3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.4K

Stars

Python

Language

3.1M

Lines of Code

4.5K

Files

7.8K

Pattern Hits

2026-10-31

Scan Date

0.04

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 9.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5357 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 1576 finding(s).

Agent Over-Engineering Ratio 10.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5345 finding(s).

PR Review Velocity Impact 14.9/100 · LOW

Which changes need focused human review? 7780 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 197MEDIUM 570LOW 7013

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 7780 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers4487 hits · 4616 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	23	def _looks_like_existing_test_path(arg: object) -> bool:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	39	def build_hierarchy_from_tags(tags: list[str], hierarchy: dict) -> None:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	51	def get_children_from_hierarchy(tag: str, hierarchy: dict) -> list[str]:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	56	def convert_oneof_const_to_enum(schema: dict) -> dict:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	98	def remove_defaults_from_required(spec: dict[str, Any]) -> int:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	130	def mark_unwrappable_list_responses(spec: dict[str, Any]) -> int:	CODE
LOW	client-sdks/openapi/build_hierarchy.py	206	def mark_streaming_operations(spec: dict[str, Any]) -> int:	CODE
LOW	client-sdks/openapi/patch_hierarchy.py	48	def extract_parent_child_pairs(hierarchy: dict, parent: str \| None = None) -> list[tuple[str, str]]:	CODE
LOW	…t-sdks/openapi/templates/python/lib/tools/mcp_oauth.py	271	def get_oauth_token_for_mcp_server(url: str) -> str \| None:	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	142	def _start_tool_execution_step(self, call_state: _ToolCallState) -> Iterator[AgentEvent]:	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	163	def _complete_tool_execution_step(self, call_state: _ToolCallState) -> Iterator[AgentEvent]:	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	310	def _handle_output_item_added(self, item: Any) -> Iterator[AgentEvent]:	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	361	def _handle_output_item_delta(self, delta: Any) -> Iterator[AgentEvent]:	CODE
LOW	…dks/openapi/templates/python/lib/agents/client_tool.py	136	def _python_type_to_json_schema_type(type_hint: Any) -> str:	CODE
LOW	…dks/openapi/templates/python/lib/agents/react/agent.py	20	def _tool_definition_from_mapping(tool: Mapping[str, Any]) -> dict[str, Any]:	CODE
LOW	…dks/openapi/templates/python/lib/agents/react/agent.py	31	def _collect_tool_definitions(	CODE
LOW	…dks/openapi/templates/python/lib/agents/react/agent.py	47	def get_default_react_instructions(tool_defs: list[dict[str, Any]]) -> str:	CODE
LOW	…emplates/python/lib/cli/post_training/post_training.py	88	def get_training_job_artifacts(ctx, job_uuid: str):	CODE
LOW	…nt-sdks/openapi/templates/python/lib/cli/eval/utils.py	11	def aggregate_categorical_count(	CODE
LOW	…nt-sdks/openapi/templates/python/lib/cli/eval/utils.py	28	def aggregate_weighted_average(	CODE
LOW	…openapi/templates/python/lib/inference/event_logger.py	38	def _handle_chat_completion_chunk(	CODE
LOW⚡	tests/unit/test_integration_helpers.py	66	def test_resolves_by_model_id():	CODE
LOW⚡	tests/unit/test_integration_helpers.py	72	def test_resolves_by_provider_resource_id_alias():	CODE
LOW⚡	tests/unit/test_integration_helpers.py	82	def test_alias_takes_precedence_over_model_id():	CODE
LOW⚡	tests/unit/test_integration_helpers.py	92	def test_model_without_provider_resource_id_does_not_break_the_alias_pass():	CODE
LOW⚡	tests/unit/test_integration_helpers.py	102	def test_models_are_listed_once_per_call():	CODE
LOW⚡	tests/unit/test_integration_helpers.py	110	def test_unknown_model_fails_with_a_descriptive_message():	CODE
LOW	tests/unit/test_integration_helpers.py	121	def test_missing_provider_id_fails_with_a_descriptive_message(custom_metadata):	CODE
LOW	tests/unit/test_integration_helpers.py	130	def test_unregistered_provider_fails_with_a_descriptive_message():	CODE
LOW⚡	tests/unit/test_ci_matrix.py	33	def test_matrix_lanes_reference_known_suites_and_setups():	CODE
LOW⚡	tests/unit/test_ci_matrix.py	39	def test_matrix_excluded_setups_are_absent_from_ci_matrix():	CODE
LOW⚡	tests/unit/test_ci_matrix.py	49	def test_matrix_excluded_setups_have_a_defaulting_suite():	CODE
LOW	tests/unit/test_ogx_api_namespaces.py	28	def test_provider_and_types_are_disjoint() -> None:	CODE
LOW⚡	tests/unit/test_ogx_api_namespaces.py	40	def test_provider_symbols_resolve_to_same_object_at_top_level() -> None:	CODE
LOW⚡	tests/unit/test_ogx_api_namespaces.py	47	def test_types_symbols_resolve_to_same_object_at_top_level() -> None:	CODE
LOW⚡	tests/unit/test_ogx_api_namespaces.py	54	def test_provider_surface_contains_core_symbols() -> None:	CODE
LOW	tests/unit/test_ogx_api_namespaces.py	74	def test_types_surface_contains_core_symbols() -> None:	CODE
LOW⚡	tests/unit/test_integration_conftest.py	33	def test_recognizes_a_real_server(self, stack_config):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	37	def test_recognizes_an_in_process_library_client(self, stack_config):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	40	def test_none_is_library_client(self):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	61	def test_server_only_file_is_skipped_in_library_client_mode(self, tmp_path):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	68	def test_server_only_file_runs_in_server_mode(self, tmp_path):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	75	def test_library_client_only_file_is_skipped_in_server_mode(self, tmp_path):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	82	def test_library_client_only_file_runs_in_library_client_mode(self, tmp_path):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	89	def test_an_unrelated_file_is_never_touched(self, tmp_path):	CODE
LOW⚡	tests/unit/test_integration_conftest.py	97	def test_an_item_outside_rootpath_is_never_touched(self, tmp_path):	CODE
LOW	tests/unit/test_generate_target_models_docs.py	18	def test_registry_provider_validation_allows_intentional_exclusions(monkeypatch):	CODE
LOW	tests/unit/test_generate_target_models_docs.py	39	def test_registry_provider_validation_fails_on_new_unmapped_provider(monkeypatch):	CODE
LOW	tests/unit/test_generate_target_models_docs.py	59	def test_registry_provider_validation_allows_stale_setup_aliases(monkeypatch):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	152	def test_returns_none_for_unknown_package(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	158	def test_finds_in_project_dependencies(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	164	def test_finds_in_optional_and_groups(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	171	def test_excludes_constraint_dependencies(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	176	def test_finds_bare_dep_without_version(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	182	def test_returns_empty_for_unknown(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	188	def test_inserts_alphabetically_middle(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	200	def test_inserts_alphabetically_beginning(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	209	def test_inserts_alphabetically_end(self):	CODE
LOW⚡	tests/unit/test_update_constraint_deps.py	218	def test_returns_false_when_no_constraint_section(self):	CODE
LOW	tests/unit/test_update_constraint_deps.py	119	def test_returns_none_when_missing(self):	CODE
4427 more matches not shown…

Unused Imports1530 hits · 985 pts

Severity	File	Line	Context
LOW	client-sdks/openapi/templates/python/lib/__init__.py	7	CODE
LOW	client-sdks/openapi/templates/python/lib/__init__.py	12	CODE
LOW	client-sdks/openapi/templates/python/lib/__init__.py	13	CODE
LOW	…nt-sdks/openapi/templates/python/lib/tools/__init__.py	7	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	15	CODE
LOW	…ient-sdks/openapi/templates/python/lib/agents/types.py	9	CODE
LOW	…api/templates/python/lib/cli/vector_stores/__init__.py	7	CODE
LOW	…api/templates/python/lib/cli/post_training/__init__.py	7	CODE
LOW	…s/openapi/templates/python/lib/cli/inspect/__init__.py	7	CODE
LOW	…openapi/templates/python/lib/cli/providers/__init__.py	7	CODE
LOW	…penapi/templates/python/lib/cli/toolgroups/__init__.py	7	CODE
LOW	…/openapi/templates/python/lib/cli/datasets/__init__.py	7	CODE
LOW	…ks/openapi/templates/python/lib/cli/models/__init__.py	7	CODE
LOW	…penapi/templates/python/lib/cli/eval_tasks/__init__.py	7	CODE
LOW	…openapi/templates/python/lib/cli/inference/__init__.py	7	CODE
LOW	…templates/python/lib/cli/scoring_functions/__init__.py	7	CODE
LOW	…sdks/openapi/templates/python/lib/cli/eval/__init__.py	7	CODE
LOW	tests/unit/core/jobs/test_resolver_worker_mode.py	20	CODE
LOW	…ts/unit/providers/responses/builtin/test_truncation.py	7	CODE
LOW	…ers/utils/inference/test_openai_mixin_provider_data.py	15	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	tests/unit/providers/utils/inference/conftest.py	7	CODE
LOW	…inference/vertexai/test_thought_signature_roundtrip.py	9	CODE
LOW	tests/integration/interactions/conftest.py	18	CODE
LOW	tests/integration/interactions/conftest.py	18	CODE
LOW	tests/integration/messages/conftest.py	18	CODE
LOW	tests/integration/messages/conftest.py	18	CODE
LOW	tests/integration/responses/conftest.py	14	CODE
LOW	tests/integration/responses/conftest.py	14	CODE
LOW	tests/integration/responses/helpers.py	12	CODE
LOW	tests/integration/responses/helpers.py	12	CODE
LOW	tests/integration/models/conftest.py	17	CODE
LOW	tests/integration/models/conftest.py	17	CODE
LOW	tests/integration/conversations/conftest.py	10	CODE
LOW	tests/integration/conversations/conftest.py	10	CODE
LOW	tests/integration/conversations/conftest.py	10	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	9	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	9	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	10	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	10	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	11	CODE
LOW	…ternal/ogx-api-weather/src/ogx_api_weather/__init__.py	9	CODE
LOW	…ternal/ogx-api-weather/src/ogx_api_weather/__init__.py	9	CODE
LOW	…ternal/ogx-api-weather/src/ogx_api_weather/__init__.py	9	CODE
LOW	scripts/check_openai_responses_drift.py	28	CODE
LOW	scripts/responses_test_coverage.py	19	CODE
LOW	scripts/generate_anthropic_coverage_docs.py	15	CODE
LOW	scripts/generate_openai_coverage_docs.py	15	CODE
LOW	scripts/generate_google_interactions_coverage_docs.py	15	CODE
LOW	scripts/provider_compat_matrix.py	29	CODE
LOW	scripts/google_interactions_coverage.py	22	CODE
LOW	scripts/openai_coverage.py	21	CODE
LOW	scripts/anthropic_coverage.py	39	CODE
LOW	scripts/generate_target_models_docs.py	8	CODE
1470 more matches not shown…

