.candidates[0].content.parts[0].text)`,	CODE
HIGH	…cs/src/components/OpenAICompatibleGatewayDoc/index.tsx	142	print(response.choices[0].message.content)`}	CODE
HIGH	…cs/src/components/OpenAICompatibleGatewayDoc/index.tsx	221	print(answer)`}	CODE
HIGH	…cs/src/components/OpenAICompatibleGatewayDoc/index.tsx	288	print(chunk.choices[0].delta.content, end="")`}	CODE

AI Structural Patterns139 hits · 120 pts

Severity	File	Line	Context
LOW	tests/tracking/fluent/test_fluent.py	87	CODE
LOW	tests/gateway/test_tracing_utils.py	66	CODE
LOW	tests/store/tracking/sqlalchemy_store/conftest.py	281	CODE
LOW	tests/store/tracking/sqlalchemy_store/conftest.py	319	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	770	CODE
LOW	mlflow/h2o/__init__.py	77	CODE
LOW	mlflow/h2o/__init__.py	213	CODE
LOW	mlflow/dspy/save.py	82	CODE
LOW	mlflow/dspy/save.py	308	CODE
LOW	mlflow/sentence_transformers/__init__.py	117	CODE
LOW	mlflow/sentence_transformers/__init__.py	304	CODE
LOW	mlflow/keras/save.py	103	CODE
LOW	mlflow/keras/save.py	275	CODE
LOW	mlflow/keras/autologging.py	115	CODE
LOW	mlflow/metrics/genai/metric_definitions.py	14	CODE
LOW	mlflow/metrics/genai/metric_definitions.py	105	CODE
LOW	mlflow/metrics/genai/metric_definitions.py	197	CODE
LOW	mlflow/metrics/genai/metric_definitions.py	286	CODE
LOW	mlflow/metrics/genai/metric_definitions.py	369	CODE
LOW	mlflow/metrics/genai/genai_metric.py	204	CODE
LOW	mlflow/metrics/genai/genai_metric.py	365	CODE
LOW	mlflow/tracing/client.py	271	CODE
LOW	mlflow/tracing/fluent.py	91	CODE
LOW	mlflow/tracing/fluent.py	105	CODE
LOW	mlflow/tracing/fluent.py	118	CODE
LOW	mlflow/tracing/fluent.py	369	CODE
LOW	mlflow/tracing/fluent.py	678	CODE
LOW	mlflow/tracing/fluent.py	928	CODE
LOW	mlflow/tracing/fluent.py	1425	CODE
LOW	mlflow/tracing/fluent.py	1779	CODE
LOW	mlflow/shap/__init__.py	292	CODE
LOW	mlflow/shap/__init__.py	378	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	329	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	356	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	383	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	410	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	437	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	464	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	491	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	518	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	545	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	572	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	599	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	626	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	653	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	680	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	707	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	734	CODE
LOW	mlflow/protos/unity_catalog_prompt_service_pb2_grpc.py	761	CODE
LOW	mlflow/onnx/__init__.py	93	CODE
LOW	mlflow/onnx/__init__.py	500	CODE
LOW	mlflow/langchain/model.py	132	CODE
LOW	mlflow/langchain/model.py	441	CODE
LOW	mlflow/xgboost/__init__.py	115	CODE
LOW	mlflow/xgboost/__init__.py	237	CODE
LOW	mlflow/xgboost/__init__.py	465	CODE
LOW	mlflow/diffusers/__init__.py	214	CODE
LOW	mlflow/diffusers/__init__.py	408	CODE
LOW	mlflow/pyspark/ml/__init__.py	803	CODE
LOW	mlflow/projects/__init__.py	209	CODE
79 more matches not shown…

Structural Annotation Overuse67 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/gateway/test_tracing_utils.py	422	# Step 1: Agent creates span and generates traceparent headers	COMMENT
LOW⚡	tests/gateway/test_tracing_utils.py	428	# Step 2: Gateway processes request (no active agent span, simulating separate server)	COMMENT
LOW	…/sqlalchemy_store/test_sqlalchemy_store_assessments.py	503	# Step 1: log_spans() creates the trace row as spans are exported incrementally.	COMMENT
