0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

136.0K

Lines of Code

555

Files

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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 95 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 47 finding(s).

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 98 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 2HIGH 1MEDIUM 0LOW 95

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 98 distinct pattern matches across 5 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 Identifiers46 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/test_validation_runner.py	183	def test_registry_covers_every_script(self):	CODE
LOW⚡	tools/test_validation_runner.py	187	def test_domains_keep_core_cases_and_history_dependency(self):	CODE
LOW⚡	tools/test_validation_runner.py	197	def test_headless_selects_full_workflow_once(self):	CODE
LOW⚡	tools/test_validation_runner.py	203	def test_headless_excludes_native_only_checks(self):	CODE
LOW⚡	tools/test_validation_runner.py	212	def test_missing_and_unregistered_files_fail(self):	CODE
LOW	tools/test_validation_runner.py	27	def test_fresh_projects_share_the_import_cache(self):	CODE
LOW	tools/test_validation_runner.py	45	def test_parallel_bound_and_failure_drain(self):	CODE
LOW	tools/test_validation_runner.py	77	def test_groups_preserve_native_and_persistence_order_without_losing_checks(self):	CODE
LOW	tools/test_validation_runner.py	91	def test_scene_batch_rejects_incomplete_and_shutdown_failures(self):	CODE
LOW	tools/test_validation_runner.py	112	def test_scene_cases_share_process_and_clean_up(self):	CODE
LOW	tools/test_validation_runner.py	138	def test_scene_case_failure_skip_and_timeout(self):	CODE
LOW	tools/test_validation_runner.py	166	def test_progress_watchdog_resets_for_each_case_and_stops_blocked_process(self):	CODE
LOW	tools/test_validation_runner.py	227	def test_script_error_and_timeout_cannot_pass(self):	CODE
LOW	tools/test_validation_runner.py	236	def test_interleaved_engine_error_cannot_pass(self):	CODE
LOW	tools/test_validation_runner.py	248	def test_split_error_is_detected_during_read_and_exit_drain(self):	CODE
LOW	tools/test_validation_runner.py	283	def test_skip_is_reported_separately(self):	CODE
LOW	tools/test_validation_runner.py	292	def test_console_streams_before_exit_and_can_also_save_logs(self):	CODE
LOW	tools/test_validation_runner.py	319	def test_default_run_does_not_create_log_directory(self):	CODE
LOW	tools/test_validation_runner.py	334	def test_release_rejects_missing_prerequisite(self):	CODE
LOW	tools/test_validation_runner.py	347	def test_strict_rejects_missing_tools_and_runtime_skips(self):	CODE
LOW	tools/test_validation_runner.py	358	def test_committed_city_fixture_hashes(self):	CODE
LOW	tools/test_validation_runner.py	378	def test_isolated_user_data_matches_godot(self):	CODE
LOW	tools/test_graphics_tools.py	15	def test_palette_padding_preserves_encoded_indices(self):	CODE
LOW⚡	tools/test_release_automation.py	71	def test_range_includes_branch_and_merge_but_excludes_base_and_later_commits(self):	CODE
LOW⚡	tools/test_release_automation.py	79	def test_first_release_includes_all_ancestors(self):	CODE
LOW⚡	tools/test_release_automation.py	85	def test_no_new_commits_produces_empty_list(self):	CODE
LOW⚡	tools/test_release_automation.py	88	def test_missing_tag_or_shallow_history_fails_instead_of_omitting_commits(self):	CODE
LOW⚡	tools/test_release_automation.py	96	def test_publish_uses_last_published_stable_release_and_exact_build_commit(self):	CODE
LOW⚡	tools/test_release_automation.py	188	def test_missing_nightly_tag_is_not_deleted(self):	CODE
LOW⚡	tools/test_release_automation.py	194	def test_upload_failure_preserves_previous_release(self):	CODE
LOW⚡	tools/test_release_automation.py	204	def test_failed_draft_is_removed_without_deleting_a_missing_tag(self):	CODE
LOW⚡	tools/test_release_automation.py	211	def test_remote_hash_mismatch_prevents_publish_and_cleanup(self):	CODE
LOW⚡	tools/test_release_automation.py	218	def test_invalid_package_or_commit_never_contacts_github(self):	CODE
LOW⚡	tools/test_release_automation.py	227	def test_cleanup_requires_nightly_tag_prerelease_and_workflow_marker(self):	CODE
LOW⚡	tools/test_release_automation.py	234	def test_out_of_order_run_does_not_replace_newer_nightly(self):	CODE
LOW⚡	tools/test_release_automation.py	242	def test_portable_zip_adds_empty_data_folder(self):	CODE
LOW	tools/test_release_automation.py	170	def test_publish_verifies_upload_then_replaces_the_single_nightly_tag(self):	CODE
LOW	tools/test_release_automation.py	255	def test_only_linux_packages_include_the_soundfont_and_its_license(self):	CODE
LOW	tools/test_release_automation.py	307	def test_disk_image_keeps_the_volume_name_with_either_tool(self):	CODE
LOW	tools/test_release_automation.py	316	def test_busy_disk_image_is_retried_then_fails(self):	CODE
LOW	tools/test_release_automation.py	334	def test_lost_stapler_connection_is_retried_then_fails(self):	CODE
LOW	tools/test_release_automation.py	349	def test_notary_credentials_come_from_a_profile_or_a_complete_api_key(self):	CODE
LOW	tools/test_release_automation.py	362	def test_identity_is_found_by_name_or_hash(self):	CODE
LOW	tools/test_release_automation.py	368	def test_signing_settings_that_cannot_notarize_fail_before_the_export(self):	CODE
LOW	tools/test_release_automation.py	385	def test_install_copies_both_extensions_for_every_platform(self):	CODE
LOW	tools/test_release_automation.py	422	def test_platform_selection_takes_package_or_native_folder_names(self):	CODE

Over-Commented Block35 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	tools/setup_macos_signing_ci.sh	1	#!/usr/bin/env bash	COMMENT
LOW	native/core/scripting/quickjs/libregexp.c	61	//#define DUMP_REOP	COMMENT
LOW	native/core/scripting/quickjs/dtoa.c	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN	COMMENT
LOW	native/core/scripting/quickjs/quickjs-c-atomics.h	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN	COMMENT
LOW	native/core/scripting/quickjs/quickjs-c-atomics.h	41	#define atomic_store(obj, desired) \	COMMENT
LOW	native/core/scripting/quickjs/libregexp.h	21	* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	61	*/	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	101	*	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	121	/* Clang on Windows doesn't seem to support _Printf_format_string_ */	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	141	*/	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	201		COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	221	// - a function returning a JSValueConst does not transfer ownership;	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	401	#define JS_NULL JS_MKVAL(JS_TAG_NULL, 0)	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	421	#define JS_PROP_HAS_SHIFT 8	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	441	#ifndef JS_DEFAULT_STACK_SIZE	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	481	#define JS_DUMP_BYTECODE_PASS2 0x02 /* dump pass 2 code */	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	1401	#define JS_DEF_CFUNC 0	COMMENT
LOW	native/core/scripting/quickjs/quickjs.h	1421	#define JS_CGETSET_DEF2(name, fgetter, fsetter, prop_flags) { name, prop_flags, JS_DEF_CGETSET, 0, { .getset = { .get =	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	21	* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	41	#include <inttypes.h>	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	61	#include <windows.h>	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	81	# define __maybe_unused	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	101	/* return the pointer of type 'type ' containing 'ptr' as field 'member' /	COMMENT
LOW	native/core/scripting/quickjs/cutils.h	121	#define JS_PRINTF_FORMAT_ATTR(format_param, dots_param) \	COMMENT
LOW	native/core/scripting/src/sandbox/mod.rs	1	//! The folder of a mod. A mod script can read and write files only in its	COMMENT
LOW	native/core/audio/src/sound_loop.rs	1	//! The disaster sound loop of SIMCITY.EXE 0x00480480 and 0x0047fda0. One	COMMENT
LOW	native/core/sim/src/lib.rs	1	//! The SimCity 2000 simulation of OpenSC2K.	COMMENT
LOW	native/core/sim/src/formats/sc2kfix.rs	1	//! The SC2X save format of the sc2kfix plugin (version 1), internally called	COMMENT
LOW	native/core/sim/src/formats/sc2x/project.rs	1	//! Projection between the runtime working layout and the version 4 structures.	COMMENT
LOW	native/core/sim/src/sim/overlay.rs	1	//! XTXT links, as OverlayData. Original IDs are unchanged. SC2X v2 adds	COMMENT
LOW	native/core/sim/src/sim/economy/city_value.rs	1	//! The city value, as CityValuePhase. The network values and most building	COMMENT
LOW	native/core/sim/src/sim/data_maps/mod.rs	21	pub const ZONE_BUILDING_ORIGIN: i64 = 0x80;	COMMENT
LOW	native/simulation/src/bridge/city_cache.rs	1	//! Native city copies by handle. A cache keeps the chunks of one city between	COMMENT
LOW	native/rendering/src/bridge/changes.rs	1	//! Changed screen areas between two revisions of the region source chunks.	COMMENT
LOW	examples/mods/monthly-report/main.js	1	// Monthly report: writes each month that the City Statistics mod records to	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	native/core/sim/src/sim/economy/budget.rs	281	for (label, value) in settlement.base.timing.steps.0.iter() {	CODE
CRITICAL	native/core/sim/src/sim/data_maps/native.rs	77	for (name, value) in result.base.timing.steps.0.iter() {	CODE

Deep Nesting14 hits · 13 pts

Severity	File	Line	Context
LOW	tools/build_desktop_release.py	324	CODE
LOW	tools/test_validation_runner.py	27	CODE
LOW	tools/test_validation_runner.py	248	CODE
LOW	tools/validate_project.py	181	CODE
LOW	tools/validate_project.py	225	CODE
LOW	tools/validate_project.py	287	CODE
LOW	tools/validate_project.py	308	CODE
LOW	tools/validate_project.py	415	CODE
LOW	tools/profile_resources.py	19	CODE
LOW	tools/paint_icon.py	484	CODE
LOW	tools/paint_icon.py	526	CODE
LOW	tools/paint_icon.py	648	CODE
LOW	tools/test_benchmark_failures.py	9	CODE
LOW	tools/run_godot_check.py	16	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/run_godot_check.py	35	except (OSError, ValueError, KeyError):	CODE

nicholas-ochoa/OpenSC2K

Open-Source Code Quality, Security and Technical Debt Review