Decorative Section Separators232 hits · 867 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pyproject.toml	373	# ============================================================================	COMMENT
MEDIUM⚡	pyproject.toml	375	# ============================================================================	COMMENT
MEDIUM⚡	pyproject.toml	378	# ============================================================================	COMMENT
MEDIUM⚡	pyproject.toml	380	# ============================================================================	COMMENT
MEDIUM	pyproject.toml	436	# ============================================================================	COMMENT
MEDIUM	pyproject.toml	438	# ============================================================================	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	99	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	101	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	105	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	107	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	111	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	113	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	117	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	119	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	138	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	140	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	144	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	146	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	150	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	152	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	156	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	158	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	165	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	167	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	177	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	demo/skills_api_demo.py	179	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/skills_api_demo.py	75	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	demo/skills_api_demo.py	77	# ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/core/test_errors.py	57	# ── Direct matches for each mapped type ──────────────────────────	COMMENT
MEDIUM⚡	tests/unit/core/test_errors.py	99	# ── Subclass matching via MRO ────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/core/test_errors.py	137	# ── Multiple mapped parents: MRO order determines winner ─────────	COMMENT
MEDIUM⚡	tests/unit/core/test_errors.py	205	# ── Detail uses exception message, fallback when empty ──────────	COMMENT
MEDIUM⚡	tests/unit/core/test_errors.py	439	# ── ValidationError / RequestValidationError → 400 ───────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	164	# ── Unmapped types before mapped type in the MRO ─────────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	180	# ── No match returns None ────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	258	# ── Always returns HTTPException ─────────────────────────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	363	# ── Mapped exceptions (non-OGXError) ─────────────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	390	# ── Provider SDK exceptions (duck-typed status_code) ─────────────	COMMENT
MEDIUM	tests/unit/core/test_errors.py	415	# ── Completely unknown exceptions → 500 ──────────────────────────	COMMENT
MEDIUM	tests/unit/core/routers/test_inference_router.py	562	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/core/routers/test_inference_router.py	564	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/inline/responses/builtin/responses/test_guardrails.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/inline/responses/builtin/responses/test_guardrails.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/inline/responses/builtin/responses/test_guardrails.py	220	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/inline/responses/builtin/responses/test_guardrails.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/inline/responses/builtin/responses/test_guardrails.py	484	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/inline/responses/builtin/responses/test_guardrails.py	486	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…s/inline/responses/builtin/responses/test_streaming.py	421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…s/inline/responses/builtin/responses/test_streaming.py	423	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	582	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	585	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	701	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…s/inline/responses/builtin/responses/test_streaming.py	704	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/providers/inference/test_ollama_adapter.py	300	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/providers/inference/test_ollama_adapter.py	302	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_sglang.py	233	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_sglang.py	235	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…roviders/inference/test_passthrough_forward_headers.py	47	# ---------------------------------------------------------------------------	COMMENT
172 more matches not shown…

Self-Referential Comments153 hits · 448 pts

Severity	File	Line	Snippet	Context
MEDIUM	…sdks/openapi/templates/python/lib/cli/models/models.py	54	# Create a title for the table	COMMENT
MEDIUM	…-sdks/openapi/templates/python/lib/cli/common/utils.py	24	# Define a list of colors to cycle through	COMMENT
MEDIUM	tests/unit/core/test_storage_shutdown.py	123	# Create a table and insert data (this triggers lazy engine initialization)	COMMENT
MEDIUM	…ders/responses/builtin/test_openai_responses_params.py	507	# Create a new response with the same cache key	COMMENT
MEDIUM	…iders/responses/builtin/test_openai_responses_tools.py	413	# Create a response using connector_id instead of server_url	COMMENT
MEDIUM	…viders/responses/builtin/test_openai_responses_core.py	891	# Create a response with store=True to trigger the storage path	COMMENT
MEDIUM	…iders/responses/builtin/test_openai_responses_agent.py	323	# Create a stream generator factory that returns a tool call (to trigger another iteration)	COMMENT
MEDIUM⚡	…iders/responses/builtin/test_openai_responses_agent.py	387	# Create a stream that returns finish_reason="length"	COMMENT
MEDIUM⚡	tests/unit/providers/utils/test_model_registry.py	235	# Create a model with a different identifier but same provider_resource_id	COMMENT
MEDIUM	…/unit/providers/utils/inference/test_network_config.py	406	# Create a dummy file - httpx2 will try to load it but we'll catch the error	COMMENT
MEDIUM	…nit/providers/inference/test_openai_base_url_config.py	94	# Create an async iterator that yields our mock model	COMMENT
MEDIUM	…nit/providers/inference/test_openai_base_url_config.py	137	# Create an async iterator that yields our mock model	COMMENT
MEDIUM	tests/unit/providers/inference/test_bedrock_adapter.py	63	# Create a mock that raises the error	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	265	# Create a mock model store	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	271	# Create a mock dist_registry	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	285	# Create the InferenceRouter	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	338	# Create a mock model store	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	344	# Create a mock dist_registry	COMMENT
MEDIUM	tests/unit/providers/inference/test_remote_vllm.py	358	# Create the InferenceRouter	COMMENT
MEDIUM	…ts/unit/providers/inference/bedrock/test_sigv4_auth.py	53	# Create a test request	COMMENT
MEDIUM⚡	tests/unit/providers/vector_io/test_vector_utils.py	41	# Create a chunk object to match the original test behavior (passing object to generate_chunk_id)	COMMENT
MEDIUM⚡	…it/providers/vector_io/test_vector_io_stores_config.py	193	# Create an OpenAI vector store for testing directly in the adapter's cache	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_sqlite_vec.py	169	# Create a query embedding that's similar to the first chunk	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_sqlite_vec.py	350	# Create a random embedding that's different from stored ones	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_sqlite_vec.py	386	# Create a query embedding that's similar to the first chunk	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_sqlite_vec.py	422	# Create a query embedding that's similar to the first chunk	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_sqlite_vec.py	483	# Create a query embedding that's similar to the first chunk	COMMENT
MEDIUM	…t/providers/vector_io/test_vector_io_stores_batches.py	511	# Create a third batch that stays in progress	COMMENT
MEDIUM	…t/providers/vector_io/test_vector_io_stores_batches.py	559	# Create an old expired batch (10 days old)	COMMENT
MEDIUM	…t/providers/vector_io/test_vector_io_stores_batches.py	569	# Create a recent valid batch	COMMENT
MEDIUM	…t/providers/vector_io/test_vector_io_stores_batches.py	621	# Create an expired batch	COMMENT
MEDIUM	…t/providers/vector_io/test_vector_io_stores_batches.py	670	# Create a batch with more files than the concurrency limit	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_faiss.py	470	# Create a fresh instance of FaissVectorIOAdapter for testing	COMMENT
MEDIUM	tests/unit/providers/vector_io/test_faiss.py	495	# Create a fresh instance of FaissVectorIOAdapter for testing	COMMENT
MEDIUM	tests/unit/distribution/test_stack_list.py	31	# Create a custom distribution	COMMENT
MEDIUM	tests/unit/distribution/test_context.py	23	# Create an async generator that raises an exception	COMMENT
MEDIUM	tests/unit/distribution/test_context.py	50	# Create an empty async generator	COMMENT
MEDIUM	tests/unit/distribution/test_context.py	117	# Create a new event loop for this thread	COMMENT
MEDIUM	tests/unit/server/test_access_control.py	786	# Create a model owned by admin	COMMENT
MEDIUM	tests/unit/server/test_access_control.py	852	# Create a mock provider that supports provider_data	COMMENT
MEDIUM⚡	tests/unit/server/test_server.py	37	# Create a simple mock object that implements the ProtectedResource protocol	COMMENT
MEDIUM⚡	tests/unit/server/test_server.py	77	# Create a mock response for BadRequestError	COMMENT
MEDIUM⚡	tests/unit/server/test_server.py	136	# Create a mock validation error using proper Pydantic error format	COMMENT
MEDIUM	tests/unit/server/test_resolver.py	40	# Create an async function with the same signature that returns a MagicMock	COMMENT
MEDIUM	tests/unit/server/test_resolver.py	104	# Create a real provider spec	COMMENT
MEDIUM	tests/unit/server/test_route_auth.py	85	# Create the middleware stack	COMMENT
MEDIUM	tests/unit/server/test_auth_github.py	37	# Create a mock request for the HTTPStatusError	COMMENT
MEDIUM	tests/unit/utils/sqlstore/test_sqlstore.py	34	# Create a table and insert data to ensure connections are established	COMMENT
MEDIUM	tests/unit/conversations/test_conversations.py	312	# Create a conversation	COMMENT
MEDIUM	tests/unit/telemetry/test_tool_runtime_metrics.py	132	# Create a mock routing table	COMMENT
MEDIUM	tests/unit/telemetry/test_tool_runtime_metrics.py	167	# Create a mock routing table	COMMENT
MEDIUM	…n/providers/utils/sqlstore/test_authorized_sqlstore.py	229	# Create a policy that only allows access when user is the owner	COMMENT
MEDIUM	…n/providers/utils/sqlstore/test_authorized_sqlstore.py	237	# Create a new authorized store with the owner-only policy	COMMENT
MEDIUM⚡	tests/integration/responses/test_reasoning.py	48	# Create a streaming response using a reasoning model	COMMENT
MEDIUM	tests/integration/responses/test_tool_responses.py	106	# Create the response request, which should query our vector store	COMMENT
MEDIUM	tests/integration/responses/test_tool_responses.py	138	# Create the response request, which should query our vector store	COMMENT
MEDIUM	tests/integration/responses/test_tool_responses.py	169	# Create a test file with content	COMMENT
MEDIUM	tests/integration/responses/test_tool_responses.py	1003	# Create a response with an invalid max_tool_calls value i.e. 0	COMMENT
MEDIUM	tests/integration/responses/helpers.py	71	# Create a new vector store	COMMENT
MEDIUM	tests/integration/responses/helpers.py	113	# Create a deep copy to avoid modifying the original test case	COMMENT
93 more matches not shown…