LOW	…/sqlalchemy_store/test_sqlalchemy_store_assessments.py	527	# Step 2: _log_trace() calls start_trace() with the full TraceInfo (including	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	484	# Step 9: Test delete_scorer for non-existent scorer	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	488	# Step 10: Test delete_scorer for non-existent version	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	494	# Step 11: Test delete_scorer for remaining scorers	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	504	# Step 12: Test list_scorer_versions	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	349	# Step 2: Test list_scorers - should return latest version for each scorer name	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	393	# Step 3: Test get_scorer with specific versions	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	409	# Step 4: Test get_scorer without version (should return latest)	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	422	# Step 5: Test error cases for get_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	433	# Step 6: Test delete_scorer - delete specific version of accuracy_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	457	# Step 7: Test delete_scorer - delete all versions of accuracy_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	473	# Step 8: Test list_scorers after deletion	COMMENT
LOW	.claude/skills/add-review-comment/SKILL.md	14	## Step 1: Locate the line to comment on	COMMENT
LOW	.claude/skills/add-review-comment/SKILL.md	18	## Step 2: Post the comment	COMMENT
LOW⚡	mlflow/assistant/cli.py	103	# Step 1: Select provider	COMMENT
LOW⚡	mlflow/assistant/cli.py	108	# Step 2: Check provider availability	COMMENT
LOW⚡	mlflow/assistant/cli.py	112	# Step 3: Optionally connect experiment with code repository	COMMENT
LOW⚡	mlflow/assistant/cli.py	115	# Step 4: Ask for model	COMMENT
LOW⚡	mlflow/assistant/cli.py	118	# Step 5: Ask for skill location	COMMENT
LOW⚡	mlflow/assistant/cli.py	121	# Step 6: Install skills	COMMENT
LOW⚡	mlflow/assistant/cli.py	124	# Step 7: Save configuration	COMMENT
LOW	mlflow/tracing/fluent.py	1237	# Step 1: Page through traces to collect unique session IDs (up to max_results)	COMMENT
LOW	mlflow/tracing/fluent.py	1268	# Step 2: Fetch complete traces for each session in parallel	COMMENT
LOW	mlflow/server/js/src/assistant/AssistantService.ts	230	// Step 1: POST the message to initiate processing	COMMENT
LOW	mlflow/server/js/src/assistant/AssistantService.ts	247	// Step 2: Get the session_id from the response	COMMENT
LOW	mlflow/server/js/src/assistant/AssistantService.ts	259	// Step 3: Connect to the SSE endpoint to receive the stream	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	21	// Step 1: raw interval	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	24	// Step 2: round to a "nice" interval	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	36	// Step 3: extend right bound so we always overshoot it	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	41	// Step 4: Generate tick positions	COMMENT
LOW	…/model-trace-explorer/graph-view/GraphView.workflow.ts	244	// Step 1: Position leaf nodes (no children) sequentially	COMMENT
LOW	…/model-trace-explorer/graph-view/GraphView.workflow.ts	255	// Step 2: Center parent nodes above their positioned children	COMMENT
LOW⚡	…/model-trace-explorer/graph-view/GraphView.workflow.ts	270	// Step 3: Position any remaining unpositioned nodes in this layer	COMMENT
LOW⚡	…/model-trace-explorer/graph-view/GraphView.workflow.ts	279	// Step 4: Resolve overlaps — sort by x, push right as needed	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	13	# Step 1: Define evaluation dataset	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	20	# Step 2: Define predict_fn	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	28	# Step 3: Run evaluation	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	54	# Step 1: Pull traces to evaluate.	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	59	# Step 2: Run evaluation. No predict_fn needed — inputs/outputs	COMMENT
LOW⚡	mlflow/cli/crypto.py	77	# Step 1: Stop server (or ctrl-c if running in foreground)	STRING
LOW⚡	mlflow/cli/crypto.py	85	# Step 4: Run rotation	STRING
LOW⚡	mlflow/cli/crypto.py	88	# Step 5: Update deployment config (example for Kubernetes)	STRING
