1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.5K

Stars

Rust

Language

296.7K

Lines of Code

556

Files

421

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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 417 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 245 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 421 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 4LOW 417

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 421 distinct pattern matches across 7 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.

Hyper-Verbose Identifiers245 hits · 275 pts

Severity	File	Line	Snippet	Context
LOW	opennow-qt/packaging/test_macos_awdl.py	23	def test_both_workflows_check_the_packaged_helper(self):	CODE
LOW	opennow-qt/packaging/test_macos_awdl.py	36	def test_launch_daemon_has_fixed_root_only_contract(self):	CODE
LOW	opennow-qt/packaging/test_macos_awdl.py	51	def test_helper_build_and_install_follow_architecture_and_profile(self):	CODE
LOW	opennow-qt/packaging/test_macos_awdl.py	72	def test_debug_helper_uses_debug_profile(self):	CODE
LOW	opennow-qt/packaging/test_macos_awdl.py	84	def test_adhoc_signing_seals_helper_before_app(self):	CODE
LOW	opennow-qt/packaging/test_macos_awdl.py	93	def test_developer_id_signing_includes_helper_without_app_entitlements(self):	CODE
LOW	opennow-qt/tests/test_macos_build.py	12	def test_public_dmg_is_copied_before_relocated_smoke(self):	CODE
LOW	opennow-qt/tests/test_macos_build.py	31	def test_architecture_validation_places_input_before_architecture_list(self):	CODE
LOW	opennow-qt/tests/test_macos_build.py	89	def test_rust_target_follows_qt_architecture(self):	STRING
LOW⚡	opennow-qt/tests/test_macos_build.py	103	def test_matching_explicit_rust_target_is_accepted(self):	STRING
LOW⚡	opennow-qt/tests/test_macos_build.py	107	def test_mismatched_rust_target_is_rejected(self):	STRING
LOW⚡	opennow-qt/tests/test_macos_build.py	112	def test_ffi_requests_relocatable_install_name(self):	STRING
LOW⚡	opennow-qt/tests/test_macos_build.py	120	def test_bundle_explicitly_installs_native_helpers(self):	STRING
LOW	opennow-qt/tests/test_macos_build.py	136	def test_deployment_scans_helper_dependencies(self):	STRING
LOW	opennow-qt/tests/test_macos_build.py	143	def test_nightly_deployment_explicitly_seals_bundle_with_adhoc_identity(self):	STRING
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	32	def test_dispatched_revision_is_accepted(self):	CODE
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	36	def test_independent_revision_is_rejected(self):	CODE
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	41	def test_non_sha_revision_is_rejected(self):	CODE
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	45	def test_windows_signing_mode_is_explicit_and_validated(self):	CODE
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	53	def test_release_checkouts_do_not_use_input_refs(self):	CODE
LOW⚡	opennow-qt/tests/test_ci_release_trust.py	61	def test_windows_unsigned_default_keeps_signing_explicit_and_separate(self):	CODE
LOW	opennow-qt/tests/test_ci_release_trust.py	84	def test_windows_artifact_names_and_inventory_record_platform_signing_mode(self):	CODE
LOW	opennow-qt/tests/test_ci_release_trust.py	95	def test_candidate_update_key_is_isolated_in_a_blacksmith_signing_job(self):	CODE
LOW	opennow-qt/tests/test_linux_package.py	13	def test_debian_packages_require_svg_image_plugin(self):	CODE
LOW	opennow-qt/tests/test_linux_package.py	60	def test_missing_or_nonexecutable_helper_is_rejected(self):	STRING
LOW	opennow-qt/tests/test_linux_package.py	98	def test_driverless_runner_can_validate_compiled_vaapi(self):	STRING
LOW	opennow-qt/tests/test_linux_package.py	107	def test_missing_vaapi_feature_is_rejected(self):	STRING
LOW⚡	opennow-qt/tests/test_linux_package.py	122	def test_missing_ffmpeg_fallback_is_rejected(self):	STRING
