run-llama/liteparse

6.6

Adjusted Score

6.6

Raw Score

100%

Time Factor

2026-08-27

Last Push

12.2K

Stars

Rust

Language

71.0K

Lines of Code

193

Files

407

Pattern Hits

2026-08-29

Scan Date

0.03

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 5MEDIUM 20LOW 382

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 407 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 Block203 hits · 194 pts

Severity	File	Line	Snippet	Context
LOW	crates/liteparse-python/src/lib.rs	81	#[pyo3(get)]	COMMENT
LOW	crates/liteparse-python/src/lib.rs	301	/// Rendered text for the text-bearing kinds (`heading`, `paragraph`,	COMMENT
LOW	crates/liteparse-python/src/lib.rs	321	/// Verbatim source lines for `code` and `grid_fallback`.	COMMENT
LOW	crates/liteparse-python/src/lib.rs	1121	image_block_count: usize,	COMMENT
LOW	crates/liteparse-python/src/lib.rs	1341		COMMENT
LOW	crates/liteparse-python/src/cli.rs	41	ocr_language: String,	COMMENT
LOW	crates/liteparse-python/src/cli.rs	61	#[arg(long)]	COMMENT
LOW	crates/liteparse-python/src/cli.rs	81	no_links: bool,	COMMENT
LOW	crates/liteparse-python/src/cli.rs	101	#[arg(long)]	COMMENT
LOW	crates/liteparse-python/src/cli.rs	161	ocr_language: String,	COMMENT
LOW	crates/liteparse-python/src/cli.rs	181	quiet: bool,	COMMENT
LOW	crates/liteparse-python/src/cli.rs	201	extract_form_fields: bool,	COMMENT
LOW	crates/pdfium/src/page.rs	221		COMMENT
LOW	crates/pdfium/src/page.rs	1041	false	COMMENT
LOW	crates/pdfium/src/text_page.rs	41	/// The caller must ensure `index` is in `0..char_count`.	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/pdfium/src/user_unit.rs	1	//! Detection of the PDF `/UserUnit` page key, which PDFium ignores entirely.	COMMENT
LOW	crates/pdfium/src/user_unit.rs	21	//! tree walk.	COMMENT
LOW	crates/liteparse-wasm/build.rs	21		COMMENT
LOW	crates/liteparse-wasm/src/wasi_stubs.rs	1	//! Stub implementations of libc functions that pdfium's statically-linked	COMMENT
LOW	crates/liteparse-wasm/src/wasi_stubs.rs	41	// - __c_longjmp is a WebAssembly.Tag with 1 param (env: i32)	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	101	extract_vector_graphics: Option<bool>,	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	341	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	501		COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	521	#[derive(Serialize, Tsify)]	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	541	pub italic: bool,	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	681	#[derive(Serialize, Tsify)]	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	801	#[derive(Serialize, Tsify)]	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	841	pub file_version: Option<i32>,	COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	921		COMMENT
LOW	crates/liteparse-wasm/src/lib.rs	1461	text_coverage: f32,	COMMENT
LOW	crates/liteparse-napi/src/types.rs	21	/// OCR language code (e.g., "eng", "fra").	COMMENT
LOW	crates/liteparse-napi/src/types.rs	41	pub continue_on_page_error: Option<bool>,	COMMENT
LOW	crates/liteparse-napi/src/types.rs	61	/// `extractImages` to be true.	COMMENT
LOW	crates/liteparse-napi/src/types.rs	81	pub extract_xfa_packets: Option<bool>,	COMMENT
LOW	crates/liteparse-napi/src/types.rs	101	/// take the first success — lower tail latency at the cost of extra load.	COMMENT
LOW	crates/liteparse-napi/src/types.rs	461	..Self::from_rust(item)	COMMENT
LOW	crates/liteparse-napi/src/types.rs	861	/// One table cell: its rendered text and the region it occupied. `bbox` is	COMMENT
LOW	crates/liteparse-napi/src/types.rs	881	/// `list_item`). Table text lives in `header`/`rows`; code and grid text in	COMMENT
LOW	crates/liteparse-napi/src/types.rs	1221	pub struct JsPageComplexityStats {	COMMENT
LOW	crates/liteparse/tests/integration_test.rs	741	}	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	21	pub mod_date: Option<String>,	COMMENT
LOW	crates/liteparse/src/types.rs	41	pub trailer_id_pair_differs: Option<bool>,	COMMENT
LOW	crates/liteparse/src/types.rs	81	pub font_weight: Option<i32>,	COMMENT
LOW	crates/liteparse/src/types.rs	101	/// Stroke color as ARGB hex string.	COMMENT
LOW	crates/liteparse/src/types.rs	121	/// band (a strikethrough line). Populated in `extract.rs`; consumed by the	COMMENT
LOW	crates/liteparse/src/types.rs	221	pub graphics: Vec<GraphicPrimitive>,	COMMENT
LOW	crates/liteparse/src/types.rs	241	pub form_fields: Option<Vec<FormField>>,	COMMENT
LOW	crates/liteparse/src/types.rs	341	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	crates/liteparse/src/types.rs	381	}	COMMENT
LOW	crates/liteparse/src/types.rs	421	pub content_bounds: Option<Rect>,	COMMENT
LOW	crates/liteparse/src/types.rs	441	pub vector_graphics: Option<VectorGraphics>,	COMMENT
LOW	crates/liteparse/src/types.rs	461	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	crates/liteparse/src/types.rs	661	/// reported the font size baked into the text matrix, ~1.0) rather than a	COMMENT
LOW	crates/liteparse/src/types.rs	681	/// order; consumers that rebuild the line's text must walk it in reverse	COMMENT
LOW	crates/liteparse/src/layout.rs	1	//! Public, serializable view of the markdown classifier's block decomposition.	COMMENT
LOW	crates/liteparse/src/layout.rs	41	/// A classified block plus where it sits on the page.	COMMENT
143 more matches not shown…