LOW⚡	mlflow/cli/crypto.py	94	# Step 6: Restart server	STRING
LOW	mlflow/ai_commands/genai/analyze_experiment.md	17	## Step 1: Setup and Configuration	COMMENT
LOW	mlflow/ai_commands/genai/analyze_experiment.md	79	## Step 2: Analysis Phase	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	415	# Step 1: Describe the agent	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	422	# Step 2: Generate test cases	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	429	# Step 3: Simulate conversations	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	440	# Step 4: Detect issues	COMMENT
LOW	mlflow/genai/datasets/__init__.py	501	# WARNING: This returns ALL datasets - use with caution!	STRING
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3896	# Step 1: Find sessions with at least one trace >= min timestamp (optimization)	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3904	# Step 2: Optional filter on first trace (e.g., tags.myTag = "value")	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3912	# Step 3: Compute first/last trace timestamps for each session	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3920	# Step 4: Get completed sessions (last trace <= max timestamp)	COMMENT
LOW⚡	libs/typescript/core/src/exporters/mlflow.ts	216	// Step 1: Create trace metadata in backend	COMMENT
LOW⚡	libs/typescript/core/src/exporters/mlflow.ts	218	// Step 2: Upload trace data (spans) to artifact storage	COMMENT
LOW	libs/typescript/core/src/exporters/uc_table.ts	220	// Step 1: persist the trace info (tags, metadata, state).	COMMENT
7 more matches not shown…

Verbosity Indicators60 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/gateway/test_tracing_utils.py	422	# Step 1: Agent creates span and generates traceparent headers	COMMENT
LOW⚡	tests/gateway/test_tracing_utils.py	428	# Step 2: Gateway processes request (no active agent span, simulating separate server)	COMMENT
LOW	…/sqlalchemy_store/test_sqlalchemy_store_assessments.py	503	# Step 1: log_spans() creates the trace row as spans are exported incrementally.	COMMENT
LOW	…/sqlalchemy_store/test_sqlalchemy_store_assessments.py	527	# Step 2: _log_trace() calls start_trace() with the full TraceInfo (including	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	484	# Step 9: Test delete_scorer for non-existent scorer	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	488	# Step 10: Test delete_scorer for non-existent version	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	494	# Step 11: Test delete_scorer for remaining scorers	COMMENT
LOW⚡	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	504	# Step 12: Test list_scorer_versions	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	349	# Step 2: Test list_scorers - should return latest version for each scorer name	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	393	# Step 3: Test get_scorer with specific versions	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	409	# Step 4: Test get_scorer without version (should return latest)	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	422	# Step 5: Test error cases for get_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	433	# Step 6: Test delete_scorer - delete specific version of accuracy_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	457	# Step 7: Test delete_scorer - delete all versions of accuracy_scorer	COMMENT
LOW	…king/sqlalchemy_store/test_sqlalchemy_store_scorers.py	473	# Step 8: Test list_scorers after deletion	COMMENT
LOW⚡	mlflow/assistant/cli.py	103	# Step 1: Select provider	COMMENT
LOW⚡	mlflow/assistant/cli.py	108	# Step 2: Check provider availability	COMMENT
LOW⚡	mlflow/assistant/cli.py	112	# Step 3: Optionally connect experiment with code repository	COMMENT
LOW⚡	mlflow/assistant/cli.py	115	# Step 4: Ask for model	COMMENT
LOW⚡	mlflow/assistant/cli.py	118	# Step 5: Ask for skill location	COMMENT
LOW⚡	mlflow/assistant/cli.py	121	# Step 6: Install skills	COMMENT
LOW⚡	mlflow/assistant/cli.py	124	# Step 7: Save configuration	COMMENT
LOW	mlflow/tracing/fluent.py	1237	# Step 1: Page through traces to collect unique session IDs (up to max_results)	COMMENT