LOW⚡	opennow-qt/tests/test_linux_package.py	131	def test_missing_hevc_software_decoder_is_rejected(self):	STRING
LOW⚡	opennow-qt/tests/test_linux_package.py	136	def test_software_codec_contract_must_be_complete(self):	STRING
LOW⚡	opennow-qt/tests/test_linux_package.py	144	def test_software_codec_availability_must_be_boolean(self):	STRING
LOW⚡	opennow-qt/tests/test_linux_package.py	153	def test_non_ready_response_is_rejected(self):	STRING
LOW⚡	opennow-qt/tests/test_stable_release.py	14	def test_stable_version_uses_project_version_without_nightly_suffix(self):	CODE
LOW⚡	opennow-qt/tests/test_stable_release.py	19	def test_channels_cannot_relabel_each_others_versions(self):	CODE
LOW⚡	opennow-qt/tests/test_stable_release.py	27	def test_complete_stable_inventory_is_unsigned_with_manual_updates(self):	CODE
LOW	opennow-qt/tests/test_stable_release.py	55	def test_publication_requires_main_checks_and_complete_packages(self):	CODE
LOW	opennow-qt/tests/test_update_helper_driver.py	12	def test_fixture_compiler_uses_cargo_host_linker(self, run):	CODE
LOW	opennow-qt/tests/test_update_helper_driver.py	25	def test_fixture_compiler_keeps_default_without_host_override(self, run):	CODE
LOW⚡	opennow-qt/tests/test_update_helper_driver.py	37	def test_fixture_compiler_propagates_cargo_failures(self, run):	CODE
LOW⚡	opennow-qt/tests/test_update_helper_driver.py	43	def test_ci_target_directory_reuses_the_restored_core_cache(self):	CODE
LOW⚡	opennow-qt/tests/test_update_helper_driver.py	50	def test_local_target_directory_stays_temporary(self):	CODE
LOW⚡	opennow-qt/tests/test_update_helper_driver.py	56	def test_cached_helper_build_cleans_workspace_crate_before_recompiling(self, run):	CODE
LOW	opennow-qt/tests/test_update_helper_driver.py	73	def test_local_helper_build_preserves_fully_isolated_target(self, run):	CODE
LOW	opennow-qt/tests/test_update_helper_driver.py	82	def test_cached_helper_build_stops_when_clean_fails(self, run):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	60	def test_host_libva_is_used_with_its_own_driver_search(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	68	def test_host_libva_keeps_explicit_settings(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	74	def test_incomplete_foreign_or_unreadable_host_cache_uses_the_bundled_libva(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	84	def test_bundled_libva_paths_cover_arch_fedora_and_matching_debian_architecture(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	94	def test_bundled_libva_keeps_explicit_paths_and_driver_selection(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	102	def test_repeated_sourcing_does_not_duplicate_paths(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	105	def test_unknown_architecture_uses_the_bundled_libva_with_generic_paths(self):	CODE
LOW⚡	opennow-qt/tests/test_vaapi_launcher.py	110	def test_both_release_workflows_install_and_verify_the_hook(self):	CODE
LOW	opennow-qt/tests/test_vaapi_launcher.py	128	def test_package_verifier_requires_current_hook_and_launcher_registration(self):	CODE
LOW	opennow-qt/tests/test_supporter_build.py	26	def test_supporter_identity_uses_project_and_run_numbers(self):	CODE
LOW	opennow-qt/tests/test_supporter_build.py	43	def test_supporter_inventory_and_checksums(self):	CODE
LOW	opennow-qt/tests/test_supporter_build.py	77	def test_inventory_rejects_wrong_channel_and_malformed_versions(self):	CODE
LOW	opennow-qt/tests/test_supporter_build.py	89	def test_cmake_preserves_supporter_identity_and_debian_ordering(self):	CODE
LOW	opennow-qt/tests/test_supporter_build.py	102	def test_supporter_workflow_is_removed_and_shared_build_has_no_publishing_path(self):	CODE
LOW	opennow-qt/tests/test_ci_build_cache.py	18	def test_nightly_version_only_rebuilds_version_consumers(self):	CODE
LOW	opennow-qt/tests/test_macos_release.py	105	def test_inside_out_signing_precedes_notarization_and_final_packaging(self):	CODE
185 more matches not shown…