Excessive Try-Catch Wrapping347 hits · 394 pts

Severity	File	Line	Snippet	Context
MEDIUM	client-sdks/openapi/merge_resources.py	45	print("Error: ruamel.yaml is required. Install with: pip install ruamel.yaml", file=sys.stderr)	CODE
LOW	client-sdks/openapi/merge_resources.py	370	except Exception as e:	CODE
MEDIUM	client-sdks/openapi/merge_resources.py	407	print(f"Error: OpenAPI spec not found: {openapi_path}", file=sys.stderr)	CODE
MEDIUM	client-sdks/openapi/merge_resources.py	411	print(f"Error: Resource-hierarchy config not found: {resources_path}", file=sys.stderr)	CODE
MEDIUM	client-sdks/openapi/merge_resources.py	437	print(f"Error: Patch file not found: {patch_path}", file=sys.stderr)	CODE
MEDIUM	client-sdks/openapi/build_hierarchy.py	33	print("Error: ruamel.yaml is required. Install with: uv pip install ruamel.yaml", file=sys.stderr)	CODE
MEDIUM⚡	client-sdks/openapi/build_hierarchy.py	422	print(f"Error: Source file not found: {args.source}", file=sys.stderr)	CODE
LOW⚡	client-sdks/openapi/build_hierarchy.py	427	except Exception as e:	CODE
MEDIUM⚡	client-sdks/openapi/build_hierarchy.py	428	print(f"Error processing OpenAPI spec: {e}", file=sys.stderr)	CODE
MEDIUM	client-sdks/openapi/patch_hierarchy.py	31	print("Error: ruamel.yaml is required. Install with: uv pip install ruamel.yaml", file=sys.stderr)	CODE
MEDIUM	client-sdks/openapi/patch_hierarchy.py	295	print(f"Error: API directory not found: {api_dir}", file=sys.stderr)	CODE
MEDIUM⚡	client-sdks/openapi/patch_hierarchy.py	350	print(f"Error: Hierarchy file not found: {args.hierarchy}", file=sys.stderr)	CODE
MEDIUM⚡	client-sdks/openapi/patch_hierarchy.py	354	print(f"Error: SDK directory not found: {args.sdk_dir}", file=sys.stderr)	CODE
LOW⚡	client-sdks/openapi/patch_hierarchy.py	359	except Exception as e:	CODE
MEDIUM⚡	client-sdks/openapi/patch_hierarchy.py	360	print(f"Error patching API files: {e}", file=sys.stderr)	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	189	except Exception: # pragma: no cover - defensive	CODE
LOW	…dks/openapi/templates/python/lib/agents/client_tool.py	86	except Exception as e:	CODE
LOW	…dks/openapi/templates/python/lib/agents/client_tool.py	112	except Exception as e:	CODE
MEDIUM	…enapi/templates/python/lib/agents/react/tool_parser.py	39	print(f"Error parsing action: {e}")	CODE
LOW	…nt-sdks/openapi/templates/python/lib/cli/ogx_client.py	20	except Exception:	CODE
LOW	…nt-sdks/openapi/templates/python/lib/cli/ogx_client.py	66	except Exception as e:	CODE
LOW	…-sdks/openapi/templates/python/lib/cli/common/utils.py	42	except Exception as e:	CODE
MEDIUM	…-sdks/openapi/templates/python/lib/cli/common/utils.py	39	def wrapper(args, *kwargs):	CODE
LOW	…penapi/templates/python/lib/cli/inference/inference.py	78	except Exception as exc:	CODE
MEDIUM	…penapi/templates/python/lib/cli/inference/inference.py	80	console.print(f"Error in chat session {exc}")	CODE
LOW	tests/unit/core/test_logging_config.py	135	except Exception:	CODE
LOW	tests/unit/core/test_logging_config.py	179	except Exception:	CODE
LOW	tests/unit/providers/test_configs.py	28	except Exception as e:	CODE
LOW	tests/unit/providers/test_configs.py	93	except Exception as e:	CODE
MEDIUM	…nit/distribution/test_library_client_initialization.py	509	def make_request():	CODE
LOW	…nit/distribution/test_library_client_initialization.py	512	except Exception as e:	CODE
LOW⚡	tests/unit/cli/test_connect_tls.py	28	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	116	except Exception:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	130	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	155	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	170	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	184	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	202	except Exception:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	223	except Exception as e:	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	251	except Exception as e:	CODE
LOW	tests/backward_compat/test_run_config.py	60	except Exception:	CODE
LOW	…n/providers/utils/sqlstore/test_authorized_sqlstore.py	94	except Exception:	CODE
LOW⚡	…integration/responses/test_responses_access_control.py	172	except Exception:	CODE
LOW⚡	…integration/responses/test_responses_access_control.py	176	except Exception:	CODE
LOW⚡	…integration/responses/test_responses_access_control.py	204	except Exception:	CODE
LOW⚡	…integration/responses/test_responses_access_control.py	208	except Exception:	CODE
LOW	…integration/responses/test_responses_access_control.py	112	except Exception:	CODE
LOW	…integration/responses/test_responses_access_control.py	139	except Exception:	CODE
LOW	…integration/responses/test_responses_access_control.py	236	except Exception:	CODE
LOW	…integration/responses/test_responses_access_control.py	272	except Exception:	CODE
LOW⚡	tests/integration/responses/test_file_search.py	159	except Exception:	CODE
LOW⚡	tests/integration/responses/test_file_search.py	161	except Exception:	CODE
LOW	tests/integration/responses/test_openai_responses.py	882	except Exception as e:	CODE
LOW⚡	tests/integration/files/test_files.py	285	except Exception as e:	CODE
LOW⚡	tests/integration/files/test_files.py	290	except Exception:	CODE
LOW⚡	tests/integration/files/test_files.py	295	except Exception:	CODE
LOW⚡	tests/integration/files/test_files.py	340	except Exception as e:	CODE
LOW⚡	tests/integration/files/test_files.py	344	except Exception:	CODE
LOW	tests/integration/files/test_files.py	134	except Exception:	CODE
LOW	tests/integration/files/test_files.py	183	except Exception:	CODE
287 more matches not shown…

Cross-File Repetition78 hits · 390 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/core/test_task.py	0	collects finished spans in memory for test assertions.	STRING
HIGH	…oviders/responses/builtin/test_responses_background.py	0	collects finished spans in memory for test assertions.	STRING
HIGH	tests/unit/utils/inference/test_inference_store.py	0	collects finished spans in memory for test assertions.	STRING
HIGH	tests/unit/providers/tool_runtime/test_bing_search.py	0	test that invoke_tool returns source urls in metadata.	STRING
HIGH	tests/unit/providers/tool_runtime/test_brave_search.py	0	test that invoke_tool returns source urls in metadata.	STRING
HIGH	tests/unit/providers/tool_runtime/test_exa_search.py	0	test that invoke_tool returns source urls in metadata.	STRING
HIGH	tests/unit/providers/tool_runtime/test_tavily_search.py	0	test that invoke_tool returns source urls in metadata.	STRING
HIGH	tests/unit/providers/tool_runtime/test_bing_search.py	0	provider data api key should override the config api key.	STRING
HIGH	tests/unit/providers/tool_runtime/test_brave_search.py	0	provider data api key should override the config api key.	STRING
HIGH	tests/unit/providers/tool_runtime/test_exa_search.py	0	provider data api key should override the config api key.	STRING
HIGH	tests/unit/providers/tool_runtime/test_tavily_search.py	0	provider data api key should override the config api key.	STRING
HIGH	tests/unit/providers/tool_runtime/test_bing_search.py	0	config api key should be used when no provider data is provided.	STRING
HIGH	tests/unit/providers/tool_runtime/test_brave_search.py	0	config api key should be used when no provider data is provided.	STRING
HIGH	tests/unit/providers/tool_runtime/test_exa_search.py	0	config api key should be used when no provider data is provided.	STRING
HIGH	tests/unit/providers/tool_runtime/test_tavily_search.py	0	config api key should be used when no provider data is provided.	STRING
HIGH	tests/unit/providers/tool_runtime/test_bing_search.py	0	config api key should be used when provider data key is none.	STRING
HIGH	tests/unit/providers/tool_runtime/test_brave_search.py	0	config api key should be used when provider data key is none.	STRING
HIGH	tests/unit/providers/tool_runtime/test_exa_search.py	0	config api key should be used when provider data key is none.	STRING
HIGH	tests/unit/providers/tool_runtime/test_tavily_search.py	0	config api key should be used when provider data key is none.	STRING
HIGH	tests/unit/providers/tool_runtime/test_bing_search.py	0	_get_api_key should return none when both config and provider data keys are absent.	STRING
HIGH	tests/unit/providers/tool_runtime/test_brave_search.py	0	_get_api_key should return none when both config and provider data keys are absent.	STRING
HIGH	tests/unit/providers/tool_runtime/test_exa_search.py	0	_get_api_key should return none when both config and provider data keys are absent.	STRING
HIGH	tests/unit/providers/tool_runtime/test_tavily_search.py	0	_get_api_key should return none when both config and provider data keys are absent.	STRING
HIGH	…viders/inference/vertexai/test_converters_responses.py	0	unit tests for the vertexai openai ↔ google-genai conversion module. all google-genai types are mocked via simplenamespa	STRING
HIGH	…oviders/inference/vertexai/test_converters_requests.py	0	unit tests for the vertexai openai ↔ google-genai conversion module. all google-genai types are mocked via simplenamespa	STRING
HIGH	…ders/inference/vertexai/test_converters_completions.py	0	unit tests for the vertexai openai ↔ google-genai conversion module. all google-genai types are mocked via simplenamespa	STRING
HIGH	…nit/providers/vector_io/test_vector_io_stores_files.py	0	mock the resume functionality to prevent stale file batches from being processed during tests.	STRING
HIGH	…nit/providers/vector_io/test_vector_io_stores_index.py	0	mock the resume functionality to prevent stale file batches from being processed during tests.	STRING
HIGH	…it/providers/vector_io/test_vector_io_stores_config.py	0	mock the resume functionality to prevent stale file batches from being processed during tests.	STRING
HIGH	…t/providers/vector_io/test_vector_io_stores_batches.py	0	mock the resume functionality to prevent stale file batches from being processed during tests.	STRING
HIGH	tests/unit/server/test_auth.py	0	suppress expected error/warning logs for tests that deliberately trigger authentication errors	STRING
HIGH	tests/unit/server/test_auth_service_unavailable.py	0	suppress expected error/warning logs for tests that deliberately trigger authentication errors	STRING
HIGH	tests/unit/server/test_auth_upstream_header.py	0	suppress expected error/warning logs for tests that deliberately trigger authentication errors	STRING
HIGH	tests/unit/server/test_multi_tenant_responses_e2e.py	0	in multi mode, a request with principal but no tenant header gets 401.	STRING
HIGH	tests/unit/server/test_multi_tenant_e2e.py	0	in multi mode, a request with principal but no tenant header gets 401.	STRING
HIGH	tests/unit/server/test_multi_tenant_files_e2e.py	0	in multi mode, a request with principal but no tenant header gets 401.	STRING
HIGH	…ts/unit/utils/responses/test_responses_store_delete.py	0	helper to create test messages for chat completion.	STRING
HIGH	…it/utils/responses/test_responses_store_incremental.py	0	helper to create test messages for chat completion.	STRING
HIGH	tests/unit/utils/responses/test_responses_store.py	0	helper to create test messages for chat completion.	STRING
HIGH	tests/integration/interactions/conftest.py	0	disable stderr pipe to prevent rich logging from blocking on buffer saturation.	STRING
HIGH	tests/integration/messages/conftest.py	0	disable stderr pipe to prevent rich logging from blocking on buffer saturation.	STRING
HIGH	tests/integration/models/conftest.py	0	disable stderr pipe to prevent rich logging from blocking on buffer saturation.	STRING
HIGH	scripts/generate_anthropic_coverage_docs.py	0	generate markdown documentation from coverage json.	STRING
HIGH	scripts/generate_openai_coverage_docs.py	0	generate markdown documentation from coverage json.	STRING
HIGH	scripts/generate_google_interactions_coverage_docs.py	0	generate markdown documentation from coverage json.	STRING
HIGH	scripts/openai_coverage.py	0	recursively count properties in a schema, resolving $ref references.	STRING
HIGH	scripts/anthropic_coverage.py	0	recursively count properties in a schema, resolving $ref references.	STRING
HIGH	scripts/systemone_coverage.py	0	recursively count properties in a schema, resolving $ref references.	STRING
HIGH	src/ogx/providers/registry/files.py	0	return the list of available inference provider specifications. returns: list of providerspec objects describing availab	STRING
HIGH	src/ogx/providers/registry/responses.py	0	return the list of available inference provider specifications. returns: list of providerspec objects describing availab	STRING
HIGH	src/ogx/providers/registry/inference.py	0	return the list of available inference provider specifications. returns: list of providerspec objects describing availab	STRING
HIGH	src/ogx/providers/remote/vector_io/chroma/chroma.py	0	hybrid search combining vector similarity and keyword search using configurable reranking. args: embedding: the query em	STRING
HIGH	src/ogx/providers/remote/vector_io/oci/oci26ai.py	0	hybrid search combining vector similarity and keyword search using configurable reranking. args: embedding: the query em	STRING
HIGH	src/ogx/providers/remote/vector_io/pgvector/pgvector.py	0	hybrid search combining vector similarity and keyword search using configurable reranking. args: embedding: the query em	STRING
HIGH	src/ogx_api/tools/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
HIGH	src/ogx_api/responses/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
HIGH	src/ogx_api/models/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
HIGH	src/ogx_api/conversations/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
HIGH	src/ogx_api/prompts/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
HIGH	src/ogx_api/inference/models.py	0	pydantic models for batches api requests and responses. this module defines the request and response models for the batc	STRING
18 more matches not shown…

