4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

2.4K

Stars

C++

Language

349.9K

Lines of Code

963

Files

1.4K

Pattern Hits

2026-10-31

Scan Date

0.02

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 16.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1297 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 56 finding(s).

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 75 finding(s).

PR Review Velocity Impact 21.0/100 · LOW

Which changes need focused human review? 1415 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 15MEDIUM 79LOW 1321

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 1415 distinct pattern matches across 17 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 Block1194 hits · 1014 pts

Severity	File	Line	Snippet	Context
LOW	conanfile.txt	21	# pybind11/2.4.3 - conan doesn't have this minimum version	COMMENT
LOW	testsuite/jpeg-corrupt/run.py	21	# nonsensical length, that before being fixed, caused a buffer overrun.	COMMENT
LOW	testsuite/jpeg-corrupt/run.py	41		COMMENT
LOW	testsuite/jpeg-corrupt/run.py	101	# Same bomb, but progressive (SOF2). Progressive decoding allocates a	COMMENT
LOW	testsuite/ffmpeg/run.py	41	# Frame indexing. Each of these is 10 frames of well-formed video: check that	COMMENT
LOW	testsuite/ffmpeg/src/make_test_movies.py	1	#!/usr/bin/env python3	COMMENT
LOW	testsuite/oiiotool-deep/run.py	61	# only over A's samples, so if A had no samples in a pixel but B had	COMMENT
LOW	testsuite/openvdb-damaged/src/make_malformed_vdb.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/openexr-partialtile/run.py	1	#!/usr/bin/env python	COMMENT
LOW	…stsuite/openexr-partialtile/src/read-partial-tiles.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/jpeg2000-j2kp4files/run.py	41	# for f in files:	COMMENT
LOW	…/docs-examples-python/src/docs-examples-imageoutput.py	1	#!/usr/bin/env python	COMMENT
LOW	…/docs-examples-python/src/docs-examples-imageoutput.py	21	def example1() -> None:	COMMENT
LOW	…cs-examples-python/src/docs-examples-writingplugins.py	1	#!/usr/bin/env python	COMMENT
LOW	…cs-examples-python/src/docs-examples-writingplugins.py	21	def example1() -> None:	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imageinput.py	1	#!/usr/bin/env python	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imageinput.py	21	def example1() -> None:	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-texturesys.py	1	#!/usr/bin/env python	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-texturesys.py	21	def example1() -> None:	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imageioapi.py	1	#!/usr/bin/env python	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imageioapi.py	21	def example1() -> None:	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imagecache.py	1	#!/usr/bin/env python	COMMENT
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	1	#!/usr/bin/env python	COMMENT
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	21		COMMENT
LOW	…ite/docs-examples-python/src/docs-examples-imagebuf.py	1	#!/usr/bin/env python	COMMENT
LOW	…ite/docs-examples-python/src/docs-examples-imagebuf.py	21	def example1() -> None:	COMMENT
LOW	testsuite/tiff-subimage-seek/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/psd/run.py	41	# Corruption where short per-channel rows could overrun interleaving	COMMENT
LOW	testsuite/texture-device/texture_device_impl.h	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/texture-device/stream.h	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/texture-device/texture_device_decl.h	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/texture-device/texture_device_decl.h	261	#undef OPT_FIELD	COMMENT
LOW	testsuite/texture-device/closed_hashmap.h	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/texture-device/arena.h	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	testsuite/texture-device/host.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…suite/docs-examples-cpp/src/docs-examples-imagebuf.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-texturesys.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-texturesys.cpp	21	// Example code fragment from the docs goes here.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-imagecache.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…docs-examples-cpp/src/docs-examples-writingplugins.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…docs-examples-cpp/src/docs-examples-writingplugins.cpp	21	// Example code fragment from the docs goes here.	COMMENT
LOW	…e/docs-examples-cpp/src/docs-examples-imagebufalgo.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…e/docs-examples-cpp/src/docs-examples-imagebufalgo.cpp	21	#include <OpenImageIO/imagebuf.h>	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-imageioapi.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-imageioapi.cpp	21	// Example code fragment from the docs goes here.	COMMENT
LOW	…te/docs-examples-cpp/src/docs-examples-imageoutput.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…te/docs-examples-cpp/src/docs-examples-imageoutput.cpp	21	// Example code fragment from the docs goes here.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-imageinput.cpp	1	// Copyright Contributors to the OpenImageIO project.	COMMENT
LOW	…ite/docs-examples-cpp/src/docs-examples-imageinput.cpp	21	// Example code fragment from the docs goes here.	COMMENT
LOW	testsuite/texture-overscan/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/hdr/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/maketx/run.py	181	# --mipimage	COMMENT
LOW	testsuite/tiff-suite/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/tiff-suite/run.py	21	command += rw_command (OIIO_TESTSUITE_IMAGEDIR, "dscf0013.tif")	COMMENT
LOW	testsuite/tiff-suite/run.py	41	# off_luv24.tif 333x225 8-bit CIE LogLuv (SGILog24) office from " "	COMMENT
LOW	testsuite/tiff-suite/run.py	81	# oxford.tif 601x81 8-bit RGB (lzw) screendump off oxford	COMMENT
LOW	testsuite/png-damaged/run.py	21	command += info_command ("src/exif-deep-ifds.png", safematch=True)	COMMENT
LOW	testsuite/openexr-multires/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/tiff-misc/run.py	1	#!/usr/bin/env python	COMMENT
LOW	testsuite/tiff-misc/run.py	41	command += info_command ("src/crash-cmyk-1bit.tif", safematch=True)	COMMENT
1134 more matches not shown…