LOW	mlflow/tracing/fluent.py	1268	# Step 2: Fetch complete traces for each session in parallel	COMMENT
LOW	mlflow/types/schema.py	266	When two properties have the same name, we need to check if their dtypes	STRING
LOW	mlflow/langchain/databricks_dependencies.py	190	To keep backward compatibility, we need to check if the object is an instance of the	STRING
LOW	mlflow/server/js/src/assistant/AssistantService.ts	230	// Step 1: POST the message to initiate processing	COMMENT
LOW	mlflow/server/js/src/assistant/AssistantService.ts	247	// Step 2: Get the session_id from the response	COMMENT
LOW	mlflow/server/js/src/assistant/AssistantService.ts	259	// Step 3: Connect to the SSE endpoint to receive the stream	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	21	// Step 1: raw interval	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	24	// Step 2: round to a "nice" interval	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	36	// Step 3: extend right bound so we always overshoot it	COMMENT
LOW⚡	…explorer/timeline-tree/gantt/TimelineTreeGanttBars.tsx	41	// Step 4: Generate tick positions	COMMENT
LOW	…/model-trace-explorer/graph-view/GraphView.workflow.ts	244	// Step 1: Position leaf nodes (no children) sequentially	COMMENT
LOW	…/model-trace-explorer/graph-view/GraphView.workflow.ts	255	// Step 2: Center parent nodes above their positioned children	COMMENT
LOW⚡	…/model-trace-explorer/graph-view/GraphView.workflow.ts	270	// Step 3: Position any remaining unpositioned nodes in this layer	COMMENT
LOW⚡	…/model-trace-explorer/graph-view/GraphView.workflow.ts	279	// Step 4: Resolve overlaps — sort by x, push right as needed	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	13	# Step 1: Define evaluation dataset	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	20	# Step 2: Define predict_fn	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	28	# Step 3: Run evaluation	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	54	# Step 1: Pull traces to evaluate.	COMMENT
LOW⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	59	# Step 2: Run evaluation. No predict_fn needed — inputs/outputs	COMMENT
LOW	mlflow/utils/async_logging/async_logging_queue.py	148	# `queue_size` is an estimate, so we need to check if the queue is empty.	COMMENT
LOW⚡	mlflow/cli/crypto.py	77	# Step 1: Stop server (or ctrl-c if running in foreground)	STRING
LOW⚡	mlflow/cli/crypto.py	85	# Step 4: Run rotation	STRING
LOW⚡	mlflow/cli/crypto.py	88	# Step 5: Update deployment config (example for Kubernetes)	STRING
LOW⚡	mlflow/cli/crypto.py	94	# Step 6: Restart server	STRING
LOW	mlflow/transformers/__init__.py	2330	The purpose of this function is to convert them into the correct format for input	STRING
LOW⚡	mlflow/genai/agent_tester.py	415	# Step 1: Describe the agent	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	422	# Step 2: Generate test cases	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	429	# Step 3: Simulate conversations	COMMENT
LOW⚡	mlflow/genai/agent_tester.py	440	# Step 4: Detect issues	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3896	# Step 1: Find sessions with at least one trace >= min timestamp (optimization)	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3904	# Step 2: Optional filter on first trace (e.g., tags.myTag = "value")	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3912	# Step 3: Compute first/last trace timestamps for each session	COMMENT
LOW⚡	mlflow/store/tracking/sqlalchemy_store.py	3920	# Step 4: Get completed sessions (last trace <= max timestamp)	COMMENT
LOW⚡	libs/typescript/core/src/exporters/mlflow.ts	216	// Step 1: Create trace metadata in backend	COMMENT
LOW⚡	libs/typescript/core/src/exporters/mlflow.ts	218	// Step 2: Upload trace data (spans) to artifact storage	COMMENT
LOW	libs/typescript/core/src/exporters/uc_table.ts	220	// Step 1: persist the trace info (tags, metadata, state).	COMMENT
LOW	libs/typescript/core/src/exporters/uc_table.ts	246	// Step 2: upload spans via OTLP.	COMMENT

