3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

502.4K

Lines of Code

1.4K

Files

1.4K

Pattern Hits

2026-10-31

Scan Date

0.00

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 12.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1331 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 109 finding(s).

PR Review Velocity Impact 15.5/100 · LOW

Which changes need focused human review? 1450 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 1HIGH 5MEDIUM 103LOW 1341

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 1450 distinct pattern matches across 14 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.

Over-Commented Block1247 hits · 1228 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	cmake_minimum_required(VERSION 3.18 FATAL_ERROR)	COMMENT
LOW	pyproject.toml	1	# The Python package is gone: `spirula` is a standalone executable built with	COMMENT
LOW	tools/check_ss_prefix.sh	1	#!/bin/bash	COMMENT
LOW	tools/check_i18n.sh	1	#!/bin/bash	COMMENT
LOW	tools/ss_reserved_names.txt	1	# Names this project must not define, because a system header on one of our	COMMENT
LOW	tools/check_comments.sh	1	#!/bin/bash	COMMENT
LOW	tools/package_macos.sh	1	#!/bin/bash	COMMENT
LOW	tools/check_private_paths.sh	1	#!/bin/bash	COMMENT
LOW	tools/sfm/genpoly.py	1	#!/usr/bin/env python3	COMMENT
LOW	cmake/sources.txt	1	# Engine/kernel source globs, relative to the repository root.	COMMENT
LOW	viewer/CMakeLists.txt	1	# Standalone WebGL viewers — WASM module build.	COMMENT
LOW	viewer/css/style.css	21	body {	COMMENT
LOW	viewer/js/sortworker.js	1	// Depth-sort worker. Runs its own instance of the ssv_wasm module holding a	COMMENT
LOW	viewer/js/shaders.js	1	// GLSL (WebGL2 / GLSL ES 3.00) shader sources for the viewer.	COMMENT
LOW	viewer/js/dataset.js	1	// Dataset loading + camera-frustum geometry for the standalone viewer.	COMMENT
LOW	viewer/js/dataset.js	101	const k = Math.sqrt(Math.max(0, 1 - 0.25rr));	COMMENT
LOW	viewer/js/telemetry/scanworker.js	1	// Scan worker for the IMU/GPS tool. Hosts its own instance of the telemetry	COMMENT
LOW	viewer/src/viewer.cpp	1	// Standalone WebGL viewer — performance-critical parsing / sorting / statistics.	COMMENT
LOW	viewer/src/viewer.cpp	21	#include <algorithm>	COMMENT
LOW	viewer/src/dataset_bridge.cpp	1	// Dataset bridge for the standalone viewer.	COMMENT
LOW	viewer/src/dataset_bridge.cpp	21		COMMENT
LOW	viewer/src/telemetry_bridge.cpp	1	// Telemetry bridge for the standalone IMU/GPS tool (telemetry.html).	COMMENT
LOW	assets/fonts/cjk_faces.txt	1	# The CJK font faces the UI can use, one per line:	COMMENT
LOW	assets/fonts/cjk_faces.txt	21	# The per-language SubsetOTF builds are used rather than the 16 MB regional	COMMENT
LOW	reference/python/camera_utils.py	1	# Copyright 2022 the Regents of the University of California, Nerfstudio Team and contributors. All rights reserved.	COMMENT