Self-Referential Comments26 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM	testsuite/python-imagebuf/src/test_imagebuf.py	317	# Create a small buffer, do various pixel reads and writes	COMMENT
MEDIUM	…/docs-examples-python/src/docs-examples-imageoutput.py	10	# This file contains code examples from the ImageOutput chapter of the	COMMENT
MEDIUM	…/docs-examples-python/src/docs-examples-imageoutput.py	116	# Create the output file and copy the image	COMMENT
MEDIUM	…cs-examples-python/src/docs-examples-writingplugins.py	10	# This file contains code examples from the Writing Plugins chapter of the	COMMENT
MEDIUM	…e/docs-examples-python/src/docs-examples-imageinput.py	10	# This file contains code examples from the ImageInput chapter of the	COMMENT
MEDIUM	…e/docs-examples-python/src/docs-examples-texturesys.py	10	# This file contains code examples from the TextureSystem chapter of the	COMMENT
MEDIUM	…e/docs-examples-python/src/docs-examples-imageioapi.py	10	# This file contains code examples from the ImageIO API chapter of the	COMMENT
MEDIUM	…e/docs-examples-python/src/docs-examples-imagecache.py	10	# This file contains code examples from the ImageCache chapter of the	COMMENT
MEDIUM	…e/docs-examples-python/src/docs-examples-imagecache.py	22	# Create an image cache and set some options	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	10	# This file contains code examples from the ImageBufAlgo chapter of the	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	79	# Create a new 3-channel, 512x512 float image filled with 0.0 values.	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	104	# Create a new 640x480 RGB image, with a top-to-bottom gradient	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	121	# Create a new 640x480 RGB image, fill it with a two-toned gray	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	136	# Create a new 256x256 field of grayscale white noise on [0,1)	COMMENT
MEDIUM	…docs-examples-python/src/docs-examples-imagebufalgo.py	140	# Create a new 256x256 field of grayscale blue noise on [0,1)	COMMENT
MEDIUM	…ite/docs-examples-python/src/docs-examples-imagebuf.py	10	# This file contains code examples from the ImageBuf chapter of the	COMMENT
MEDIUM	testsuite/missingcolor/src/makepartialexr.py	12	# Create an exr file with deliberately missing tiles	COMMENT
MEDIUM	testsuite/openexr-decreasingy/run.py	24	# Create an image in decreasing order (Tests ImageOutput::write_image() logic)	COMMENT
MEDIUM	testsuite/openexr-decreasingy/run.py	28	# Create an image in decreasing order via copying a reference image. (Tests ImageBuf::write() logic)	COMMENT
MEDIUM	testsuite/oiiotool-demosaic/run.py	13	# Create a test image with color gradient	COMMENT
MEDIUM	testsuite/texture-env/run.py	9	# Create a ramped checker	COMMENT
MEDIUM⚡	testsuite/python-imageinput/src/test_imageinput.py	212	# Create a file that has unassociated alpha	COMMENT
MEDIUM	testsuite/python-imageinput/src/test_imageinput.py	236	# Create a file that has unassociated alpha	COMMENT
MEDIUM	testsuite/perchannel/run.py	36	# Create a file with per-channel data types, make sure that works	COMMENT
MEDIUM	testsuite/oiiotool-spi/run.py	13	# Define a handy function that runs an oiiotool command, and	COMMENT
MEDIUM	testsuite/nonwhole-tiles/run.py	12	# Create a file	COMMENT

