1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.9K

Stars

C++

Language

256.1K

Lines of Code

800

Files

280

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 5.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 267 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 280 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 8MEDIUM 3LOW 269

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 280 distinct pattern matches across 13 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 Block229 hits · 229 pts

Severity	File	Line	Snippet	Context
LOW	page/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	app/pubspec.yaml	1	name: sogen_app	COMMENT
LOW	app/pubspec.yaml	61		COMMENT
LOW	app/pubspec.yaml	81	# To add custom fonts to your application, add a fonts section here,	COMMENT
LOW	.github/workflows/claude.yml	41	actions: read	COMMENT
LOW	src/backend-selection/backend_selection.cpp	1	#include "backend_selection.hpp"	COMMENT
LOW	src/python-bindings/sogen_bindings.hpp	1	#pragma once	COMMENT
LOW	src/linux-emulator-test/path_port_mapping_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	src/linux-emulator-test/linux_emulation_test_utils.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/port.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	21	#define FILE_CREATE 0x00000002	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	41	#define FILE_READ_DATA 0x0001 /* file & pipe */	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	61	#define FILE_DIRECTORY_FILE 0x00000001	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	81	#define FILE_64_BYTE_ALIGNMENT ((1 << (7 - 1)) - 1)	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	101	#define FILE_DISPOSITION_IGNORE_READONLY_ATTRIBUTE (0x00000010)	COMMENT
LOW	src/emulator-platform/platform/file_management.hpp	121	#define SEC_NOCACHE 0x10000000	COMMENT
LOW	src/emulator-platform/platform/primitives.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/primitives.hpp	101	// NOLINTEND(modernize-use-using,cppcoreguidelines-use-enum-class,cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	21	#define PROCESSOR_FEATURE_MAX 64	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	41	#define PF_PPC_MOVEMEM_64BIT_OK 4	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	61	#define PF_ARM_DIVIDE_INSTRUCTION_AVAILABLE 24	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	81	#define PF_ARM_V83_JSCVT_INSTRUCTIONS_AVAILABLE 44	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	101	#define PF_ARM_SHA3_INSTRUCTIONS_AVAILABLE 64	COMMENT
LOW	src/emulator-platform/platform/kernel_mapped.hpp	341		COMMENT
LOW	src/emulator-platform/platform/platform.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/platform.hpp	21	#include "user.hpp"	COMMENT
LOW	src/emulator-platform/platform/user.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/user.hpp	21	#define FNID_DIALOG 0x2A4	COMMENT
LOW	…c/emulator-platform/platform/crypt_protect_backend.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/window.hpp	221	#ifndef OS_WINDOWS	COMMENT
LOW	src/emulator-platform/platform/window.hpp	241	#define WS_EX_TRANSPARENT 0x00000020L	COMMENT
LOW	src/emulator-platform/platform/window.hpp	261	#define SW_SHOWMINNOACTIVE 7	COMMENT
LOW	src/emulator-platform/platform/window.hpp	281	#define WM_GETMINMAXINFO 0x0024	COMMENT
LOW	src/emulator-platform/platform/window.hpp	301	#define WM_MBUTTONDBLCLK 0x0209	COMMENT
LOW	src/emulator-platform/platform/window.hpp	321	#define WM_NCLBUTTONDBLCLK 0x00A3	COMMENT
LOW	src/emulator-platform/platform/window.hpp	341	#define RIM_TYPEHID 2	COMMENT
LOW	src/emulator-platform/platform/window.hpp	361	#define RI_MOUSE_RIGHT_BUTTON_UP 0x0008	COMMENT
LOW	src/emulator-platform/platform/window.hpp	381	#define MK_MBUTTON 0x0010	COMMENT
LOW	src/emulator-platform/platform/window.hpp	401	#define VK_CONTROL 0x11	COMMENT
LOW	src/emulator-platform/platform/window.hpp	421	#define VK_NUMPAD2 0x62	COMMENT
LOW	src/emulator-platform/platform/window.hpp	441	#define VK_F7 0x76	COMMENT
LOW	src/emulator-platform/platform/window.hpp	461	#define VK_OEM_3 0xC0	COMMENT
LOW	src/emulator-platform/platform/window.hpp	481	#define QS_KEY 0x0001	COMMENT
LOW	src/emulator-platform/platform/window.hpp	501	#define RDW_VALIDATE 0x0008	COMMENT
LOW	src/emulator-platform/platform/window.hpp	521	#define MIIM_CHECKMARKS 0x0008	COMMENT
LOW	src/emulator-platform/platform/status.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/status.hpp	21		COMMENT
LOW	src/emulator-platform/platform/status.hpp	41	#define STATUS_NO_MORE_ENTRIES ((NTSTATUS)0x8000001AL)	COMMENT
LOW	src/emulator-platform/platform/status.hpp	61	#define STATUS_OBJECT_NAME_INVALID ((NTSTATUS)0xC0000033L)	COMMENT
LOW	src/emulator-platform/platform/status.hpp	81	#define STATUS_PIPE_BUSY ((NTSTATUS)0xC00000AAL)	COMMENT
LOW	src/emulator-platform/platform/status.hpp	101	#define STATUS_INVALID_PARAMETER_8 ((NTSTATUS)0xC00000F6L)	COMMENT
LOW	src/emulator-platform/platform/status.hpp	121	#define STATUS_PORT_NOT_SET ((NTSTATUS)0xC0000353L)	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	1	#pragma once	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	21	#define IMAGE_DIRECTORY_ENTRY_RESOURCE 2 // Resource Directory	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	41	#define IMAGE_SCN_MEM_EXECUTE 0x20000000 // Section is executable.	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	61	#define IMAGE_REL_BASED_MIPS_JMPADDR16 9	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	81	#define IMAGE_FILE_MACHINE_SH3DSP 0x01a3	COMMENT
LOW	src/emulator-platform/platform/win_pefile.hpp	101	#define IMAGE_FILE_MACHINE_M32R 0x9041 // M32R little-endian	COMMENT
169 more matches not shown…