Empty Error Handlers73 hits · 365 pts

Severity	File	Line	Snippet	Context
HIGH	client-sdks/openapi/templates/python/lib/__init__.py	16	except (ImportError, ModuleNotFoundError):	CODE
HIGH	tests/unit/tools/test_tools_json_schema.py	178	except ValidationError:	CODE
HIGH	tests/unit/core/test_logging_config.py	135	except Exception:	CODE
HIGH	tests/unit/core/test_logging_config.py	179	except Exception:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	379	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	500	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	549	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	610	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	663	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	703	except asyncio.CancelledError:	CODE
HIGH	…oviders/responses/builtin/test_responses_background.py	750	except asyncio.CancelledError:	CODE
HIGH	…/unit/providers/utils/inference/test_network_config.py	423	except ssl.SSLError:	CODE
HIGH	…/unit/providers/utils/inference/test_network_config.py	457	except ssl.SSLError:	CODE
HIGH	tests/unit/providers/inline/messages/test_impl.py	179	except asyncio.CancelledError:	CODE
HIGH	tests/unit/providers/inference/bedrock/test_config.py	62	except ValueError:	CODE
HIGH	tests/evals/multitenant/bench_e2e_latency.py	116	except Exception:	CODE
HIGH	tests/evals/multitenant/bench_e2e_latency.py	202	except Exception:	CODE
HIGH	tests/backward_compat/test_run_config.py	60	except Exception:	CODE
HIGH	…n/providers/utils/sqlstore/test_authorized_sqlstore.py	74	except (OSError, FileNotFoundError):	CODE
HIGH	…n/providers/utils/sqlstore/test_authorized_sqlstore.py	94	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	112	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	139	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	172	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	176	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	204	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	208	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	236	except Exception:	CODE
HIGH	…integration/responses/test_responses_access_control.py	272	except Exception:	CODE
HIGH	tests/integration/responses/test_file_search.py	161	except Exception:	CODE
HIGH	tests/integration/responses/test_file_search.py	159	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	102	except NotFoundError:	CODE
HIGH	tests/integration/files/test_files.py	134	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	183	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	290	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	295	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	344	except Exception:	CODE
HIGH	tests/integration/files/test_files.py	385	except Exception:	CODE
HIGH	scripts/provider_codegen.py	35	except (ImportError, AttributeError):	CODE
HIGH	scripts/provider_codegen.py	290	except Exception:	CODE
HIGH	scripts/repro_close_wait.py	207	except KeyboardInterrupt:	CODE
HIGH	scripts/repro_close_wait_leak.py	122	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	scripts/repro_close_wait_leak.py	197	except Exception:	CODE
HIGH	scripts/openapi_generator/schema_transforms.py	160	except ImportError:	CODE
HIGH	scripts/openapi_generator/endpoints.py	593	except Exception:	CODE
HIGH	benchmarking/rag/benchmarks/qrecc_bench.py	173	except Exception:	CODE
HIGH	src/ogx/core/library_client.py	564	except asyncio.CancelledError:	CODE
HIGH	src/ogx/core/stack.py	684	except ValueError:	CODE
HIGH	src/ogx/core/stack.py	689	except ValueError:	CODE
HIGH	src/ogx/core/stack.py	316	except ToolGroupNotFoundError:	CODE
HIGH	src/ogx/core/stack.py	567	except EnvVarError:	CODE
HIGH	src/ogx/core/routers/tool_runtime.py	61	except Exception:	CODE
HIGH	src/ogx/core/server/auth.py	128	except ValueError:	CODE
HIGH	src/ogx/core/server/server.py	279	except InvalidVersion:	CODE
HIGH	src/ogx/core/utils/context.py	51	except (RuntimeError, ValueError):	CODE
HIGH	…gx/providers/utils/memory/openai_vector_store_mixin.py	818	except asyncio.CancelledError:	CODE
HIGH	…gx/providers/utils/memory/openai_vector_store_mixin.py	1962	except asyncio.CancelledError:	CODE
HIGH	src/ogx/providers/utils/files/form_data.py	47	except (ValidationError, TypeError):	CODE
HIGH	src/ogx/providers/utils/files/form_data.py	57	except (json.JSONDecodeError, TypeError, ValidationError):	CODE
HIGH	src/ogx/providers/utils/inference/inference_store.py	148	except asyncio.CancelledError:	CODE
HIGH	src/ogx/providers/utils/inference/anthropic_mixin.py	39	except (ValueError, KeyError, TypeError):	CODE
13 more matches not shown…

Deep Nesting249 hits · 214 pts

Severity	File	Line	Context
LOW	client-sdks/openapi/merge_resources.py	67	CODE
LOW	client-sdks/openapi/merge_resources.py	175	CODE
LOW	client-sdks/openapi/merge_resources.py	289	CODE
LOW	client-sdks/openapi/merge_resources.py	130	CODE
LOW	client-sdks/openapi/build_hierarchy.py	243	CODE
LOW	…nt-sdks/openapi/templates/python/lib/stream_printer.py	13	CODE
LOW	…enapi/templates/python/lib/agents/event_synthesizer.py	235	CODE
LOW	…ks/openapi/templates/python/lib/agents/event_logger.py	48	CODE
LOW	…ient-sdks/openapi/templates/python/lib/agents/agent.py	191	CODE
LOW	…ient-sdks/openapi/templates/python/lib/agents/agent.py	371	CODE
LOW	…openapi/templates/python/lib/cli/eval/run_benchmark.py	81	CODE
LOW	tests/unit/core/routers/test_responses_router.py	758	CODE
LOW	tests/unit/core/routers/test_responses_router.py	820	CODE
LOW	tests/unit/providers/test_configs.py	47	CODE
LOW	…nit/providers/responses/builtin/memory_needle_cases.py	326	CODE
LOW	…roviders/utils/inference/test_anthropic_translation.py	1268	CODE
LOW	…unit/providers/utils/inference/test_anthropic_mixin.py	44	CODE
LOW	tests/unit/providers/vector_io/conftest.py	295	CODE
LOW	tests/unit/providers/vector_io/conftest.py	427	CODE
LOW	…it/providers/vector_io/test_vector_io_stores_config.py	745	CODE
LOW	…it/providers/vector_io/test_vector_io_stores_config.py	804	CODE
LOW	tests/unit/providers/batches/test_reference.py	94	CODE
LOW	tests/unit/distribution/test_api_recordings.py	689	CODE
LOW	tests/unit/utils/test_authorized_sqlstore.py	84	CODE
LOW	tests/evals/multitenant/test_cross_tenant_leakage.py	195	CODE
LOW	tests/evals/multitenant/test_cross_tenant_leakage.py	223	CODE
LOW	tests/evals/multitenant/bench_e2e_latency.py	263	CODE
LOW	tests/evals/multitenant/test_resource_access_control.py	217	CODE
LOW	tests/evals/multitenant/test_resource_access_control.py	261	CODE
LOW	tests/integration/conftest.py	232	CODE
LOW	tests/integration/conftest.py	355	CODE
LOW	tests/integration/messages/conftest.py	231	CODE
LOW	tests/integration/test_cases/test_case.py	18	CODE
LOW	tests/integration/responses/test_reasoning.py	218	CODE
LOW	tests/integration/responses/streaming_assertions.py	138	CODE
LOW	tests/integration/responses/helpers.py	124	CODE
LOW	tests/integration/responses/test_basic_responses.py	269	CODE
LOW	tests/integration/agents/test_openai_responses.py	48	CODE
LOW	tests/integration/inference/test_openai_completion.py	538	CODE
LOW	tests/integration/inference/test_openai_completion.py	837	CODE
LOW	tests/integration/telemetry/collectors/base.py	181	CODE
LOW	tests/integration/telemetry/collectors/base.py	214	CODE
LOW	tests/integration/telemetry/collectors/base.py	465	CODE
LOW	tests/integration/telemetry/collectors/in_memory.py	40	CODE
LOW	…sts/integration/vector_io/test_openai_vector_stores.py	63	CODE
LOW	tests/integration/batches/conftest.py	63	CODE
LOW	tests/common/mcp.py	43	CODE
LOW	tests/common/mcp.py	152	CODE
LOW	tests/common/mcp.py	75	CODE
LOW	scripts/generate_ci_matrix.py	91	CODE
LOW	scripts/check_openai_responses_drift.py	223	CODE
LOW	scripts/provider_codegen.py	64	CODE
LOW	scripts/provider_codegen.py	181	CODE
LOW	scripts/provider_codegen.py	316	CODE
LOW	scripts/provider_codegen.py	644	CODE
LOW	scripts/provider_codegen.py	564	CODE
LOW	scripts/diagnose_recordings.py	43	CODE
LOW	scripts/diagnose_recordings.py	143	CODE
LOW	scripts/diagnose_recordings.py	196	CODE
LOW	scripts/diagnose_recordings.py	315	CODE
189 more matches not shown…

