2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.5K

Stars

C++

Language

387.0K

Lines of Code

1.6K

Files

936

Pattern Hits

2026-10-31

Scan Date

0.01

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 10.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 909 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 936 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 13HIGH 0MEDIUM 13LOW 910

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 936 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 Block882 hits · 780 pts

Severity	File	Line	Snippet	Context
LOW	tools/verify-release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	externals/getopt/getopt.h	41	#ifdef _GETOPT_API	COMMENT
LOW	externals/getopt/getopt.h	61	#define _END_EXTERN_C }	COMMENT
LOW	externals/getopt/getopt.h	121	#undef _GETOPT_API	COMMENT
LOW	externals/httplib/httplib.h	1	//	COMMENT
LOW	externals/httplib/httplib.h	21	#ifndef CPPHTTPLIB_KEEPALIVE_MAX_COUNT	COMMENT
LOW	externals/httplib/httplib.h	41	#ifndef CPPHTTPLIB_WRITE_TIMEOUT_SECOND	COMMENT
LOW	externals/httplib/httplib.h	61	#ifndef CPPHTTPLIB_REQUEST_URI_MAX_LENGTH	COMMENT
LOW	externals/httplib/httplib.h	81	#ifndef CPPHTTPLIB_FORM_URL_ENCODED_PAYLOAD_MAX_LENGTH	COMMENT
LOW	externals/httplib/httplib.h	101	: 0))	COMMENT
LOW	externals/httplib/httplib.h	121	#ifndef _CRT_SECURE_NO_WARNINGS	COMMENT
LOW	externals/httplib/httplib.h	141	#endif // _MSC_VER	COMMENT
LOW	externals/httplib/httplib.h	161	#endif	COMMENT
LOW	externals/httplib/httplib.h	181	#define NI_MAXHOST 1025	COMMENT
LOW	externals/httplib/httplib.h	201		COMMENT
LOW	externals/httplib/httplib.h	221	#include <iostream>	COMMENT
LOW	externals/httplib/httplib.h	241	// these are defined in wincrypt.h and it breaks compilation if BoringSSL is	COMMENT
LOW	externals/httplib/httplib.h	261	#include <CoreFoundation/CoreFoundation.h>	COMMENT
LOW	externals/json/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	externals/json/json.hpp	41	// SPDX-FileCopyrightText: 2013-2022 Niels Lohmann <https://nlohmann.me>	COMMENT
LOW	externals/json/json.hpp	61	#ifndef JSON_SKIP_LIBRARY_VERSION_CHECK	COMMENT
LOW	externals/json/json.hpp	81	#if JSON_DIAGNOSTICS	COMMENT
LOW	externals/json/json.hpp	141	{	COMMENT
LOW	externals/json/json.hpp	161	#include <algorithm> // transform	COMMENT
LOW	externals/json/json.hpp	181		COMMENT
LOW	externals/json/json.hpp	201	#include <array> // array	COMMENT
LOW	externals/json/json.hpp	221	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	externals/json/json.hpp	321	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	externals/json/json.hpp	341	#define JSON_HEDLEY_STRINGIFY_EX(x) #x	COMMENT
LOW	externals/json/json.hpp	361	#define JSON_HEDLEY_CONCAT3_EX(a,b,c) a##b##c	COMMENT
LOW	externals/json/json.hpp	381	#define JSON_HEDLEY_VERSION_DECODE_MINOR(version) (((version) % 1000000) / 1000)	COMMENT
LOW	externals/json/json.hpp	401	#define JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_GNUC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(ma	COMMENT
LOW	externals/json/json.hpp	421	#define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	externals/json/json.hpp	441	#endif	COMMENT
LOW	externals/json/json.hpp	461	#define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	externals/json/json.hpp	481	#undef JSON_HEDLEY_SUNPRO_VERSION	COMMENT
LOW	externals/json/json.hpp	501		COMMENT
LOW	externals/json/json.hpp	521	#if defined(__CC_ARM) && defined(__ARMCOMPILER_VERSION)	COMMENT
LOW	externals/json/json.hpp	541	#elif defined(__xlC__) && defined(__xlC_ver__)	COMMENT
LOW	externals/json/json.hpp	561	( \	COMMENT
LOW	externals/json/json.hpp	581	#undef JSON_HEDLEY_TI_CL2000_VERSION	COMMENT
LOW	externals/json/json.hpp	601	#endif	COMMENT
LOW	externals/json/json.hpp	621	#endif	COMMENT
LOW	externals/json/json.hpp	641	#define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	externals/json/json.hpp	661	#undef JSON_HEDLEY_TI_CLPRU_VERSION	COMMENT
LOW	externals/json/json.hpp	681	#define JSON_HEDLEY_CRAY_VERSION JSON_HEDLEY_VERSION_ENCODE(_RELEASE_MAJOR, _RELEASE_MINOR, _RELEASE_PATCHLEVEL)	COMMENT
LOW	externals/json/json.hpp	701	#define JSON_HEDLEY_IAR_VERSION JSON_HEDLEY_VERSION_ENCODE((__VER__ / 1000000), ((__VER__ / 1000) % 1000), (__VE	COMMENT
LOW	externals/json/json.hpp	721	#endif	COMMENT
LOW	externals/json/json.hpp	741	#endif	COMMENT
LOW	externals/json/json.hpp	761	#define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	externals/json/json.hpp	781	#undef JSON_HEDLEY_MCST_LCC_VERSION	COMMENT
LOW	externals/json/json.hpp	821	#if defined(JSON_HEDLEY_GCC_VERSION)	COMMENT
LOW	externals/json/json.hpp	841	#undef JSON_HEDLEY_GNUC_HAS_ATTRIBUTE	COMMENT
LOW	externals/json/json.hpp	861	#if \	COMMENT
LOW	externals/json/json.hpp	881	#else	COMMENT
LOW	externals/json/json.hpp	901	#endif	COMMENT
LOW	externals/json/json.hpp	921	#if defined(JSON_HEDLEY_GCC_HAS_BUILTIN)	COMMENT
LOW	externals/json/json.hpp	941	#endif	COMMENT
LOW	externals/json/json.hpp	961	#define JSON_HEDLEY_HAS_EXTENSION(extension) __has_extension(extension)	COMMENT
LOW	externals/json/json.hpp	981	#define JSON_HEDLEY_GCC_HAS_EXTENSION(extension,major,minor,patch) JSON_HEDLEY_GCC_VERSION_CHECK(major,minor,patch)	COMMENT
822 more matches not shown…