Decorative Section Separators22 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/wheel.yml	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	94	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	96	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	205	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	207	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	301	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	312	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	314	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	391	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	393	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	404	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	406	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	474	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	476	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	487	# -------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/wheel.yml	489	# -------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping35 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	testsuite/python-deep/src/test_deep.py	324	except Exception as detail:	CODE
MEDIUM	testsuite/python-imagebuf/src/test_imagebuf.py	58	print ("Error writing", filename, ":", image.geterror())	CODE
MEDIUM⚡	testsuite/python-imagebuf/src/test_imagebuf.py	142	print ("Error on initial open:", out.geterror())	CODE
MEDIUM⚡	testsuite/python-imagebuf/src/test_imagebuf.py	146	print ("Error on write:", img.geterror())	CODE
MEDIUM⚡	testsuite/python-imagebuf/src/test_imagebuf.py	149	print ("Error on open for append:", out.geterror())	CODE
MEDIUM⚡	testsuite/python-imagebuf/src/test_imagebuf.py	153	print ("Error on write:", img.geterror())	CODE
LOW	testsuite/python-imagebuf/src/test_imagebuf.py	363	except Exception as detail:	CODE
MEDIUM	…e/docs-examples-python/src/docs-examples-imageinput.py	128	print("Error closing", filename, ", error =", inp.geterror())	CODE
LOW	testsuite/tiff-subimage-seek/src/test_subimage_seek.py	64	except Exception as detail:	CODE
MEDIUM⚡	testsuite/python-imageoutput/src/test_imageoutput.py	23	print ("Error reading input pixels in", in_filename)	CODE
MEDIUM⚡	testsuite/python-imageoutput/src/test_imageoutput.py	29	print ("Error reading input pixels in", in_filename)	CODE
MEDIUM⚡	testsuite/python-imageoutput/src/test_imageoutput.py	38	print ("Error reading input pixels in", in_filename)	CODE
MEDIUM⚡	testsuite/python-imageoutput/src/test_imageoutput.py	44	print ("Error reading input pixels in", in_filename)	CODE
MEDIUM	testsuite/python-imageoutput/src/test_imageoutput.py	56	print ("Error reading input pixels in", in_filename)	CODE
LOW	testsuite/python-imageoutput/src/test_imageoutput.py	230	except Exception as detail:	CODE
LOW	testsuite/python-typedesc/src/test_typedesc.py	270	except Exception as detail:	CODE
LOW	testsuite/python-paramlist/src/test_paramlist.py	155	except Exception as detail:	CODE
LOW	testsuite/python-roi/src/test_roi.py	93	except Exception as detail:	CODE
MEDIUM	testsuite/python-imageinput/src/test_imageinput.py	151	print ("Error: tiled")	CODE
MEDIUM	testsuite/python-imageinput/src/test_imageinput.py	181	print ("Error: not tiled")	CODE
MEDIUM⚡	testsuite/python-imageinput/src/test_imageinput.py	206	print ("Error writing", filename, ":", image.geterror())	CODE
LOW	testsuite/python-imageinput/src/test_imageinput.py	428	except Exception as detail:	CODE
LOW	testsuite/python-texturesys/src/test_texture_sys.py	227	except Exception as detail:	CODE
LOW	testsuite/python-colorconfig/src/test_colorconfig.py	117	except Exception as detail:	CODE
LOW	testsuite/jpeg2000/run.py	30	except Exception:	CODE
LOW	testsuite/htj2k/run.py	47	except Exception:	CODE
LOW	testsuite/python-imagecache/src/test_imagecache.py	140	except Exception as detail:	CODE
LOW	testsuite/python-imagespec/src/test_imagespec.py	251	except Exception as detail:	CODE
MEDIUM	testsuite/python-imagebufalgo/src/test_imagebufalgo.py	33	print ("Error writing", filename, ":", image.geterror())	CODE
LOW	testsuite/python-imagebufalgo/src/test_imagebufalgo.py	661	except Exception as detail:	CODE
LOW	testsuite/gif/src/test_gif_seek.py	96	except Exception as detail:	CODE
LOW	testsuite/python-oiio/src/test_oiio.py	192	except Exception as detail:	CODE
MEDIUM	src/doc/imageoutput.md	1764	print("Error closing", filename, ", error = ", out.geterror())	CODE
MEDIUM	src/doc/pythonbindings.md	2160	print ("Error reading the file:", buf.geterror())	CODE
MEDIUM	src/doc/pythonbindings.md	4347	print ("Error writing", filename, ":", image.geterror())	CODE