Modern AI Meta-Vocabulary73 hits · 209 pts

Severity	File	Line	Snippet	Context
MEDIUM	paper.md	120	# Query with server-side RAG via the Responses API	COMMENT
MEDIUM	tests/unit/README.md	61	rag/ # RAG pipeline tests	CODE
MEDIUM	…sts/unit/core/test_vector_store_config_registration.py	27	# mock models API which returns an embedding model	COMMENT
MEDIUM	…iders/responses/builtin/test_openai_responses_agent.py	130	# structured and may be actionable (e.g. context window, invalid prompt).	COMMENT
MEDIUM	…/providers/utils/inference/test_openai_mixin_models.py	234	# Create mock models: 1 embedding model and 1 LLM, while there are 2 known embedding models	COMMENT
MEDIUM⚡	…s/unit/providers/inference/test_models_dev_registry.py	22	# as an embedding model with metadata populated from models.dev.	COMMENT
MEDIUM⚡	…s/unit/providers/inference/test_models_dev_registry.py	57	# output=40960 (the context window, not the embedding dimension).	COMMENT
MEDIUM⚡	…it/providers/vector_io/test_vector_io_stores_config.py	183	# Test with no embedding model provided	COMMENT
MEDIUM	…it/providers/vector_io/test_vector_io_stores_config.py	161	# Test with only embedding model, no dimension (metadata empty to use extra_body)	COMMENT
MEDIUM	tests/unit/registry/test_registry.py	290	embedding_model="different-model", # Conflicting embedding model	CODE
MEDIUM	tests/integration/README.md	383	agents/ # Agent orchestration tests	CODE
MEDIUM	tests/integration/suites.py	450	# judge model (no chat/completion or embedding model), so this suite is scoped	COMMENT
MEDIUM	…0ba161f6d827ed8ed37ec2231c2b0fa7fa38e427cc6508339.json	30	"content": "Another language model started to solve this problem and produced a summary of its thinking proces	CODE
MEDIUM⚡	…dfbe9b81525f1b7ee810cb8279604bd36a643f0f838c4c493.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…255af5e29f556e5518eddf521beb5921498ca171669d0408f.json	20	"content": "Another language model started to solve this problem and produced a summary of its thinking proces	CODE
MEDIUM	…a529b3652d143677146f48c819dafae541d21b911cb08b956.json	50	"content": "### Handoff Summary: FastAPI Book Tracker App\n\n#### Current Progress and Key Decisions\n	CODE
MEDIUM	tests/integration/agents/test_openai_responses.py	318	# Test with guardrails enabled.	COMMENT
MEDIUM	tests/integration/agents/test_openai_responses.py	476	# Verify response completes successfully with tools and guardrails	COMMENT
MEDIUM	…c5a2a2419b7c6d9799b8f6dd62cc27e185b41d3e2fbfb7641.json	12	"content": "x-anthropic-billing-header: cc_version=2.1.169.2ea; cc_entrypoint=sdk-cli; cch=d3066;\nYou are a C	CODE
MEDIUM⚡	tests/integration/vector_io/test_vector_io_filters.py	156	# embedding model's distance ordering instead of the filter logic.	COMMENT
MEDIUM	…sts/integration/vector_io/test_openai_vector_stores.py	204	# Embed the document contents with the setup's own embedding model so that	COMMENT
MEDIUM	…sts/integration/vector_io/test_openai_vector_stores.py	301	# Creating without an embedding model falls back to vector_stores.default_embedding_model	COMMENT
MEDIUM⚡	tests/integration/vector_io/test_vector_io.py	320	# This test specifically tests embedding model override, so we keep embedding_model	COMMENT
MEDIUM	docs/releases/RELEASE_NOTES_0.7.md	259	### Inline Neural Rerank for RAG ([#4877](https://github.com/ogx-ai/ogx/pull/4877))	COMMENT
MEDIUM	docs/docs/getting_started/demo_script.py	21	# Get embedding model	COMMENT
MEDIUM	docs/blog/2026-03-18-responses-api.md	44	## Private RAG with `file_search`	COMMENT
MEDIUM	docs/blog/2026-03-18-responses-api.md	54	## Multi-tool orchestration with MCP	COMMENT
MEDIUM	docs/blog/2026-03-18-responses-api.md	76	The [Open Responses specification](https://www.openresponses.org/) changes this. Open Responses is an open source specif	CODE
MEDIUM	docs/blog/2026-03-18-responses-api.md	90	If you're new to OGX, the [Getting Started guide](https://ogx-ai.github.io/docs/getting_started/) will walk you through	CODE
MEDIUM	docs/blog/2026-04-28-from-llama-stack-to-ogx.md	41	## Server-side agentic loop	COMMENT
MEDIUM	docs/blog/2026-04-28-from-llama-stack-to-ogx.md	61	# Single API call. Server handles multi-step tool orchestration.	COMMENT
MEDIUM⚡	docs/blog/self_improving_agent.py	126	# ResearchAgent — a self-improving agentic research assistant.	STRING
MEDIUM	docs/blog/2026-01-13-introducing-llama-stack.md	17	OGX defines and standardizes the core building blocks needed to bring generative AI applications to market, centered on	CODE
MEDIUM	…blog/2026-03-20-open-responses-openai-compatibility.md	17	The [Open Responses initiative](https://www.openresponses.org/) represents a collaborative effort to standardize agentic	CODE
MEDIUM	…blog/2026-03-20-open-responses-openai-compatibility.md	44	### Vector Stores API - RAG Without Vendor Lock-in	COMMENT
MEDIUM	…blog/2026-03-20-open-responses-openai-compatibility.md	92	# Advanced responses with tool orchestration (e.g., with Fireworks)	COMMENT
MEDIUM	docs/blog/2026-06-23-guardrails-responses-api.md	27	## How to use guardrails	COMMENT
MEDIUM	docs/blog/2026-06-23-guardrails-responses-api.md	88	## The agentic loop	COMMENT
MEDIUM	docs/blog/2026-05-12-ogx-v1.md	110	## The agentic loop, server-side	COMMENT
MEDIUM	docs/blog/2026-05-26-rag-benchmarks.md	72	## End-to-End RAG: MultiHOP and Doc2Dial	COMMENT
MEDIUM	docs/blog/2026-05-26-rag-benchmarks.md	76	### MultiHOP RAG (F1 Score)	COMMENT
MEDIUM	docs/adrs/original_rfc.md	56	The sequence diagram that details the steps is in the [agentic system docs](https://github.com/meta-llama/llama-agentic-	CODE
MEDIUM	docs/src/components/ResponsesFlowSimulator/flowData.js	71	// --- Phase 5: Moderation guardrails — input ---	COMMENT
MEDIUM	docs/src/components/ResponsesFlowSimulator/flowData.js	98	// --- Phase 8: Moderation guardrails — output ---	COMMENT
MEDIUM	scripts/integration-tests.sh	316	# auto-detect the embedding model. Tests then connect via an http:// stack	COMMENT
MEDIUM	…ithub/workflows/integration-tests-messages-clients.yml	65	# the mock serves the embedding model.	COMMENT
MEDIUM	.github/actions/setup-test-environment/action.yml	59	# Download the embedding model used by inline::sentence-transformers	COMMENT
MEDIUM	benchmarking/rag/run_all.sh	50	# --- MultiHOP RAG ---	COMMENT
MEDIUM	benchmarking/rag/README.md	1	# RAG Benchmark Suite	COMMENT
MEDIUM	benchmarking/rag/README.md	130	│ ├── query.py # End-to-end RAG: Responses API with file_search	CODE
MEDIUM	benchmarking/rag/README.md	136	│ ├── multihop_bench.py # MultiHOP RAG (end-to-end, EM/F1)	CODE
MEDIUM	benchmarking/rag/results/REPORT.md	1	# RAG Benchmark Comparison: OGX vs OpenAI	COMMENT
MEDIUM	benchmarking/rag/results/REPORT.md	45	### End-to-End RAG	COMMENT
MEDIUM	benchmarking/rag/results/REPORT.md	94	## Results: End-to-End RAG	COMMENT
MEDIUM	benchmarking/rag/results/REPORT.md	98	### MultiHOP RAG	COMMENT
MEDIUM	src/ogx/core/stack.py	359	# Validate default embedding model	COMMENT
MEDIUM	src/ogx/core/routers/vector_io.py	268	# Use default embedding model if not specified	COMMENT
MEDIUM	src/ogx/core/routers/vector_io.py	288	# Validate that embedding model exists and is of the correct type	COMMENT
MEDIUM	…gx/providers/utils/memory/openai_vector_store_mixin.py	1350	# Get embedding model info from vector store metadata	COMMENT
MEDIUM	…gx/providers/utils/memory/openai_vector_store_mixin.py	1409	# Validate embedding model and dimension are available	COMMENT
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Over-Commented Block168 hits · 166 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	361	[tool.mypy]	COMMENT
LOW	…t-sdks/openapi/templates/python/lib/agents/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…/openapi/templates/python/lib/agents/react/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…ks/openapi/templates/python/lib/cli/common/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…ent-sdks/openapi/templates/python/lib/inline/inline.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…dks/openapi/templates/python/lib/inference/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/core/connectors/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/core/jobs/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/tool_runtime/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…rs/responses/builtin/test_response_conversion_utils.py	761		COMMENT
LOW	tests/unit/providers/utils/test_model_registry.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/utils/test_model_registry.py	21	# Only aliases are added afterwards.	COMMENT
LOW	tests/unit/providers/utils/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/utils/memory/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inline/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inline/interactions/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inline/messages/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inline/responses/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…ts/unit/providers/inline/responses/builtin/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…oviders/inline/responses/builtin/responses/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inline/inference/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/nvidia/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/file_processor/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inference/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inference/bedrock/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/inference/vertexai/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…nit/providers/vector_io/test_vector_io_stores_files.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/providers/vector_io/test_vector_utils.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/distribution/routing_tables/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/agents/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/cli/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/testing/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/testing/providers/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/prompts/prompts/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/files/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/api/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/skills/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/unit/telemetry/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/evals/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/evals/multitenant/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/suites.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/interactions/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/messages/conftest.py	61	yield client	COMMENT
LOW	tests/integration/messages/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/inspect/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/test_cases/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/providers/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/providers/utils/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/providers/utils/sqlstore/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/providers/utils/kvstore/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/responses/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	…s/integration/responses/test_conversation_responses.py	101	input=[{"role": "user", "content": "Hello"}],	COMMENT
LOW	…s/integration/responses/test_conversation_responses.py	121	response = openai_client.responses.create(	COMMENT
LOW	…s/integration/responses/test_conversation_responses.py	141	#	COMMENT
LOW	tests/integration/admin/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/agents/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
LOW	tests/integration/models/__init__.py	1	# Copyright (c) The OGX Contributors.	COMMENT
108 more matches not shown…

Redundant / Tautological Comments97 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	51	# Check if we're running unit tests	COMMENT
LOW	conftest.py	53	# Check if we're running integration tests	COMMENT
LOW	client-sdks/openapi/patch_hierarchy.py	181	# Check if already patched	COMMENT
LOW	client-sdks/openapi/patch_hierarchy.py	244	# Check if proxy method already exists	COMMENT
LOW	tests/unit/providers/test_configs.py	77	# Check if it's HttpUrl or HttpUrl \| None	COMMENT
LOW	tests/unit/providers/test_lazy_imports.py	41	# Output result	COMMENT
LOW	…oviders/utils/inference/test_openai_mixin_inference.py	287	# Set supports_stream_options to False (like Ollama/vLLM)	COMMENT
LOW	…oviders/utils/inference/test_openai_mixin_inference.py	313	# Set supports_stream_options to False (like Ollama/vLLM)	COMMENT
LOW	…ts/unit/providers/inference/bedrock/test_sigv4_auth.py	17	# Check if boto3 is available for SigV4 tests	COMMENT
LOW	tests/integration/conftest.py	77	# Check if the test actually ran and passed or failed, but was not skipped or an expected failure (xfail)	COMMENT
LOW	tests/integration/conftest.py	378	# Check if any roots have ::test_function or ::TestClass specifiers	COMMENT
LOW	tests/integration/responses/test_basic_responses.py	161	# Check if we have incremental content updates	COMMENT
LOW	tests/integration/agents/test_openai_responses.py	348	# Check if the response contains a refusal (indicating guardrail blocked content)	COMMENT
LOW	…736332d5714f68752c192aa81f43a1536ef0da0a4089fe1f0.json	271	"text": " to-do items from the file.\"\"\"\n todos = []\n if os.path.exists(TODO_FILE): # Check	CODE
LOW	…ts/integration/inference/test_provider_data_routing.py	57	# Check if anthropic provider is available in ci-tests	COMMENT
LOW	tests/common/mcp.py	256	# Check if port is actually listening	COMMENT
LOW	scripts/check-api-conformance.sh	20	# Check if breaking changes are intended (skip if so)	COMMENT
LOW	scripts/check-api-conformance.sh	23	# Check if there's a commit message file (during commit)	COMMENT
LOW	scripts/provider_codegen.py	174	# Check if this is a Pydantic model that should be expanded	COMMENT
LOW⚡	scripts/provider_codegen.py	420	# Check if the original type is a Union that includes non-model types	COMMENT
LOW⚡	scripts/provider_codegen.py	425	# Check if the type string contains both a Pydantic model and primitive types	COMMENT
LOW⚡	scripts/provider_codegen.py	428	# Check if the type string contains both the model name and primitive types	COMMENT
LOW	scripts/normalize_recordings.py	80	# Check if anything changed	COMMENT
LOW	scripts/uv-run-with-index.sh	34	# Check if on a release branch or targeting one, or OGX_RELEASE_MODE is set	COMMENT
LOW	scripts/integration-auth-tests.sh	42	# Check if user tokens exist for ABAC testing	COMMENT
LOW	scripts/openai_coverage.py	275	# Check if this is a container (no schema indicators)	COMMENT
LOW	scripts/docker.sh	298	# Check if already running	COMMENT
LOW	scripts/docker.sh	314	# Check if image exists (with or without localhost/ prefix)	COMMENT
LOW	scripts/docker.sh	445	# Check if -f flag was passed after 'logs' command	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	290	# Check if this is a union schema (anyOf or oneOf)	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	426	# Check if all items are const string values	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	580	# Check if we have extra body fields for this path/method	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	673	# Check if this operation has a request body	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	729	# Check if this parameter is already in the parameters list	COMMENT
LOW	scripts/openapi_generator/schema_transforms.py	754	# Check if this parameter is already in the parameters list	COMMENT
LOW	scripts/openapi_generator/schema_filtering.py	235	# Check if path matches version filter	COMMENT
LOW	scripts/openapi_generator/schema_filtering.py	301	# Check if path matches version filter (stable or experimental)	COMMENT
LOW	scripts/openapi_generator/endpoints.py	210	# Check if it's a File or Form instance	COMMENT
LOW	scripts/openapi_generator/endpoints.py	244	# Check if it's the class itself	COMMENT
LOW	scripts/openapi_generator/endpoints.py	263	# Check if it's an AsyncIterator	COMMENT
LOW	scripts/openapi_generator/endpoints.py	269	# Check if the inner type is a registered schema (union type)	COMMENT
LOW	scripts/openapi_generator/endpoints.py	337	# Check if this is a path parameter	COMMENT
LOW	scripts/openapi_generator/endpoints.py	342	# Check if it's a File() or Form() parameter - these need special handling	COMMENT
LOW	scripts/openapi_generator/endpoints.py	359	# Check if any metadata item is an ExtraBodyField	COMMENT
LOW	scripts/openapi_generator/endpoints.py	372	# Check if it's a Pydantic model (for POST/PUT requests)	COMMENT
LOW	scripts/openapi_generator/endpoints.py	407	# Check if the first argument is a Pydantic model	COMMENT
LOW	scripts/openapi_generator/endpoints.py	411	# Check if the first argument is a union type	COMMENT
LOW	scripts/openapi_generator/endpoints.py	619	# Check if it's a registered schema first (before checking __name__)	COMMENT
LOW	scripts/telemetry/setup_telemetry.sh	190	# Check if services are running	COMMENT
LOW	.github/workflows/commit-recordings.yml	303	# Check if there are recording changes	COMMENT
LOW	.github/workflows/commit-recordings.yml	342	# Check if maintainer can modify	COMMENT
LOW	.github/workflows/backward-compat.yml	372	# Check if we already posted a comment (to avoid spam on every push)	COMMENT
LOW	.github/workflows/backward-compat.yml	549	# Check if we already posted a comment (to avoid spam on every push)	COMMENT
LOW	.github/workflows/pypi.yml	804	# Check if we should do production publish	COMMENT
LOW⚡	.github/workflows/post-release.yml	135	# Check if tag already exists	COMMENT
LOW⚡	.github/workflows/post-release.yml	162	# Check if PR already exists	COMMENT
LOW	.github/workflows/post-release.yml	183	# Check if there are changes	COMMENT
LOW	.github/workflows/post-release.yml	226	# Check if release branch exists	COMMENT
LOW	.github/workflows/post-release.yml	232	# Check if PR already exists	COMMENT
LOW	.github/workflows/post-release.yml	249	# Check if there are changes	COMMENT
37 more matches not shown…