AI Slop Vocabulary37 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	tests/tracing/test_fluent.py	1385	# Test a field that doesn't exist for extraction - we shouldn't throw, just return empty column	COMMENT
LOW	tests/utils/test_environment.py	375	# Should just pass with warning	COMMENT
MEDIUM	tests/ag2/test_ag2_autolog.py	321	# Test if the duration calculation for LLM completion is robust to timezone changes.	COMMENT
LOW⚡	tests/tracking/test_tracking.py	811	# Create a run and verify that the current active experiment is the one we just set	COMMENT
LOW⚡	tests/tracking/test_tracking.py	897	# Create a run and verify that the current active experiment is the one we just set	COMMENT
MEDIUM	tests/genai/evaluate/test_utils.py	505	# Using set because eval harness runs predict_fn in parallel	COMMENT
MEDIUM⚡	tests/genai/evaluate/test_evaluation.py	802	# Eval harness runs prediction in parallel, so the order is not deterministic	COMMENT
MEDIUM	tests/genai/evaluate/test_evaluation.py	862	# ThreadPoolExecutor is called twice in OSS (harness + scorers)	COMMENT
MEDIUM	mlflow/demo/__init__.py	30	# demo generation (e.g. by the evaluation harness's ThreadPoolExecutor) can resolve	COMMENT
MEDIUM	mlflow/tracing/fluent.py	82	# This is necessary for evaluation harness to access generated traces during	COMMENT
MEDIUM	mlflow/tracing/processor/base_mlflow.py	279	# synchronously for the evaluation harness.	COMMENT
LOW	mlflow/tracing/display/display_handler.py	73	# we can't just call trace.to_json() because this	STRING
MEDIUM	mlflow/tracing/export/mlflow_v3.py	196	# harness can access to the trace using mlflow.get_trace(eval_request_id)	COMMENT
MEDIUM	mlflow/tracing/export/mlflow_v3.py	310	# During evaluate or assertion tests, the harness relies on the generated	COMMENT
MEDIUM	mlflow/R/mlflow/R/databricks-utils.R	146	#' mode. This function extracts relevant data that MLflow needs in order to properly utilize the	COMMENT
LOW	mlflow/server/auth/__init__.py	1772	# No secret being changed, just return True	COMMENT
MEDIUM	…server/js/config-eslint/presets/createConfigFactory.js	734	// TypeScript's `noFallthroughCasesInSwitch` option is more robust (#6906)	COMMENT
MEDIUM	…in/rules/no-new-object-or-array-in-zustand-selector.js	138	// More robust check might involve looking at definition types or scope level	COMMENT
LOW	mlflow/utils/proto_json_utils.py	451	else: # by default just return whatever this is and hope for the best	CODE
MEDIUM⚡	mlflow/utils/requirements_utils.py	670	# NB: When a final name has been decided for GA for the aforementioned	COMMENT
MEDIUM	mlflow/tracking/artifact_utils.py	79	else: # if we're dealing with nt-based systems, we need to utilize pathname2url to encode.	CODE
MEDIUM⚡	mlflow/genai/judges/adapters/litellm_adapter.py	46	# ContextVar that upstream modules (e.g. the evaluate harness) can set to disable	COMMENT
MEDIUM	mlflow/genai/judges/adapters/litellm_adapter.py	521	# When an upstream module (e.g. the evaluate harness) has set the flag,	COMMENT
MEDIUM	mlflow/genai/judges/instructions_judge/__init__.py	180	# NB: We create a dummy PromptVersion here to leverage its existing template variable	COMMENT
MEDIUM	mlflow/genai/scorers/job.py	316	# Use _compute_eval_scores from harness - supports scorer tracing,	COMMENT
MEDIUM	mlflow/genai/scorers/base.py	631	# TODO: Replace 'Assessment' with 'Feedback' once we migrate from the agent eval harness	COMMENT
MEDIUM	mlflow/genai/evaluation/entities.py	261	# evaluation harness from the scorers that declare one. In-process only.	COMMENT
MEDIUM	mlflow/genai/evaluation/base.py	363	# harness will use those traces directly rather than calling predict_fn again.	COMMENT
MEDIUM	mlflow/genai/evaluation/base.py	392	# NB: The "RAG_EVAL_MAX_WORKERS" env var is used in the DBX agent harness, but is	COMMENT
LOW	mlflow/entities/span.py	1001	# propagation mechanism, so here we just use the native object that meets our	COMMENT
LOW	mlflow/spark/autologging.py	249	# If there are active runs, simply set the tag on the latest active run	COMMENT
LOW	mlflow/store/tracking/sqlalchemy_store.py	1184	# simply call _log_metrics and let it handle the rest	COMMENT
