1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

42.8K

Stars

C++

Language

147.7K

Lines of Code

415

Files

160

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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 159 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 5.9/100 · LOW

Which changes need focused human review? 160 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 1MEDIUM 7LOW 152

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 160 distinct pattern matches across 6 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 Block144 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	tools/audio.cpp	1	/**	COMMENT
LOW	tools/sunshinesvc.cpp	1	/**	COMMENT
LOW	tests/tests_common.h	1	/**	COMMENT
LOW	tests/tests_common.h	21	#endif	COMMENT
LOW	tests/tests_common.h	141		COMMENT
LOW	tests/unit/test_uuid.cpp	1	/**	COMMENT
LOW	tests/unit/test_nvhttp_https.cpp	1	/**	COMMENT
LOW	tests/unit/test_nvenc_utils.cpp	1	/**	COMMENT
LOW	tests/unit/test_http_pairing.cpp	1	/**	COMMENT
LOW	tests/unit/test_keyboard.cpp	21	#include "../tests_common.h"	COMMENT
LOW	tests/unit/test_process.cpp	1	/**	COMMENT
LOW	tests/unit/test_publish.cpp	1	/**	COMMENT
LOW	tests/unit/test_publish.cpp	21	#include <utility>	COMMENT
LOW	tests/unit/test_logging.cpp	1	/**	COMMENT
LOW	tests/unit/test_confighttp.cpp	21	#include <utility>	COMMENT
LOW	tests/unit/test_stream.cpp	1	/**	COMMENT
LOW	tests/unit/test_config.cpp	1	/**	COMMENT
LOW	tests/unit/test_display_device.cpp	1	/**	COMMENT
LOW	tests/unit/test_nvhttp_client_auth.cpp	1	/**	COMMENT
LOW	tests/unit/test_input.cpp	1	/**	COMMENT
LOW	tests/unit/test_utility.cpp	1	/**	COMMENT
LOW	tests/unit/test_nvenc_dynamic_factory.cpp	1	/**	COMMENT
LOW	tests/unit/test_resource_ownership.cpp	1	/**	COMMENT
LOW	tests/unit/test_resource_ownership.cpp	21	// clang-format on	COMMENT
LOW	tests/unit/test_mouse.cpp	1	/**	COMMENT
LOW	tests/unit/test_constructor_contracts.cpp	1	/**	COMMENT
LOW	tests/unit/test_system_tray.cpp	1	/**	COMMENT
LOW	tests/unit/test_system_tray.cpp	21	#include <future>	COMMENT
LOW	tests/unit/test_video.cpp	1	/**	COMMENT
LOW	tests/unit/platform/test_virtualhid_input.cpp	1	/**	COMMENT
LOW	tests/unit/platform/test_common.cpp	1	/**	COMMENT
LOW	tests/unit/platform/test_permissions.cpp	1	/**	COMMENT
LOW	tests/unit/platform/macos/test_av_audio.mm	1	/**	COMMENT
LOW	tests/unit/platform/linux/test_wayland.cpp	1	/**	COMMENT
LOW	tests/unit/platform/linux/test_wayland.cpp	21	#include <string_view>	COMMENT
LOW	tests/unit/platform/linux/test_misc.cpp	1	/**	COMMENT
LOW	tests/unit/platform/linux/test_pipewire.cpp	1	/**	COMMENT
LOW	tests/unit/platform/linux/test_audio.cpp	1	/**	COMMENT
LOW	tests/unit/platform/windows/test_input.cpp	1	/**	COMMENT
LOW	tests/unit/platform/windows/test_utf_utils.cpp	1	/**	COMMENT
LOW	tests/unit/platform/windows/test_misc.cpp	1	/**	COMMENT
LOW	tests/unit/platform/windows/test_display_vram.cpp	1	/**	COMMENT
LOW	tests/unit/platform/windows/test_audio.cpp	1	/**	COMMENT
LOW	tests/integration/test_locale_consistency.cpp	1	/**	COMMENT
LOW	tests/integration/test_external_commands.cpp	1	/**	COMMENT
LOW	tests/integration/test_config_consistency.cpp	1	/**	COMMENT
LOW	src/nvhttp.h	1	/**	COMMENT
LOW	src/input.h	1	/**	COMMENT
LOW	src/input.cpp	1	/**	COMMENT
LOW	src/input.cpp	21	#include <span>	COMMENT
LOW	src/confighttp.h	1	/**	COMMENT
LOW	src/process.cpp	1	/**	COMMENT
LOW	src/process.cpp	21	#include <boost/property_tree/json_parser.hpp>	COMMENT
LOW	src/system_tray.cpp	41	#include <AclAPI.h>	COMMENT
LOW	src/system_tray.cpp	61	#include <thread>	COMMENT
LOW	src/display_device.cpp	1	/**	COMMENT
LOW	src/display_device.cpp	21	#include <display_device/file_settings_persistence.h>	COMMENT
LOW	src/logging.cpp	1	/**	COMMENT
LOW	src/config.h	1	/**	COMMENT
LOW	src/entry_handler.cpp	1	/**	COMMENT
84 more matches not shown…

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/linux_build.sh	819	# Create the package	COMMENT
MEDIUM	.github/semantic.yml	2	# This file is centrally managed in https://github.com/<organization>/.github/	COMMENT
MEDIUM	.github/dependabot.yml	2	# This file is centrally managed in https://github.com/<organization>/.github/	COMMENT
MEDIUM	.github/workflows/ci-windows.yml	137	# Create the ignore string for pacman	COMMENT
MEDIUM	.github/workflows/_release-notifier.yml	6	# Create a blog post for a new release and open a PR to the blog repo	COMMENT
MEDIUM	.github/workflows/_top-issues.yml	6	# Create a top issues dashboard	COMMENT
MEDIUM	.github/ISSUE_TEMPLATE/config.yml	2	# This file is centrally managed in https://github.com/<organization>/.github/	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	AGENTS.md	73	> This issue was generated by ChatGPT 6 Sol, extra high thinking level	CODE

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	packaging/sunshine.rb	354	def generate_llvm_coverage_report(artifact_dir, coverage_buildpath, coverage_report)	CODE
LOW	packaging/sunshine.rb	371	def generate_gcov_coverage_report(coverage_report, coverage_buildpath)	CODE
LOW	packaging/sunshine.rb	417	def ensure_cobertura_report_has_lines(path)	CODE
LOW	packaging/sunshine.rb	422	def ensure_lcov_report_has_lines(path)	CODE
LOW	…_assets/common/assets/web/configs/virtual_key_codes.js	247	export function getVirtualKeyCodeDescription(value) {	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/linux_build.sh	160	# Check if NVM is installed and source it	COMMENT
LOW	scripts/linux_build.sh	525	# Check if CUDA is already available	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/web/sunshine_version.test.js	46	const unparsedVersion = new SunshineVersion(null, 'placeholder')	CODE

LizardByte/Sunshine

Open-Source Code Quality, Security and Technical Debt Review