Docstring Block Structure22 hits · 110 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration/batches/conftest.py	71	Wait for a batch to reach a terminal status. Uses exponential backoff polling strategy for efficient waiting:	STRING
HIGH	scripts/openapi_generator/_schema_output.py	427	Validate an OpenAPI schema using openapi-spec-validator. Args: schema: The OpenAPI schema dictionary t	STRING
HIGH	src/ogx/core/distribution.py	104	Get the provider registry, optionally including external providers. This function loads both built-in providers and	STRING
HIGH	src/ogx/core/resolver.py	361	Sort providers in dependency order using topological sort. Args: providers_with_specs: Dictionary mapping A	STRING
HIGH	src/ogx/core/utils/config_resolution.py	21	Resolve a config/distro argument to a concrete config file path. Args: config_or_distro: User input (f	STRING
HIGH	src/ogx/core/storage/sqlstore/sqlstore.py	34	Get or create a SqlStore instance for the given store reference. Args: reference: A reference specifying th	STRING
HIGH	src/ogx/core/storage/kvstore/kvstore.py	121	Get or create a KVStore instance for the given store reference. Args: reference: A reference specifying the	STRING
HIGH	src/ogx/core/access_control/conditions.py	165	Parse a condition string into a Condition object. Args: condition: A natural language condition string (e.g	STRING
HIGH	src/ogx/core/routing_tables/models.py	56	Resolve provider_model_id="auto" to an actual model from the provider. Queries the provider's list_models() to	STRING
HIGH	src/ogx/core/routing_tables/common.py	38	Register a routable object with the appropriate provider based on its API type. Args: obj: The routable obj	STRING
HIGH	src/ogx/core/routing_tables/common.py	257	Look up a model by identifier from the routing table. Args: routing_table: The routing table to search.	STRING
HIGH	src/ogx/providers/utils/tools/mcp.py	39	Prepare headers for MCP requests with authorization support. Args: base_headers: Base headers dictiona	STRING
HIGH	src/ogx/providers/utils/tools/mcp.py	423	List tools available from an MCP server. Args: endpoint: MCP server endpoint URL headers: Optional	STRING
HIGH	src/ogx/providers/utils/tools/mcp.py	539	Invoke an MCP tool with the given arguments. Args: endpoint: MCP server endpoint URL tool_name: Nam	STRING
HIGH	src/ogx/providers/utils/vector_io/filters.py	22	Recursively parse filter data into typed Filter objects. Converts dictionary-based filter data into proper typed Fi	STRING
HIGH	…inline/responses/builtin/responses/openai_responses.py	1770	Cancel a response that is queued or in progress. Args: response_id: The ID of the response to cance	STRING
HIGH	…ntime/model_context_protocol/model_context_protocol.py	80	Extract headers from request provider data, excluding authorization. Authorization must be provided vi	STRING
HIGH	…te/file_processor/unstructured_api/unstructured_api.py	203	Call Unstructured.io API to partition the document. Args: client: Unstructured API client	STRING
HIGH	src/ogx/providers/remote/vector_io/pgvector/pgvector.py	656	Check if vector index of any type has already been created for the table to prevent the conflict. Args:	STRING
HIGH	src/ogx/providers/remote/vector_io/pgvector/pgvector.py	698	Returns number of records in a vector store. Args: conn: asyncpg connection Returns:	STRING
HIGH	…gx/providers/remote/vector_io/infinispan/infinispan.py	799	Get a vector store index from cache or load from KVStore. Args: vector_store_id: Identifie	STRING
HIGH	src/ogx_api/common/upload_limits.py	32	Read an uploaded file with a size limit, aborting early if exceeded. Performs two levels of checking: 1. Pre-ch	STRING

Cross-Language Confusion20 hits · 104 pts

Severity	File	Line	Snippet	Context
HIGH	…s/openapi/templates/python/lib/agents/react/prompts.py	51	"action": null,	CODE
HIGH	…s/openapi/templates/python/lib/agents/react/prompts.py	84	"action": null,	CODE
HIGH	…s/openapi/templates/python/lib/agents/react/prompts.py	104	"action": null,	CODE
HIGH	…s/openapi/templates/python/lib/agents/react/prompts.py	136	"action": null,	CODE
HIGH	tests/unit/providers/inference/test_remote_anthropic.py	384	' "model": "claude-haiku-4-5", "content": [], "stop_reason": null,'	CODE
HIGH⚡	tests/unit/files/test_files.py	569	"""Test that expires_at JSON schema type is integer (not a union with null)."""	STRING
HIGH	scripts/check_openai_responses_drift.py	239	# Handle anyOf-with-null pattern: anyOf: [{type: object, properties: ...}, {type: null}]	COMMENT
HIGH	scripts/cleanup_recordings.py	66	_TEST_ID_RE = re.compile(rb'"test_id"\s:\s("(?:[^"\\]\|\\.)*"\|null)')	CODE
HIGH	scripts/openapi_generator/schema_transforms.py	296	# Skip simple nullable unions (type \| null) - these don't need titles	COMMENT
HIGH	scripts/openapi_generator/responses_transforms.py	22	{anyOf: [{$ref: X, title: Y}, {type: null}], description: Z, title: Y}	STRING
HIGH	scripts/openapi_generator/responses_transforms.py	24	{anyOf: [{allOf: [{$ref: X}, {description: Z}]}, {type: null}]}	STRING
HIGH	scripts/openapi_generator/responses_transforms.py	64	{anyOf: [{$ref: X, title: Y}, {type: null}], description: Z, title: Y}	STRING
HIGH	src/ogx/providers/utils/forward_headers.py	127	# skip missing keys and JSON null; treat both as "not provided"	COMMENT
HIGH	src/ogx/providers/utils/inference/inference_store.py	64	# OpenAI spec: content is string\|null, multipart goes in content_parts	COMMENT
HIGH	src/ogx/providers/registry/file_processors.py	203	sudo apt-get update && sudo apt-get install -y \\	CODE
HIGH	src/ogx/providers/registry/file_processors.py	214	RUN apt-get update && apt-get install -y \\	CODE
HIGH	src/ogx_api/schema_utils.py	216	anyOf: [{type: X, enum: [...]}, {type: null}]	STRING
HIGH	src/ogx_api/schema_utils.py	228	# Handle anyOf format: anyOf: [{type: string, enum: [...]}, {type: null}]	COMMENT
HIGH	src/ogx_api/openai_responses.py	484	# optional enum that rejects an explicit null, so the response must not serialize it as null.	COMMENT
HIGH	src/ogx_api/inference/systemone.py	63	description="Option name -> description (string, object, array, or null). Up to 255 options.",	CODE