LOW	mlflow/store/tracking/sqlalchemy_store.py	1455	# just create a new SqlLatestMetric instance since both	COMMENT
LOW	mlflow/store/tracking/sqlalchemy_store.py	4673	# Assessment doesn't exist - this is idempotent, so just return	COMMENT
MEDIUM	…ions/1b5f0d9ad7c1_add_workspace_columns_and_catalog.py	442	# We could potentially leverage Alembic's batch_alter_table with recreate="auto" to avoid the	COMMENT
MEDIUM	mlflow/store/analytics/trace_correlation.py	5	# Using Jeffreys prior (alpha=0.5) to minimize bias while providing robust estimates	COMMENT
MEDIUM	examples/gemini/tracing.py	25	# Also leverage the chat feature to conduct multi-turn interactions	COMMENT

Fake / Example Data70 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	58	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	154	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	209	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	240	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	268	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	314	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	357	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	465	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/tracing/export/test_mlflow_v3_exporter.py	536	monkeypatch.setenv("DATABRICKS_TOKEN", "dummy-token")	CODE
LOW	tests/types/test_schema.py	1405	{"role": "user", "content": "I like machine learning", "name": "John Doe"},	CODE
LOW	tests/langchain/sample_code/chain.py	14	os.environ.setdefault("DATABRICKS_TOKEN", "fake-token")	CODE
LOW	tests/langchain/sample_code/no_config/chain.py	6	os.environ.setdefault("DATABRICKS_TOKEN", "fake-token")	CODE
LOW	tests/server/test_handlers.py	5382	request_message.created_by = "user@example.com"	CODE
LOW	tests/server/test_handlers.py	5396	created_by="user@example.com",	CODE
LOW	tests/server/test_handlers.py	5417	assert call_kwargs["created_by"] == "user@example.com"	CODE
LOW	tests/utils/test_jsonpath_utils.py	213	"source": {"source_type": "HUMAN", "source_id": "user@example.com"},	CODE
LOW	tests/utils/test_databricks_tracing_utils.py	396	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW	tests/entities/test_issue.py	170	created_by="user@example.com",	CODE
LOW	tests/entities/test_issue.py	184	assert issue.created_by == "user@example.com"	CODE
LOW	tests/entities/test_issue.py	232	"created_by": "admin@example.com",	CODE
LOW	tests/entities/test_issue.py	248	assert issue.created_by == "admin@example.com"	CODE
LOW	tests/gateway/providers/test_anthropic.py	1196	"content": [{"type": "text", "text": '{"name": "John Doe", "email": "john@example.com"}'}],	CODE
LOW	tests/gateway/providers/test_anthropic.py	1219	== '{"name": "John Doe", "email": "john@example.com"}'	CODE
LOW	tests/gateway/providers/test_mistral.py	329	"content": '{"name": "John Doe", "email": "john@example.com"}',	CODE
LOW	tests/gateway/providers/test_mistral.py	346	== '{"name": "John Doe", "email": "john@example.com"}'	CODE
LOW⚡	tests/store/tracking/test_databricks_rest_store.py	1862	assert result[0].created_by == "user@example.com"	CODE
LOW⚡	tests/store/tracking/test_databricks_rest_store.py	1863	assert result[0].last_updated_by == "user@example.com"	CODE
LOW	tests/store/tracking/test_databricks_rest_store.py	1827	"created_by": "user@example.com",	CODE
LOW	tests/store/tracking/test_databricks_rest_store.py	1828	"last_updated_by": "user@example.com",	CODE
LOW⚡	…cking/sqlalchemy_store/test_sqlalchemy_store_issues.py	73	assert issue.created_by == "user@example.com"	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_issues.py	58	created_by="user@example.com",	CODE
LOW	…ng/sqlalchemy_store/test_sqlalchemy_workspace_store.py	1082	source = AssessmentSource(source_type="HUMAN", source_id="user@example.com")	CODE
LOW	…ng/sqlalchemy_store/test_sqlalchemy_workspace_store.py	1231	source_type=AssessmentSourceType.HUMAN, source_id="user@example.com"	CODE