Unused Imports44 hits · 44 pts

Severity	File	Line	Context
LOW	testsuite/runtest.py	16	CODE
LOW	testsuite/python-deep/src/test_deep.py	7	CODE
LOW	…geinput-colorconfig/src/test_imageinput_colorconfig.py	12	CODE
LOW	testsuite/python-imagebuf/src/test_imagebuf.py	7	CODE
LOW	…cs-examples-python/src/docs-examples-writingplugins.py	18	CODE
LOW	…cs-examples-python/src/docs-examples-writingplugins.py	19	CODE
LOW	…e/docs-examples-python/src/docs-examples-imageinput.py	19	CODE
LOW	…e/docs-examples-python/src/docs-examples-imageinput.py	110	CODE
LOW	…e/docs-examples-python/src/docs-examples-texturesys.py	18	CODE
LOW	…e/docs-examples-python/src/docs-examples-texturesys.py	19	CODE
LOW	…e/docs-examples-python/src/docs-examples-imageioapi.py	18	CODE
LOW	…e/docs-examples-python/src/docs-examples-imageioapi.py	19	CODE
LOW	…e/docs-examples-python/src/docs-examples-imagecache.py	19	CODE
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	19	CODE
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	20	CODE
LOW	…ite/docs-examples-python/src/docs-examples-imagebuf.py	18	CODE
LOW	…ite/docs-examples-python/src/docs-examples-imagebuf.py	19	CODE
LOW	testsuite/tiff-subimage-seek/src/test_subimage_seek.py	7	CODE
LOW	testsuite/python-imageoutput/src/test_imageoutput.py	6	CODE
LOW	testsuite/targa-thumbnail/run.py	9	CODE
LOW	testsuite/oiiotool-color/run.py	8	CODE
LOW	testsuite/python-typedesc/src/test_typedesc.py	7	CODE
LOW	testsuite/python-paramlist/src/test_paramlist.py	7	CODE
LOW	testsuite/sourceprovenance/src/test_sourceprovenance.py	11	CODE
LOW	testsuite/openexr-decreasingy/run.py	7	CODE
LOW	testsuite/openexr-decreasingy/run.py	7	CODE
LOW	testsuite/python-roi/src/test_roi.py	7	CODE
LOW	testsuite/python-imageinput/src/test_imageinput.py	7	CODE
LOW	testsuite/python-texturesys/src/test_texture_sys.py	7	CODE
LOW	testsuite/python-colorconfig/run.py	8	CODE
LOW	testsuite/python-colorconfig/src/test_colorconfig.py	7	CODE
LOW	testsuite/python-colorconfig/src/test_colorconfig.py	9	CODE
LOW	testsuite/openexr-copy/run.py	7	CODE
LOW	testsuite/python-imagecache/src/test_imagecache.py	7	CODE
LOW	testsuite/python-imagecache/src/test_imagecache.py	9	CODE
LOW	testsuite/python-imagespec/src/test_imagespec.py	7	CODE
LOW	testsuite/python-imagebufalgo/src/test_imagebufalgo.py	7	CODE
LOW	testsuite/gif/src/test_gif_seek.py	7	CODE
LOW	testsuite/python-oiio/src/test_oiio.py	7	CODE
LOW	src/python/__init__.py	33	CODE
LOW	src/python-nanobind/__init__.py	35	CODE
LOW	src/doc/conf.py	21	CODE
LOW	src/fuzz/populate_corpora.py	26	CODE
LOW	src/fuzz/populate_corpora.py	28	CODE

