1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.0K

Stars

Language

1.3M

Lines of Code

2.0K

Files

2.5K

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 9.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2492 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 9.5/100 · LOW

Which changes need focused human review? 2508 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 0MEDIUM 47LOW 2461

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 2508 distinct pattern matches across 11 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 Block2416 hits · 2264 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	bumpversion.sh	1	#!/bin/sh	COMMENT
LOW	.ci/build.sh	1	#!/bin/sh	COMMENT
LOW	.ci/build.sh	21	#	COMMENT
LOW	.ci/build.sh	41	# configured as NOPASSWD in /etc/sudoers if you're doing unattended builds	COMMENT
LOW	.ci/AppImageBuilder.yml	1	#	COMMENT
LOW	tests/video/wd90c31_test.cpp	1	#include <array>	COMMENT
LOW	tests/video/rage128/shard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/CMakeLists.txt	1	# The ATI Rage 128 tests compile the device sources themselves, with host	COMMENT
LOW	tests/video/rage128/CMakeLists.txt	181	# The timeout is sized for the first run on a host whose Vulkan driver	COMMENT
LOW	tests/video/rage128/jit-harness/shard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/jit-harness/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/jit-harness/jit_host_test.c	41	#include <stdio.h>	COMMENT
LOW	tests/video/rage128/replay-harness/replay.c	41	* The queue's entry count and the heap bytes its payloads hold	COMMENT
LOW	tests/video/rage128/replay-harness/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ts/video/rage128/replay-harness/synth/sample_agptex.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/video/rage128/replay-harness/synth/gen_agptex.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/video/rage128/replay-harness/synth/selftest.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/video/rage128/replay-harness/synth/gen_ckfn.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/video/rage128/replay-harness/synth/sample_ckfn.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/video/rage128/gpu/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/gpu/gputri.c	61	#include <limits.h>	COMMENT
LOW	tests/video/rage128/gpu/gputri.c	141	tested, which is not a failure. CTest reports it as a skip. */	COMMENT
LOW	tests/video/rage128/reg-harness/shard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/reg-harness/host_stubs.c	21	* - Bus-master reads and writes resolve against a declared fake	COMMENT
LOW	tests/video/rage128/reg-harness/host_stubs.c	41	#define HAVE_STDARG_H	COMMENT
LOW	tests/video/rage128/reg-harness/gpu_probe.c	21	* Authors: skiretic.	COMMENT
LOW	tests/video/rage128/reg-harness/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/video/rage128/reg-harness/build.sh	21	# services the device calls (mem/io/pci/timer/rom/video plumbing). Real	COMMENT
LOW	tests/video/rage128/reg-harness/include/86box/version.h	21	*/	COMMENT
LOW	tests/cdrom/cdrom_sony_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/cdrom/cdrom_mitsumi_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/cdrom/cdrom_mcn_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/cdrom/cdrom_mke_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/cpu/x87_fistp_test.cpp	1	// SPDX-License-Identifier: GPL-2.0-or-later	COMMENT
LOW	tests/cpu/x87_fistp_test.cpp	21	static bool memory_fault;	COMMENT
LOW	tests/cpu/cpu_cache_test.cpp	1	// SPDX-License-Identifier: GPL-2.0-or-later	COMMENT
LOW	tests/cpu/codegen_shift_cl_test.cpp	1	// SPDX-License-Identifier: GPL-2.0-or-later	COMMENT
LOW	tests/scsi/aic6360_test.cpp	1	/* Register-level tests using the same I/O handlers registered by the adapters. */	COMMENT
LOW	tests/utils/ini_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/machine/pcjx_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/disk/hdd_image_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/device/cartridge_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/device/mouse_microtouch_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/floppy/fdc_read_id_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/floppy/img_track_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/floppy/pcjx_floppy_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	tests/floppy/pcjx_floppy_test.cpp	21	#define timer_add pcjx_floppy_timer_add	COMMENT
LOW	tests/floppy/pcjx_floppy_test.cpp	41	#define fdd_tape_step pcjx_floppy_fdd_tape_step	COMMENT
LOW	scripts/regen-r128-gpu-spv.sh	1	#!/bin/sh	COMMENT
LOW	scripts/regen-r128-gpu-spv.sh	101	# (verified in the spike and by the gputri fuzz gate).	COMMENT
LOW	.github/workflows/pr_builds.yml	1	name: Pull request builds	COMMENT
LOW	src/ioapic.c	21	#define HAVE_STDARG_H	COMMENT
LOW	src/ioapic.c	101	uint8_t ioapic_mmio_read_log_count[0x40];	COMMENT
LOW	src/pic.c	21	#include <stdio.h>	COMMENT
LOW	src/mca.c	1	/*	COMMENT
LOW	src/port_6x.c	21	#include <86box/86box.h>	COMMENT
LOW	src/CMakeLists.txt	1	#	COMMENT
LOW	src/usb.c	41	#include <stdlib.h>	COMMENT
LOW	src/usb.c	61	#define UHCI_USBSTS 0x02	COMMENT
2356 more matches not shown…

