run-llama/liteparse

7.2

Adjusted Score

7.2

Raw Score

100%

Time Factor

2026-07-12

Last Push

11.5K

Stars

Rust

Language

48.6K

Lines of Code

180

Files

281

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 4MEDIUM 19LOW 258

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 281 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block111 hits · 111 pts

Severity	File	Line	Snippet	Context
LOW	crates/liteparse-python/src/lib.rs	61	#[pyo3(get)]	COMMENT
LOW	crates/liteparse-python/src/cli.rs	41	/// Extra header for OCR server requests, "Name: Value" (repeatable).	COMMENT
LOW	crates/liteparse-python/src/cli.rs	61	/// How to surface raster images in markdown output: `off`, `placeholder`	COMMENT
LOW	crates/liteparse-python/src/cli.rs	101	ocr_language: String,	COMMENT
LOW	crates/pdfium/src/struct_tree.rs	1	//! Walk the PDF structure tree (tagged-PDF tree) for a page.	COMMENT
LOW	crates/pdfium/src/library.rs	21	/// fn; its lock discipline is the caller's responsibility, not statically	COMMENT
LOW	crates/pdfium/src/library.rs	41	///	COMMENT
LOW	crates/liteparse-wasm/src/wasi_stubs.rs	1	//! Stub implementations of libc functions that pdfium's statically-linked	COMMENT
LOW	crates/liteparse-napi/src/types.rs	41	/// Number of concurrent OCR workers (default: CPU cores - 1).	COMMENT
LOW	crates/liteparse-napi/src/types.rs	281	words: item.words.iter().map(JsWordBox::from_rust).collect(),	COMMENT
LOW	crates/liteparse/src/font_db_resolver.rs	1	//! Built-in [`GlyphResolver`] backed by a fragmented glyph-outline → unicode	COMMENT
LOW	crates/liteparse/src/types.rs	41	/// Whether the font has buggy encoding (private-use codepoints, TT subset, etc.)	COMMENT
LOW	crates/liteparse/src/types.rs	61	/// Target URI when this item falls inside a hyperlink annotation's	COMMENT
LOW	crates/liteparse/src/types.rs	101	/// Not emitted in JSON/text outputs — consumed by the markdown layout pass.	COMMENT
LOW	crates/liteparse/src/types.rs	161	pub regions: Region,	COMMENT
LOW	crates/liteparse/src/types.rs	181	#[serde(skip)]	COMMENT
LOW	crates/liteparse/src/types.rs	281	/// detection must use a wider margin over body for these lines.	COMMENT
LOW	crates/liteparse/src/types.rs	301	pub mcid: Option<i32>,	COMMENT
LOW	crates/liteparse/src/figure_cluster.rs	1	//! Figure-region clustering from page vector graphics.	COMMENT
LOW	crates/liteparse/src/figure_cluster.rs	21	/// Cluster two primitives when their bboxes overlap or are within this gap on	COMMENT
LOW	crates/liteparse/src/conversion.rs	821	assert!(	COMMENT
LOW	crates/liteparse/src/font_cmap.rs	1	//! Reverse-cmap recovery: parse an embedded sfnt (TrueType/OpenType) font	COMMENT
LOW	crates/liteparse/src/ocr_merge.rs	41	/// as the routing function learns to recommend heavier pipelines (tables,	COMMENT
LOW	crates/liteparse/src/ocr_merge.rs	81	pub text_length: usize,	COMMENT
LOW	crates/liteparse/src/ocr_merge.rs	281	dpi: f32,	COMMENT
LOW	crates/liteparse/src/ocr_merge.rs	341		COMMENT
LOW	crates/liteparse/src/ocr_merge.rs	641	/// Returns one of 0.0, 90.0, 180.0, 270.0 — snapping to the nearest right	COMMENT