AI Slop Vocabulary13 hits · 37 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cineon.imageio/cineoninput.cpp	224	// FIXME: making this more robust would require the per-channel transfer	COMMENT
MEDIUM	src/include/OpenImageIO/vecparam.h	22	/// application that have seamless conversion to and from similar types.	COMMENT
MEDIUM	src/include/OpenImageIO/fmath.h	1501	// are much faster at the expense of some accuracy and robust handling of	COMMENT
MEDIUM	src/include/OpenImageIO/function_view.h	64	/// callable object. It's more robust, especially with respect to object	COMMENT
MEDIUM	src/include/OpenImageIO/imagecache.h	147	/// only be able to utilize that single subimage.	COMMENT
MEDIUM	src/include/OpenImageIO/imagecache.h	151	/// subimages (that don't really exist). Essentially this	COMMENT
MEDIUM	src/include/OpenImageIO/imagecache.h	181	/// number (like 3) may help make an application more robust to	COMMENT
MEDIUM	src/iv/imageviewer.cpp	115	// FIXME -- would be nice to have a more nuanced approach to display	COMMENT
MEDIUM	src/libutil/xxhash.cpp	363	if ((((size_t)input) & 3) == 0) // Input is aligned, let's leverage the speed advantage	CODE
MEDIUM	src/libutil/xxhash.cpp	503	if ((((size_t)input) & 7)==0) // Input is aligned, let's leverage the speed advantage	CODE
MEDIUM	src/libtexture/texturesys.cpp	1867	// Tiny dx and dy: Essentially point sampling. Substitute a	COMMENT
MEDIUM	src/libtexture/texturesys.cpp	2715	// To utilize SIMD ops in an inherently scalar loop, every fourth	COMMENT
MEDIUM	src/libtexture/texturesys.cpp	3070	// To utilize SIMD ops in an inherently scalar loop, every fourth	COMMENT

