2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

15.6K

Stars

Language

415.9K

Lines of Code

1.1K

Files

1.1K

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 11.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1115 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 12.9/100 · LOW

Which changes need focused human review? 1129 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 2MEDIUM 6LOW 1121

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 1129 distinct pattern matches across 12 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 Block1090 hits · 1021 pts

Severity	File	Line	Snippet	Context
LOW	Staging/EnableGop/EnableGop.c	121	gDS->Hdr.CRC32 = 0;	COMMENT
LOW	Staging/AudioDxe/AudioDxe.h	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
LOW	Staging/AudioDxe/AudioDxe.h	41	#include <Library/UefiLib.h>	COMMENT
LOW	Staging/AudioDxe/HdaCodec/HdaCodecAudioIo.c	641	continue;	COMMENT
LOW	Staging/AudioDxe/HdaCodec/HdaCodecAudioIo.c	661	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.c	1321	// Gather open mode.	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	41	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	61	#define PCI_HDA_TCSEL_OFFSET 0x44	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	81	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	101	#define HDA_STREAM_BUF_SIZE_HALF (HDA_STREAM_BUF_SIZE / 2)	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	121	} HDA_DMA_POS_ENTRY;	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	141	// TRUE once Index is valid. Required for tearing down streams safely if there is	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	161	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	181	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	221	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	241	//	COMMENT
LOW	Staging/AudioDxe/HdaController/HdaController.h	281	// commented out, but worked somewhat) of setting RINTCNT to 0xFF, in order to make	COMMENT
LOW	Staging/OpenHfsPlus/fsw_efi_edk2_base.h	41	*/	COMMENT
LOW	Staging/OpenHfsPlus/fsw_efi_edk2_base.h	61	# include <Protocol/DiskIo.h>	COMMENT
LOW	Staging/OpenHfsPlus/fsw_base.h	61	#if FSW_DEBUG_LEVEL >= 1	COMMENT
LOW	Staging/OpenHfsPlus/fsw_efi_lib.c	41	//	COMMENT
LOW	Staging/OpenHfsPlus/fsw_core.h	101	#define fsw_u16_le_sip(var)	COMMENT
LOW	Staging/OpenHfsPlus/fsw_core.h	121	#define fsw_u32_be_sip(var)	COMMENT
LOW	Staging/OpenHfsPlus/fsw_core.h	481	* Posix-style modes.	COMMENT
LOW	Staging/OpenHfsPlus/fsw_core.h	501		COMMENT
LOW	Staging/OpenHfsPlus/fsw_core.h	521	#define S_ISREG(m) (((m) & 0170000) == 0100000) /* regular file */	COMMENT
LOW	Staging/OpenHfsPlus/fsw_efi_base.h	61	#define fsw_alloc(size, ptrptr) (((*(ptrptr) = AllocatePool(size)) == NULL) ? FSW_OUT_OF_MEMORY : FSW_SUCCESS)	COMMENT
LOW	Staging/OpenHfsPlus/fsw_hfsplus.h	41	#define kHFSPlusResourceFork 0xFF // resource fork type	COMMENT
LOW	Include/Apple/AppleMacEfi/AppleMacEfiSpec.h	21	//	COMMENT
LOW	Include/Apple/IndustryStandard/AppleProvisioning.h	21	// D1A26C1F-ABF5-4806-BB24-68D317E071D5	COMMENT
LOW	Include/Apple/IndustryStandard/AppleIcon.h	21	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	21	//	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	41		COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	301	/// union. The strings are stored just after the load command structure and	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	321	UINT32 HeaderAddress; ///< library's header address	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	341	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	361	/// command constant. If the dynamic linker sees such a load command it it	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	381	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	401	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	421	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	441	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	461	/// (all symbols are weak imported).	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	481	/// local of code signature	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	501	/// compressed dyld information	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	521	/// compressed table of function start addresses	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	541	/// Code signing DRs copied from linked dylibs	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	561	/// build for Watch min OS version	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	601	//	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	621	/// segment are protected.	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	641	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	661		COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	681	/// section with only lazy symbol pointers	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	701	/// zero fill on demand section (that can be larger than 4 gigabytes)	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	721	//	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	741	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	761	/// User setable attributes	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	781	// than one attribute).	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	801	///	COMMENT
LOW	Include/Apple/IndustryStandard/AppleMachoImage.h	821	///	COMMENT
1030 more matches not shown…