LOW	crates/liteparse/src/config.rs	1	use serde::{Deserialize, Serialize};	COMMENT
LOW	crates/liteparse/src/config.rs	21	pub target_pages: Option<String>,	COMMENT
LOW	crates/liteparse/src/config.rs	41	/// Whether a systemic OCR failure (every OCR task failed and at least one	COMMENT
LOW	crates/liteparse/src/config.rs	61	/// skipped entirely (zero allocation).	COMMENT
LOW	crates/liteparse/src/config.rs	81	pub top: f32,	COMMENT
LOW	crates/liteparse/src/glyph_names.rs	1	//! PostScript glyph-name → Unicode resolution (Adobe Glyph List conventions).	COMMENT
LOW	crates/liteparse/src/extract.rs	281	println!("{}", serde_json::to_string(page)?);	COMMENT
LOW	crates/liteparse/src/extract.rs	1161		COMMENT
LOW	crates/liteparse/src/extract.rs	1181	resolver: Option<&'a dyn crate::GlyphResolver>,	COMMENT
LOW	crates/liteparse/src/glyph_resolver.rs	1	//! Optional out-of-tree glyph recovery hook.	COMMENT
LOW	crates/liteparse/src/glyph_resolver.rs	21	/// for their keys to line up.	COMMENT
LOW	crates/liteparse/src/projection.rs	1921	};	COMMENT
LOW	crates/liteparse/src/projection.rs	3001		COMMENT
LOW	crates/liteparse/src/projection.rs	3021	const XY_T_DENS: f32 = 0.10;	COMMENT
LOW	crates/liteparse/src/projection.rs	3041	const XY_V_PREFERENCE_MARGIN: f32 = 1.1;	COMMENT
LOW	crates/liteparse/src/projection.rs	3061	/// Minimum smaller/larger ratio between the two column peaks' line counts.	COMMENT
LOW	crates/liteparse/src/projection.rs	3381	}	COMMENT
LOW	crates/liteparse/src/projection.rs	3401	///	COMMENT
LOW	crates/liteparse/src/projection.rs	3581	let x_center = min_x + bucket_pt * (s as f32 + last_nonzero as f32 + 1.0) * 0.5;	COMMENT
LOW	crates/liteparse/src/projection.rs	3621	// page columns have exactly 2 dominant peaks (left edge of col 1, left	COMMENT
LOW	crates/liteparse/src/projection.rs	3741	// pages where any column has narrow text in many bands	COMMENT
LOW	crates/liteparse/src/projection.rs	4121	}	COMMENT
LOW	crates/liteparse/src/projection.rs	4261	eprintln!(	COMMENT
LOW	crates/liteparse/src/projection.rs	4281	// Fix: for histogram V-cuts, first measure how many y-bands have items	COMMENT
LOW	crates/liteparse/src/projection.rs	4421	// Banner cuts (score = ∞) at the page root are explicitly meant to	COMMENT
LOW	crates/liteparse/src/projection.rs	4641	if current.is_empty() {	COMMENT
LOW	crates/liteparse/src/main.rs	101	/// How to surface raster images in markdown output:	COMMENT
LOW	crates/liteparse/src/main.rs	161		COMMENT
LOW	crates/liteparse/src/parser.rs	61	#[cfg(target_arch = "wasm32")]	COMMENT
LOW	crates/liteparse/src/markdown_layout/hr.rs	1	use crate::types::{GraphicPrimitive, ParsedPage};	COMMENT
LOW	crates/liteparse/src/markdown_layout/classify.rs	21	use super::repetition::is_header_or_footer;	COMMENT
LOW	crates/liteparse/src/markdown_layout/classify.rs	81	let debug = *super::flags::DEBUG_MD;	COMMENT
LOW	crates/liteparse/src/markdown_layout/classify.rs	481	let mut state = FlowState::default();	COMMENT
51 more matches not shown…