LOW⚡	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1633	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW⚡	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1641	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW⚡	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1651	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1307	source = AssessmentSource(source_type="HUMAN", source_id="user@example.com")	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1354	source = AssessmentSource(source_type="HUMAN", source_id="user@example.com")	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1703	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW	…cking/sqlalchemy_store/test_sqlalchemy_store_traces.py	1713	source=AssessmentSource(source_type="HUMAN", source_id="user@example.com"),	CODE
LOW	…s/store/artifact/test_azure_data_lake_artifact_repo.py	458	first_credential = AzureSasCredential("fake_token")	CODE
LOW⚡	…atalog/model_registry/test_unity_catalog_rest_store.py	756	access_key_id = "fake-key"	CODE
LOW⚡	…atalog/model_registry/test_unity_catalog_rest_store.py	992	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	491	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	561	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	625	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	687	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1066	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1151	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1675	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1729	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1781	access_key_id = "fake-key"	CODE
LOW	…atalog/model_registry/test_unity_catalog_rest_store.py	1821	access_key_id = "fake-key"	CODE
LOW	…b-shared/model-trace-explorer/custom-view/catalog.json	387	"placeholder": {	CODE
LOW	…b-shared/model-trace-explorer/custom-view/catalog.json	666	"placeholder": {	CODE
LOW	…c/experiment-tracking/utils/LoggedModels.test-utils.ts	16	creator_id: 'test@test.com',	CODE
LOW	…t-view-components/ShowArtifactLoggedTableView.test.tsx	16	['row-2', 'ERROR', 'Lorem ipsum'],	CODE
LOW	…rts/components/RunsChartsDraggableCardsGridSection.tsx	29	const PlaceholderSymbol = Symbol('placeholder');	CODE
LOW	…gged-models/useCombinedRunInputsOutputsModels.test.tsx	18	creator_id: 'test@test.com',	CODE
LOW	…experiment-tracking/pages/prompts/PromptsPage.test.tsx	118	await userEvent.type(screen.getByLabelText('Prompt:'), 'lorem ipsum');	CODE
10 more matches not shown…

Magic Placeholder Names11 hits · 58 pts

Severity	File	Line	Snippet	Context
HIGH	mlflow/metrics/genai/genai_metric.py	261	os.environ.setdefault("OPENAI_API_KEY", "your-api-key-here")	STRING
HIGH	mlflow/server/js/src/assistant/setup/CodexAuth.tsx	143	{renderCodeBlock('export OPENAI_API_KEY=your-api-key')}	CODE
HIGH⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	10	os.environ["OPENAI_API_KEY"] = "your-api-key-here" # Replace with your API key	CODE
HIGH⚡	…s/experiment-evaluation-runs/evaluationCodeSnippets.ts	51	os.environ["OPENAI_API_KEY"] = "your-api-key-here" # Replace with your API key	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	298	client = OpenAI(api_key="<YOUR_API_KEY>")`;	CODE
HIGH	…king/pages/prompts/components/PromptContentPreview.tsx	298	client = OpenAI(api_key="<YOUR_API_KEY>")`;	CODE
HIGH	docs/src/components/OpenAICompatibleGateways/config.ts	61	apiKeyPlaceholder: '<YOUR_API_KEY>',	CODE
HIGH	docs/src/components/OpenAICompatibleGateways/config.ts	61	apiKeyPlaceholder: '<YOUR_API_KEY>',	CODE
HIGH	libs/tracing/README.md	67	client = openai.OpenAI(api_key="<your-api-key>")	CODE
HIGH	examples/openai/autologging/README.md	18	python examples/openai/autologging/instantiated_client.py --api-key="your-api-key"	CODE
HIGH	examples/openai/autologging/README.md	27	export OPENAI_API_KEY="your-api-key"	CODE

Synthetic Comment Markers6 hits · 42 pts

Severity	File	Line	Snippet	Context
HIGH	mlflow/metrics/genai/model_utils.py	347	# new ones as requested, as long as the provider support chat endpoints.	COMMENT
HIGH	…table/components/GenAiEvaluationTracesReview.utils.tsx	908	// It is not AI generated, and it doesn't have the `IS_FROM_AI` metadata field set to true	COMMENT