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	AppleModels/update_generated.py	24	CODE
LOW	AppleModels/update_generated.py	57	CODE
LOW	AppleModels/update_generated.py	86	CODE
LOW	AppleModels/update_products.py	98	CODE
LOW	AppleModels/update_products.py	203	CODE
LOW	AppleModels/update_products.py	232	CODE
LOW	Utilities/macrecovery/macrecovery.py	194	CODE
LOW	Utilities/macrecovery/macrecovery.py	267	CODE
LOW	Utilities/macrecovery/macrecovery.py	418	CODE
LOW	Debug/Scripts/common_uefi.py	15	CODE
LOW	Debug/Scripts/common_uefi.py	62	CODE
LOW	Debug/Scripts/lldb_uefi.py	363	CODE
LOW	Debug/Scripts/lldb_uefi.py	473	CODE
LOW	Debug/Scripts/gdb_uefi.py	127	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	Debug/Scripts/common_uefi.py	41	except IndexError:	CODE
HIGH	Debug/Scripts/gdb_uefi.py	141	except gdb.MemoryError:	CODE

Excessive Try-Catch Wrapping7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	AppleModels/update_products.py	122	except Exception as e:	CODE
LOW	AppleModels/update_products.py	184	except Exception as e:	CODE
MEDIUM	AppleModels/update_products.py	98	def load_products(path='Products.zjson'):	CODE
LOW	Utilities/MacEfiUnpack/MacEfiUnpack.py	104	except Exception as e:	CODE
LOW	Utilities/macrecovery/macrecovery.py	307	except Exception as err:	CODE
LOW	Utilities/macrecovery/macrecovery.py	314	except Exception:	CODE
LOW	Utilities/macrecovery/macrecovery.py	459	except Exception as e:	CODE

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	Platform/OpenVariableRuntimeDxe/Variable.c	2180	// Step 1:	COMMENT
LOW	Platform/OpenVariableRuntimeDxe/Variable.c	2197	// Step 2:	COMMENT
LOW	Platform/OpenVariableRuntimeDxe/Variable.c	2215	// Step 3:	COMMENT
LOW	Platform/OpenVariableRuntimeDxe/Variable.c	2232	// Step 4:	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	Library/OcConsoleLib/GopUtils.c	241	// Definitely no need to set again if set in MTRR.	COMMENT
MEDIUM	Application/BootKicker/BootKicker.c	58	// firmware such as APTIO IV with less robust Stall implementations.	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	Debug/Scripts/x86_64_target_definition.py	11	# ----------------------------------------------------------------------	COMMENT
MEDIUM	Debug/Scripts/x86_64_target_definition.py	39	# ----------------------------------------------------------------------	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	Library/OcAppleKernelLib/KernelReader.c	258	// TODO: implement adler32 hash verification.	COMMENT
LOW	Debug/Scripts/gdb_uefi.py	267	# TODO: implement .elf handling.	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	Debug/Scripts/lldb_uefi.py	16	CODE
LOW	Debug/Scripts/x86_64_target_definition.py	44	CODE
LOW	Debug/Scripts/gdb_uefi.py	33	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	Debug/Scripts/x86_64_target_definition.py	28	# This file implements the x86_64 registers for the darwin version of	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Library/OcPngLib/lodepng.c	70	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Debug/Scripts/lldb_uefi.py	91	def get_child_member_with_name(self, value, field_name):	CODE

acidanthera/OpenCorePkg

Open-Source Code Quality, Security and Technical Debt Review