1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

26.3K

Stars

Language

44.4K

Lines of Code

260

Files

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 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 56 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 5.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 50 finding(s).

PR Review Velocity Impact 7.9/100 · LOW

Which changes need focused human review? 64 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 2LOW 61

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 64 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.

Hyper-Verbose Identifiers50 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	check_project_rules.py	133	def iter_markdown_link_targets(body: str):	CODE
LOW	tools/prepare_pdf_sources.py	50	def normalize_markdown_asset_paths(text: str, reldir: str, book_dir: Path \| None = None) -> tuple[str, int]:	CODE
LOW	tools/test_prepare_pdf_sources.py	10	def test_module_imports_with_running_python(self):	CODE
LOW	tools/test_prepare_pdf_sources.py	20	def test_normalizes_relative_markdown_and_html_image_paths(self):	CODE
LOW	tools/test_prepare_pdf_sources.py	45	def test_prepares_temp_tree_without_mutating_source_markdown(self):	CODE
LOW⚡	tests/test_cjk_typography.py	128	def test_cjk_and_latin_stay_apart(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	138	def test_parens_holding_chinese_are_full_width(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	148	def test_both_rules_can_actually_fail(self) -> None:	CODE
LOW	tests/test_cjk_typography.py	162	def test_latin_only_parens_are_left_alone(self) -> None:	CODE
LOW	tests/test_cjk_typography.py	170	def test_non_prose_regions_are_excluded(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	183	def test_prices_are_not_mistaken_for_math(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	188	def test_html_text_content_is_still_prose(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	194	def test_a_table_row_is_not_an_html_tag(self) -> None:	CODE
LOW⚡	tests/test_cjk_typography.py	198	def test_display_math_blocks_are_skipped_whole(self) -> None:	CODE
LOW	tests/test_verify_artifacts.py	44	def test_rejects_missing_artifact(self):	CODE
LOW	tests/test_verify_artifacts.py	55	def test_rejects_wrong_html_title(self):	CODE
LOW	tests/test_verify_artifacts.py	70	def test_accepts_mdpress_site_title_with_page_suffix(self):	CODE
LOW	tests/test_example_validation.py	49	def test_canonical_fixture_files_exist(self):	CODE
LOW	tests/test_example_validation.py	54	def test_relevant_chapters_link_to_canonical_fixtures(self):	CODE
LOW	tests/test_example_validation.py	68	def test_chapter_canonical_blocks_exactly_match_fixtures(self):	CODE
LOW	tests/test_example_validation.py	87	def test_kubernetes_fixture_has_vendored_schema_provenance(self):	CODE
LOW⚡	tests/test_example_validation.py	103	def test_dockerfile_fixture_has_no_remote_base_image(self):	CODE
LOW⚡	tests/test_example_validation.py	108	def test_github_actions_fixture_installs_integrity_pinned_validators(self):	CODE
LOW⚡	tests/test_example_validation.py	116	def test_local_run_reports_skips_when_tools_are_unavailable(self):	CODE
LOW	tests/test_example_validation.py	127	def test_required_run_fails_when_tools_are_unavailable(self):	CODE
LOW	tests/test_example_validation.py	134	def test_available_tools_receive_the_canonical_validation_commands(self):	CODE
LOW	tests/test_example_validation.py	166	def test_runner_uses_only_vendored_schema_when_network_is_blocked(self):	CODE
LOW⚡	tests/test_pages_workflow.py	16	def test_custom_pages_workflow_exists(self):	CODE
LOW⚡	tests/test_pages_workflow.py	19	def test_builds_mdpress_site_without_jekyll(self):	CODE
LOW⚡	tests/test_pages_workflow.py	29	def test_verifies_built_site_title_before_upload(self):	CODE
LOW⚡	tests/test_pages_workflow.py	39	def test_build_and_deploy_jobs_have_minimum_permissions(self):	CODE
LOW	tests/test_pages_workflow.py	54	def test_actions_are_immutable_and_checkout_drops_credentials(self):	CODE
LOW	tests/test_pages_workflow.py	66	def test_documents_manual_pages_source_setting(self):	CODE
LOW	tests/test_html_list_rendering.py	58	def test_reader_declares_the_no_blank_line_list_extension(self):	CODE
LOW	tests/test_html_list_rendering.py	68	def test_bold_lead_in_list_renders_as_ul_under_real_pandoc(self):	CODE
LOW	tests/test_workflow_security.py	162	def workflow_step_scripts_in_document_order(workflow_text, step_names):	STRING
LOW	tests/test_workflow_security.py	175	def test_all_actions_are_immutable_with_version_comments(self):	STRING
LOW	tests/test_workflow_security.py	187	def test_checkout_never_persists_credentials(self):	STRING
LOW	tests/test_workflow_security.py	199	def test_every_workflow_declares_permissions(self):	STRING
LOW	tests/test_workflow_security.py	208	def test_release_and_preview_separate_read_only_builds_from_writes(self):	STRING
LOW	tests/test_workflow_security.py	223	def test_preview_publish_steps_follow_tag_release_asset_order(self):	STRING
LOW	tests/test_workflow_security.py	284	def test_mutable_preview_updates_existing_tag_and_release(self):	STRING
LOW	tests/test_workflow_security.py	293	def test_mutable_preview_creates_only_on_explicit_not_found(self):	STRING
LOW	tests/test_workflow_security.py	304	def test_preview_rejects_invalid_repository_and_sha_before_calling_gh(self):	STRING
LOW	tests/test_workflow_security.py	329	def test_preview_release_lookup_fails_closed_except_exact_not_found(self):	STRING
LOW⚡	tests/test_workflow_security.py	349	def test_preview_publish_has_explicit_repo_context_only_in_write_job(self):	STRING
LOW⚡	tests/test_workflow_security.py	356	def test_downloads_dependencies_and_link_checker_are_integrity_pinned(self):	STRING
LOW⚡	tests/test_workflow_security.py	366	def test_mermaid_is_exact_and_lockfile_backed(self):	STRING
LOW	tests/test_workflow_security.py	380	def test_artifacts_are_smoke_tested_and_html_failures_are_not_silent(self):	STRING
LOW	tests/test_workflow_security.py	390	def test_tagged_release_attests_every_formal_artifact_with_minimum_permissions(self):	STRING

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/build_html_reader.py	155	function show(id){var i=order.indexOf(id);if(i<0){i=0;id=order[0]}for(var k=0;k<pages.length;k++)pages[k].classList.tog	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	check_emphasis.py	17	CODE
LOW	check_project_rules.py	4	CODE
LOW	tools/prepare_pdf_sources.py	11	CODE
LOW	tests/test_cjk_typography.py	35	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	check_emphasis.py	146	CODE
LOW	check_emphasis.py	188	CODE
LOW	check_project_rules.py	50	CODE
LOW	tools/build_html_reader.py	16	CODE

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	2350	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	tools/build_html_reader.py	2	"""Build a single self-contained, GitBook-style PAGED mobile reader — offline-robust.	STRING

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	07_dockerfile/7.14_label.md	33	LABEL maintainer="user@example.com" \	CODE
LOW	07_dockerfile/7.14_label.md	82	LABEL maintainer="user@example.com"	CODE
LOW	07_dockerfile/7.14_label.md	86	LABEL org.opencontainers.image.authors="user@example.com"	CODE

yeasy/docker_practice

Open-Source Code Quality, Security and Technical Debt Review