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	642	tag.file.settings.settings.font_region.Assign(0);	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	643	tag.file.settings.settings.amiibo_initialized.Assign(0);	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	721	if (tag.file.settings.settings.appdata_initialized.Value() == 0) {	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	748	if (tag.file.settings.settings.appdata_initialized.Value() == 0) {	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	773	if (tag.file.settings.settings.appdata_initialized.Value() == 0) {	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	812	if (tag.file.settings.settings.appdata_initialized.Value() == 0) {	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	845	if (tag.file.settings.settings.appdata_initialized.Value() != 0) {	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	894	tag.file.settings.settings.appdata_initialized.Assign(1);	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	937	tag.file.settings.settings.appdata_initialized.Assign(0);	CODE
CRITICAL	src/core/hle/service/nfc/nfc_device.cpp	957	has_application_area = tag.file.settings.settings.appdata_initialized.Value() != 0;	CODE
CRITICAL	src/video_core/pica/pica_core.cpp	540	const auto lut_table = regs.internal.texturing.proctex_lut_config.ref_table.Value();	CODE
CRITICAL	src/video_core/pica/pica_core.cpp	822	const auto lut_table = regs.internal.texturing.proctex_lut_config.ref_table.Value();	CODE
CRITICAL	src/video_core/pica/pica_core.cpp	1190	find_info.paddr = regs.internal.framebuffer.framebuffer.color_buffer_address.Value() * 8;	CODE