Hyper-Verbose Identifiers23 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	page/src/filesystem-explorer.tsx	79	function relativePathToWindowsPath(fullPath: string) {	CODE
LOW	page/src/filesystem-explorer.tsx	90	function makeRelativePathWithState(	CODE
LOW	page/src/filesystem-explorer.tsx	244	function generateBreadcrumbElements(path: string[]): BreadcrumbElement[] {	CODE
LOW	page/src/web-ui-host.ts	433	function computeViewportAxisOffset(	CODE
LOW	page/src/Installer.ts	26	async function hasBeenRegisteredPreviously() {	CODE
LOW	page/src/filesystem.ts	9	async function fetchOptionalFilesystemZip(path: string) {	CODE
LOW	page/src/download.ts	81	export function downloadBinaryFilePercent(	CODE
LOW	page/src/emulator.ts	79	function createDefaultEmulationStatus(): EmulationStatus {	CODE
LOW	docs/python/README.md	518	def on_get_current_process_id(call, params):	CODE
LOW	src/python-bindings/test_linux.py	435	def on_self_removing_memory_violate(address, size, operation, violation_type):	CODE
LOW	src/python-bindings/test_linux.py	453	def rip_relative_memory_instruction(opcode, instruction_address, target_address):	CODE
LOW	src/python-bindings/test_linux.py	517	def on_resume_map_memory_violate(address, size, operation, violation_type):	CODE
LOW	src/python-bindings/test_linux.py	546	def on_restart_memory_violate(address, size, operation, violation_type):	CODE
LOW	src/python-bindings/test_linux.py	1121	def restore_before_writeonly_read(syscall_id, syscall_name):	STRING
LOW	src/python-bindings/test_linux.py	1481	def unsupported_symbol_signature(call, params):	STRING
LOW	src/python-bindings/test.py	163	def on_temp_get_current_process_id(call, params):	CODE
LOW	src/python-bindings/test_arm64.py	26	def test_single_step_and_saved_registers(self):	CODE
LOW	src/python-bindings/test_arm64.py	41	def test_python_svc_callback_returns_a_result(self):	CODE
LOW	src/python-bindings/test_arm64.py	61	def test_python_callback_exception_propagates_and_can_retry(self):	CODE
LOW	src/python-bindings/test_arm64.py	75	def test_invalid_arguments_and_unmapped_memory_fail(self):	CODE
LOW	src/python-bindings/test_arm64.py	89	def test_existing_namespaces_remain_but_unavailable_personalities_fail(self):	CODE
LOW	src/python-bindings/test_arm64.py	141	def run_hello_crt_with_write_file_hook(self, root, intercept):	CODE
LOW	src/tools/steam-bridge-generator/generate.py	539	def infer_conventional_buffers(types: Types, params: list[Param]) -> None:	CODE

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/python-bindings/test_linux.py	939	if (count != 6 \|\| memcmp(buffer, "locked", 6) != 0) {	CODE
HIGH	src/python-bindings/test_linux.py	1316	if (peer.sin_family != AF_INET \|\| ntohs(peer.sin_port) != 40000 \|\| ntohl(peer.sin_addr.s_addr) != 0x7f00	CODE
HIGH	src/tools/steam-bridge-generator/generate.py	1003	L.append(f" if (!{v}_real && reinterpret_cast<uint64_t>({v}) != 0) return steam_h	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/python-bindings/test_linux.py	1486	except RuntimeError:	CODE
HIGH	src/python-bindings/test.py	54	except expected_error:	CODE
HIGH	src/tools/steam-bridge-generator/generate.py	1142	except OSError:	CODE

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	page/src/landing-page.tsx	71	print(f"Sleep({params[0]})")	CODE
HIGH	page/src/debugger/scripting.ts	122	print(	CODE

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	src/python-bindings/test_arm64.py	117	CODE
LOW	src/tools/vulkan-bridge-generator/generate.py	91	CODE
LOW	src/tools/vulkan-bridge-generator/generate.py	116	CODE
LOW	src/tools/steam-bridge-generator/generate.py	53	CODE
LOW	src/tools/steam-bridge-generator/generate.py	174	CODE
LOW	src/tools/steam-bridge-generator/generate.py	663	CODE
LOW	src/tools/steam-bridge-generator/generate.py	820	CODE
LOW	src/tools/steam-bridge-generator/generate.py	927	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	page/src/components/script-console.tsx	259	and don't forget to `await`.	CODE
MEDIUM	app/pubspec.yaml	66	# included with your application, so that you can use the icons in	COMMENT

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	examples/python/basic_usage.py	7	CODE
LOW	examples/python/linux_true.py	3	CODE
LOW	examples/python/arm64_application.py	9	CODE
LOW	src/tools/steam-bridge-generator/generate.py	25	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/pubspec.yaml	62	# The following section is specific to Flutter packages.	COMMENT

Structural Annotation Overuse2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS.md	65	- Section headers or banners inside a function (`// --- setup ---`, `// Step 3: cleanup`).	CODE
LOW	CLAUDE.md	65	- Section headers or banners inside a function (`// --- setup ---`, `// Step 3: cleanup`).	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kends/icicle-emulator/icicle-bridge/.cargo/config.toml	9	git-fetch-with-cli = true # fetch git deps via the system git — more robust than libgit2, honors git's http config	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	page/src/download.ts	54	function processData(	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/python-bindings/test_linux.py	276	except Exception as exc:	CODE

momo5502/sogen

Open-Source Code Quality, Security and Technical Debt Review