Modern Structural Boilerplate93 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	client-sdks/openapi/templates/python/lib/__init__.py	9	__all__ = ["get_oauth_token_for_mcp_server"]	CODE
LOW	…t-sdks/openapi/templates/python/lib/tools/mcp_oauth.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…nt-sdks/openapi/templates/python/lib/tools/__init__.py	9	__all__ = ["get_oauth_token_for_mcp_server"]	CODE
LOW	…ks/openapi/templates/python/lib/agents/event_logger.py	28	__all__ = ["AgentEventLogger", "EventLogger"]	CODE
LOW	…dks/openapi/templates/python/lib/agents/turn_events.py	25	__all__ = [	CODE
LOW	…ient-sdks/openapi/templates/python/lib/agents/agent.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…dks/openapi/templates/python/lib/agents/react/agent.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…api/templates/python/lib/cli/vector_stores/__init__.py	9	__all__ = ["vector_stores"]	CODE
LOW	…api/templates/python/lib/cli/post_training/__init__.py	9	__all__ = ["post_training"]	CODE
LOW	…s/openapi/templates/python/lib/cli/inspect/__init__.py	9	__all__ = ["inspect"]	CODE
LOW	…openapi/templates/python/lib/cli/providers/__init__.py	9	__all__ = ["providers"]	CODE
LOW	…penapi/templates/python/lib/cli/toolgroups/__init__.py	9	__all__ = ["toolgroups"]	CODE
LOW	…/openapi/templates/python/lib/cli/datasets/__init__.py	9	__all__ = ["datasets"]	CODE
LOW	…ks/openapi/templates/python/lib/cli/models/__init__.py	9	__all__ = ["models"]	CODE
LOW	…penapi/templates/python/lib/cli/eval_tasks/__init__.py	9	__all__ = ["eval_tasks"]	CODE
LOW	…openapi/templates/python/lib/cli/inference/__init__.py	9	__all__ = ["inference"]	CODE
LOW	…templates/python/lib/cli/scoring_functions/__init__.py	9	__all__ = ["scoring_functions"]	CODE
LOW	…sdks/openapi/templates/python/lib/cli/eval/__init__.py	9	__all__ = ["eval"]	CODE
LOW	tests/integration/responses/helpers.py	14	__all__ = [	CODE
LOW	tests/integration/telemetry/collectors/__init__.py	13	__all__ = [	CODE
LOW	…ternal/ogx-api-weather/src/ogx_api_weather/__init__.py	11	__all__ = ["WeatherProvider", "available_providers", "create_router"]	CODE
LOW	…al/ogx-provider-kaze/src/ogx_provider_kaze/__init__.py	12	__all__ = ["KazeProviderConfig", "WeatherKazeAdapter"]	CODE
LOW	scripts/openapi_generator/schema_transforms.py	26	__all__ = [	CODE
LOW	scripts/openapi_generator/schema_transforms.py	840	def _update_refs(obj: Any) -> None:	CODE
LOW	scripts/openapi_generator/__init__.py	14	__all__ = ["generate_openapi_spec", "main"]	CODE
LOW	src/ogx/core/connectors/__init__.py	9	__all__ = ["ConnectorServiceConfig", "ConnectorServiceImpl"]	CODE
LOW	src/ogx/core/exceptions/__init__.py	11	__all__ = ["translate_exception"]	CODE
LOW⚡	src/ogx/core/storage/sqlstore/authorized_sqlstore.py	35	def set_default_tenancy_config(config: TenancyConfig) -> None:	CODE
LOW⚡	src/ogx/core/storage/sqlstore/authorized_sqlstore.py	46	def set_default_tenancy_mode(mode: TenancyMode) -> None:	CODE
LOW	src/ogx/core/storage/sqlstore/sqlalchemy_sqlstore.py	175	def set_sqlite_pragma(dbapi_conn: Any, connection_record: Any) -> None:	CODE
LOW	src/ogx/core/storage/kvstore/mongodb/__init__.py	9	__all__ = ["MongoDBKVStoreImpl"]	CODE
LOW	src/ogx/core/jobs/worker.py	254	def set_backends(self, backends: dict[str, StorageBackendConfig]) -> None:	CODE
LOW	src/ogx/core/jobs/__init__.py	28	__all__ = [	CODE
LOW⚡	…gx/providers/utils/memory/openai_vector_store_mixin.py	485	async def _update_openai_vector_store(self, store_id: str, store_info: dict[str, Any]) -> None:	CODE
LOW	…gx/providers/utils/memory/openai_vector_store_mixin.py	575	async def _update_openai_vector_store_file(self, store_id: str, file_id: str, file_info: dict[str, Any]) -> None:	CODE
LOW	src/ogx/providers/utils/memory/__init__.py	7	__all__ = []	CODE
LOW⚡	src/ogx/providers/utils/inference/http_client.py	43	def set_client_network_fingerprint(client: httpx2.AsyncClient \| DefaultAsyncHttpxClient, fingerprint: str) -> None:	CODE
LOW	src/ogx/providers/utils/inference/model_registry.py	25	__all__ = [	CODE
LOW	src/ogx/providers/utils/vector_io/__init__.py	15	__all__ = [	CODE
LOW	src/ogx/providers/utils/vector_io/filters.py	64	__all__ = ["ComparisonFilter", "CompoundFilter", "Filter", "parse_filter"]	CODE
LOW	…c/ogx/providers/inline/file_processor/auto/__init__.py	29	__all__ = ["AutoFileProcessorConfig", "get_provider_impl"]	CODE
LOW	src/ogx/providers/inline/file_processor/auto/auto.py	57	def set_sibling_providers(self, siblings: dict[str, Any]) -> None:	CODE
LOW	…providers/inline/file_processor/markitdown/__init__.py	26	__all__ = ["MarkItDownFileProcessorConfig", "get_provider_impl"]	CODE
LOW	…gx/providers/inline/file_processor/docling/__init__.py	27	__all__ = ["DoclingFileProcessorConfig", "get_provider_impl"]	CODE
LOW	…oviders/inline/file_processor/unstructured/__init__.py	26	__all__ = ["UnstructuredFileProcessorConfig", "get_provider_impl"]	CODE
LOW	…/ogx/providers/inline/file_processor/pypdf/__init__.py	26	__all__ = ["PyPDFFileProcessorConfig", "get_provider_impl"]	CODE
LOW	src/ogx/providers/inline/files/localfs/__init__.py	14	__all__ = ["LocalfsFilesImpl", "LocalfsFilesImplConfig"]	CODE
LOW	src/ogx/providers/inline/skills/builtin/impl.py	115	async def _set_file_ids(self, skill_id: str, file_ids: dict[str, str]) -> None:	CODE
LOW	src/ogx/providers/inline/batches/reference/__init__.py	17	__all__ = ["ReferenceBatchesImpl", "ReferenceBatchesImplConfig"]	CODE
LOW	src/ogx/providers/inline/batches/reference/batches.py	386	async def _update_batch(self, batch_id: str, **updates) -> None:	CODE
LOW	…/providers/remote/tool_runtime/bing_search/__init__.py	10	__all__ = ["BingSearchToolConfig", "BingSearchToolRuntimeImpl"]	CODE
LOW	…ers/remote/file_processor/unstructured_api/__init__.py	29	__all__ = ["UnstructuredApiFileProcessorConfig", "get_adapter_impl"]	CODE
LOW	…viders/remote/file_processor/docling_serve/__init__.py	27	__all__ = ["DoclingServeFileProcessorConfig", "get_adapter_impl"]	CODE
LOW	src/ogx/providers/remote/inference/typesafe/__init__.py	22	__all__ = ["get_adapter_impl", "TypeSafeConfig"]	CODE
LOW	src/ogx/providers/remote/inference/nvidia/__init__.py	21	__all__ = ["get_adapter_impl", "NVIDIAConfig"]	CODE
LOW	src/ogx/testing/exception_utils.py	23	__all__ = [	CODE
LOW	src/ogx_api/validators.py	44	__all__ = [	CODE
LOW	src/ogx_api/__init__.py	596	__all__ = [	CODE
LOW	src/ogx_api/connectors/models.py	93	__all__ = [	CODE
LOW	src/ogx_api/connectors/__init__.py	25	__all__ = [	CODE
33 more matches not shown…

AI Slop Vocabulary33 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/unit/providers/utils/test_model_registry.py	222	# Registration should fail with comprehensive error message	COMMENT
MEDIUM	…9811b9c11aba35f4a5532ed39c8cab0ddb191b72132bf215d.json	23	"text": "Python is one of the most popular and versatile programming languages, known for its simplicity a	CODE
MEDIUM	…e2cb125cc854694c3e1aa65a2ab3047db5710225ee2b867db.json	21	"content": "Another language model started to solve this problem and produced a summary of its thinking proces	CODE
MEDIUM	…e0a073b56560ad78108653d64731d803ad9f7bce64d61f18c.json	23	"text": "Python is a popular, versatile, and beginner-friendly programming language. Whether you're a begi	CODE
MEDIUM	…e0a073b56560ad78108653d64731d803ad9f7bce64d61f18c.json	23	"text": "Python is a popular, versatile, and beginner-friendly programming language. Whether you're a begi	CODE
MEDIUM	…7fc955e3ee7d09b60711f036c28920b201063e5994b0bb565.json	52	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…ad017cca4e6e4f5177e3fd57822cb6a0bdff86b970ed1892c.json	16	"content": "{\"query\": \"Llama 4 Maverick model experts\", \"top_k\": [{\"url\": \"https://ai.meta.com/blog/lla	CODE
MEDIUM	…ad017cca4e6e4f5177e3fd57822cb6a0bdff86b970ed1892c.json	16	"content": "{\"query\": \"Llama 4 Maverick model experts\", \"top_k\": [{\"url\": \"https://ai.meta.com/blog/lla	CODE
MEDIUM	…cc9c94471df6395f72feda1a2fa6e80f8e8f088d63f36ebee.json	16	"content": "The Eiffel Tower (La Tour Eiffel in French) is an iconic iron lattice tower located on the C	CODE
MEDIUM	…169c77906a5b245629fe16edfa9ac1060619f088a77b7e4df.json	52	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…59d4e00d1853827f65ce072ecab6ad9ac4932dc75157ca5f7.json	16	"content": "Another language model started to solve this problem and produced a summary of its thinking proces	CODE
MEDIUM	…e63a3f791c90f34564a90ef50f950b3864765676c392c56ed.json	42	"content": "Handoff Summary: Context Checkpoint Compaction\n\n---\n\n### **1. Current Progress and Key	CODE
MEDIUM⚡	…dfbe9b81525f1b7ee810cb8279604bd36a643f0f838c4c493.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM⚡	…dfbe9b81525f1b7ee810cb8279604bd36a643f0f838c4c493.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…5136688ae397e51754be17a3c37092ac5f8f684221d71a4d4.json	15	"content": "{\"query\": \"Python latest version Python.org\", \"top_k\": [{\"url\": \"https://www.python.org/doc	CODE
MEDIUM	…d7522f2107255b0c4170577be520d81b3a8fb9fba29a1f2ce.json	23	"text": "Python is a versatile, high-level programming language that is widely used for various applicatio	CODE
MEDIUM	…0cb8cd67f1d67866a909a1ae096453523df2c703e22aeb367.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…0cb8cd67f1d67866a909a1ae096453523df2c703e22aeb367.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…112fcba9c2d5175c9bfaf1e4697c2912fadc26fa97eb514e4.json	42	"content": "### Handoff Summary: Context Checkpoint Compaction\n\n#### **1. Current Progress and Key Decis	CODE
MEDIUM	…5c739e6055eec0912307b198da7ec051595180f0585886b28.json	52	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…60c1d2e7daf0a5d289e7c1ae77f827db4b6633214229f344e.json	50	"content": "### Handoff Summary: Python Web App Development Plan\n\n#### **1. Current Progress and Key Dec	CODE
MEDIUM	…60c1d2e7daf0a5d289e7c1ae77f827db4b6633214229f344e.json	50	"content": "### Handoff Summary: Python Web App Development Plan\n\n#### **1. Current Progress and Key Dec	CODE
MEDIUM	…8fb391f29c70bfe174ab729038196ac14a7a36fca2d3cc284.json	16	"content": "The Eiffel Tower (La Tour Eiffel in French) is an iconic iron lattice tower located on the C	CODE
MEDIUM	…6e7bcd8e766a0fd2338aa65d9230978f9a3d28551762dbf42.json	15	"content": "{\"query\": \"Python latest stable release Python.org downloads\", \"top_k\": [{\"url\": \"https://w	CODE
MEDIUM	…c5a2a2419b7c6d9799b8f6dd62cc27e185b41d3e2fbfb7641.json	12	"content": "x-anthropic-billing-header: cc_version=2.1.169.2ea; cc_entrypoint=sdk-cli; cch=d3066;\nYou are a C	CODE
MEDIUM	…c5a2a2419b7c6d9799b8f6dd62cc27e185b41d3e2fbfb7641.json	601	"description": "Schedule when to resume work in /loop dynamic mode \u2014 the user invoked /loop without an	CODE
MEDIUM	…736332d5714f68752c192aa81f43a1536ef0da0a4089fe1f0.json	22	"text": "Okay, let's break down the important aspects of Python programming. This covers a range of topic	CODE
MEDIUM	…736332d5714f68752c192aa81f43a1536ef0da0a4089fe1f0.json	22	"text": "Okay, let's break down the important aspects of Python programming. This covers a range of topic	CODE
MEDIUM	tests/integration/vector_io/test_vector_io_filters.py	49	# Create chunks with diverse metadata for comprehensive filter testing	COMMENT
MEDIUM	…87b7dad2638170f64cd2e6a7544fecd832fe37d5ba03303b5.json	43	"content": "### Handoff Summary for CONTEXT CHECKPOINT COMPACTION\n\n#### Current Progress and Key Decisio	CODE
MEDIUM	tests/integration/batches/test_batches.py	41	"""Test comprehensive batch creation and retrieval scenarios."""	STRING
MEDIUM	docs/package-lock.json	19607	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
LOW	src/ogx/core/storage/kvstore/sqlite/sqlite.py	68	# For file-based databases, just create the table	STRING

Structural Annotation Overuse32 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/distribution/routers/test_routing_tables.py	586	# Step 1: Start with provider_a enabled and discover provider_a models	COMMENT
LOW⚡	tests/unit/distribution/routers/test_routing_tables.py	596	# Step 2: Restart server with provider_a disabled (provider_b enabled instead)	COMMENT
LOW	tests/unit/distribution/routers/test_routing_tables.py	610	# Step 3: Restart server with provider_a re-enabled	COMMENT
LOW⚡	tests/integration/interactions/test_interactions.py	273	# Step 1: Get a function_call	COMMENT
LOW	tests/integration/interactions/test_interactions.py	305	# Step 2: Send function_response and get a final text answer	COMMENT
LOW	docs/releases/GENERATE.md	23	### Step 1: Analyze Changes	COMMENT
LOW	docs/releases/GENERATE.md	30	### Step 2: Classify Breaking Changes	COMMENT
LOW	docs/releases/GENERATE.md	43	### Step 3: Write Detailed Release Notes	COMMENT
LOW	docs/releases/GENERATE.md	76	### Step 4: Update Top-Level RELEASE_NOTES.md	COMMENT
LOW	docs/releases/GENERATE.md	108	### Step 5: Create Pull Request	COMMENT
LOW	docs/blog/2026-03-30-observability.md	134	### Step 0: Prerequisites	COMMENT
LOW	docs/blog/2026-03-30-observability.md	159	### Step 1: Deploy the Observability Stack	COMMENT
LOW	docs/blog/2026-03-30-observability.md	173	### Step 2: Install OpenTelemetry Packages	COMMENT
LOW	docs/blog/2026-03-30-observability.md	182	### Step 3: Launch the Server	COMMENT
LOW	docs/blog/2026-03-30-observability.md	205	### Step 4: Launch Your Client	COMMENT
LOW	docs/blog/2026-03-30-observability.md	242	### Step 5: Explore the Data	COMMENT
LOW	docs/blog/2026-03-30-observability.md	280	### Step 6: Set Up Alerts	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	99	### Step 1: Instrument Your Code	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	131	### Step 2: Run the Application	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	138	### Step 3: View Traces in MLflow	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	178	### Step 1: Install OpenTelemetry Dependencies	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	187	### Step 2: Configure the OTel Collector	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	226	### Step 3: Run the OTel Collector	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	236	### Step 4: Run the Application with OTel Instrumentation	COMMENT
LOW	docs/blog/2026-04-06-mlflow-observability.md	250	### Step 5: Verify Traces	COMMENT
LOW	scripts/test_interactions_api.py	141	# Step 1: Send request with tools, expect a function_call output	COMMENT
LOW	scripts/test_interactions_api.py	181	# Step 2: Send the function result back and get a final text response	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	268	# Step 1: Build JSONL input file	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	283	# Step 2: Upload the JSONL file	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	290	# Step 3: Create the batch	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	298	# Step 4: Poll for completion (with retry on transient auth errors)	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	325	# Step 5: Download and parse results (with retry on transient auth errors)	COMMENT