Unused Imports64 hits · 59 pts

Severity	File	Line	Context
LOW	scripts/bump-version.py	35	CODE
LOW	packages/python/liteparse/__init__.py	3	CODE
LOW	packages/python/liteparse/__init__.py	3	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	CODE
LOW	packages/python/liteparse/__init__.py	4	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
4 more matches not shown…

Hyper-Verbose Identifiers42 hits · 50 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_pool_e2e.py	68	def test_pool_matches_in_process(sample_pdf):	CODE
LOW⚡	packages/python/tests/test_pool_e2e.py	78	def test_parse_timeout_requires_pool():	CODE
LOW⚡	packages/python/tests/test_pool_e2e.py	83	def test_timeout_kills_worker_and_pool_recovers(sample_pdf):	CODE
LOW⚡	packages/python/tests/test_pool_e2e.py	96	def test_timeout_names_the_file(tmp_path):	CODE
LOW⚡	packages/python/tests/test_pool_e2e.py	105	def test_parse_error_propagates_from_worker():	CODE
LOW⚡	packages/python/tests/test_pool_e2e.py	111	def test_close_shuts_down_workers(sample_pdf):	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	packages/python/liteparse/parser.py	103	def _convert_structure_element(element: Any) -> StructureTreeElement:	CODE
LOW	packages/node/src/cli-json.ts	45	function structureTreeElementToCliJson(element: StructureTreeElement): object {	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	1417	// ── 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	2931	// ── ProjectedLine derivation ────────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/projection.rs	3016	// ── 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	1808	// ── Description-list 2-column table detector ──────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	2185	// ── Cross-run merging (post-pass over `detect_tables` output) ──────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	2240	// ── Fragmented-cluster re-extraction ───────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	3018	// ── Ruled-grid table detection ─────────────────────────────────────────────	COMMENT
MEDIUM	crates/liteparse/src/markdown_layout/tables.rs	5929	// ── merge_consecutive_table_runs ─────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping27 hits · 32 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/_pool.py	81	except Exception as e: # noqa: BLE001 - forwarded to the parent verbatim	CODE
LOW	packages/python/liteparse/_pool.py	99	except Exception as e: # noqa: BLE001 - forwarded to the parent verbatim	CODE
LOW	packages/python/liteparse/parser.py	697	except Exception:	CODE
LOW	packages/python/liteparse/parser.py	738	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	791	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	802	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	845	except Exception as e:	CODE
LOW	packages/python/liteparse/parser.py	903	except Exception as e:	CODE
MEDIUM	packages/python/liteparse/parser.py	694	def __del__(self) -> None:	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 Data23 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	crates/liteparse-python/src/lib.rs	1311	ImageMode::Placeholder => "placeholder".to_string(),	CODE
LOW	crates/liteparse-python/src/cli.rs	69	#[arg(long, default_value = "placeholder")]	COMMENT
LOW	crates/liteparse-python/src/cli.rs	246	"placeholder" => Ok(ImageMode::Placeholder),	CODE
LOW	crates/liteparse-python/src/cli.rs	249	"unknown image-mode '{}', expected 'off', 'placeholder', or 'embed'",	CODE
LOW	crates/liteparse-wasm/src/lib.rs	281	ImageMode::Placeholder => "placeholder".into(),	CODE
LOW	crates/liteparse-napi/src/types.rs	54	/// How to surface raster images in markdown output: "off", "placeholder"	COMMENT
LOW	crates/liteparse-napi/src/types.rs	292	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	110	#[arg(long, default_value = "placeholder")]	COMMENT
LOW	crates/liteparse/src/main.rs	385	"placeholder" => Ok(ImageMode::Placeholder),	CODE
LOW	crates/liteparse/src/main.rs	388	"unknown image-mode '{}', expected 'off', 'placeholder', or 'embed'",	CODE
LOW	crates/liteparse/src/markdown_layout/repetition.rs	539	let head = ["Acme Corp", "Quarterly Report", "Confidential"];	CODE
LOW	docs/src/content/docs/liteparse/guides/browser-usage.md	102	\| `imageMode` \| `"off" \\| "placeholder" \\| "embed"` \| `"placeholder"` \| How image references appear in markdown. Also ac	CODE
LOW	packages/python/README.md	37	image_mode="placeholder", # "placeholder" \| "off" \| "embed"	CODE
LOW	packages/python/README.md	62	image_mode="placeholder", # Markdown image handling: "placeholder" \| "off" \| "embed"	CODE
LOW	packages/wasm/README.md	70	\| `imageMode` \| `"off" \\| "placeholder" \\| "embed"` \| `"placeholder"` \| How raster images are surfaced in markdown outpu	CODE
LOW	packages/node/native.d.ts	47	* How to surface raster images in markdown output: "off", "placeholder"	COMMENT
LOW	packages/node/README.md	71	imageMode: 'placeholder', // "placeholder" \| "off" \| "embed"	CODE
LOW	packages/node/README.md	96	imageMode: 'placeholder', // Markdown image handling: "placeholder" \| "off" \| "embed"	CODE
LOW	packages/node/src/cli.ts	137	config.imageMode = opts.imageMode as "off" \| "placeholder" \| "embed";	CODE
LOW	packages/node/src/lib.ts	24	export type ImageMode = "off" \| "placeholder" \| "embed";	CODE
LOW	packages/node/src/lib.ts	58	/** How to surface raster images in markdown output (default: "placeholder"). */	COMMENT
LOW	packages/node/src/lib.ts	704	imageMode: (resolved.imageMode as ImageMode) ?? "placeholder",	CODE

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	packages/python/liteparse/parser.py	704	Parse a document file. Args: file_data: Path to the document file, or raw PDF bytes.	STRING
HIGH	packages/python/liteparse/parser.py	746	Parse a document in bounded-memory page batches. Each yielded batch is an ordinary :class:`ParseResult	STRING
HIGH	packages/python/liteparse/parser.py	817	Determine per-page complexity without running a full parse. Returns one entry per page with signals (t	STRING
HIGH	packages/python/liteparse/parser.py	854	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	38	__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

Deep Nesting7 hits · 7 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	packages/python/liteparse/parser.py	103	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

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/liteparse/src/conversion.rs	420	/// `.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

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	452		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