Decorative Section Separators12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	CMakeLists.txt	248	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	264	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	280	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	291	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	307	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	337	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	376	# ===========================	COMMENT
MEDIUM	CMakeLists.txt	397	# ======================	COMMENT
MEDIUM	CMakeLists.txt	450	# ======================================	COMMENT
MEDIUM	CMakeLists.txt	489	# =======================================================================	COMMENT
MEDIUM	CMakeLists.txt	538	# ===================	COMMENT
MEDIUM	CMakeLists.txt	640	# =========================	COMMENT

Verbosity Indicators6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/common/android_utils.cpp	292	// Step 1: Create directory named after UUID inside /tmp to house the moved file.	COMMENT
LOW⚡	src/common/android_utils.cpp	298	// Step 2: Attempt to move to allocated temporary directory.	COMMENT
LOW⚡	src/common/android_utils.cpp	302	// Step 3: Rename to desired file name.	COMMENT
LOW⚡	src/common/android_utils.cpp	305	// Step 4: If a file with the desired name in the destination exists, remove it.	COMMENT
LOW⚡	src/common/android_utils.cpp	308	// Step 5: Attempt to move file to desired location.	COMMENT
LOW⚡	src/common/android_utils.cpp	316	// Step 6: Clean up the allocated temp directory.	COMMENT

Structural Annotation Overuse6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/common/android_utils.cpp	292	// Step 1: Create directory named after UUID inside /tmp to house the moved file.	COMMENT
LOW⚡	src/common/android_utils.cpp	298	// Step 2: Attempt to move to allocated temporary directory.	COMMENT
LOW⚡	src/common/android_utils.cpp	302	// Step 3: Rename to desired file name.	COMMENT
LOW⚡	src/common/android_utils.cpp	305	// Step 4: If a file with the desired name in the destination exists, remove it.	COMMENT
LOW⚡	src/common/android_utils.cpp	308	// Step 5: Attempt to move file to desired location.	COMMENT
LOW⚡	src/common/android_utils.cpp	316	// Step 6: Clean up the allocated temp directory.	COMMENT

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	externals/microprofile/microprofile_html.h	1155	"function PreprocessCalculateAllTimers()\n"	CODE
LOW	externals/microprofile/microprofile_html.h	2084	"function PreprocessContextSwitchCacheItem(ThreadId)\n"	CODE
LOW	externals/microprofile/microprofile_html.h	2130	"function PreprocessContextSwitchCache()\n"	CODE
LOW	externals/microprofile/microprofile_html.h	3429	"function PreprocessBuildSplitArray()\n"	CODE
LOW	externals/microprofile/microprofile_html.h	3519	"function PreprocessBuildDurationArray()\n"	CODE
LOW	externals/microprofile/microprofile_html.h	3722	"function PreprocessFindFirstFrames()\n"	CODE
LOW	src/core/hle/service/sm/sm.h	27	class SessionRequestHandler;	CODE
LOW	src/core/hle/kernel/hle_ipc.h	47	class SessionRequestHandler : public std::enable_shared_from_this<SessionRequestHandler> {	CODE
LOW	src/core/hle/kernel/server_port.h	21	class SessionRequestHandler;	CODE
LOW	src/core/hle/kernel/server_session.h	25	class SessionRequestHandler;	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/core/hle/service/apt/applet_manager.cpp	1263	// TODO: Add error description name when the parameter is known.	COMMENT
LOW	src/tests/core/core_timing.cpp	199	// TODO: Add tests for multiple timers	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/core/hle/service/fs/file.h	38	// TODO: File is not a real service, but it can still utilize ServiceFramework::RegisterHandlers.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/core/hle/service/nwm/uds_beacon.cpp	103	constexpr std::array<u8, 3> dummy_data = {0x0A, 0x00, 0x00};	CODE
LOW	src/core/hle/service/nwm/uds_beacon.cpp	110	tag.data = dummy_data;	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/verify-release.sh	9	# Usage:	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/fix-license-headers.py	116		CODE

azahar-emu/azahar

Open-Source Code Quality, Security and Technical Debt Review