Cross-Language Confusion8 hits · 29 pts

Severity	File	Line	Snippet	Context
HIGH⚡	testsuite/jpeg-corrupt/run.py	76	iconvert short-exif-app1-len4.jpg out.null && echo short-exif-app1-len4-ok	STRING
HIGH⚡	testsuite/jpeg-corrupt/run.py	77	iconvert short-exif-app1-len5.jpg out.null && echo short-exif-app1-len5-ok	STRING
HIGH⚡	testsuite/jpeg-corrupt/run.py	78	iconvert short-icc-app2-len11.jpg out.null && echo short-icc-app2-len11-ok	STRING
HIGH⚡	testsuite/jpeg-corrupt/run.py	79	iconvert short-icc-app2-len12.jpg out.null && echo short-icc-app2-len12-ok	STRING
HIGH⚡	testsuite/jpeg-corrupt/run.py	80	iconvert short-icc-app2-len13.jpg out.null && echo short-icc-app2-len13-ok	STRING
HIGH	testsuite/oiiotool/run.py	252	command += oiiotool ("--missingfile black box.tif missing.tif --over -o box_over_missing2.tif \|\| true")	STRING
HIGH	testsuite/oiiotool/run.py	254	command += oiiotool ("--missingfile checker box.tif missing.tif --over -o box_over_missing3.tif \|\| true")	STRING
HIGH	testsuite/webp/run.py	31	command += iconvert(f"{f} out.null && echo {f}-ok")	CODE

Structural Annotation Overuse19 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/check-dependency-minmax/SKILL.md	68	## Step 0: environment	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	80	## Step 1: choose the run	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	92	## Step 2: fetch job logs and parse buildinfo	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	153	## Step 3: read the claims	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	165	## Step 4: find latest upstream releases	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	177	## Step 5: analyses to perform	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	250	## Step 6: report (phase 1 ends here)	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	258	## Step 7: simple fixes, done unconditionally (phase 2)	COMMENT
LOW	.agents/skills/check-dependency-minmax/SKILL.md	283	## Step 8: fixes that change code or workflows (phase 3)	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1509	// Step 1: accumulate the first and second moments of the channels of	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1538	// Step 2: the eigenvectors of the covariance matrix are the principal	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1558	// Step 3: build the matrix that scales each principal axis to unit	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1595	// Step 4: apply it to every pixel.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	477	// Step 1: Convert both images to YCxCz, clamping to [0,1] first.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	510	// Step 2: Spatial CSF filter — separable, two kernel variants.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	566	// Step 3: y-direction pass + compute color difference.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	631	// Step 4: Feature (edge/point) filter — x-direction pass.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	681	// Step 5: Feature filter y-direction pass + final combine.	COMMENT
LOW	src/dds.imageio/ddsinput.cpp	698	// NOTE: This function has no sanity checks! It's a private method and relies	COMMENT

Empty Error Handlers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	testsuite/docs-examples-python/run.py	20	except FileExistsError :	CODE
HIGH	testsuite/jpeg2000/run.py	30	except Exception:	CODE
HIGH	testsuite/htj2k/run.py	47	except Exception:	CODE
HIGH	src/fuzz/populate_corpora.py	219	except OSError:	CODE
HIGH	src/build-scripts/ninjatracing.py	131	except IOError:	CODE

Verbosity Indicators9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1509	// Step 1: accumulate the first and second moments of the channels of	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1538	// Step 2: the eigenvectors of the covariance matrix are the principal	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1558	// Step 3: build the matrix that scales each principal axis to unit	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_pixelmath.cpp	1595	// Step 4: apply it to every pixel.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	477	// Step 1: Convert both images to YCxCz, clamping to [0,1] first.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	510	// Step 2: Spatial CSF filter — separable, two kernel variants.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	566	// Step 3: y-direction pass + compute color difference.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	631	// Step 4: Feature (edge/point) filter — x-direction pass.	COMMENT
LOW	src/libOpenImageIO/imagebufalgo_flip.cpp	681	// Step 5: Feature filter y-direction pass + final combine.	COMMENT

