3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

2.4K

Stars

Language

29.2K

Lines of Code

118

Files

Pattern Hits

2026-10-31

Scan Date

0.03

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 9.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 49 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 11.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 41 finding(s).

PR Review Velocity Impact 15.4/100 · LOW

Which changes need focused human review? 66 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 4MEDIUM 6LOW 56

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 66 distinct pattern matches across 9 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 Identifiers29 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	.back/create_public_branch.py	96	def activate_public_component(filepath):	CODE
LOW	.back/create_public_branch.py	111	def remove_private_go_sources():	CODE
LOW	.back/create_public_branch.py	128	def remove_private_delivery_artifacts():	CODE
LOW	.back/create_public_branch.py	149	def validate_public_go_sources(root='.'):	CODE
LOW	.back/create_public_branch.py	169	def validate_public_delivery_tree(root='.'):	CODE
LOW⚡	.github/tests/test_component_update.py	11	def test_stable_order_and_legacy_timestamp(self):	CODE
LOW⚡	.github/tests/test_component_update.py	15	def test_prerelease_major_and_legacy_are_not_auto_adopted(self):	CODE
LOW⚡	.github/tests/test_component_update.py	20	def test_equal_base_stable_tag_cannot_downgrade_legacy_native_release(self):	CODE
LOW⚡	.github/tests/test_component_update.py	25	def test_timestamp_updates_are_monotonic_and_calendar_valid(self):	CODE
LOW⚡	.github/tests/test_component_update.py	28	def test_private_component_not_used_until_all_platforms_are_published(self):	CODE
LOW⚡	.github/tests/test_component_update.py	32	def test_failed_self_test_stops_before_commit_tag_or_dispatch(self):	CODE
LOW⚡	.github/tests/test_component_update.py	39	def test_ecs_recovery_dispatch_includes_required_immutable_release_tag(self):	CODE
LOW	.github/tests/test_component_update.py	50	def test_gui_recovery_uses_current_controls_and_immutable_application_source(self):	CODE
LOW⚡	.github/tests/test_component_update.py	61	def test_workspace_commands_override_the_module_only_environment(self):	CODE
LOW⚡	.github/tests/test_component_update.py	69	def test_native_permissions_are_preserved_without_changing_parent_log_umask(self):	CODE
LOW⚡	.github/tests/test_component_update.py	79	def test_ecs_release_requires_every_platform_not_just_an_asset_count(self):	CODE
LOW⚡	.github/tests/test_component_update.py	86	def test_gui_release_cannot_replace_a_missing_platform_with_an_auxiliary_asset(self):	CODE
LOW	.github/tests/test_private_guard.py	30	def test_stdout_stderr_and_workflow_commands_are_private(self):	CODE
LOW	.github/tests/test_private_guard.py	40	def test_unapproved_exports_cannot_reach_actions(self):	CODE
LOW⚡	.github/tests/test_private_guard.py	55	def test_windows_uses_git_bash_instead_of_wsl_alias(self):	CODE
LOW⚡	.github/tests/test_private_guard.py	63	def test_unicode_script_and_output_preserved_privately(self):	CODE
LOW⚡	.github/tests/test_private_guard.py	71	def test_build_permissions_do_not_inherit_controller_umask(self):	CODE
LOW	.github/tests/test_private_guard.py	82	def test_source_and_keystore_archives_rejected(self):	CODE
LOW	.github/tests/test_private_guard.py	90	def test_linux_xz_package_verified_and_private_members_rejected(self):	CODE
LOW	.github/tests/test_private_guard.py	104	def test_public_log_destination_rejected_before_git(self):	CODE
LOW	.github/tests/test_private_guard.py	110	def test_five_runs_and_one_commit_with_real_git(self):	CODE
LOW	.github/tests/test_private_guard.py	128	def test_retry_of_older_run_is_retained_as_latest_execution(self):	CODE
LOW	.github/tests/test_private_guard.py	150	def test_private_api_transient_read_retried_but_auth_and_mutation_are_not(self):	CODE
LOW	.github/tests/test_private_guard.py	165	def test_private_clone_retries_partial_checkout_without_overwriting_existing(self):	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.github/scripts/private_guard.py	362	except BaseException:	CODE
HIGH	.github/scripts/release_assets.py	95	except (urllib.error.URLError, TimeoutError):	CODE
HIGH	.github/scripts/release_assets.py	114	except (urllib.error.URLError, TimeoutError):	CODE

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	agent/server.py	32	CODE
LOW	agent/server.py	60	CODE
LOW	agent/server.py	291	CODE
LOW	agent/server.py	209	CODE
LOW	scripts/install_agent.py	45	CODE
LOW	.github/scripts/private_tasks.py	65	CODE
LOW	.github/scripts/component_update.py	83	CODE
LOW	.github/scripts/private_guard.py	107	CODE
LOW	.github/scripts/private_guard.py	173	CODE
LOW	.github/scripts/private_guard.py	218	CODE
LOW	.github/scripts/private_guard.py	233	CODE
LOW	.github/scripts/private_guard.py	305	CODE
LOW	.github/scripts/private_guard.py	332	CODE
LOW	.github/scripts/release_assets.py	120	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/runner/runner.go	907	// ── First Ctrl+C ────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/runner/runner.go	928	// ── Snapshot timing information ──────────────────────────────────────────	COMMENT
MEDIUM	internal/runner/runner.go	935	// ── Acquire outputMutex without blocking forever ─────────────────────────	COMMENT
MEDIUM	internal/runner/runner.go	972	// ── Upload and exit ──────────────────────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping5 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	.back/create_public_branch.py	236	print("Error: go.mod not found. Please run this script from the project root.")	CODE
LOW	.github/scripts/component_update.py	299	except Exception:	CODE
MEDIUM	.github/scripts/component_update.py	185	def release_complete(kind, tag):	CODE
LOW	.github/scripts/release_assets.py	180	except Exception:	CODE
LOW	.github/scripts/release_assets.py	204	except Exception:	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	internal/menu/tui_runtime.go	81	if m.mainScrollOffset > maxOff {	COMMENT
LOW	scripts/embed_geekbench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	api/utils.go	61		COMMENT
LOW	api/utils.go	101	// PrintAndCapture 打印并捕获输出	COMMENT
LOW	api/tests.go	21	return tests.CpuTest(language, testMethod, testThread)	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/scripts/private_guard.py	264	(context / 'Dockerfile').write_text('FROM golang:1.26-bookworm\nRUN apt-get update && apt-get install -y --no-in	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	.github/tests/test_component_update.py	1	CODE
LOW	.github/scripts/private_tasks.py	6	CODE
LOW	.github/scripts/component_update.py	11	CODE
LOW	.github/scripts/private_guard.py	7	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.back/create_public_branch.py	234	# Check if we're in the right directory	COMMENT

oneclickvirt/ecs

Open-Source Code Quality, Security and Technical Debt Review