Over-Commented Block154 hits · 128 pts

Severity	File	Line	Snippet	Context
LOW	…amer/crates/opennow-streamer-platform-macos/src/lib.rs	1	//! Native macOS media backend for OpenNOW.	COMMENT
LOW	…er/crates/opennow-streamer-core/src/nvst_rtsp_color.rs	1	use opennow_streamer_platform::MediaStreamConfig;	COMMENT
LOW	…r/crates/opennow-streamer-platform-linux/src/format.rs	221	/// Number of luma rows an NV12/P010 DMA-BUF is coded at, which may exceed the	COMMENT
LOW	…/opennow-streamer-platform-linux/src/frame_producer.rs	541	/// The producer and every prepared frame must be dropped before Qt destroys	COMMENT
LOW	…es/opennow-streamer-platform-linux/src/presentation.rs	101	///	COMMENT
LOW	…opennow-streamer-platform-windows/src/decoder_order.rs	1	/// Where a hardware-mode decoder search looks for Media Foundation activations.	COMMENT
LOW	…s/opennow-streamer-platform-windows/src/windows/mod.rs	741	}	COMMENT
LOW	…w-streamer/crates/opennow-streamer-protocol/src/log.rs	1	//! Minimal file logger for the in-process streamer.	COMMENT
LOW	…es/opennow-streamer-ffi/include/opennow_streamer_ffi.h	1	#ifndef OPENNOW_STREAMER_FFI_H	COMMENT
LOW	…es/opennow-streamer-ffi/include/opennow_streamer_ffi.h	21	#define OPENNOW_STREAMER_GRAPHICS_CONTEXT_VERSION 3u	COMMENT
LOW	…pennow-streamer/crates/opennow-streamer-ffi/src/lib.rs	861	catch_unwind(AssertUnwindSafe(body)).unwrap_or(OpenNowStreamerStatus::Panic)	COMMENT
LOW	…pennow-streamer/crates/opennow-streamer-ffi/src/lib.rs	1601	}	COMMENT
LOW	…pennow-streamer/crates/opennow-streamer-ffi/src/lib.rs	1841	}	COMMENT
LOW	opennow-qt/tests/tst_frameinterpolator.cpp	1	#include "streaming/rendering/StreamFrameInterpolator.h"	COMMENT
LOW	opennow-qt/tests/tst_windowtheme.cpp	1	#include "app/platform/WindowTheme.h"	COMMENT
LOW	opennow-qt/tests/tst_streamvideoitem.cpp	1	#include "streaming/StreamVideoItem.h"	COMMENT
LOW	opennow-qt/tests/tst_streamvideoitem.cpp	21	#include <QSGSimpleRectNode>	COMMENT
LOW	opennow-qt/tests/tst_macpointercapture.cpp	1	#include "input/platform/MacPointerCapture.h"	COMMENT
LOW	opennow-qt/tests/tst_hdrcolor.cpp	1	#include <QFile>	COMMENT
LOW	opennow-qt/tests/tst_nativeframegeneration.cpp	1	#include "streaming/NativeStreamRuntime.h"	COMMENT
LOW	opennow-qt/tests/tst_nativestreamruntime.cpp	1	#include "streaming/NativeStreamRuntime.h"	COMMENT
LOW	opennow-qt/tests/tst_sonychain.cpp	1	#include "input/ControllerInput.h"	COMMENT
LOW	opennow-qt/tests/tst_streamcolor.cpp	1	#include "streaming/rendering/StreamVideoTextureRenderer.h"	COMMENT
LOW	opennow-qt/tests/tst_fsrupscaler.cpp	1	#include "streaming/rendering/StreamFsrUpscaler.h"	COMMENT
LOW	opennow-qt/tests/tst_coreclient.cpp	1	#include "core/CoreClient.h"	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1	//_____________________________________________________________/\_______________________________________________________	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	21	// The above copyright notice and this permission notice shall be included in	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	41	// [RCAS] Robust Contrast Adaptive Sharpening .... A non-scaling variation on CAS.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	61	////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	81	//----------------------------------------------------------------------------------------------------------------------	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	101	// #include "ffx_a.h"	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	121	// #define A_HLSL 1	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	141	// To use FsrEasuCon() on the CPU, define A_CPU before including ffx_a and ffx_fsr1.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	181	// \| \| \|	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	321	AU4 con3){	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	401	// Anisotropic length after rotation,	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	601	//	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	621	// Then chooses the 'w' which results in no clipping, limits 'w', and multiplies by the 'sharp' amount.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	641	// Including a GPU example here, the 'con' value would be stored out to a constant buffer.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	661	// Call to setup required constant values (works on CPU or GPU).	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	761	#ifdef FSR_RCAS_DENOISE	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	861	#endif	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	981	AH2 rcpL=APrxMedRcpH2(AH2_(4.0)*lobe+AH2_(1.0));	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1001	// Grain application should be done in a linear colorspace.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1021	// Packed half precision version (faster).	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1041	//======================================================================================================================	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1061	//_____________________________________________________________/\_______________________________________________________	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_fsr1.h	1081	//======================================================================================================================	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	1	//======================================================================================================================	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	21	// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	41	//----------------------------------------------------------------------------------------------------------------------	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	61	// A_WAVE .... Support wave-wide operations.	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	81	// - Make sure 'ALerp(a,b,m)' does 'bm+(-a*m+a)' (2 ops).	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	101	//_____________________________________________________________/\_______________________________________________________	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	141	A_STATIC AU1 AU1_AF1(AF1 a){union{AF1 f;AU1 u;}bits;bits.f=a;return bits.u;}	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	161	////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	181	#define inAD3 AD1 *A_RESTRICT	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	201	#define inoutAL4 AL1 *A_RESTRICT	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	221	#define varAD4(x) AD1 x[4]	COMMENT
LOW	opennow-qt/shaders/fsr1/ffx_a.h	241	#define initAU2(x,y) {x,y}	COMMENT
94 more matches not shown…

AI Slop Vocabulary3 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…tes/opennow-streamer-platform-linux/src/video/vaapi.rs	504	#[ignore = "requires the isolated VA-API mock driver harness"]	COMMENT
MEDIUM⚡	…tes/opennow-streamer-platform-linux/src/video/vaapi.rs	511	#[ignore = "requires the isolated VA-API mock driver harness"]	COMMENT
MEDIUM⚡	…tes/opennow-streamer-platform-linux/src/video/vaapi.rs	519	#[ignore = "requires the isolated VA-API mock driver harness"]	COMMENT

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	docs/streamer-comparison/scripts/_scan_gfn_type10.py	118	CODE
LOW	opennow-qt/packaging/macos_release.py	56	CODE
LOW	opennow-qt/packaging/macos_release.py	100	CODE
LOW	opennow-qt/tests/test_linux_package.py	144	CODE
LOW	opennow-qt/tests/test_ci_build_cache.py	18	CODE
LOW	opennow-qt/tests/test_macos_release.py	54	CODE
LOW	opennow-qt/tests/test_ci_workflow.py	75	CODE
LOW	opennow-qt/tests/test_ubuntu_apt_https.py	60	CODE
LOW	opennow-qt/tests/test_ubuntu_apt_https.py	85	CODE
LOW	opennow-qt/tests/test_linux_install_layout.py	20	CODE
LOW	opennow-qt/tests/test_candidate_promotion.py	130	CODE
LOW	opennow-qt/tests/test_ffmpeg_build.py	80	CODE
LOW	scripts/audit-gfn-archive.py	9	CODE
LOW	.github/scripts/prepare-ubuntu-apt-https.py	30	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	native/opennow-core/src/diagnostics.rs	935	assert!(!text.contains("user@example.com"));	CODE
LOW	native/opennow-core/src/diagnostics.rs	965	assert!(!text.contains("user@example.com"));	CODE
LOW	native/opennow-core/src/diagnostics.rs	1215	assert!(!snapshot.to_string().contains("user@example.com"));	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	56	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/streamer-comparison/scripts/_scan_gfn_type10.py	3		CODE

OpenCloudGaming/OpenNOW

Open-Source Code Quality, Security and Technical Debt Review