Deep Nesting11 hits · 11 pts

Severity	File	Line	Context
LOW	testsuite/runtest.py	398	CODE
LOW	testsuite/runtest.py	440	CODE
LOW	testsuite/python-deep/src/test_deep.py	49	CODE
LOW	testsuite/python-imagebuf/src/test_imagebuf.py	88	CODE
LOW	testsuite/psd-empty-layers/src/make-empty-layer-psds.py	12	CODE
LOW	testsuite/python-imageoutput/src/test_imageoutput.py	17	CODE
LOW	testsuite/openexr-scanlines/src/test_scanlines.py	13	CODE
LOW	testsuite/raw/src/make_crop_dng.py	43	CODE
LOW	testsuite/python-imagebufalgo/src/test_imagebufalgo.py	35	CODE
LOW	src/fuzz/populate_corpora.py	206	CODE
LOW	src/build-scripts/ninjatracing.py	120	CODE

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	testsuite/jpeg-metadata/run.py	13	# Check if the comments are correctly decoded as attributes, and that writing	COMMENT
LOW	…e/docs-examples-python/src/docs-examples-imageinput.py	97	# Open the file, passing in the config.	COMMENT
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	288	# Set B to be a copy of A, but converted to float	COMMENT
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	299	# Set B to be a 200x100 region of A starting at (50,50), trimming	COMMENT
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	311	# Set B to be a 200x100 region of A starting at (50,50), but	COMMENT
LOW	src/build-scripts/build_ninja.bash	19	# Check if the tar exist, download it if not	COMMENT
LOW	src/build-scripts/ninjatracing.py	104	# Check if any event duration is greater than the duration from ninja.	COMMENT

AI Response Leakage2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	src/doc/imagebufalgo.md	1754	> > # In this example, we are careful to deal with alpha in an RGBA image.	CODE
HIGH	src/doc/imagebufalgo.md	1771	> > # In this example, invert only the RGB channels (which is the default	CODE

Hyper-Verbose Identifiers9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…e/psd-colormodes/src/make-indexed-transparency-psds.py	29	def find_transparency_index_resource(data):	CODE
LOW	testsuite/python-imagebuf/src/test_imagebuf.py	211	def test_outofrange_subimage_miplevel() :	CODE
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	346	def example_flip_flop_transpose() -> None:	CODE
LOW	…docs-examples-python/src/docs-examples-imagebufalgo.py	544	def example_fillholes_pushpull() -> None:	CODE
LOW	testsuite/tiff-subimage-seek/src/test_subimage_seek.py	24	def test_seek_back_after_rejection () :	CODE
LOW	testsuite/tiff-subimage-seek/src/test_subimage_seek.py	49	def test_imagecache_after_rejection () :	CODE
LOW⚡	testsuite/python-imageinput/src/test_imageinput.py	211	def test_tiff_remembering_config() :	CODE
LOW	testsuite/gif/src/test_gif_seek.py	74	def test_seek_back_after_failure (colors) :	CODE
LOW	testsuite/python-oiio/src/test_oiio.py	12	def version_string_looks_valid(version: str) -> bool:	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/jpeg.imageio/jpeginput.cpp	703	// Don't forget to save and restore any configuration settings.	COMMENT
LOW	src/r3d.imageio/r3dinput.cpp	398	// Don't forget to save and restore any configuration settings.	COMMENT
LOW	src/png.imageio/pnginput.cpp	342	// Don't forget to save and restore any configuration settings.	COMMENT

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	testsuite/runtest.py	304	CODE
LOW	testsuite/runtest.py	354	CODE
LOW	testsuite/rla/src/make_malformed_rla.py	31	CODE
LOW	testsuite/ptex/src/make_malformed_ptex.py	18	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/fuzz/fuzz_image.cpp	133	static std::string fake_name; // fake filename for open, e.g., "input.jpg"	CODE
LOW	src/fuzz/fuzz_image.cpp	221	fake_name = "input." + oiio_format_primary_ext(format_name);	CODE
LOW	src/fuzz/fuzz_image.cpp	232	oiio_fuzz_read_dispatch(data, size, fake_name.c_str());	CODE
LOW	src/fuzz/fuzz_image.cpp	234	oiio_fuzz_read(data, size, fake_name.c_str());	CODE

AcademySoftwareFoundation/OpenImageIO

Open-Source Code Quality, Security and Technical Debt Review