LOW	reference/python/camera_utils.py	461	_, S, Vh = torch.linalg.svd(x_axis_matrix, full_matrices=False)	COMMENT
LOW	reference/scripts/batch_process_data.bash	81	# ns-train spirulae --data $dirname \	COMMENT
LOW	reference/scripts/process_data_colmap.py	21	import struct	COMMENT
LOW	reference/scripts/process_data_colmap.py	41	#	COMMENT
LOW	reference/scripts/process_data_colmap.py	421	raise ValueError(f"Could not find images.txt or images.bin in {recon_dir}")	COMMENT
LOW	reference/scripts/run_colmap.bash	1	export camera_model=OPENCV # or OPENCV_FISHEYE, THIN_PRISM_FISHEYE	COMMENT
LOW	reference/scripts/metashape_utils.py	1	#!/usr/bin/env python3	COMMENT
LOW	reference/scripts/colmap_utils.py	1	# Copyright (c) 2023, ETH Zurich and UNC Chapel Hill.	COMMENT
LOW	reference/scripts/colmap_utils.py	21	# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR CONTRIBUTORS BE	COMMENT
LOW	reference/scripts/colmap_utils.py	521	out["p2"] = float(camera_params[7])	COMMENT
LOW	reference/scripts/colmap_utils.py	541	out["cx"] = float(camera_params[2])	COMMENT
LOW	reference/scripts/colmap_utils.py	601	out["k4"] = 0.0	COMMENT
LOW	reference/scripts/process_data_metashape.py	1	#!/usr/bin/env python3	COMMENT
LOW	src/mesh/MeshImport.cpp	1	// MeshImport.cpp -- see MeshImport.h.	COMMENT
LOW	src/mesh/MeshingHost.cpp	21		COMMENT
LOW	src/mesh/MeshingHost.cpp	141	keys_.swap(nk); vals_.swap(nv); mask_ = nmask;	COMMENT
LOW	src/mesh/MeshingHost.cpp	241	};	COMMENT
LOW	src/mesh/MeshingHost.cpp	561	// Flood-fill consistent winding. Neighbours are looked up by undirected	COMMENT
LOW	src/mesh/MeshingHost.cpp	701	//	COMMENT
LOW	src/mesh/MeshingHost.cpp	941	(long long)mesh.V.size(), (long long)mesh.F.size()});	COMMENT
LOW	src/mesh/MeshingHost.cpp	1021	// remove them with two fidelity-preserving local operations (Botsch & Kobbelt,	COMMENT
LOW	src/mesh/MeshingHost.cpp	1041	// degrees or create a degenerate face. Winding is left to the later orient pass,	COMMENT
LOW	src/mesh/MeshingHost.cpp	1301	if (verbose)	COMMENT
LOW	src/mesh/MeshingHost.cpp	1861	auto t6 = Clock::now();	COMMENT
LOW	src/mesh/MeshLog.h	1	#pragma once	COMMENT
LOW	src/mesh/MeshLog.h	21	// meshing module.	COMMENT
LOW	src/mesh/Meshing.h	41	bool verbose = true;	COMMENT
LOW	src/mesh/Meshing.h	61	// (improves triangle angles/valences without moving the surface to first	COMMENT
LOW	src/mesh/Meshing.h	81	// and adding cameras adds such outliers. These knobs make it robust.	COMMENT
LOW	src/mesh/Meshing.h	121	// (may be null => NONE)	COMMENT
LOW	src/mesh/MeshExport.cpp	1	/*	COMMENT
LOW	src/mesh/MeshExport.cpp	21	#include <stdexcept>	COMMENT
LOW	src/mesh/MeshImport.h	21		COMMENT
LOW	src/mesh/MeshUV.cpp	1	/*	COMMENT
LOW	src/mesh/MeshingRasterHost.cpp	21	#include <cstdio>	COMMENT
1187 more matches not shown…

Decorative Section Separators58 hits · 168 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/make_ui_font.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	281	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	401	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	403	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/make_ui_font.py	435	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/fit_log_luts.py	93	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	95	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	183	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	185	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	250	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	252	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	310	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	312	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	436	# ================	COMMENT
MEDIUM	tools/fit_log_luts.py	438	# ================	COMMENT
MEDIUM	tools/guictl.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/guictl.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/guictl.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/perf/perf_report.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	viewer/CMakeLists.txt	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	viewer/CMakeLists.txt	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/app/webviewer/viewer.html	554	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	src/app/webviewer/viewer.html	556	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	src/app/webviewer/viewer.html	562	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	src/app/webviewer/viewer.html	564	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	627	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	629	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	658	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	660	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	719	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	721	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	902	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	904	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	922	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	924	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1067	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1069	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1086	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1088	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1116	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1118	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1131	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1133	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1177	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1179	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1486	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1488	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1532	// ═══════════════════════════════════════════════════════	COMMENT
MEDIUM	src/app/webviewer/viewer.html	1534	// ═══════════════════════════════════════════════════════	COMMENT

AI Slop Vocabulary28 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/sfm/eval_poses.py	232	# ---- absolute pose after robust Sim(3) alignment ----	COMMENT
MEDIUM	viewer/js/main.js	163	// Fit the camera to the current model using a robust (median-based) center	COMMENT
MEDIUM	viewer/js/camera.js	54	// Fit the camera to a bounding sphere (robust center + radius from the	COMMENT
MEDIUM	viewer/src/viewer.cpp	794	// robust box: per-axis median center (subsampled), radius = 4x median	COMMENT
MEDIUM	viewer/src/dataset_bridge.cpp	492	// outer boundary we still want in view (90th percentile, robust to a stray	COMMENT
MEDIUM	src/mesh/MeshingHost.cpp	1022	// "A robust procedure to eliminate degenerate faces"):	COMMENT
MEDIUM	src/mesh/Meshing.h	81	// and adding cameras adds such outliers. These knobs make it robust.	COMMENT
MEDIUM	src/app/gui/RoiEditor.h	151	spirula::Aabb _bounds; // robust, dataset frame	CODE
MEDIUM	src/app/gui/ViewportPanel.cpp	1766	// Same intrinsics as the engine render request -> seamless transition.	COMMENT
MEDIUM	src/app/gui/render/FrameRenderer.h	91	// Where a model is, robust to what floats far from it: the per-axis median	COMMENT
MEDIUM	src/app/gui/edit/Attributes.h	87	// 256 bins over a robust range of the LIVE values -- the 0.2th to the 99.8th	COMMENT
MEDIUM	src/sfm/Pipeline.cpp	2023	// but seems to make things less robust for datasets that already have a lot of pairs, so it's disabled for now	COMMENT
MEDIUM	src/sfm/core/Camera.h	258	// KB radial with the robust 1D Newton, and iterate. (A naive 2D	COMMENT
MEDIUM	src/sfm/tests/sfm_sift_test.cpp	523	// the matching column past the left, so the model is seamless.	COMMENT
MEDIUM	src/sfm/map/BlockScale.h	157	// taken so far: GPS wander and model noise together, robust to a drifted block that is a third	COMMENT
MEDIUM	src/sfm/map/Mapper.h	322	std::string ba_loss = "huber"; // robust loss for mapping-time BA (D36)	CODE
MEDIUM	src/sfm/map/ImuExtrinsic.h	7	// onto the orthogonal matrices. Also the IMU clock offset and the robust up	COMMENT
MEDIUM	src/sfm/map/MetricGauge.h	80	// pairs), and the robust sigma of their altitude about the fitted vertical, metres.	COMMENT
MEDIUM	src/sfm/map/SensorPriors.h	236	// robust consensus (consensusUp); none, and !ok, when they disagree past	COMMENT
MEDIUM	src/sfm/map/SensorGauge.h	6	// one robust Levenberg-Marquardt solve; a missing sensor is an absent	COMMENT
MEDIUM	src/sfm/map/SensorGauge.h	581	// Residuals, each already divided by its sigma; `w` carries the robust	COMMENT
MEDIUM	src/sfm/map/ImuScale.h	115	double res_scale = 0; // robust residual scale, model units	CODE
MEDIUM	src/sfm/geometry/AbsolutePose.h	302	// rays; robust to coplanar/elongated point sets). LO refit: DLT on the	COMMENT
MEDIUM	src/sfm/geometry/P3P.h	3	// PoseLib). Unlike DLT PnP this is robust to near-coplanar / elongated point	COMMENT
MEDIUM	src/sfm/geometry/Fundamental.h	130	// and fit the cubic (robust and simple).	COMMENT
MEDIUM	src/backend/tests/msloss_parity.cpp	394	// Minimal modalities, robust edge-aware map (residual + quantile +	COMMENT
MEDIUM	src/backend/vulkan/kernels/PerPixelLoss.cpp	4	// edge-aware densification maps (kernels/densify/DensifySplitFilter.cu canny / robust-residual	COMMENT
MEDIUM	src/backend/vulkan/kernels/PerPixelLoss.cpp	707	// Edge-aware loss maps (mirror DensifySplitFilter.cu's canny / robust-residual path)	COMMENT

Excessive Try-Catch Wrapping24 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	tools/make_icon.py	67	except Exception:	CODE
LOW	tools/guictl.py	124	except Exception:	CODE
LOW	tools/gui_mcp.py	274	except Exception as e: # noqa: BLE001	CODE
LOW	tools/gui_mcp.py	298	except Exception as e: # noqa: BLE001	CODE
LOW	tools/sfm/metashape_ref.py	79	except Exception:	CODE
MEDIUM	reference/scripts/downscale_dataset.py	27	print("Error: plyfile library is required. Install with: pip install plyfile")	CODE
MEDIUM	reference/scripts/downscale_dataset.py	216	print(f"Error: {e}")	CODE
LOW	reference/scripts/mask.py	31	except Exception:	CODE
MEDIUM	reference/scripts/undistort_dataset.py	28	print("Error: plyfile library is required. Install with: pip install plyfile")	CODE
MEDIUM	reference/scripts/undistort_dataset.py	184	print(f"Error: {e}")	CODE
MEDIUM	reference/scripts/generate_report_colmap.py	24	print(f"Error: Directory {recon_dir} does not exist.")	CODE
LOW	reference/scripts/convert_raw.py	174	except Exception as e:	CODE
LOW	reference/scripts/convert_raw.py	224	except Exception as e:	CODE
MEDIUM	reference/scripts/convert_raw.py	225	print(f"Error processing {dng_path.name}: {e}")	CODE
MEDIUM	reference/scripts/convert_raw.py	284	print(f"Error: Input folder '{args.input_folder}' does not exist.")	CODE
LOW	reference/scripts/convert_raw.py	301	except Exception as e:	CODE
MEDIUM	reference/scripts/convert_raw.py	302	print(f"Error: {e}")	CODE
MEDIUM	reference/scripts/extract_frames.py	206	print(f"Error: could not open {video_path}")	CODE
MEDIUM	reference/scripts/extract_frames.py	222	print("Error: PyAV is required for AV1 video decoding.")	CODE
MEDIUM	reference/scripts/extract_frames.py	261	print(f"Error: no video streams found in {video_path}")	CODE
LOW	reference/scripts/downscale_images.py	61	except Exception:	CODE
LOW	reference/scripts/downscale_images.py	67	except Exception:	CODE
LOW	reference/scripts/downscale_images.py	201	except Exception as e:	CODE
MEDIUM	reference/scripts/downscale_images.py	202	print(f"Error processing {src_path}: {e}")	CODE

Deep Nesting33 hits · 33 pts

Severity	File	Line	Context
LOW	tools/check_font_coverage.py	29	CODE
LOW	tools/check_comment_length.py	58	CODE
LOW	tools/check_comment_length.py	115	CODE
LOW	tools/check_comment_length.py	167	CODE
LOW	tools/check_winmacro.py	80	CODE
LOW	tools/check_winmacro.py	122	CODE
LOW	tools/fit_log_luts.py	132	CODE
LOW	tools/make_icon.py	190	CODE
LOW	tools/guictl.py	91	CODE
LOW	tools/sfm/metashape_ref.py	42	CODE
LOW	tools/roma/compare_pipeline.py	15	CODE
LOW	tools/codegen/generate_headers.py	6	CODE
LOW	tools/codegen/generate_vulkan_stubs.py	67	CODE
LOW	tools/codegen/generate_vulkan_stubs.py	107	CODE
LOW	tools/perf/perf_report.py	35	CODE
LOW	tools/perf/perf_report.py	152	CODE
LOW	tools/perf/perf_report.py	286	CODE
LOW	reference/python/camera_utils.py	390	CODE
LOW	reference/scripts/undistort_dataset.py	172	CODE
LOW	reference/scripts/undistort_dataset.py	203	CODE
LOW	reference/scripts/process_data_colmap.py	439	CODE
LOW	reference/scripts/convert_raw.py	79	CODE
LOW	reference/scripts/convert_raw.py	144	CODE
LOW	reference/scripts/metashape_utils.py	134	CODE
LOW	reference/scripts/metashape_utils.py	196	CODE
LOW	reference/scripts/metashape_utils.py	92	CODE
LOW	reference/scripts/extract_frames.py	140	CODE
LOW	reference/scripts/colmap_utils.py	207	CODE
LOW	reference/scripts/colmap_utils.py	431	CODE
LOW	reference/scripts/plot_benchmark_results.py	258	CODE
LOW	reference/scripts/plot_benchmark_results.py	314	CODE
LOW	reference/scripts/SAM2-GUI/mask_app.py	324	CODE
LOW	src/shaders/build_postprocess.py	18	CODE

Unused Imports28 hits · 28 pts

Severity	File	Line	Context
LOW	tools/check_font_coverage.py	26	CODE
LOW	tools/fit_log_luts.py	18	CODE
LOW	tools/fit_log_luts.py	20	CODE
LOW	tools/sfm/eval_poses.py	33	CODE
LOW	tools/codegen/generate_headers.py	3	CODE
LOW	reference/python/benchmark.py	25	CODE
LOW	reference/python/eval_lpips.py	27	CODE
LOW	reference/scripts/mask.py	6	CODE
LOW	reference/scripts/mask.py	11	CODE
LOW	reference/scripts/generate_report_colmap.py	7	CODE
LOW	reference/scripts/generate_report_colmap.py	7	CODE
LOW	reference/scripts/generate_report_colmap.py	7	CODE
LOW	reference/scripts/generate_report_colmap.py	7	CODE
LOW	reference/scripts/generate_report_colmap.py	7	CODE
LOW	reference/scripts/generate_report_colmap.py	16	CODE
LOW	reference/scripts/metashape_utils.py	18	CODE
LOW	reference/scripts/metashape_utils.py	23	CODE
LOW	reference/scripts/colmap_utils.py	33	CODE
LOW	reference/scripts/colmap_utils.py	33	CODE
LOW	reference/scripts/colmap_utils.py	33	CODE
LOW	reference/scripts/colmap_utils.py	33	CODE
LOW	reference/scripts/colmap_utils.py	36	CODE
LOW	reference/scripts/plot_benchmark_results.py	19	CODE
LOW	reference/scripts/predict_geometry.py	16	CODE
LOW	reference/scripts/predict_geometry.py	16	CODE
LOW	reference/scripts/predict_geometry.py	16	CODE
LOW	reference/scripts/predict_geometry.py	16	CODE
LOW	reference/scripts/process_data_metashape.py	39	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tools/perf/perf_report.py	404	except (ValueError, OSError):	CODE
HIGH	tools/perf/perf_report.py	427	except (ValueError, OSError):	CODE
HIGH	reference/scripts/enhance_images.py	122	except OSError:	CODE
HIGH	reference/scripts/convert_raw.py	167	except AttributeError:	CODE

Hyper-Verbose Identifiers19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tools/codegen/generate_kernel_instantiation.py	49	def extract_kernel_definition(header_src: Path, kernel_name: str):	CODE
LOW	tools/codegen/generate_kernel_instantiation.py	116	def generate_kernel_instantiation(	CODE
LOW	tools/codegen/generate_headers.py	25	def extract_function_declarations(code):	CODE
LOW	viewer/js/ssv_telemetry.js	1	async function SSTModule(moduleArg={}){var Module=moduleArg;var ENVIRONMENT_IS_WEB=!!globalThis.window;var ENVIRONMENT_I	CODE
LOW	viewer/js/ssv_wasm.js	1	async function SSVModule(moduleArg={}){var Module=moduleArg;var ENVIRONMENT_IS_WEB=!!globalThis.window;var ENVIRONMENT_I	CODE
LOW	reference/python/camera_utils.py	277	def get_interpolated_poses_many(	CODE
LOW	reference/python/camera_utils.py	390	def auto_orient_and_center_poses(	CODE
LOW	reference/python/camera_utils.py	645	def orient_and_center_poses_gsplat(	CODE
LOW	reference/scripts/process_data_colmap.py	439	def parse_colmap_camera_params(camera) -> Dict[str, Any]:	CODE
LOW	reference/scripts/process_data_colmap.py	855	def absolute_colmap_model_path(self) -> Path:	CODE
LOW	reference/scripts/process_data_colmap.py	859	def absolute_camera_mask_path(self) -> Optional[Path]:	CODE
LOW	reference/scripts/metashape_utils.py	134	def find_metashape_cameras_dict(root_dir):	CODE
LOW	reference/scripts/colmap_utils.py	431	def parse_colmap_camera_params(camera) -> Dict[str, Any]:	CODE
LOW	reference/scripts/plot_benchmark_results.py	116	def extract_code_blocks_with_context(section_text: str) -> List[Tuple[str, str, str]]:	CODE
LOW	reference/scripts/plot_benchmark_results.py	314	def choose_dataset_and_preset(	CODE
LOW	reference/scripts/plot_benchmark_results.py	364	def parse_table_as_observations(	CODE
LOW	reference/scripts/plot_benchmark_results.py	430	def table_block_to_observations(	CODE
LOW	src/data/DataManager.h	287	class DataManager {	CODE
LOW	src/engine/EngineState.h	73	class DataManager;	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/app/gui/tests/preset_roundtrip_test.cpp	491	try { loaded.s.sfm.dense.config.validate_run(); }	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	6	# This file is kept only so tooling that probes the repo root finds a clear	COMMENT
MEDIUM	reference/scripts/convert_raw.py	68	# Create main output folder and subfolders	COMMENT

Dead Code3 hits · 6 pts

Severity	File	Line	Context
MEDIUM	reference/scripts/downscale_dataset.py	75	CODE
MEDIUM	reference/scripts/undistort_dataset.py	114	CODE
MEDIUM	reference/scripts/undistort_dataset.py	116	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/mask_editor_checks/p10_score.py	57	json.dump(dict(frame=f, box=[x0, y0, x1, y1], null=null, p10=p10, added=added, inside=inside,	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/external/apriltag/apriltag.h	233	// don't forget to add a family!	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	reference/scripts/SAM2-GUI/mask_app.py	484		CODE

harry7557558/spirula-studio

Open-Source Code Quality, Security and Technical Debt Review