Unused Imports47 hits · 47 pts

Severity	File	Line	Context
LOW	scripts/bump-version.py	35	CODE
LOW	packages/python/liteparse/__init__.py	1	CODE
LOW	packages/python/liteparse/__init__.py	1	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/__init__.py	2	CODE
LOW	packages/python/liteparse/types.py	3	CODE
LOW	packages/python/liteparse/types.py	6	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	3	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	1	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	1	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	1	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	2	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	1	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	2	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	3	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	4	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	5	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	6	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	7	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	8	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	9	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	10	CODE
LOW	…val_utils/src/liteparse_eval/providers/llm/__init__.py	1	CODE
LOW	…val_utils/src/liteparse_eval/providers/llm/__init__.py	1	CODE
LOW	…val_utils/src/liteparse_eval/providers/llm/__init__.py	2	CODE

Hyper-Verbose Identifiers34 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	ocr/suryaocr/test_server.py	12	def test_html_to_text_strips_tags_and_unescapes() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	19	def test_html_to_text_empty_for_markup_only() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	47	def test_server_health_endpoint() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	55	def test_server_ocr_endpoint_maps_blocks() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	83	def test_server_defaults_missing_confidence() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	101	def test_server_skips_empty_and_skipped_blocks() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	123	def test_server_derives_bbox_from_polygon_when_bbox_missing() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	137	def test_server_keeps_zero_bbox_without_deriving_from_polygon() -> None:	CODE
LOW	ocr/suryaocr/test_server.py	151	def test_server_skips_whitespace_only_html() -> None:	CODE
LOW	ocr/paddleocr/test_server.py	48	def test_server_health_endpoint(server: PaddleOCRServer) -> None:	CODE
LOW	ocr/paddleocr/test_server.py	77	def test_server_normalizes_documented_language_aliases(	CODE
LOW	ocr/easyocr/test_server.py	38	def test_server_health_endpoint(server: EasyOCRServer) -> None:	CODE
LOW⚡	packages/python/tests/test_parse_e2e.py	20	def test_parse_returns_parse_result(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_parse_e2e.py	24	def test_parse_result_has_pages(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_parse_e2e.py	29	def test_parse_result_has_text(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_parse_e2e.py	34	def test_parse_result_has_json(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW	packages/python/tests/test_parse_e2e.py	52	async def test_parse_async_bytes_input(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW	packages/python/tests/test_parse_e2e.py	135	def test_multi_page_text_joined(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW	packages/python/tests/test_parse_e2e.py	162	async def test_file_not_found_async(self, parser: LiteParse):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	19	def test_screenshot_returns_batch_result(	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	25	def test_screenshot_has_screenshots(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	30	def test_screenshot_result_fields(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	39	def test_screenshot_output_dir(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	47	def test_screenshot_png_format(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	52	def test_screenshot_jpg_format(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW⚡	packages/python/tests/test_screenshot_e2e.py	58	async def test_screensho_async_basic(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW	packages/python/tests/test_batch_e2e.py	18	def test_batch_parse_returns_batch_result(	CODE
LOW	packages/python/tests/test_batch_e2e.py	32	def test_batch_parse_creates_output_files(	CODE
LOW	packages/python/tests/test_batch_e2e.py	48	def test_batch_parse_json_format(self, parser: LiteParse, invoice_pdf: Path):	CODE
LOW	packages/python/tests/test_batch_e2e.py	85	async def test_input_dir_not_found_async(self, parser: LiteParse):	CODE
LOW	dataset_eval_utils/src/liteparse_eval/processing.py	80	def analyze_image_with_claude(	CODE
LOW	dataset_eval_utils/src/liteparse_eval/report.py	378	def _generate_navigation_html(self) -> str:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/report.py	411	def _generate_all_documents_html(self) -> str:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/report.py	461	def _generate_pdf_preview_html(self, pdf_path: Path) -> str:	CODE