AI Slop Vocabulary22 hits · 84 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/video/rage128/shard.sh	10	# ATI Rage 128 Pro -- runs one test harness as parallel child	COMMENT
MEDIUM⚡	tests/video/rage128/shard.sh	11	# processes and sums their results. The shard.sh in reg-harness	COMMENT
MEDIUM⚡	tests/video/rage128/shard.sh	12	# and in jit-harness call it with the mode (reg or jit), the	COMMENT
MEDIUM⚡	tests/video/rage128/shard.sh	13	# harness directory, the process count and the harness's own	COMMENT
MEDIUM	tests/video/rage128/jit-harness/shard.sh	10	# ATI Rage 128 Pro -- runs the span JIT host harness's fuzz gate	COMMENT
MEDIUM⚡	tests/video/rage128/jit-harness/build.sh	11	# harness.	COMMENT
MEDIUM⚡	tests/video/rage128/jit-harness/build.sh	18	# Build the Rage 128 ARM64 and x86-64 span-JIT host harness against the	COMMENT
MEDIUM⚡	tests/video/rage128/replay-harness/build.sh	11	# harness.	COMMENT
MEDIUM⚡	tests/video/rage128/replay-harness/build.sh	18	# Build the Rage 128 offline capture replay harness.	COMMENT
MEDIUM⚡	tests/video/rage128/replay-harness/build.sh	21	# and include/ with ../reg-harness, so both use the same host services.	COMMENT
MEDIUM⚡	tests/video/rage128/replay-harness/build.sh	26	# -O2 rather than the register harness's -O1: a replay processes tens of	COMMENT
MEDIUM	…ts/video/rage128/replay-harness/synth/sample_agptex.py	10	# ATI Rage 128 Pro -- checks the pixels the replay harness drew	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/selftest.py	10	# ATI Rage 128 Pro -- self-test of the capture replay harness on	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/sample_ckfn.py	11	# harness drew from the gen_ckfn.py capture.	COMMENT
MEDIUM	tests/video/rage128/reg-harness/shard.sh	10	# ATI Rage 128 Pro -- runs the register harness's vector groups	COMMENT
MEDIUM⚡	tests/video/rage128/reg-harness/build.sh	10	# ATI Rage 128 Pro -- build script for the register harness.	COMMENT
MEDIUM⚡	tests/video/rage128/reg-harness/build.sh	17	# Build the Rage 128 host-side register harness.	COMMENT
MEDIUM	tests/video/rage128/reg-harness/build.sh	28	# so the harness exercises the configuration users actually run (backend	COMMENT
MEDIUM	tests/video/rage128/reg-harness/include/86box/version.h	25	#define EMU_VERSION "harness"	COMMENT
MEDIUM	tests/video/rage128/reg-harness/include/86box/version.h	26	#define EMU_VERSION_FULL "harness"	COMMENT
MEDIUM	src/osd/imgui/imgui.cpp	6713	// FIXME: Essentially we want to restrict manual resizing to WindowMinSize+Decoration, and allow api resizing to be	COMMENT
MEDIUM	src/osd/imgui/imgui.cpp	9085	// FIXME-NEWATLAS-V2: perhaps we can now leverage ImFontAtlasUpdateDrawListsTextures() ?	COMMENT

Self-Referential Comments18 hits · 59 pts

Severity	File	Line	Snippet	Context
MEDIUM	bumpversion.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	.ci/build.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	.ci/build.sh	1242	# This file is automatically generated by .ci/build.sh and will be	COMMENT
MEDIUM	.ci/AppImageBuilder.yml	7	# This file is part of the 86Box distribution.	COMMENT
MEDIUM⚡	tests/video/rage128/shard.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/jit-harness/shard.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM⚡	tests/video/rage128/jit-harness/build.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM⚡	tests/video/rage128/replay-harness/build.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	…ts/video/rage128/replay-harness/synth/sample_agptex.py	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/gen_agptex.py	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/selftest.py	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/gen_ckfn.py	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/replay-harness/synth/sample_ckfn.py	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/gpu/build.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	tests/video/rage128/reg-harness/shard.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM⚡	tests/video/rage128/reg-harness/build.sh	8	# This file is part of the 86Box distribution.	COMMENT
MEDIUM	src/qt/vk_mem_alloc.h	1726	-# Create an instance of the #VmaVulkanFunctions structure.	CODE
MEDIUM	src/device/vfio-setup.sh	8	# This file is part of the 86Box distribution.	COMMENT

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	38	#--------------------------------------------------	COMMENT
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	40	#--------------------------------------------------	COMMENT
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	72	#--------------------------------------------------	COMMENT
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	74	#--------------------------------------------------	COMMENT
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	94	#--------------------------------------------------	COMMENT
MEDIUM	src/cdrom/libchdr/CMakeLists.txt	96	#--------------------------------------------------	COMMENT

Slop Phrases10 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/osd/imgui/imgui_widgets.cpp	7349	// Tip: pass a non-visible label (e.g. "##hello") then you can use the space to draw other text or image.	COMMENT
LOW	src/osd/imgui/imgui.cpp	1020	- 2017/08/25 (1.52) - io.MousePos needs to be set to ImVec2(-FLT_MAX,-FLT_MAX) when mouse is unavailable/missing. Previ	CODE
LOW	src/qt/vk_mem_alloc.h	17677	// At the end, don't forget to:	COMMENT
LOW	src/qt/vk_mem_alloc.h	19130	// At the end, don't forget to destroy it!	COMMENT
LOW	src/qt/vk_mem_alloc.h	19173	// At the end, don't forget to destroy it!	COMMENT
LOW	src/qt/vk_mem_alloc.h	693	To prepare for this possibility, don't forget to add appropriate flags like	CODE
LOW	src/qt/vk_mem_alloc.h	2906	don't forget to free them.	CODE
LOW	src/qt/vk_mem_alloc.h	2953	don't forget to free it as well.	CODE
LOW	src/qt/vk_mem_alloc.h	17714	Don't forget to destroy your buffer and allocation objects when no longer needed:	CODE
LOW	src/qt/vk_mem_alloc.h	18876	If you allocated a new object to be used as the custom pointer, don't forget to delete that object before freeing the al	CODE

Fake / Example Data10 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/osd/imgui/imgui_demo.cpp	7648	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	src/osd/imgui/imgui_demo.cpp	7648	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	src/osd/imgui/imgui_demo.cpp	7650	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW⚡	src/osd/imgui/imgui_demo.cpp	7650	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW	src/osd/imgui/imgui_demo.cpp	9548	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	src/osd/imgui/imgui_demo.cpp	9548	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	src/osd/imgui/imgui_demo.cpp	10509	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	src/osd/imgui/imgui_demo.cpp	10509	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	src/crcspeed/crc64speed.c	252	char li[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed "	CODE
LOW	src/crcspeed/crc64speed.c	252	char li[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed "	CODE

Verbosity Indicators6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	src/cdrom/cdrom_image.c	2044	// Step 1: Insert all CloneCD tracks.	COMMENT
LOW	src/cdrom/cdrom_image.c	2099	// Step 2: Calculate track lengths.	COMMENT
LOW	src/cdrom/cdrom_image.c	2119	// Step 3: Generate pregap indices.	COMMENT
LOW	src/cdrom/libchdr/include/dr_libs/dr_flac.h	5954	/* We found a FLAC frame. We need to check if it contains the sample we're looking for. */	COMMENT
LOW	src/osd/imgui/imgui.cpp	3395	// Step 0: Let you process the first element (regardless of it being visible or not, so we can measure the element h	COMMENT
LOW	src/osd/imgui/imgui.cpp	3412	// Step 1: Let the clipper infer height from first range	COMMENT

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.ci/build.sh	297	# Check if mandatory arguments were specified.	COMMENT
LOW	.ci/build.sh	330	# Check if the archival succeeded.	COMMENT
LOW	.ci/build.sh	589	# Check if the archival succeeded.	COMMENT
LOW	.ci/build.sh	1198	# Check if the executable strip/move succeeded.	COMMENT
LOW	.ci/build.sh	1296	# Check if the archival succeeded.	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/cdrom/cdrom_image.c	2044	// Step 1: Insert all CloneCD tracks.	COMMENT
LOW	src/cdrom/cdrom_image.c	2099	// Step 2: Calculate track lengths.	COMMENT
LOW	src/cdrom/cdrom_image.c	2119	// Step 3: Generate pregap indices.	COMMENT
LOW	src/osd/imgui/imgui.cpp	3395	// Step 0: Let you process the first element (regardless of it being visible or not, so we can measure the element h	COMMENT
LOW	src/osd/imgui/imgui.cpp	3412	// Step 1: Let the clipper infer height from first range	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	tests/video/wd90c31_bios_smoke.py	11	CODE
LOW	tests/video/rage128/replay-harness/synth/selftest.py	99	CODE
LOW	tests/cdrom/teac_cda_smoke.py	34	CODE
LOW	tests/cdrom/sony_slcd_smoke.py	106	CODE
LOW	tests/cdrom/sony_audio_smoke.py	157	CODE
LOW	scripts/nocon-min.py	74	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/qt/vk_mem_alloc.h	1581	To be used with function vmaBeginDefragmentationPass().	CODE
LOW	src/qt/vk_mem_alloc.h	17629	- Use function vmaImportVulkanFunctionsFromVolk() to fill in the structure #VmaVulkanFunctions.	CODE
LOW	src/qt/vk_mem_alloc.h	17950	The easiest way to copy data from a host pointer to an allocation is to use convenience function vmaCopyMemoryToAllocati	CODE
LOW	src/qt/vk_mem_alloc.h	17979	Copy in the other direction - from an allocation to a host pointer can be performed the same way using function vmaCopyA	CODE

86Box/86Box

Open-Source Code Quality, Security and Technical Debt Review