HIGH	…races-table/components/GenAiEvaluationTracesReview.tsx	60	// We check if there are no user provided overall assessments and if the last overall assessment was AI generated.	COMMENT
HIGH	…races-table/components/GenAiEvaluationTracesReview.tsx	66	// If we should repeat the AI generated overall assessment, we need to copy and add it to the list of assessments	COMMENT
HIGH	mlflow/genai/scorers/job.py	240	# Preserve order of traces as requested	COMMENT
HIGH	.github/workflows/triage.yml	157	🤖 This assessment was generated by AI and may be incorrect. A maintainer will review.	CODE

AI Response Leakage4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	tests/utils/test_uri.py	797	# In this example, %2%0952e -> %2\t52e -> %252e -> %2e -> .	COMMENT
HIGH	examples/demos/mlflow-3/deep_learning.py	2	# In this example, we will first run a model training job, which is tracked as an MLflow Run.	COMMENT
HIGH	examples/demos/mlflow-3/genai.py	2	# In this example, we will create an agent and then evaluate its performance. First, we will define the agent and log it	COMMENT
HIGH	examples/demos/mlflow-3/ml.py	2	# In this example, we will first run a model training job, which is tracked as	COMMENT

Slop Phrases8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	tests/pyfunc/test_spark.py	128	# Don't forget to revert these changes prior to pushing a branch!	COMMENT
LOW	examples/tracing/client.py	52	# End the child span. Please make sure to end the child span before ending the root span.	COMMENT
MEDIUM	examples/tracing/client.py	80	# Alternatively, you can use search_traces() API	COMMENT
MEDIUM	examples/tracing/fluent.py	44	# Alternatively, you can use `search_traces` API to retrieve	COMMENT
LOW	examples/docker/train.py	35	# Read the wine-quality csv file (make sure you're running this from the root of MLflow!)	COMMENT
MEDIUM	examples/evaluation/evaluate_with_model_validation.py	108	# If you would like to catch model validation failures, you can add try except clauses around	COMMENT
LOW	.github/ISSUE_TEMPLATE/good_first_issue.yaml	22	# ^^ make sure to use this	COMMENT
LOW	dev/update_mlflow_versions.py	124	# version of a dependency. to work around, we make sure to	COMMENT

Overly Generic Function Names14 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/tracing/test_fluent.py	2005	def test_function():	CODE
LOW⚡	tests/tracing/test_fluent.py	2600	def test_function():	CODE
LOW	tests/tracing/test_provider.py	662	def test_function():	CODE
LOW	tests/tracing/test_otel_logging.py	631	def test_function():	CODE
LOW	tests/tracing/processor/test_otel_metrics.py	94	def test_function() -> str:	CODE
LOW	tests/llama_index/test_llama_index_tracer.py	740	async def process_data(self, ev: ProcessEvent) -> ResultEvent:	CODE
LOW	tests/llama_index/test_llama_index_tracer.py	811	async def process_data(self, ev: ProcessEvent) -> ResultEvent:	CODE
LOW	tests/genai/test_agent_server.py	122	def my_function(request):	CODE
LOW	tests/genai/test_agent_server.py	470	def test_function(request):	CODE
LOW	tests/genai/test_agent_server.py	488	def test_function(request):	CODE
LOW	tests/pyfunc/sample_code/utils.py	1	def my_function(input):	CODE
LOW	mlflow/tracing/fluent.py	149	def my_function(x, y):	STRING
LOW	mlflow/tracing/fluent.py	161	def my_function(x, y):	STRING
LOW	dev/clint/tests/test_index.py	12	test_file.write_text("def test_function(): pass")	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	charts/example-mlflow-charts.yaml	2	# Usage:	COMMENT
LOW	mlflow/protos/opentelemetry/update.sh	5	# Usage:	COMMENT
LOW	…ples/sklearn_elasticnet_diabetes/osx/train_diabetes.py	13	# Usage:	COMMENT
LOW	…es/sklearn_elasticnet_diabetes/linux/train_diabetes.py	13	# Usage:	COMMENT
LOW	dev/publish_model_catalog.sh	4	# Usage:	COMMENT

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/utils/test_requirements_utils.py	625		CODE
MEDIUM	tests/openai/test_openai_agent_autolog.py	445		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ent-logged-models/ExperimentLoggedModelDetailsPage.tsx	79	// TODO: implement error handling	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings