2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

4.0K

Stars

Rust

Language

224.9K

Lines of Code

918

Files

506

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 493 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 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 116 finding(s).

PR Review Velocity Impact 11.2/100 · LOW

Which changes need focused human review? 506 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 15LOW 491

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 506 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.

Over-Commented Block385 hits · 376 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	41		COMMENT
LOW	zensical.toml	141	]}	COMMENT
LOW	zensical.toml	161	#	COMMENT
LOW	zensical.toml	181	favicon = "images/favicon.ico"	COMMENT
LOW	zensical.toml	201	features = [	COMMENT
LOW	zensical.toml	221	# https://zensical.org/docs/authoring/code-blocks/#code-annotations	COMMENT
LOW	zensical.toml	241	# at the same time when the user chooses their language in one.	COMMENT
LOW	zensical.toml	261	# user to navigate to a next or previous page.	COMMENT
LOW	zensical.toml	281	# In order to provide a better user experience on slow connections when	COMMENT
LOW	zensical.toml	301	# When tabs are enabled, top-level sections are rendered in a menu layer	COMMENT
LOW	zensical.toml	321		COMMENT
LOW	zensical.toml	361	media = "(prefers-color-scheme: dark)"	COMMENT
LOW	zensical.toml	381	# "docs_dir" or it can be a path to an icon.	COMMENT
LOW	martin-core/tests/tile_wkb_test.rs	321	#[rstest]	COMMENT
LOW	martin-core/src/error.rs	1	//! Transport-independent classification of failures.	COMMENT
LOW	martin-core/src/cache_zoom_range.rs	1	//! Zoom-level bounds for tile caching.	COMMENT
LOW	martin-core/src/resources/styles/render_pool.rs	41		COMMENT
LOW	martin-core/src/resources/styles/render_pool.rs	141	/// See [`RenderPool::new`].	COMMENT
LOW	martin-core/src/resources/styles/error.rs	1	#[cfg(all(feature = "rendering", target_os = "linux"))]	COMMENT
LOW	martin-core/src/resources/styles/error.rs	21	#[cfg(all(feature = "rendering", target_os = "linux"))]	COMMENT
LOW	martin-core/src/resources/styles/tile_size.rs	1	use std::num::NonZeroU32;	COMMENT
LOW	martin-core/src/resources/styles/mod.rs	1	//! Style processing and serving for map tile rendering.	COMMENT
LOW	martin-core/src/resources/styles/mod.rs	81	#[derive(Debug, Clone, Default, Serialize, Deserialize, PartialEq, Eq)]	COMMENT
LOW	martin-core/src/resources/sprites/mod.rs	1	//! Sprite processing and serving for map tile rendering.	COMMENT
LOW	martin-core/src/resources/sprites/mod.rs	101	/// Sprite source metadata.	COMMENT
LOW	martin-core/src/resources/fonts/mod.rs	1	//! Font processing and serving for map tile rendering.	COMMENT
LOW	martin-core/src/resources/fonts/mod.rs	121	/// extension, so [`FontFormat::VARIANTS`] doubles as the list of recognised	COMMENT
LOW	martin-core/src/resources/fonts/mod.rs	141	/// Font family name (e.g., "Arial").	COMMENT
LOW	martin-core/src/resources/fonts/mod.rs	241		COMMENT
LOW	martin-core/src/tiles/error.rs	1	#[cfg(feature = "cog")]	COMMENT
LOW	martin-core/src/tiles/error.rs	21	#[cfg(feature = "mbtiles")]	COMMENT
LOW	martin-core/src/tiles/error.rs	41	#[cfg(feature = "passthrough")]	COMMENT
LOW	martin-core/src/tiles/tile.rs	1	use base64::Engine as _;	COMMENT
LOW	martin-core/src/tiles/catalog.rs	1	//! Catalog for managing tile source metadata and discovery.	COMMENT
LOW	martin-core/src/tiles/catalog.rs	21	///	COMMENT
LOW	martin-core/src/tiles/mod.rs	1	//! Tile management and representation for Martin tile server.	COMMENT
LOW	martin-core/src/tiles/any.rs	41		COMMENT
LOW	martin-core/src/tiles/geojson/source.rs	21	use crate::tiles::geojson::rect::Rect;	COMMENT
LOW	martin-core/src/tiles/hillshade/light.rs	1	//! The direction the terrain is lit from.	COMMENT
LOW	martin-core/src/tiles/hillshade/shade.rs	1	//! The hillshade bake from Mapzen normal tiles to L8 grayscale.	COMMENT
LOW	martin-core/src/tiles/hillshade/shade.rs	21	use crate::tiles::neighbourhood::{CHANNELS, DEFAULT_TILE_SIZE, GRID_SIDE};	COMMENT
LOW	martin-core/src/tiles/passthrough/error.rs	1	//! Error types for the `passthrough` HTTP upstream source.	COMMENT
LOW	martin-core/src/tiles/contour/isolines.rs	141	///	COMMENT
LOW	martin-core/src/tiles/cog/stac.rs	21	/// and `blue`, or the first three if the asset does not name its bands.	COMMENT
LOW	martin-core/src/tiles/cog/errors.rs	1	//! Error types for `Cloud Optimized GeoTIFF` operations.	COMMENT
LOW	martin-core/src/tiles/postgres/connection_string.rs	1	//! A wrapper around a `PostgreSQL` connection string that redacts its password when displayed.	COMMENT
LOW	martin-core/src/tiles/postgres/source.rs	381	/// Whether an empty tile implies that all tiles below it are empty.	COMMENT
LOW	martin-core/src/tiles/postgres/errors.rs	21	#[non_exhaustive]	COMMENT
LOW	martin-core/src/tiles/postgres/scan.rs	41	fn from(err: PostgresError) -> Self {	COMMENT
LOW	martin-core/src/tiles/duckdb/errors.rs	21	/// The `DuckDB` connection could not be opened.	COMMENT
LOW	martin-core/src/tiles/duckdb/errors.rs	61	/// The `DuckDB` connection failed a pool recycle health check.	COMMENT
LOW	martin-core/src/overlay/error.rs	1	use maplibre_native::{GeoJsonError, StyleError};	COMMENT
LOW	martin-core/src/overlay/model.rs	1	//! Typed boundary intermediate representation for static-render overlays.	COMMENT
LOW	martin-core/src/overlay/model.rs	41	/// The application layer builds this from the wire format, dropping unknown keys (`title`, `id`, ...).	COMMENT
LOW	martin-core/src/overlay/model.rs	61	pub line_opacity: Option<f32>,	COMMENT
LOW	cog-tiles-py/src/py.rs	801	/// The coroutine `__anext__` returns, since `pyo3` cannot make `__anext__` itself `async`.	COMMENT
LOW	cog-tiles-py/src/py.rs	861	let source = spawn(cog.open_source()?).await?.map_err(to_py)?;	COMMENT
LOW	cog-tiles-py/src/py.rs	961	/// `cog_tiles.<function>` with `keywords` bound, for `__reduce__` to restore keyword-only arguments.	COMMENT
LOW	cog-tiles-py/src/py.rs	1101	}	COMMENT
LOW	debian/config.yaml	21	# max_feature_count: 1000	COMMENT
325 more matches not shown…

Hyper-Verbose Identifiers104 hits · 137 pts

Severity	File	Line	Snippet	Context
LOW⚡	cog-tiles-py/tests/test_async.py	15	def test_open_async_opens_the_cog_open_opens():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	21	def test_open_mosaic_async_opens_the_mosaic_open_mosaic_opens():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	27	def test_tile_async_returns_the_tile_tile_returns():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	32	def test_tile_async_returns_none_for_an_empty_tile():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	37	def test_tile_pixels_async_returns_the_pixels_tile_pixels_returns():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	43	def test_read_async_returns_the_raster_read_returns():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	51	def test_read_async_raises_value_error_for_an_unknown_crs():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	57	def test_async_for_yields_the_tiles_for_yields():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	66	def test_tile_async_calls_run_concurrently_on_one_event_loop():	CODE
LOW⚡	cog-tiles-py/tests/test_async.py	75	def test_a_cancelled_read_async_raises_cancelled_error():	CODE
LOW	cog-tiles-py/tests/test_async.py	88	def test_tile_async_leaves_the_event_loop_free_while_it_fetches(server):	CODE
LOW	cog-tiles-py/tests/test_async.py	104	def test_cancelling_read_async_stops_its_fetches(server):	CODE
LOW	cog-tiles-py/tests/test_tile_index.py	24	def test_a_tile_is_painted_from_the_files_the_index_lists():	CODE
LOW	cog-tiles-py/tests/test_tile_index.py	29	def test_a_tile_index_reports_its_layout_and_the_area_its_files_cover():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	40	def test_a_tile_outside_the_zoom_range_is_none():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	46	def test_one_band_paints_gray_tiles_with_alpha():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	53	def test_read_stitches_the_tiles_of_an_area():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	60	def test_tiles_iterates_over_the_tiles_in_the_index_bounds():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	78	def test_invalid_tile_indexes_are_rejected(arguments, error, message):	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	83	def test_a_missing_tile_index_is_file_not_found(tmp_path):	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	88	def test_tile_indexes_re_encode_tiles():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	96	def test_tile_indexes_survive_pickling():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	105	def test_open_tile_index_async_opens_the_same_index():	CODE
LOW⚡	cog-tiles-py/tests/test_tile_index.py	113	def test_files_listed_by_url_are_read_over_http(tmp_path, fixture_server, prefix):	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	35	def test_a_jpeg_cog_returns_jpeg_tiles():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	40	def test_a_zstd_cog_returns_png_tiles():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	45	def test_an_empty_tile_is_none():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	50	def test_a_tile_outside_the_bounds_is_none():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	55	def test_a_tile_below_the_min_zoom_is_none():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	60	def test_tile_pixels_are_the_decoded_tile():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	67	def test_webp_tiles_decode_too():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	73	def test_read_stitches_the_whole_image():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	84	def test_read_crops_to_the_pixels_the_bbox_touches():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	93	def test_read_defaults_to_the_highest_zoom():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	98	def test_read_without_data_is_none():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	103	def test_read_refuses_rasters_over_max_pixels():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	109	def test_a_raster_converts_to_an_array():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	116	def test_tiles_yields_every_tile_with_data():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	123	def test_tiles_defaults_to_every_zoom_of_the_source():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	134	def test_tiles_outside_the_source_are_skipped():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	139	def test_a_tile_iterator_can_be_dropped_early():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	146	def test_a_mosaic_reads_each_tile_from_its_file():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	156	def test_a_mosaic_read_stitches_across_files():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	184	def test_a_mosaic_needs_a_bbox_to_iterate():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	190	def test_cogs_survive_pickling():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	197	def test_mosaics_survive_pickling():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	204	def test_threads_read_concurrently():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	213	def test_importing_on_free_threaded_python_keeps_the_gil_disabled():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	222	def test_a_forked_child_reads_with_its_own_runtime():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	234	def test_a_missing_file_raises_file_not_found():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	239	def test_an_unsupported_file_says_why():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	244	def test_a_tile_past_the_zoom_raises_value_error():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	250	def test_an_inverted_bbox_raises_value_error():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	256	def test_an_unknown_crs_raises_value_error():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	262	def test_zero_concurrency_raises_value_error():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	268	def test_an_invalid_template_raises_value_error():	CODE
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	273	def test_a_cog_over_http_returns_the_tiles_of_the_local_file(server):	CODE
LOW	cog-tiles-py/tests/test_cog_tiles.py	24	def test_open_reports_the_tile_layout():	CODE
LOW	cog-tiles-py/tests/test_cog_tiles.py	167	def test_a_mosaic_places_untagged_striped_files_by_their_name(tmp_path):	CODE
LOW	cog-tiles-py/tests/test_format.py	18	def test_format_webp_re_encodes_png_tiles_as_webp():	CODE
44 more matches not shown…

Decorative Section Separators12 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	zensical.toml	167	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	zensical.toml	169	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	zensical.toml	368	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	zensical.toml	373	# ----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	zensical.toml	378	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	zensical.toml	1	# ============================================================================	COMMENT
MEDIUM	zensical.toml	7	# ============================================================================	COMMENT
MEDIUM	zensical.toml	338	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	zensical.toml	346	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	zensical.toml	392	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	zensical.toml	512	# ----------------------------------------------------------------------------	STRING
MEDIUM	zensical.toml	514	# ----------------------------------------------------------------------------	STRING

Slop Phrases2 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	zensical.toml	149	# With the "extra_css" option you can add your own CSS styling to customize	COMMENT
MEDIUM⚡	zensical.toml	159	# With the `extra_javascript` option you can add your own JavaScript to your	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	152	# Create a personal access token	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/build-binary.yml	51	# Set RELEASE_MODE to '1' for release builds (push to main, releases, and manual workflow dispatches),	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW⚡	cog-tiles-py/tests/test_cog_tiles.py	269	with pytest.raises(ValueError, match="placeholder"):	CODE

maplibre/martin

Open-Source Code Quality, Security and Technical Debt Review