Dead Code24 hits · 48 pts

Severity	File	Line	Context
MEDIUM	tests/unit/core/routers/test_responses_router.py	199	CODE
MEDIUM	tests/unit/core/routers/test_responses_router.py	233	CODE
MEDIUM	tests/unit/core/routers/test_inference_router.py	169	CODE
MEDIUM	…ders/responses/builtin/test_openai_responses_params.py	853	CODE
MEDIUM	…ders/responses/builtin/test_openai_responses_params.py	926	CODE
MEDIUM	…roviders/utils/inference/test_anthropic_translation.py	1408	CODE
MEDIUM	…roviders/utils/inference/test_anthropic_translation.py	1062	CODE
MEDIUM	…unit/providers/utils/inference/openai_mixin_helpers.py	145	CODE
MEDIUM	…unit/providers/utils/inference/test_anthropic_mixin.py	269	CODE
MEDIUM	…unit/providers/utils/inference/test_anthropic_mixin.py	353	CODE
MEDIUM	tests/unit/providers/inference/test_remote_anthropic.py	225	CODE
MEDIUM	tests/unit/providers/inference/test_remote_anthropic.py	245	CODE
MEDIUM	tests/unit/providers/inference/test_remote_anthropic.py	342	CODE
MEDIUM	tests/unit/providers/inference/test_ollama_adapter.py	240	CODE
MEDIUM	tests/unit/providers/inference/test_remote_fireworks.py	206	CODE
MEDIUM	tests/unit/providers/inference/test_remote_meta.py	508	CODE
MEDIUM	tests/unit/providers/inference/test_remote_deepseek.py	251	CODE
MEDIUM	tests/unit/distribution/test_context.py	28	CODE
MEDIUM	tests/unit/server/test_sse.py	58	CODE
MEDIUM	tests/unit/server/test_sse.py	74	CODE
MEDIUM	tests/unit/server/test_sse_stream_utils.py	174	CODE
MEDIUM	src/ogx/providers/inline/messages/impl.py	211	CODE
MEDIUM	src/ogx_api/inference/api.py	63	CODE
MEDIUM	src/ogx_api/inference/api.py	75	CODE

Slop Phrases18 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	…t-sdks/openapi/templates/python/lib/tools/mcp_oauth.py	56	"software_description": "A simple MCP client for demonstration purposes",	CODE
MEDIUM	…7fc955e3ee7d09b60711f036c28920b201063e5994b0bb565.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…2587ac130abc8663945b8c123f20e9306aec725f8326142e4.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…b516766d367309cf5ea44337417e4c92ad2e1f0c0cae1cb89.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…15bb135a3961eff2043e5b12e25eca5fafc4611b4c802d787.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…f6351f966b65bec858e36988d54b3c669067c7e256adf1955.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…cb36b5cc310bf11c3506718ede2549f425b4b480341317ee3.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…5dc8539dfda064e09abb9214981eddc80ee2dc2a7ef67caa6.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…4241d1352e5c338ef998a24538d60360310d0ba25b949f9c7.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…2674179c5d58595a3e5ad34420845769f535cc9e5988ebd72.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…fb66fd7803e7080f313e80c85b6bc1d7c3d76993815bd5538.json	32	"content": "The following is untrusted content retrieved by a tool call (e.g. a web page or indexed document).	CODE
MEDIUM	…c51a784cfe4fa0ee18d09bd413189a7c03b24bf3871e3d8d7.json	15	"content": "{\"query\": \"latest version of Python\", \"top_k\": [{\"url\": \"https://www.liquidweb.com/blog/lat	CODE
LOW	…78adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json	31	"content": "I'd be happy to help you test the OpenAI API, specifically version 1. To start, we'll need to	CODE
LOW	…78adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json	31	"content": "I'd be happy to help you test the OpenAI API, specifically version 1. To start, we'll need to	CODE
LOW	…02f7136b0dd350e75e7d2a77d222ef26a9bc419e10fa33c56.json	31	"content": "I'm happy to help you with testing the Discord API but I can't test for you. You can use the f	CODE
MEDIUM	…76fd0ba75720cc846958c6fb2bfc69270ce7dff354774ca3c.json	39	"content": "\n\nThe weather in San Francisco, CA, is generally mild and comfortable. Here\u2019s a summary	CODE
MEDIUM	…dc852cfdea6bfdb6a511f92cee84a6325b04ae84878512c30.json	33	"content": "I can guide you through the process, but please note that testing OpenAI's models requires a b	CODE
MEDIUM	src/ogx/providers/registry/vector_io.py	452	## This is an example how you can set up your environment for using PGVector (you can use either Podman or Docker)	COMMENT

Fake / Example Data23 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	…iders/responses/builtin/test_openai_responses_tools.py	517	"author": "John Doe",	CODE
LOW	…iders/responses/builtin/test_openai_responses_tools.py	565	assert attrs1["author"] == "John Doe"	CODE
LOW	…ers/responses/builtin/test_openai_responses_prompts.py	411	"company": OpenAIResponseInputMessageContentText(text="Acme Corp"),	CODE
LOW	tests/unit/providers/inference/test_remote_openai.py	52	config = OpenAIConfig(api_key="fake-key")	CODE
LOW⚡	tests/unit/providers/vector_io/test_vector_utils.py	44	chunk_id="placeholder",	CODE
LOW⚡	tests/unit/providers/vector_io/test_vector_utils.py	48	chunk_id="placeholder",	CODE
LOW	tests/unit/server/test_route_auth.py	29	principal="admin@example.com",	CODE
LOW⚡	tests/unit/server/test_route_auth.py	51	principal="user@example.com",	CODE
LOW	…integration/inference/test_inference_store_disabled.py	72	environment.setenv("OPENAI_API_KEY", "fake-key-for-replay")	CODE
LOW	…ows/integration-responses-conversations-auth-tests.yml	97	OPENAI_API_KEY: "dummy-key-for-replay-mode"	CODE
LOW⚡	.github/workflows/integration-tests.yml	200	AZURE_API_KEY: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	202	WATSONX_API_KEY: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	207	AWS_BEDROCK_BEARER_TOKEN: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	208	AWS_BEARER_TOKEN_BEDROCK: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	210	GEMINI_API_KEY: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	211	FIREWORKS_API_KEY: replay-mode-dummy-key	CODE
LOW⚡	.github/workflows/integration-tests.yml	212	ANTHROPIC_API_KEY: ${{ matrix.config.setup == 'anthropic' && 'replay-mode-dummy-key' \|\| '' }}	CODE
LOW⚡	.github/workflows/integration-tests.yml	213	META_API_KEY: ${{ matrix.config.setup == 'meta' && 'replay-mode-dummy-key' \|\| '' }}	CODE
LOW⚡	.github/workflows/integration-tests.yml	214	DEEPSEEK_API_KEY: ${{ matrix.config.setup == 'deepseek' && 'replay-mode-dummy-key' \|\| '' }}	CODE
LOW⚡	.github/workflows/integration-tests.yml	215	TAVILY_SEARCH_API_KEY: ${{ secrets.TAVILY_SEARCH_API_KEY \|\| 'replay-mode-dummy-key' }}	CODE
LOW⚡	.github/workflows/integration-tests.yml	216	TYPESAFE_API_KEY: replay-mode-dummy-key	CODE
LOW	.github/workflows/openresponses-conformance.yml	57	OPENAI_API_KEY: "dummy-key-for-replay-mode"	CODE
LOW	benchmarking/vertical-scaling/run-benchmark.sh	177	OPENAI_BASE_URL="$MOCK_URL/v1" OPENAI_API_KEY="fake-token" uv run ogx stack run --providers inference=remote::openai --p	CODE

Verbosity Indicators12 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/distribution/routers/test_routing_tables.py	586	# Step 1: Start with provider_a enabled and discover provider_a models	COMMENT
LOW⚡	tests/unit/distribution/routers/test_routing_tables.py	596	# Step 2: Restart server with provider_a disabled (provider_b enabled instead)	COMMENT
LOW	tests/unit/distribution/routers/test_routing_tables.py	610	# Step 3: Restart server with provider_a re-enabled	COMMENT
LOW⚡	tests/integration/interactions/test_interactions.py	273	# Step 1: Get a function_call	COMMENT
LOW	tests/integration/interactions/test_interactions.py	305	# Step 2: Send function_response and get a final text answer	COMMENT
LOW	scripts/test_interactions_api.py	141	# Step 1: Send request with tools, expect a function_call output	COMMENT
LOW	scripts/test_interactions_api.py	181	# Step 2: Send the function result back and get a final text response	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	268	# Step 1: Build JSONL input file	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	283	# Step 2: Upload the JSONL file	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	290	# Step 3: Create the batch	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	298	# Step 4: Poll for completion (with retry on transient auth errors)	COMMENT
LOW⚡	benchmarking/rag/lib/query.py	325	# Step 5: Download and parse results (with retry on transient auth errors)	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…ba20bf3b695138b785ffc26aed814ef01db492f4a5674d6c5.json	33	"content": "You want to test the effects of a high temperature in OpenAI's GPT-4 model. \n\nTo do this, yo	CODE
HIGH	…dc852cfdea6bfdb6a511f92cee84a6325b04ae84878512c30.json	33	"content": "I can guide you through the process, but please note that testing OpenAI's models requires a b	CODE
HIGH	src/ogx/providers/registry/file_processors.py	370	UNSTRUCTURED_API_KEY=your-api-key ogx stack run \\	CODE

AI Structural Patterns11 hits · 9 pts

Severity	File	Line	Context
LOW	…integration/responses/test_responses_access_control.py	85	CODE
LOW	scripts/openapi_generator/schema_transforms.py	511	CODE
LOW	…gx/providers/utils/bedrock/refreshable_boto_session.py	26	CODE
LOW	src/ogx/providers/utils/bedrock/sigv4_auth.py	68	CODE
LOW	src/ogx/providers/inline/responses/builtin/impl.py	178	CODE
LOW	…inline/responses/builtin/responses/openai_responses.py	1156	CODE
LOW	…viders/inline/responses/builtin/responses/streaming.py	260	CODE
LOW	…/providers/remote/inference/passthrough/passthrough.py	213	CODE
LOW	src/ogx/testing/api_recorder.py	123	CODE
LOW	src/ogx_api/schema_utils.py	164	CODE
LOW	src/ogx_api/models/fastapi_routes.py	98	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	125	### I've implemented a feature	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/providers/utils/test_model_registry.py	86	def helper(known_provider_model: ProviderModelEntry, known_provider_model2: ProviderModelEntry) -> ModelRegistryHelper:	CODE

ogx-ai/ogx

Open-Source Code Quality, Security and Technical Debt Review