Decorative Section Separators11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/liteparse/src/conversion.rs	827	// ── find_pdf_in_dir ──────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/lib.rs	7	// ── Public API re-exports ──────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/lib.rs	17	// ── Modules with user-facing types (visible in docs) ───────────────────	COMMENT
MEDIUM	crates/liteparse/src/projection.rs	2917	// ── ProjectedLine derivation ────────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/projection.rs	3002	// ── XY-cut layout decomposition ─────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/lists.rs	70	// ── Lettered / roman ordered-list detection ───────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	1168	// ── Description-list 2-column table detector ──────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	1529	// ── Cross-run merging (post-pass over `detect_tables` output) ──────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	1584	// ── Fragmented-cluster re-extraction ───────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	2322	// ── Ruled-grid table detection ─────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	3976	// ── merge_consecutive_table_runs ─────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping21 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	ocr/suryaocr/server.py	148	except Exception as e:	CODE
LOW	ocr/suryaocr/server.py	153	except Exception as e:	CODE
LOW	ocr/paddleocr/server.py	91	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	230	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	282	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	328	except Exception as e:	CODE
LOW	packages/python/liteparse/cli.py	13	except Exception as e:	CODE
MEDIUM	packages/python/liteparse/cli.py	14	print(f"Error: {e}", file=sys.stderr)	CODE
MEDIUM	packages/python/liteparse/cli.py	8	def main() -> None:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	63	except Exception:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	199	except Exception as e:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	212	except Exception:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	220	except Exception as e:	CODE
MEDIUM	dataset_eval_utils/src/liteparse_eval/benchmark.py	314	print(f"Error: Not a directory: {args.input_dir}")	CODE
LOW	dataset_eval_utils/src/liteparse_eval/evaluation.py	170	except Exception as e:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/evaluation.py	254	except Exception as e:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/evaluation.py	275	except Exception as e:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/evaluation.py	345	except Exception as e:	CODE
LOW	dataset_eval_utils/src/liteparse_eval/processing.py	192	except Exception as e:	CODE
MEDIUM	dataset_eval_utils/src/liteparse_eval/processing.py	250	print(f"Error: Input directory does not exist: {args.input_dir}")	CODE
LOW	dataset_eval_utils/src/liteparse_eval/report.py	466	except Exception as e:	CODE

Fake / Example Data22 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	crates/liteparse-python/src/cli.rs	64	#[arg(long, default_value = "placeholder")]	COMMENT
LOW	crates/liteparse-python/src/cli.rs	153	"placeholder" => Ok(ImageMode::Placeholder),	CODE
LOW	crates/liteparse-python/src/cli.rs	156	"unknown image-mode '{}', expected 'off', 'placeholder', or 'embed'",	CODE
LOW	crates/liteparse-wasm/src/lib.rs	189	ImageMode::Placeholder => "placeholder".into(),	CODE
LOW	crates/liteparse-napi/src/types.rs	43	/// How to surface raster images in markdown output: "off", "placeholder"	COMMENT
LOW	crates/liteparse-napi/src/types.rs	186	ImageMode::Placeholder => "placeholder".to_string(),	CODE
LOW	crates/liteparse/src/figure_cluster.rs	354	text: "lorem ipsum dolor".into(),	CODE
LOW	crates/liteparse/src/main.rs	106	#[arg(long, default_value = "placeholder")]	COMMENT
LOW	crates/liteparse/src/main.rs	278	"placeholder" => Ok(ImageMode::Placeholder),	CODE
LOW	crates/liteparse/src/main.rs	281	"unknown image-mode '{}', expected 'off', 'placeholder', or 'embed'",	CODE
LOW	docs/src/content/docs/liteparse/guides/markdown.md	65	imageMode: "placeholder", // "placeholder" \| "off" \| "embed" (default: "placeholder")	CODE
LOW	docs/src/content/docs/liteparse/guides/markdown.md	80	image_mode="placeholder", # "placeholder" \| "off" \| "embed"	CODE
LOW	packages/python/README.md	36	image_mode="placeholder", # "placeholder" \| "off" \| "embed"	CODE
LOW	packages/python/README.md	59	image_mode="placeholder", # Markdown image handling: "placeholder" \| "off" \| "embed"	CODE
LOW	packages/wasm/README.md	69	\| `imageMode` \| `"off" \\| "placeholder" \\| "embed"` \| `"placeholder"` \| How raster images are surfaced in markdown outpu	CODE
LOW	packages/node/native.d.ts	37	* How to surface raster images in markdown output: "off", "placeholder"	COMMENT
LOW	packages/node/README.md	37	imageMode: 'placeholder', // "placeholder" \| "off" \| "embed"	CODE
LOW	packages/node/README.md	60	imageMode: 'placeholder', // Markdown image handling: "placeholder" \| "off" \| "embed"	CODE
LOW	packages/node/src/cli.ts	79	config.imageMode = opts.imageMode as "off" \| "placeholder" \| "embed";	CODE
LOW	packages/node/src/lib.ts	19	export type ImageMode = "off" \| "placeholder" \| "embed";	CODE
LOW	packages/node/src/lib.ts	32	/** How to surface raster images in markdown output (default: "placeholder"). */	COMMENT
LOW	packages/node/src/lib.ts	272	imageMode: (resolved.imageMode as ImageMode) ?? "placeholder",	CODE

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	packages/python/liteparse/parser.py	206	Parse a document file. Args: file_data: Path to the document file, or raw PDF bytes.	STRING
HIGH	packages/python/liteparse/parser.py	237	Determine per-page complexity without running a full parse. Returns one entry per page with signals (t	STRING
HIGH	packages/python/liteparse/parser.py	291	Generate screenshots of document pages. Supports PDFs natively. Non-PDF formats (DOCX, XLSX, images, e	STRING
HIGH	dataset_eval_utils/src/liteparse_eval/report.py	535	Convert first page of PDF to base64-encoded image. Uses JPEG compression if PIL is available, otherwis	STRING

Modern Structural Boilerplate9 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/bump-version.py	95	def update_cargo_version(path: Path, new_version: str) -> None:	CODE
LOW⚡	scripts/bump-version.py	105	def update_liteparse_dep(path: Path, new_version: str) -> None:	CODE
LOW⚡	scripts/bump-version.py	115	def update_json_version(path: Path, new_version: str) -> None:	CODE
LOW⚡	scripts/bump-version.py	125	def update_pyproject_version(path: Path, new_version: str) -> None:	CODE
LOW	packages/python/liteparse/__init__.py	15	__all__ = [	CODE
LOW	dataset_eval_utils/src/liteparse_eval/__init__.py	14	__all__ = [	CODE
LOW	…et_eval_utils/src/liteparse_eval/providers/__init__.py	15	__all__ = [	CODE
LOW	…utils/src/liteparse_eval/providers/parsers/__init__.py	12	__all__ = [	CODE
LOW	…val_utils/src/liteparse_eval/providers/llm/__init__.py	4	__all__ = ["LLMProvider", "AnthropicProvider", "QA_PROMPT"]	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/liteparse/src/conversion.rs	457	/// `.pdf` entry is more robust than constructing a fixed `<stem>.pdf` path.	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/headings.rs	622	/// robust where a total-char floor was not: a single short-but-real heading	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	ocr/paddleocr/server.py	49	CODE
LOW	ocr/paddleocr/server.py	55	CODE
LOW	scripts/bump-version.py	166	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	75	CODE
LOW	dataset_eval_utils/src/liteparse_eval/benchmark.py	166	CODE
LOW	dataset_eval_utils/src/liteparse_eval/report.py	534	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	dataset_eval_utils/src/liteparse_eval/evaluation.py	368	# Create a mapping of file paths to results	COMMENT
MEDIUM	dataset_eval_utils/src/liteparse_eval/processing.py	16	# Define the output schema using Pydantic-like structure	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/create-dataset.sh	12	# Usage:	COMMENT
LOW	scripts/compare-dataset.sh	4	# Usage:	COMMENT
LOW	scripts/upload-dataset.sh	4	# Usage:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/compare-dataset.sh	60	# Check if file exists	COMMENT
LOW	scripts/compare-dataset.sh	146	# Check if error was expected	COMMENT
LOW	…al_utils/src/liteparse_eval/providers/llm/anthropic.py	70	# Check if the response is "<pass>" or "<fail>"	COMMENT

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/upload-dataset.sh	38	# Step 1: Regenerate dataset from documents in the dataset directory	COMMENT
LOW⚡	scripts/upload-dataset.sh	42	# Step 2: Upload to HuggingFace	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/upload-dataset.sh	38	# Step 1: Regenerate dataset from documents in the dataset directory	COMMENT
LOW⚡	scripts/upload-dataset.sh	42	# Step 2: Upload to HuggingFace	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/python/liteparse/parser.py	89		CODE
LOW	dataset_eval_utils/src/liteparse_eval/evaluation.py	195		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings