5.6

Adjusted Signal

5.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.5K

Stars

Rust

Language

2.3M

Lines of Code

7.7K

Files

10.7K

Pattern Hits

2026-10-31

Scan Date

0.04

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 18.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 9509 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.9/100 · LOW

Are imports declared and package/API names verified? 998 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1320 finding(s).

PR Review Velocity Impact 25.6/100 · MEDIUM

Which changes need focused human review? 10697 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 200HIGH 76MEDIUM 334LOW 10087

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 10697 distinct pattern matches across 24 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 Block8053 hits · 7073 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	181		COMMENT
LOW	basemind.toml	1	# basemind configuration — https://github.com/Goldziher/basemind	COMMENT
LOW	basemind.toml	21	# max_file_bytes = 2097152	COMMENT
LOW	basemind.toml	41	[mcp]	COMMENT
LOW	basemind.toml	61	# extract_archives = false	COMMENT
LOW	rustfmt.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
LOW	.alef-toml-merge-provenance.toml	1	# alef toml-merge provenance record -- COMMIT THIS FILE, do not add it to .gitignore.	COMMENT
LOW	.hadolint.yaml	1	# DL3008/DL3018: version-pinning apt/apk packages is intentionally not done —	COMMENT
LOW	Package.swift	41	// RustBridgeBinary so the linker picks up the static library symbols.	COMMENT
LOW	.alef-ownership.toml	1	# alef ownership record -- COMMIT THIS FILE, do not add it to .gitignore.	COMMENT
LOW	.alef-generation.toml	1	# alef generation-inputs record -- COMMIT THIS FILE, do not add it to .gitignore.	COMMENT
LOW	alef.toml	181	strict = true	COMMENT
LOW	alef.toml	221	# Sessions are keyed by BINDING-PACKAGE name, but alef's session lookup falls	COMMENT
LOW	alef.toml	281	# but an absent Android toolchain should be unavailable, not a Kotlin source failure.	COMMENT
LOW	alef.toml	301	before = [	COMMENT
LOW	alef.toml	321	# from poisoning every snippet import. An installed toolchain's Cargo or Swift	COMMENT
LOW	alef.toml	381	"/testdata/",	COMMENT
LOW	alef.toml	441		COMMENT
LOW	alef.toml	461	# public items), TODO/FIXME (actionable), and SAFETY/license markers. Generated	COMMENT
LOW	alef.toml	481	# Dutch-language wrapped-heading fixture (GH#1740) ~keep	COMMENT
LOW	alef.toml	641	# scripts/ci/check-changelog-sync.py, so it cannot be shortened independently of the original. ~keep	COMMENT
LOW	alef.toml	1141	#	COMMENT
LOW	alef.toml	1341	# inject unused pytest fixtures (PT019). Scoped to *.py (a distinct glob from	COMMENT
LOW	alef.toml	1441	"full",	COMMENT
LOW	alef.toml	1821	# already compiled in transitively: `simd-utf8` is only pulled in by the	COMMENT
LOW	alef.toml	1841	# (#244). Both are already active transitively via wasm-target -> no-ort-target	COMMENT
LOW	alef.toml	1861	# zero-dependency, type-only leaves -- and "html" is already compiled into	COMMENT
LOW	alef.toml	1881	# marker rather than hard-failing -- but grep -c ALEF-OMITTED	COMMENT
LOW	alef.toml	1981		COMMENT
LOW	alef.toml	2021	# swift-bridge shim can depend on `xberg-ffi` with that feature — heic's	COMMENT
LOW	alef.toml	2041	# artifacts.	COMMENT
LOW	alef.toml	2861	# overrides it emits a single unconditional `[dependencies]` entry carrying	COMMENT
LOW	alef.toml	5601	# the template still rendered the section, `snippets.async_extraction` resolved to	COMMENT
LOW	mise-tasks/docs.toml	1	# Documentation site and snippet tasks, included from mise.toml [task_config]. ~keep	COMMENT
LOW	mise-tasks/docs.toml	21	# also Unavailable on that run, but because no zig toolchain was on the runner at all -- that was	COMMENT
LOW	mise-tasks/lint/shell.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docs-site/public/demo.html	381	phase: (label) => {	COMMENT
LOW	docs-site/public/demo.html	401	const WASM_PKG = "@xberg-io/xberg-wasm";	COMMENT
LOW	tools/benchmark-harness/tests/baseline_validation.rs	1	//! Baseline validation tests for benchmark infrastructure	COMMENT
LOW	tools/benchmark-harness/tests/profiling_zero_cost.rs	1	//! Verification that the no-op profiling path is the one compiled in when `profiling` is off.	COMMENT
LOW	tools/benchmark-harness/tests/fixture_validation.rs	1	//! Comprehensive fixture validation integration tests	COMMENT
LOW	tools/benchmark-harness/scripts/bench_local.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/benchmark-harness/scripts/bench_local.sh	21	# FRAMEWORKS single-file frameworks (default: xberg baseline+layout, liteparse)	COMMENT
LOW	tools/benchmark-harness/src/system_load.rs	1	//! System-load capture for benchmark measurements.	COMMENT
LOW	tools/benchmark-harness/src/sizes.rs	21	#[derive(Debug, Clone, Serialize, Deserialize)]	COMMENT
LOW	tools/benchmark-harness/src/sizes.rs	281	"markitdown" => "markitdown",	COMMENT
LOW	tools/benchmark-harness/src/sizes.rs	361	/// to a directory that was actually walked and found to contain 0 bytes of models, which cannot	COMMENT
LOW	tools/benchmark-harness/src/types.rs	41	}	COMMENT
LOW	tools/benchmark-harness/src/types.rs	61	pub first_parse_ms: f64,	COMMENT
LOW	tools/benchmark-harness/src/types.rs	81	#[serde(rename = "baseline-paddle")]	COMMENT
LOW	tools/benchmark-harness/src/types.rs	221	}	COMMENT
LOW	tools/benchmark-harness/src/types.rs	241	/// - ConfigSetupError: environment/dependency misconfiguration (missing models, torch module not available, etc.)	COMMENT
LOW	tools/benchmark-harness/src/types.rs	261	EmptyContent,	COMMENT
LOW	tools/benchmark-harness/src/types.rs	321		COMMENT
LOW	tools/benchmark-harness/src/types.rs	341	pub pdf_metadata: Option<PdfMetadata>,	COMMENT
LOW	tools/benchmark-harness/src/types.rs	381	/// Whether a result's timing/resource measurements are valid to pool into performance	COMMENT
LOW	tools/benchmark-harness/src/types.rs	461	pub peak_memory_delta_bytes: u64,	COMMENT
LOW	tools/benchmark-harness/src/types.rs	521	/// Reading-order fidelity (0.0-1.0), via anchor-based Longest Increasing Subsequence.	COMMENT
LOW	tools/benchmark-harness/src/types.rs	561		COMMENT
LOW	tools/benchmark-harness/src/types.rs	581	/// Framework version	COMMENT
7993 more matches not shown…

Hallucination Indicators200 hits · 2598 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ates/xberg-candle-ocr/src/models/deepseek_ocr/model.rs	1290	config.vision_config.width.sam_vit_b.global_attn_indexes.clone(),	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	33	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.SmallFile::class, name = "SmallFile"),	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	34	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.FewPages::class, name = "FewPages"),	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	35	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.TextLayerDetected::class, name = "TextLa	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	36	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.FormatNotChunkable::class, name = "Forma	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	37	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.ChunkingDisabled::class, name = "Chunkin	CODE
CRITICAL⚡	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	38	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = NoChunkingReason.FastTextExtraction::class, name = "FastT	CODE
CRITICAL	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	54	@com.fasterxml.jackson.databind.annotation.JsonDeserialize(using = NoChunkingReasonChunkingDisabledDeserializer::cla	CODE
CRITICAL	…n-android/src/main/kotlin/io/xberg/NoChunkingReason.kt	57	@com.fasterxml.jackson.databind.annotation.JsonDeserialize(using = NoChunkingReasonFastTextExtractionDeserializer::c	CODE
CRITICAL⚡	…android/src/main/kotlin/io/xberg/EmbeddingModelType.kt	33	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = EmbeddingModelType.Preset::class, name = "preset"),	CODE
CRITICAL⚡	…android/src/main/kotlin/io/xberg/EmbeddingModelType.kt	34	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = EmbeddingModelType.Custom::class, name = "custom"),	CODE
CRITICAL⚡	…android/src/main/kotlin/io/xberg/EmbeddingModelType.kt	35	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = EmbeddingModelType.Llm::class, name = "llm"),	CODE
CRITICAL⚡	…android/src/main/kotlin/io/xberg/EmbeddingModelType.kt	36	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = EmbeddingModelType.Plugin::class, name = "plugin")	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/FormatMetadata.kt	36	@com.fasterxml.jackson.databind.annotation.JsonDeserialize(using = FormatMetadataDeserializer::class)	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/FormatMetadata.kt	37	@com.fasterxml.jackson.databind.annotation.JsonSerialize(using = FormatMetadataSerializer::class)	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/FormatMetadata.kt	127	else -> throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL⚡	…/kotlin-android/src/main/kotlin/io/xberg/AuthConfig.kt	33	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = AuthConfig.Basic::class, name = "basic"),	CODE
CRITICAL⚡	…/kotlin-android/src/main/kotlin/io/xberg/AuthConfig.kt	34	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = AuthConfig.Bearer::class, name = "bearer"),	CODE
CRITICAL⚡	…/kotlin-android/src/main/kotlin/io/xberg/AuthConfig.kt	35	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = AuthConfig.Header::class, name = "header")	CODE
CRITICAL⚡	…d/src/main/kotlin/io/xberg/SparseEmbeddingModelType.kt	33	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = SparseEmbeddingModelType.Preset::class, name = "preset"),	CODE
CRITICAL⚡	…d/src/main/kotlin/io/xberg/SparseEmbeddingModelType.kt	34	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = SparseEmbeddingModelType.Custom::class, name = "custom"),	CODE
CRITICAL⚡	…d/src/main/kotlin/io/xberg/SparseEmbeddingModelType.kt	35	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = SparseEmbeddingModelType.Plugin::class, name = "plugin")	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/EntityCategory.kt	36	@com.fasterxml.jackson.databind.annotation.JsonDeserialize(using = EntityCategoryDeserializer::class)	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/EntityCategory.kt	37	@com.fasterxml.jackson.databind.annotation.JsonSerialize(using = EntityCategorySerializer::class)	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/EntityCategory.kt	82	else -> throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/EntityCategory.kt	96	else -> throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/EntityCategory.kt	103	throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/DocumentStructure.kt	98	private val VALUE_METHOD_MAPPER = com.fasterxml.jackson.module.kotlin.jacksonObjectMapper()	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/DocumentStructure.kt	99	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/DocumentStructure.kt	101	com.fasterxml.jackson.databind.module.SimpleModule()	CODE
CRITICAL	…-android/src/main/kotlin/io/xberg/DocumentStructure.kt	125	com.fasterxml.jackson.module.kotlin.KotlinModule.Builder()	CODE
CRITICAL	…ndroid/src/main/kotlin/io/xberg/OcrBoundingGeometry.kt	38	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = OcrBoundingGeometry.Rectangle::class, name = "rectangle")	CODE
CRITICAL	…ndroid/src/main/kotlin/io/xberg/OcrBoundingGeometry.kt	39	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = OcrBoundingGeometry.Quadrilateral::class, name = "quadril	CODE
CRITICAL⚡	…otlin-android/src/main/kotlin/io/xberg/DoctorReport.kt	50	private val VALUE_METHOD_MAPPER = com.fasterxml.jackson.module.kotlin.jacksonObjectMapper()	CODE
CRITICAL⚡	…otlin-android/src/main/kotlin/io/xberg/DoctorReport.kt	51	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL⚡	…otlin-android/src/main/kotlin/io/xberg/DoctorReport.kt	53	com.fasterxml.jackson.databind.module.SimpleModule()	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/DoctorReport.kt	77	com.fasterxml.jackson.module.kotlin.KotlinModule.Builder()	CODE
CRITICAL⚡	…kotlin-android/src/main/kotlin/io/xberg/HostMatcher.kt	49	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = HostMatcher.Exact::class, name = "exact"),	CODE
CRITICAL⚡	…kotlin-android/src/main/kotlin/io/xberg/HostMatcher.kt	50	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = HostMatcher.Suffix::class, name = "suffix"),	CODE
CRITICAL⚡	…kotlin-android/src/main/kotlin/io/xberg/HostMatcher.kt	51	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = HostMatcher.Cidr::class, name = "cidr")	CODE
CRITICAL⚡	…lin-android/src/main/kotlin/io/xberg/FootnoteConfig.kt	61	private val VALUE_METHOD_MAPPER = com.fasterxml.jackson.module.kotlin.jacksonObjectMapper()	CODE
CRITICAL⚡	…lin-android/src/main/kotlin/io/xberg/FootnoteConfig.kt	62	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL⚡	…lin-android/src/main/kotlin/io/xberg/FootnoteConfig.kt	64	com.fasterxml.jackson.databind.module.SimpleModule()	CODE
CRITICAL	…lin-android/src/main/kotlin/io/xberg/FootnoteConfig.kt	88	com.fasterxml.jackson.module.kotlin.KotlinModule.Builder()	CODE
CRITICAL	…kages/kotlin-android/src/main/kotlin/io/xberg/Xberg.kt	45	private val byteArrayModule = com.fasterxml.jackson.databind.module.SimpleModule().apply {	CODE
CRITICAL	…kages/kotlin-android/src/main/kotlin/io/xberg/Xberg.kt	79	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL	…kages/kotlin-android/src/main/kotlin/io/xberg/Xberg.kt	82	com.fasterxml.jackson.databind.module.SimpleModule()	CODE
CRITICAL	…kages/kotlin-android/src/main/kotlin/io/xberg/Xberg.kt	106	com.fasterxml.jackson.module.kotlin.KotlinModule.Builder()	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/OutputFormat.kt	37	@com.fasterxml.jackson.databind.annotation.JsonDeserialize(using = OutputFormatDeserializer::class)	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/OutputFormat.kt	38	@com.fasterxml.jackson.databind.annotation.JsonSerialize(using = OutputFormatSerializer::class)	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/OutputFormat.kt	74	else -> throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/OutputFormat.kt	88	else -> throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL	…otlin-android/src/main/kotlin/io/xberg/OutputFormat.kt	95	throw com.fasterxml.jackson.databind.exc.InvalidFormatException(	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/RerankerModelType.kt	33	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = RerankerModelType.Preset::class, name = "preset"),	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/RerankerModelType.kt	34	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = RerankerModelType.Custom::class, name = "custom"),	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/RerankerModelType.kt	35	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = RerankerModelType.Llm::class, name = "llm"),	CODE
CRITICAL⚡	…-android/src/main/kotlin/io/xberg/RerankerModelType.kt	36	com.fasterxml.jackson.annotation.JsonSubTypes.Type(value = RerankerModelType.Plugin::class, name = "plugin")	CODE
CRITICAL	…tlin-android/src/main/kotlin/io/xberg/DefaultClient.kt	29	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL	…tlin-android/src/main/kotlin/io/xberg/DefaultClient.kt	61	.registerModule(com.fasterxml.jackson.datatype.jdk8.Jdk8Module())	CODE
CRITICAL	…es/kotlin-android/src/main/kotlin/io/xberg/DiffHunk.kt	42	@field:com.fasterxml.jackson.databind.annotation.JsonSerialize(contentAs = DiffLine::class)	CODE
140 more matches not shown…

Hyper-Verbose Identifiers1124 hits · 1130 pts

Severity	File	Line	Snippet	Context
LOW	docs-site/src/snippets/python/ocr/cloud_ocr_backend.md	28	def supports_document_processing(self) -> bool:	CODE
LOW	docs-site/src/snippets/python/ocr/cloud_ocr_backend.md	31	def emits_structured_markdown(self) -> bool:	CODE
LOW	docs-site/src/content/docs/reference/api-ruby.md	4422	def supports_document_processing()	CODE
LOW	docs-site/src/content/docs/reference/api-ruby.md	4445	def emits_structured_markdown()	CODE
LOW	docs-site/src/content/docs/reference/api-ruby.md	4496	def page_orientation_handling()	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	91	public static function extractWithExternalRedaction(ExtractInput $input, ExtractionConfig $config, string $findingsJson,	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	299	public static function registerDocumentExtractor(DocumentExtractor $extractor): void	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	334	public static function unregisterDocumentExtractor(string $name): void	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	464	public static function listOcrBackendCapabilities(): array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	491	public static function listOcrBackendCapabilitiesFor(OcrConfig $config): array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	529	public static function ocrBackendSupportsLanguage(string $backend, string $language): bool	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	562	public static function ocrBackendSupportsLanguageFor(string $backend, string $language, OcrConfig $config): bool	CODE
LOW	docs-site/src/content/docs/reference/api-php.md	4422	public function supportsDocumentProcessing(): bool	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	91	function extractWithExternalRedaction(input: ExtractInput, config: ExtractionConfig, findingsJson: string, offsetEncodin	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	299	function registerDocumentExtractor(extractor: DocumentExtractor): void	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	334	function unregisterDocumentExtractor(name: string): void	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	464	function listOcrBackendCapabilities(): Array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	491	function listOcrBackendCapabilitiesFor(config: OcrConfig): Array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	529	function ocrBackendSupportsLanguage(backend: string, language: string): boolean	CODE
LOW	docs-site/src/content/docs/reference/api-typescript.md	562	function ocrBackendSupportsLanguageFor(backend: string, language: string, config: OcrConfig): boolean	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	57	def extract_with_layout_pages(input, config, pages)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	94	def extract_with_external_redaction(input, config, findings_json, offset_encoding, max_findings)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	327	def clear_document_extractors()	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	402	def list_ocr_backend_capabilities()	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	430	def list_ocr_backend_capabilities_for(config)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	469	def ocr_backend_supports_language(backend, language)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	503	def ocr_backend_supports_language_for(backend, language, config)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	4311	def supports_document_processing(obj)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	4334	def emits_structured_markdown(obj)	CODE
LOW	docs-site/src/content/docs/reference/api-elixir.md	4385	def page_orientation_handling(obj)	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	55	def extract_with_layout_pages(input: ExtractInput, config: ExtractionConfig, pages: list[int]) -> ExtractionResult	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	91	def extract_with_external_redaction(input: ExtractInput, config: ExtractionConfig, findings_json: str, offset_encoding:	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	317	def clear_document_extractors() -> None	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	390	def list_ocr_backend_capabilities() -> list[OcrBackendCapabilities]	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	417	def list_ocr_backend_capabilities_for(config: OcrConfig) -> list[OcrBackendCapabilities]	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	455	def ocr_backend_supports_language(backend: str, language: str) -> bool	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	488	def ocr_backend_supports_language_for(backend: str, language: str, config: OcrConfig) -> bool	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	4278	def supports_document_processing(self) -> bool	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	4301	def emits_structured_markdown(self) -> bool	CODE
LOW	docs-site/src/content/docs/reference/api-python.md	4352	def page_orientation_handling(self) -> PageOrientationHandling	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	226	function registerDocumentExtractor(extractor: DocumentExtractor): void	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	261	function unregisterDocumentExtractor(name: string): void	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	391	function listOcrBackendCapabilities(): Array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	418	function listOcrBackendCapabilitiesFor(config: OcrConfig): Array<OcrBackendCapabilities>	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	456	function ocrBackendSupportsLanguage(backend: string, language: string): boolean	CODE
LOW	docs-site/src/content/docs/reference/api-wasm.md	489	function ocrBackendSupportsLanguageFor(backend: string, language: string, config: OcrConfig): boolean	CODE
LOW	tools/ocr-measure/score_gt_lines.py	70	def _unescape_markdown_outside_code(text: str) -> str:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	12	def test_should_remove_successive_markdown_list_markers() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	22	def test_should_preserve_backslashes_inside_inline_code() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	27	def test_should_preserve_backslashes_inside_fenced_code() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	38	def test_should_preserve_shorter_backtick_run_inside_longer_fence() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	48	def test_should_preserve_content_inside_tilde_fence() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	57	def test_should_preserve_non_markdown_path_backslashes() -> None:	CODE
LOW⚡	tools/ocr-measure/test_ocr_measure.py	62	def test_should_fail_fast_when_filter_has_no_runtime_toggle() -> None:	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	132	def test_render_includes_text_nested_under_pictures(self) -> None:	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	145	def test_converter_configuration_fails_closed(self) -> None:	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	161	def test_batch_uses_jobkit_single_lazy_ordered_timed(self) -> None:	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	198	def test_batch_plaintext_renders_export_to_text(self) -> None:	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	212	def test_batch_renders_partial_success_content(self) -> None:	CODE
LOW	…nchmark-harness/tests/test_parsebench_html_official.py	47	def test_frozen_model_config_is_validated_even_when_its_hash_matches(self):	CODE
1064 more matches not shown…

Unused Imports572 hits · 352 pts

Severity	File	Line	Context
LOW	tools/ocr-measure/score_gt_lines.py	26	CODE
LOW	tools/benchmark-harness/tests/test_docling_extract.py	8	CODE
LOW	tools/benchmark-harness/tests/test_mineru_extract.py	4	CODE
LOW	tools/benchmark-harness/scripts/normalize_gt.py	16	CODE
LOW	tools/benchmark-harness/scripts/gt_eval.py	30	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	3	CODE
LOW	tools/benchmark-harness/scripts/build_corpus.py	27	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	9	CODE
LOW	…/benchmark-harness/scripts/build_structural_sidecar.py	40	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	9	CODE
LOW	tools/benchmark-harness/scripts/generate_markdown_gt.py	24	CODE
LOW	…ls/benchmark-harness/scripts/plausibility_calibrate.py	33	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	4	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	3	CODE
LOW	…ls/benchmark-harness/scripts/build_language_sidecar.py	36	CODE
LOW	tools/generate_test_fixtures/tests/test_generation.py	7	CODE
LOW	…xtures/src/generate_test_fixtures/security_fixtures.py	22	CODE
LOW	…_fixtures/src/generate_test_fixtures/xlsx_revisions.py	15	CODE
LOW	…_test_fixtures/src/generate_test_fixtures/gt_schema.py	14	CODE
LOW	…t_fixtures/src/generate_test_fixtures/odt_revisions.py	17	CODE
LOW	…test_fixtures/src/generate_test_fixtures/diff_pairs.py	20	CODE
LOW	…fixtures/src/generate_test_fixtures/pdf_incremental.py	28	CODE
LOW	…_fixtures/src/generate_test_fixtures/docx_revisions.py	15	CODE
LOW	…t_fixtures/src/generate_test_fixtures/pptx_comments.py	16	CODE
LOW	…e_test_fixtures/src/generate_test_fixtures/__main__.py	8	CODE
LOW	tools/perf/extract_top_symbols.py	17	CODE
LOW	plugin/.ai-rulez/hermes/index.py	3	CODE
LOW	plugin/.hermes/plugins/xberg/__init__.py	8	CODE
LOW	plugin/.hermes/plugins/xberg/__init__.py	9	CODE
LOW	plugin/.hermes/plugins/xberg/hermes.py	8	CODE
LOW	…in/.hermes/package/src/xberg_hermes_plugin/__init__.py	8	CODE
LOW	…in/.hermes/package/src/xberg_hermes_plugin/__init__.py	9	CODE
LOW	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	8	CODE
LOW	…parser-xberg/llama_index/node_parser/xberg/__init__.py	3	CODE
LOW	…ex-readers-xberg/llama_index/readers/xberg/__init__.py	3	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	…ndex-readers-xberg/llama_index/readers/xberg/_utils.py	24	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	3	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	3	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	4	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	5	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	5	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	5	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	6	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	7	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	7	CODE
LOW	integrations/python/langchain/tests/conftest.py	11	CODE
LOW	…tions/python/langchain/src/langchain_xberg/__init__.py	3	CODE
LOW	…rations/python/langchain/src/langchain_xberg/loader.py	3	CODE
LOW	integrations/python/txtai/src/txtai_xberg/__init__.py	3	CODE
LOW	integrations/python/txtai/src/txtai_xberg/__init__.py	3	CODE
512 more matches not shown…

AI Slop Vocabulary95 hits · 283 pts

Severity	File	Line	Snippet	Context
MEDIUM	alef.toml	429	# tools/benchmark-harness/src/bench_matrix.rs (*_MANIFEST_BLAKE3) and verified	COMMENT
MEDIUM	alef.toml	1982	# Test harness for the in-crate #[wasm_bindgen_test] suites in src/engine.rs;	COMMENT
MEDIUM	mise-tasks/benchmark.toml	1	# Benchmark harness tasks, included from mise.toml [task_config]. ~keep	COMMENT
MEDIUM	mise-tasks/benchmark/run.sh	6	# required; the rest default as below, and the fixture corpus and harness path are fixed. ~keep	COMMENT
MEDIUM	mise-tasks/rust/build.sh	12	# Windows builds xberg-candle-ocr and skips the benchmark harness instead. ~keep	COMMENT
MEDIUM	mise-tasks/deps/local.sh	53	# The generated e2e harness keeps its own uv.lock; refresh it so `upgrade` covers e2e and its	COMMENT
MEDIUM	mise-tasks/deps/local.sh	64	# The generated e2e/wasm harness is a standalone pnpm project (installed with	COMMENT
MEDIUM	tools/benchmark-harness/Cargo.toml	40	# default-on feature would break `cargo build -p benchmark-harness` there. Selecting	COMMENT
MEDIUM	tools/benchmark-harness/scripts/bench_local.sh	20	# OUT output root; profile label is always appended (default: tools/benchmark-harness/results/local)	COMMENT
MEDIUM	tools/benchmark-harness/scripts/bench_local.sh	32	# HARNESS benchmark-harness executable (default: ./target/release/benchmark-harness)	COMMENT
MEDIUM	tools/benchmark-harness/scripts/build_corpus.py	936	# `materialize` is on-demand (harness pre-run step), not part of `all`. ~keep	STRING
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	356	# Reap MinerU's orphaned render pool before emitting, so the harness sees stdout EOF.	COMMENT
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	366	# Reap MinerU's orphaned render pool before emitting, so the harness sees stdout EOF.	COMMENT
MEDIUM	tools/benchmark-harness/scripts/mineru_extract.py	246	# Only reap by process-group when we OWN the group. The benchmark harness	COMMENT
MEDIUM	tools/benchmark-harness/scripts/mineru_extract.py	252	# harness (which reads our stdout to EOF), so when we are not the group	COMMENT
MEDIUM	tools/benchmark-harness/scripts/docling_extract.py	110	# harness OCR flag; ``abort_on_error`` stays False so one bad document does not sink the batch.	COMMENT
MEDIUM	…ls/benchmark-harness/scripts/plausibility_calibrate.py	45	# files under `tools/benchmark-harness/fixtures/pdf/`. ~keep	COMMENT
MEDIUM	tools/benchmark-harness/src/cli.rs	73	#[command(name = "benchmark-harness")]	COMMENT
MEDIUM	tools/benchmark-harness/src/cli.rs	74	#[command(about = "Benchmark harness for document extraction frameworks", long_about = None)]	COMMENT
MEDIUM	tools/benchmark-harness/src/cli.rs	180	#[arg(long, default_value = "tools/benchmark-harness/cohorts/layout-pdf-fast.json")]	COMMENT
MEDIUM	tools/benchmark-harness/src/cli.rs	222	#[arg(short, long, default_value = "tools/benchmark-harness/fixtures/split")]	COMMENT
MEDIUM	crates/xberg-pdfium-render/src/bindgen/pdfium_7678.rs	1518	#[doc = " Experimental API.\n Function: FPDF_GetXFAPacketContent\n Get the content of a packet in the XFA a	COMMENT
MEDIUM	crates/xberg/Cargo.toml	121	# in tools/benchmark-harness, which owns its own `profiling`/`pprof` pair;	COMMENT
MEDIUM	crates/xberg/tests/ocr_errors.rs	3	//! This module tests OCR error scenarios to ensure robust error handling:	COMMENT
MEDIUM	crates/xberg/tests/typst_behavioral_tests.rs	895	/// Even if a heading has no text, extraction should be robust.	COMMENT
MEDIUM	crates/xberg/tests/gh1779_scan_score_separation.rs	20	/// tolerance: it is the minimum gap that makes the separation robust to small scoring	COMMENT
MEDIUM	…ates/xberg/tests/gh1832_shaded_table_reconstruction.rs	522	/// Per-fill-kind absolute counts for GH#1837, in a form a shell harness can grep and compare:	COMMENT
MEDIUM	…ates/xberg/tests/gh1832_shaded_table_reconstruction.rs	708	/// re-pass (GH#1897). A change gated on "the caller chose nothing" is invisible to a harness that	COMMENT
MEDIUM	crates/xberg/src/embeddings/engine.rs	223	/// robust to either left- or right-padding. A row whose mask is entirely zero	COMMENT
MEDIUM	crates/xberg/src/embeddings/engine.rs	478	/// last_pool picks the final non-pad token per row, robust to right- and	COMMENT
MEDIUM	crates/xberg/src/plugins/registry/mod.rs	204	/// `PostProcessorRegistryGuard` cycle). A by-name check is more robust than an	COMMENT
MEDIUM	crates/xberg/src/ocr/shaded_rows.rs	76	/// The percentile used to estimate a band's ink (foreground) value, robust to a	COMMENT
MEDIUM	crates/xberg/src/ocr/shaded_rows.rs	319	/// contiguous run; a column median over the band's rows is already robust enough that a	COMMENT
MEDIUM	crates/xberg/src/ocr/table/coverage.rs	17	/// clustering heuristic that is far less robust than the hOCR-derived content it replaces.	COMMENT
MEDIUM	crates/xberg/src/pdf/render.rs	535	/// producing a usable raster for OCR/VLM (which are robust to moderate downscaling).	COMMENT
MEDIUM	crates/xberg/src/pdf/native/text.rs	1569	/// returns their median split point, robust to the rare line whose own gap	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/constants.rs	27	/// jitter amplitudes ≥ 3 pt while being robust against false positives:	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/adapters.rs	385	/// Rotation-robust line-height proxy for a 4-point OCR quadrilateral, in raster	COMMENT
MEDIUM	…s/xberg/src/pdf/structure/regions/table_recognition.rs	1562	/// paragraphs are never swallowed. Alignment is robust for dense many-column	COMMENT
MEDIUM	crates/xberg/src/reranking/mod.rs	370	/// robust to how different tokenizers encode a leading word.	COMMENT
MEDIUM	…erg-native-pdf/tests/test_word_boundary_integration.rs	387	/// When TJ offset AND geometric gap both indicate boundary, detection should be robust.	COMMENT
MEDIUM	…ates/xberg-native-pdf/tests/test_adaptive_threshold.rs	199	/// Expected: median should be 0.3 (robust to outlier)	COMMENT
MEDIUM	…ates/xberg-native-pdf/tests/test_adaptive_threshold.rs	573	/// Adaptive threshold should use median to be robust to these outliers.	COMMENT
MEDIUM	…erg-native-pdf/tests/test_inline_image_agl_fallback.rs	5	//! A robust ToUnicode + embedded-TrueType `cmap` + Adobe Glyph List +	COMMENT
MEDIUM	…f/tests/test_transparency_flattening_smask_knockout.rs	277	// defensive coverage is "the renderer is robust to broken input."	COMMENT
MEDIUM	…f/tests/test_transparency_flattening_smask_knockout.rs	462	// For the renderer at HEAD, the simplest robust assertion is	COMMENT
MEDIUM	crates/xberg-native-pdf/src/parser.rs	369	// This heuristic makes parsing more robust at the cost of spec compliance.	COMMENT
MEDIUM	crates/xberg-native-pdf/src/outline.rs	362	/// the search stays robust against damaged trees. ~keep	COMMENT
MEDIUM	crates/xberg-native-pdf/src/pipeline/ordered_span.rs	21	/// Confidence: 0.90 (robust for multi-column layouts).	COMMENT
MEDIUM	…erg-native-pdf/src/pipeline/reading_order/geometric.rs	114	// This is more robust than median for documents with varying layouts ~keep	COMMENT
MEDIUM	…s/xberg-native-pdf/src/pipeline/reading_order/xycut.rs	1778	// Using a cluster fraction (not raw spread) is robust to rows	COMMENT
MEDIUM	crates/xberg-native-pdf/src/layout/text_block.rs	21	/// - More robust for complex layouts	COMMENT
MEDIUM	crates/xberg-native-pdf/src/layout/region_classifier.rs	130	// TABLE: short content per line. This is the robust grid signal — a prose or	COMMENT
MEDIUM	…ates/xberg-native-pdf/src/document/span_postprocess.rs	561	/// # Alignment (robust, per span)	COMMENT
MEDIUM	…ates/xberg-native-pdf/src/document/span_postprocess.rs	561	/// # Alignment (robust, per span)	COMMENT
MEDIUM	crates/xberg-native-pdf/src/document/tables.rs	394	/// for robust table detection without explicit structure markup.	COMMENT
MEDIUM	crates/xberg-native-pdf/src/document/reading_order.rs	1069	/// - More robust for complex layouts	COMMENT
MEDIUM	crates/xberg-native-pdf/src/rendering/page_renderer.rs	9227	// robust against off-page axis endpoints. ~keep	COMMENT
MEDIUM	crates/xberg-native-pdf/src/rendering/page_renderer.rs	9233	// diagonal margin keeps the test robust. ~keep	COMMENT
MEDIUM	…/xberg-native-pdf/src/rendering/separation_renderer.rs	1000	/// best-effort behaviour and keeps separation rendering robust on PDFs	COMMENT
35 more matches not shown…

Fake / Example Data212 hits · 235 pts

Severity	File	Line	Snippet	Context
LOW	tools/benchmark-harness/cohorts/native-email-fast.json	11	"msg/fake-email.json",	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	27	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	27	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	33	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	33	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	65	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	65	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	71	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…-harness/vendored/docling/md/picture_classification.md	71	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…hmark-harness/vendored/docling/md/word365_structure.md	3	Lorem ipsum dolor	CODE
LOW⚡	…hmark-harness/vendored/docling/md/word365_structure.md	9	Lorem ipsum dolor sit amet	CODE
LOW⚡	…hmark-harness/vendored/docling/md/word365_structure.md	9	Lorem ipsum dolor sit amet	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	3	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	3	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	5	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	5	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	13	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	13	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	15	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	15	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	19	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	19	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	21	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	21	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	25	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	25	Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magn	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	27	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	27	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	29	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW⚡	…chmark-harness/vendored/docling/md/code_and_formula.md	29	Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nul	CODE
LOW	…ls/benchmark-harness/vendored/docling/md/pdf_tables.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit	CODE
LOW	…ls/benchmark-harness/vendored/docling/md/pdf_tables.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit	CODE
LOW	…ols/benchmark-harness/vendored/docling/md/issue-905.md	5	Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Phasellus facilisis odio sed mi. Curabitur suscipit. Nullam ve	CODE
LOW	…ols/benchmark-harness/vendored/docling/md/issue-905.md	5	Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Phasellus facilisis odio sed mi. Curabitur suscipit. Nullam ve	CODE
LOW	…benchmark-harness/vendored/docling/md/pdf_structure.md	3	Contenu 1, contenu 2, contenu 3. Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididu	CODE
LOW	…benchmark-harness/vendored/docling/md/pdf_structure.md	3	Contenu 1, contenu 2, contenu 3. Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididu	CODE
LOW	…benchmark-harness/vendored/docling/md/pdf_structure.md	14	3. Longue énumération : Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut lab	CODE
LOW	…benchmark-harness/vendored/docling/md/pdf_structure.md	14	3. Longue énumération : Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut lab	CODE
LOW	tools/benchmark-harness/src/bench_matrix.rs	365	"msg/fake-email.json",	CODE
LOW	tools/benchmark-harness/src/bench_matrix.rs	373	"fake-email",	CODE
LOW	crates/xberg/tests/jupyter_extractor_tests.rs	42	/// - Lorem ipsum heading with bold formatting	COMMENT
LOW⚡	crates/xberg/tests/jupyter_extractor_tests.rs	76	extraction.content.contains("Lorem ipsum"),	CODE
LOW⚡	crates/xberg/tests/jupyter_extractor_tests.rs	77	"Should extract markdown cell 'Lorem ipsum'"	CODE
LOW⚡	crates/xberg/tests/jupyter_extractor_tests.rs	80	extraction.content.contains("Lorem ipsum"),	CODE
LOW	crates/xberg/tests/docx_output_format.rs	149	&redacting(docx(), &["Jane Doe", "jdoe"]),	CODE
LOW	crates/xberg/tests/docx_output_format.rs	182	let result = extract_one(&bytes, "application/zip", &redacting(docx(), &["Jane Doe", "UEsDB"])).await;	CODE
LOW	crates/xberg/tests/llm_response_byte_cap.rs	106	r#"{"invoice_number":"INV-001","vendor":"Acme Corp","total":"$42.00"}"#,	CODE
LOW	crates/xberg/tests/llm_response_byte_cap.rs	141	r#"{"invoice_number":"INV-001","vendor":"Acme Corp","total":"$42.00"}"#,	CODE
LOW	crates/xberg/tests/llm_response_byte_cap.rs	168	assert_eq!(structured_output["vendor"].as_str(), Some("Acme Corp"));	CODE
LOW	…xberg/tests/issue_64_pdf_form_field_values_rendered.rs	220	let count = result.content.matches("Jane Doe").count();	CODE
LOW	…xberg/tests/issue_64_pdf_form_field_values_rendered.rs	223	"flattened Widget value 'Jane Doe' must appear exactly once in Markdown output, not \	CODE
LOW	crates/xberg/tests/latex_extractor_tests.rs	92	Some("John Doe"),	CODE
LOW	crates/xberg/tests/latex_extractor_tests.rs	93	"FAIL: Should extract author 'John Doe' from \\author{{}} command"	CODE
LOW	crates/xberg/tests/structured_pipeline.rs	117	r#"{"invoice_number":"INV-001","vendor":"Acme Corp","total":"$42.00"}"#,	CODE
LOW	crates/xberg/tests/structured_pipeline.rs	132	assert_eq!(structured_output["vendor"].as_str(), Some("Acme Corp"));	CODE
LOW	crates/xberg/tests/rtf_extractor_tests.rs	711	result.content.to_lowercase().contains("lorem ipsum"),	CODE
LOW	crates/xberg/tests/rtf_extractor_tests.rs	712	"Content should contain lorem ipsum text"	CODE
LOW⚡	crates/xberg/tests/pdf_form_fields.rs	253	let count = content.matches("Jane Doe").count();	CODE
LOW⚡	crates/xberg/tests/pdf_form_fields.rs	256	"flattened Widget value 'Jane Doe' must appear exactly once, not duplicated; got: {content:?}"	CODE
LOW⚡	crates/xberg/tests/pdf_form_fields.rs	265	/// `test_documents/ground_truth/pdf/flattened_form.fields.json` expects "Jane Doe".	COMMENT
152 more matches not shown…

Modern AI Meta-Vocabulary91 hits · 226 pts

Severity	File	Line	Snippet	Context
MEDIUM	basemind.toml	46	# Document RAG tier (PDF / Office / HTML / email / images). Requires a `documents` build.	COMMENT
MEDIUM	poly.toml	1278	# scaffolding step drops these on every regen -- restore them if a regen diff	COMMENT
MEDIUM	tools/ocr-measure/score_gt_lines.py	39	# Markdown scaffolding the extractor adds that the plain-text ground truth never contains.	COMMENT
MEDIUM	tools/benchmark-harness/src/groups.rs	47	/// `guardrails.json` only after fresh fixed outputs have been measured.	COMMENT
MEDIUM	tools/benchmark-harness/src/split_benchmark.rs	81	/// If set, write a `split-boundary-guardrails.json` at this path from the	COMMENT
MEDIUM	tools/benchmark-harness/src/split_benchmark.rs	135	/// `split-boundary-guardrails.json` schema (mirrors `guardrails.json`).	COMMENT
MEDIUM	tools/benchmark-harness/src/split_benchmark.rs	411	/// Write a `split-boundary-guardrails.json` from default-threshold results.	COMMENT
MEDIUM	tools/benchmark-harness/src/cli.rs	229	/// Write a split-boundary-guardrails.json to this path (from default-threshold results)	COMMENT
MEDIUM	tools/benchmark-harness/src/fixture/mod.rs	239	/// are pinned by `guardrails.json`. What must never happen is `file_type` naming a	COMMENT
MEDIUM⚡	tools/benchmark-harness/src/commands/compare.rs	32	/// Enable quality guardrails (fail on regressions)	COMMENT
MEDIUM⚡	tools/benchmark-harness/src/commands/compare.rs	36	/// Path to guardrails JSON config file (used when --guardrails is set)	COMMENT
MEDIUM⚡	tools/benchmark-harness/src/commands/compare.rs	37	#[arg(long, default_value = "guardrails.json")]	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/execution.rs	25	/// Path to a JSON guardrails file. When `guardrails` is true this file	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/mod.rs	2	//! compare quality (SF1, TF1) against ground truth with optional guardrails.	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/mod.rs	28	//! When `guardrails` is enabled, the comparison enforces per-document minimum	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/mod.rs	39	//! [`report`] prints/writes results; [`guardrails`] loads and checks per-document score/order	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/mod.rs	66	/// Run comparison with guardrails and return exit code (0 = pass, 1 = fail).	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/guardrails.rs	10	/// Data-driven guardrails configuration loaded from JSON.	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/guardrails.rs	46	/// Load a guardrails configuration from a JSON file.	COMMENT
MEDIUM	tools/benchmark-harness/src/comparison/guardrails.rs	149	/// Check guardrails from a loaded config, returning a list of failure messages (empty = all passed).	COMMENT
MEDIUM	crates/xberg-cli/README.md	622	# Download only the fast embedding model	COMMENT
MEDIUM	crates/xberg/Cargo.toml	661	ner-llm = ["ner", "liter-llm"] # LLM-driven zero-shot NER (no ORT).	CODE
MEDIUM	crates/xberg/tests/generated_fixtures.rs	1	//! Integration scaffold for the generated fixture corpus produced by	COMMENT
MEDIUM	crates/xberg/tests/gpu_acceleration.rs	294	#[ignore = "gpu: requires CUDA + ONNX Runtime CUDA EP + embedding model"]	COMMENT
MEDIUM	crates/xberg/tests/gpu_acceleration.rs	322	#[ignore = "gpu: requires CUDA + ONNX Runtime CUDA EP + embedding model"]	COMMENT
MEDIUM	crates/xberg/src/core/pipeline/features.rs	1552	/// Regression test for #258: `chunker_type='semantic'` without an embedding model	COMMENT
MEDIUM	crates/xberg/src/core/config/llm.rs	152	/// Provider-specific extra parameters merged into the request body (guardrails,	COMMENT
MEDIUM	…berg-native-pdf/tests/test_reading_order_glyph_sort.rs	23	//! These tests assert the guardrails the sort comparator must hold:	COMMENT
MEDIUM	crates/xberg-native-pdf/src/fonts/cmap_injector.rs	453	// own (no required tables) but a usable test scaffold for the	COMMENT
MEDIUM	…skills/xberg-picking-a-format/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-with-ocr/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…-plugin/skills/xberg-chunking/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-keywords/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-batch-extraction/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…kills/xberg-extracting-tables/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…n/.cursor-plugin/skills/xberg/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-picking-a-format/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-with-ocr/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…pencode/skills/xberg-chunking/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-keywords/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-batch-extraction/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…kills/xberg-extracting-tables/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	plugin/.opencode/skills/xberg/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	plugin/.ai-rulez/references/python-api.md	268	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-picking-a-format/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-with-ocr/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	plugin/skills/xberg-chunking/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-keywords/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-batch-extraction/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…kills/xberg-extracting-tables/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	plugin/skills/xberg/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-picking-a-format/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-with-ocr/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…s/xberg/skills/xberg-chunking/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-keywords/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-batch-extraction/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…kills/xberg-extracting-tables/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…es/plugins/xberg/skills/xberg/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…skills/xberg-picking-a-format/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
MEDIUM	…lls/xberg-extracting-with-ocr/references/python-api.md	275	def llm(llm) -> EmbeddingModelType # an LLM-backed embedding model	CODE
31 more matches not shown…

Self-Referential Comments69 hits · 214 pts

Severity	File	Line	Snippet	Context
MEDIUM	rustfmt.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	poly.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-wasm/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-php/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-ffi/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-ffi/cbindgen.toml	1	# This file is auto-generated by alef. DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-node/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	crates/xberg-py/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	.cargo/config.toml	1	# This file is auto-generated by alef. DO NOT EDIT.	COMMENT
MEDIUM⚡	scripts/tests/lib/xberg-bats/load.bash	32	# Create the four GitHub Actions workflow-command files and export their paths.	COMMENT
MEDIUM	packages/python/pyproject.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/python/xberg/options.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/python/xberg/__init__.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/python/xberg/api.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/python/xberg/exceptions.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/elixir/native/xberg_nif/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/dart/rust/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/dart/rust/flutter_rust_bridge.yaml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/.rubocop.yml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/ext/xberg_rb/native/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/ext/xberg_rb/native/extconf.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/lib/xberg.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/lib/xberg/native.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	packages/ruby/lib/xberg/version.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/conftest.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/pyproject.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_registry.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_pdf.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_format_specific.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM⚡	e2e/python/tests/test_post_processor_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_code.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_smoke.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM⚡	e2e/python/tests/test_reranker_backend_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_summarization.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_contract.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_error.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_ocr_backend_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_plugin_api.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM⚡	e2e/python/tests/test_tokenizer_backend_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_url.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_stub_conformance.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_extract.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_batch.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_validator_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/python/tests/test_renderer_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM⚡	e2e/python/tests/test_embedding_backend_management.py	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/rust/Cargo.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/rust/.cargo/config.toml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/wasm/pnpm-workspace.yaml	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/error_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/batch_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/spec_helper.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/pdf_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/validator_management_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/summarization_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/code_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/url_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/renderer_management_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/plugin_api_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
MEDIUM	e2e/ruby/spec/registry_spec.rb	1	# This file is auto-generated by alef — DO NOT EDIT.	COMMENT
9 more matches not shown…

Cross-File Repetition39 hits · 195 pts

Severity	File	Snippet	Context
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	get peak memory usage in bytes using resource module.	STRING
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	get peak memory usage in bytes using resource module.	STRING
HIGH	tools/benchmark-harness/scripts/docling_extract.py	get peak memory usage in bytes using resource module.	STRING
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	get peak memory usage in bytes using resource module.	STRING
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	get peak memory usage in bytes using resource module.	STRING
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	run extraction in a forked child process. closes inherited stdin/stdout so the child cannot corrupt the parent's line-ba	STRING
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	run extraction in a forked child process. closes inherited stdin/stdout so the child cannot corrupt the parent's line-ba	STRING
HIGH	tools/benchmark-harness/scripts/docling_extract.py	run extraction in a forked child process. closes inherited stdin/stdout so the child cannot corrupt the parent's line-ba	STRING
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	run extraction in a forked child process. closes inherited stdin/stdout so the child cannot corrupt the parent's line-ba	STRING
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	run extraction in a forked child process. closes inherited stdin/stdout so the child cannot corrupt the parent's line-ba	STRING
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	execute fn(*args) in a forked child with a timeout. on timeout the child is killed but the parent stays alive — no expen	STRING
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	execute fn(*args) in a forked child with a timeout. on timeout the child is killed but the parent stays alive — no expen	STRING
HIGH	tools/benchmark-harness/scripts/docling_extract.py	execute fn(*args) in a forked child with a timeout. on timeout the child is killed but the parent stays alive — no expen	STRING
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	execute fn(*args) in a forked child with a timeout. on timeout the child is killed but the parent stays alive — no expen	STRING
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	execute fn(*args) in a forked child with a timeout. on timeout the child is killed but the parent stays alive — no expen	STRING
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	parse a request line: json object with path field, or plain file path.	STRING
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	parse a request line: json object with path field, or plain file path.	STRING
HIGH	tools/benchmark-harness/scripts/docling_extract.py	parse a request line: json object with path field, or plain file path.	STRING
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	parse a request line: json object with path field, or plain file path.	STRING
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	parse a request line: json object with path field, or plain file path.	STRING
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	persistent server mode: read paths from stdin, write json to stdout.	STRING
HIGH	tools/benchmark-harness/scripts/docling_extract.py	persistent server mode: read paths from stdin, write json to stdout.	STRING
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	persistent server mode: read paths from stdin, write json to stdout.	STRING
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	persistent server mode: read paths from stdin, write json to stdout.	STRING
HIGH	plugin/.ai-rulez/hermes/index.py	register product skills and a local mcp tool bridge with hermes.	STRING
HIGH	plugin/.hermes/plugins/xberg/hermes.py	register product skills and a local mcp tool bridge with hermes.	STRING
HIGH	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	register product skills and a local mcp tool bridge with hermes.	STRING
HIGH	plugin/.ai-rulez/hermes/index.py	expose sdk task-group causes instead of hiding the actionable failure.	STRING
HIGH	plugin/.hermes/plugins/xberg/hermes.py	expose sdk task-group causes instead of hiding the actionable failure.	STRING
HIGH	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	expose sdk task-group causes instead of hiding the actionable failure.	STRING
HIGH	plugin/.ai-rulez/hermes/index.py	call one supported mcp tool using the installed local cli.	STRING
HIGH	plugin/.hermes/plugins/xberg/hermes.py	call one supported mcp tool using the installed local cli.	STRING
HIGH	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	call one supported mcp tool using the installed local cli.	STRING
HIGH	plugin/.ai-rulez/hermes/index.py	return the native text contract while preserving structured mcp fields as json.	STRING
HIGH	plugin/.hermes/plugins/xberg/hermes.py	return the native text contract while preserving structured mcp fields as json.	STRING
HIGH	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	return the native text contract while preserving structured mcp fields as json.	STRING
HIGH	plugin/.ai-rulez/hermes/index.py	register every bundled skill and one tool spanning the native mcp surface.	STRING
HIGH	plugin/.hermes/plugins/xberg/hermes.py	register every bundled skill and one tool spanning the native mcp surface.	STRING
HIGH	…ugin/.hermes/package/src/xberg_hermes_plugin/hermes.py	register every bundled skill and one tool spanning the native mcp surface.	STRING

Decorative Section Separators52 hits · 157 pts

Severity	File	Line	Snippet	Context
MEDIUM	mise-tasks/bindings.toml	43	# ---- PHP, WASM, Java, C# -----------------------------------------------------------------------	STRING
MEDIUM	docs-site/public/demo.html	370	// ── Structured logger ──────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	390	// ── Resolve the latest published WASM release ──────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	406	// ── Upload size limit ─────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	483	// ── Drag & Drop ────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	527	// ── Markdown Renderer ──────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	599	// ── JSON Syntax Highlighter ────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	615	// ── Extraction via Web Worker ──────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	722	// ── Process File ───────────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	819	// ── Reset ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	835	// ── Extract it anyway ──────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	849	// ── Copy ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs-site/public/demo.html	872	// ── Tab Switcher ───────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	53	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	55	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	183	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	185	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	287	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	289	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	451	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	453	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	557	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	559	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	612	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/tests/rotated_text_repair.rs	614	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…es/xberg/tests/pdf_markdown_regression/ground_truth.rs	3	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…es/xberg/tests/pdf_markdown_regression/ground_truth.rs	14	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…es/xberg/tests/pdf_markdown_regression/ground_truth.rs	178	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	…es/xberg/tests/pdf_markdown_regression/ground_truth.rs	207	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/constants.rs	3	// ~keep ── Glyph-fragmentation repair (issue #962) ────────────────────────────────	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/constants.rs	3	// ~keep ── Glyph-fragmentation repair (issue #962) ────────────────────────────────	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/page_number.rs	38	// ── Band geometry ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/page_number.rs	76	// ── Shape classification ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/page_number.rs	331	// ── Roman numerals ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg/src/pdf/structure/page_number.rs	430	// ── Cross-page sequence evidence ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ates/xberg-native-pdf/tests/test_page_image_handles.rs	395	// ── Test B: N images → paint_order is [0, 1, 2] ────────────────────────────── ~keep	COMMENT
MEDIUM	crates/xberg-native-pdf/tests/test_path_extraction.rs	169	// ─── Optional Content Group (PDF "layer") tagging ─────────────────	COMMENT
MEDIUM	…s/xberg-native-pdf/tests/test_render_region_and_fit.rs	55	// ── Fit-box DPI rounding regressions ────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg-native-pdf/src/content/parser.rs	2889	// ── Nom-based operand skippers (test-only, superseded by raw variants) ───── ~keep	COMMENT
MEDIUM	crates/xberg-native-pdf/src/content/parser.rs	3109	// ── Byte-level graphics region scanner ─────────────────────────────────────	COMMENT
MEDIUM	crates/xberg-native-pdf/src/content/parser.rs	3243	// ── Raw index-returning skip functions ─────────────────────────────────────	COMMENT
MEDIUM	crates/xberg-native-pdf/src/content/parser.rs	3393	// ── Fast BT/ET block parser ────────────────────────────────────────────	COMMENT
MEDIUM	crates/xberg-native-pdf/src/extractors/auto.rs	437	// ───────────────────────── classifier (T2/T2.5/T3) ─────────────────────────	COMMENT
MEDIUM	crates/xberg-native-pdf/src/extractors/auto.rs	759	// ─────────────────────────── AutoExtractor (T4–T8) ─────────────────────────	COMMENT
MEDIUM⚡	scripts/tests/lib/xberg-bats/load.bash	28	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/tests/lib/xberg-bats/load.bash	30	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	82	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	84	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	170	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	172	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	251	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/tests/lib/xberg-bats/load.bash	256	# --------------------------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping76 hits · 123 pts

Severity	File	Line	Snippet	Context
MEDIUM	…te/src/snippets/python/utils/error_handling_extract.md	18	print(f"Error: {error_type}: {message}")	CODE
LOW	tools/benchmark-harness/olmocr_bench/runner.py	179	except Exception as error:	CODE
LOW	tools/benchmark-harness/olmocr_bench/official.py	78	except Exception as error:	CODE
LOW	tools/benchmark-harness/parsebench_html/runner.py	252	except Exception as error:	CODE
LOW	…nchmark-harness/scripts/generate_vendored_baselines.py	287	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	56	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	61	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	83	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	98	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	101	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	128	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	162	print("Error: sync mode requires a file path", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	168	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	169	print(f"Error extracting with PyMuPDF4LLM: {e}", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	175	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	176	print(f"Error extracting with PyMuPDF4LLM: {e}", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	348	print("Error: sync mode requires exactly one file", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	362	print("Error: batch mode requires at least one file", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	371	print(f"Error: Unknown mode '{mode}'. Use sync, batch, or server", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/mineru_extract.py	375	print(f"Error extracting with MinerU: {e}", file=sys.stderr)	CODE
MEDIUM	tools/benchmark-harness/scripts/mineru_extract.py	328	print(f"Error: --format must be 'markdown' or 'plaintext'; got '{output_format}'", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/mineru_extract.py	216	except Exception:	CODE
LOW⚡	tools/benchmark-harness/scripts/mineru_extract.py	219	except Exception as e:	CODE
LOW⚡	tools/benchmark-harness/scripts/mineru_extract.py	374	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	174	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	179	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	201	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	302	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	215	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	220	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	242	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	257	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	260	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	287	except Exception as e:	CODE
MEDIUM	tools/benchmark-harness/scripts/docling_extract.py	326	print(f"Error: --format must be 'markdown' or 'plaintext'; got '{output_format}'", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/docling_extract.py	347	print("Error: sync mode requires exactly one file", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/docling_extract.py	355	print("Error: batch mode requires at least one file", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/docling_extract.py	363	print(f"Error: Unknown mode '{mode}'. Use sync, batch, or server", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/docling_extract.py	366	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/docling_extract.py	367	print(f"Error extracting with Docling: {e}", file=sys.stderr)	CODE
LOW	tools/benchmark-harness/scripts/generate_markdown_gt.py	207	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	65	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	70	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	92	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	107	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	110	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	137	except Exception as e:	CODE
MEDIUM	tools/benchmark-harness/scripts/unstructured_extract.py	163	print(f"Error: Unstructured supports only native plaintext output; got '{output_format}'", file=sys.stderr)	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/unstructured_extract.py	180	print("Error: sync mode requires a file path", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/unstructured_extract.py	185	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/unstructured_extract.py	186	print(f"Error extracting with Unstructured: {e}", file=sys.stderr)	CODE
LOW⚡	tools/benchmark-harness/scripts/unstructured_extract.py	192	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/unstructured_extract.py	193	print(f"Error extracting with Unstructured: {e}", file=sys.stderr)	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	48	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	53	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	75	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	90	except Exception:	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	93	except Exception as e:	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	120	except Exception as e:	CODE
MEDIUM⚡	tools/benchmark-harness/scripts/markitdown_extract.py	154	print("Error: sync mode requires a file path", file=sys.stderr)	CODE
16 more matches not shown…

Cross-Language Confusion11 hits · 54 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…hmark-harness/tests/test_parsebench_html_safeguards.py	106	invocation["argv"].extend(["--config-json", '{"layout": null}'])	CODE
HIGH⚡	tools/benchmark-harness/tests/test_olmocr_contracts.py	115	_contracts().validate_argv(["extract", "{pdf}", "--config-json", '{"layout":null}'])	CODE
HIGH⚡	…/benchmark-harness/scripts/build_structural_sidecar.py	21	{"kind": "heading", "level": u8, "parent": int\|null, "path": [str], "text": str}	STRING
HIGH⚡	…/benchmark-harness/scripts/build_structural_sidecar.py	22	{"kind": "list_item", "depth": int, "ordered": bool, "parent_item": int\|null, "text": str}	STRING
HIGH⚡	…/benchmark-harness/scripts/build_structural_sidecar.py	26	{"kind": "figure", "caption": int\|null, "text": str}	STRING
HIGH⚡	…/benchmark-harness/scripts/build_structural_sidecar.py	27	{"kind": "caption", "binds_to": int\|null, "text": str}	STRING
HIGH⚡	…/benchmark-harness/scripts/build_structural_sidecar.py	28	{"kind": "footnote", "binds_to": int\|null, "text": str}	STRING
HIGH	scripts/ci/check-ffi-declaration-parity.py	257	fallbacks ending in `.orElseThrow(...)`, and a short `.map(s -> ...).orElse(null)` one.	STRING
HIGH⚡	scripts/ci/test_main_only_ci.py	79	for ref in ["${{ inputs.branch }}", "${{ github.event.inputs.branch \|\| github.sha }}", "codex/example"]:	CODE
HIGH	scripts/ci/test_publish_workflow_contracts.py	348	f" count=$(cat '{counter}' 2>/dev/null \|\| echo 0)\n"	CODE
HIGH	scripts/ci/docker/test_docker.py	904	"echo 'attempt' > /data/test2.txt 2>&1 \|\| echo 'READ_ONLY'",	CODE

Empty Error Handlers10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	56	except Exception:	CODE
HIGH	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	111	except (json.JSONDecodeError, ValueError):	CODE
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	174	except Exception:	CODE
HIGH	tools/benchmark-harness/scripts/mineru_extract.py	285	except (json.JSONDecodeError, ValueError):	CODE
HIGH	tools/benchmark-harness/scripts/docling_extract.py	215	except Exception:	CODE
HIGH	tools/benchmark-harness/scripts/docling_extract.py	270	except (json.JSONDecodeError, ValueError):	CODE
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	65	except Exception:	CODE
HIGH	tools/benchmark-harness/scripts/unstructured_extract.py	120	except (json.JSONDecodeError, ValueError):	CODE
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	48	except Exception:	CODE
HIGH	tools/benchmark-harness/scripts/markitdown_extract.py	103	except (json.JSONDecodeError, ValueError):	CODE

Synthetic Comment Markers7 hits · 48 pts

Severity	File	Line	Snippet	Context
HIGH	…ls/benchmark-harness/vendored/docling/md/nougat_034.md	163	Most beneficial owners holding stock in 'street name' will receive instructions for voting their shares from their broke	CODE
HIGH	tools/benchmark-harness/vendored/docling/md/pdfa_009.md	163	Most beneficial owners holding stock in 'street name' will receive instructions for voting their shares from their broke	CODE
HIGH	…tes/xberg-pdfium-render/include/pdfium_7678/fpdfview.h	31	// XFA forms as requested by the PDF_ENABLE_XFA setting.	COMMENT
HIGH	crates/xberg/src/llm/vlm_ocr.rs	544	/// Regression test for issue #188: inline math `$...$`, as requested by	COMMENT
HIGH	crates/xberg/src/llm/vlm_ocr.rs	544	/// Regression test for issue #188: inline math `$...$`, as requested by	COMMENT
HIGH	plugin/.opencode/ai-rulez-content.js	6	// Generated by ai-rulez. Registers the skills, commands, agents, and MCP servers bundled with	COMMENT
HIGH	.github/workflows/publish.yaml	5454	# --- Coding-agent plugin (lives in plugin/, generated by ai-rulez; see plugin/README.md) ---	COMMENT

Deep Nesting35 hits · 34 pts

Severity	File	Line	Context
LOW	tools/benchmark-harness/olmocr_bench/official.py	61	CODE
LOW	…nchmark-harness/tests/test_parsebench_html_official.py	47	CODE
LOW	…/benchmark-harness/tests/test_corpus_cache_manifest.py	168	CODE
LOW	…/benchmark-harness/tests/test_corpus_cache_manifest.py	216	CODE
LOW	tools/benchmark-harness/parsebench_html/contracts.py	97	CODE
LOW	tools/benchmark-harness/scripts/pymupdf4llm_extract.py	133	CODE
LOW	tools/benchmark-harness/scripts/mineru_extract.py	307	CODE
LOW	…/benchmark-harness/scripts/build_structural_sidecar.py	277	CODE
LOW	tools/benchmark-harness/scripts/docling_extract.py	292	CODE
LOW	…ols/benchmark-harness/scripts/corpus_cache_manifest.py	134	CODE
LOW	…ols/benchmark-harness/scripts/corpus_cache_manifest.py	281	CODE
LOW	tools/benchmark-harness/scripts/unstructured_extract.py	142	CODE
LOW	tools/benchmark-harness/scripts/markitdown_extract.py	125	CODE
LOW	…xtures/src/generate_test_fixtures/security_fixtures.py	43	CODE
LOW	…_fixtures/src/generate_test_fixtures/xlsx_revisions.py	91	CODE
LOW	…t_fixtures/src/generate_test_fixtures/odt_revisions.py	108	CODE
LOW	…t_fixtures/src/generate_test_fixtures/pptx_comments.py	105	CODE
LOW	scripts/sync_supported_counts.py	134	CODE
LOW	scripts/classic_ocr_cache_acceptance.py	111	CODE
LOW	scripts/ci/package-notices.py	41	CODE
LOW	scripts/ci/check-ffi-declaration-parity.py	253	CODE
LOW	scripts/ci/test_main_only_ci.py	66	CODE
LOW	scripts/ci/test_publish_workflow_contracts.py	33	CODE
LOW	scripts/ci/test_publish_workflow_contracts.py	613	CODE
LOW	scripts/ci/check-alef-readme-paths.py	130	CODE
LOW	scripts/ci/install-system-deps/verify-ocr-linux.py	25	CODE
LOW	scripts/ci/benchmarks/validate-workflow-matrix.py	35	CODE
LOW	scripts/ci/benchmarks/validate-workflow-matrix.py	131	CODE
LOW	scripts/ci/benchmarks/validate-workflow-matrix.py	155	CODE
LOW	scripts/ci/ruby/vendor-xberg-core.py	129	CODE
LOW	scripts/ci/ruby/vendor-xberg-core.py	290	CODE
LOW	scripts/ci/ruby/vendor-xberg-core.py	138	CODE
LOW	cli-proxy/pypi/xberg_cli/downloader.py	184	CODE
LOW	e2e/python/conftest.py	51	CODE
LOW	e2e/python/tests/test_stub_conformance.py	34	CODE

Docstring Block Structure6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…grations/python/surrealdb/src/surrealdb_xberg/_base.py	217	Unwrap the single document from an ``ExtractionResult`` container. Args: result: The container returned by	STRING
HIGH	…tions/python/surrealdb/src/surrealdb_xberg/pipeline.py	258	Embed a query string using xberg's extraction pipeline. Args: query: The text to embed. Re	STRING
HIGH	integrations/python/txtai/src/txtai_xberg/pipeline.py	107	Extract text and metadata from one or more documents (synchronous). Bridges Xberg's async API to a synchronous	STRING
HIGH	integrations/python/txtai/src/txtai_xberg/pipeline.py	127	Extract text and metadata from one or more documents (asynchronous). The async counterpart to :meth:`__call__`,	STRING
HIGH	integrations/python/txtai/src/txtai_xberg/pipeline.py	151	Extract and flatten into ``txtai.Embeddings.index``-ready documents. Synchronous wrapper around :meth:`ato_docu	STRING
HIGH	integrations/python/txtai/src/txtai_xberg/pipeline.py	171	Extract and flatten into ``txtai.Embeddings.index``-ready documents. The async counterpart to :meth:`to_documen	STRING

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs-site/src/snippets/python/ocr/cloud_ocr_backend.md	61	backend: CloudOcrBackend = CloudOcrBackend(api_key="your-api-key")	CODE
HIGH	docs-site/src/snippets/java/ocr/cloud_ocr_backend.md	117	Xberg.registerOcrBackend(new CloudOcrExample("your-api-key"));	CODE
HIGH	docs-site/src/snippets/csharp/cloud_ocr_backend.md	75	var backend = new CloudOcrBackend(apiKey: "your-api-key");	CODE

Slop Phrases4 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	crates/xberg-pdfium-render/src/bindgen/pdfium_7678.rs	1165	#[doc = " Function: FPDF_LoadDocument\n Open and load a PDF document.\n Parameters:\n file_path -	COMMENT
MEDIUM⚡	crates/xberg-pdfium-render/src/bindgen/pdfium_7678.rs	1169	#[doc = " Function: FPDF_LoadMemDocument\n Open and load a PDF document from memory.\n Parameters:\n	COMMENT
MEDIUM⚡	crates/xberg-pdfium-render/src/bindgen/pdfium_7678.rs	1177	#[doc = " Experimental API.\n Function: FPDF_LoadMemDocument64\n Open and load a PDF document from memory.\	COMMENT
LOW	vendored/sysinfo/src/common/system.rs	128	/// Don't forget to take a look at [`ProcessRefreshKind::everything`] method to see what it	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	…g-pdfium-render/include/pdfium_7678/fpdf_sysfontinfo.h	86	// NOTE: This method will not be called when version is set to 2.	COMMENT
LOW⚡	crates/xberg-native-pdf/src/object.rs	238	// Step 1: Decrypt stream data BEFORE applying filters	COMMENT
LOW⚡	crates/xberg-native-pdf/src/object.rs	242	// Step 2: Apply filters (decompression)	COMMENT
LOW	crates/xberg-native-pdf/src/encryption/algorithms.rs	251	// Step 1: Initial hash = SHA-256(password \|\| salt \|\| user_key) ~keep	COMMENT
LOW	crates/xberg-native-pdf/src/document/extract_api.rs	1951	// Step 2: Apply text post-processing pipeline	COMMENT
LOW	crates/xberg-native-pdf/src/document/tables.rs	751	// Step 4: spatial detection without struct-tree backing	COMMENT
LOW	crates/xberg-native-pdf/src/rendering/page_renderer.rs	7616	// Step 2: locate subinterval index via the half-open	COMMENT
LOW	…ates/xberg-native-pdf/src/extractors/text/tj_arrays.rs	452	// Step 3: Create WordBoundaryDetector and detect boundaries	COMMENT

Verbosity Indicators8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/xberg-native-pdf/src/object.rs	238	// Step 1: Decrypt stream data BEFORE applying filters	COMMENT
LOW⚡	crates/xberg-native-pdf/src/object.rs	242	// Step 2: Apply filters (decompression)	COMMENT
LOW	crates/xberg-native-pdf/src/encryption/algorithms.rs	251	// Step 1: Initial hash = SHA-256(password \|\| salt \|\| user_key) ~keep	COMMENT
LOW	crates/xberg-native-pdf/src/document/extract_api.rs	1951	// Step 2: Apply text post-processing pipeline	COMMENT
LOW	crates/xberg-native-pdf/src/document/tables.rs	751	// Step 4: spatial detection without struct-tree backing	COMMENT
LOW	crates/xberg-native-pdf/src/rendering/page_renderer.rs	7616	// Step 2: locate subinterval index via the half-open	COMMENT
LOW	crates/xberg-native-pdf/src/fonts/cmap.rs	738	// For notdefrange, we need to check if source is already mapped ~keep	COMMENT
LOW	…ates/xberg-native-pdf/src/extractors/text/tj_arrays.rs	452	// Step 3: Create WordBoundaryDetector and detect boundaries	COMMENT

Modern Structural Boilerplate13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	plugin/.hermes/plugins/xberg/__init__.py	12	__all__ = ["hermes", "register"]	CODE
LOW	…in/.hermes/package/src/xberg_hermes_plugin/__init__.py	12	__all__ = ["hermes", "register"]	CODE
LOW	…parser-xberg/llama_index/node_parser/xberg/__init__.py	5	__all__ = ["XbergNodeParser"]	CODE
LOW	…ode-parser-xberg/llama_index/node_parser/xberg/base.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ex-readers-xberg/llama_index/readers/xberg/__init__.py	5	__all__ = ["XbergReader"]	CODE
LOW	…-index-readers-xberg/llama_index/readers/xberg/base.py	34	logger = logging.getLogger(__name__)	CODE
LOW	integrations/python/crewai/src/crewai_xberg/__init__.py	12	__all__ = [	CODE
LOW	…tions/python/surrealdb/src/surrealdb_xberg/__init__.py	9	__all__ = [	CODE
LOW	…tions/python/langchain/src/langchain_xberg/__init__.py	5	__all__ = ["XbergLoader"]	CODE
LOW	integrations/python/txtai/src/txtai_xberg/__init__.py	11	__all__ = [	CODE
LOW	scripts/ci/ruby/vendor-xberg-core.py	376	def _update_native_extension_toml(repo_root: Path) -> None:	CODE
LOW	packages/python/xberg/__init__.py	454	__all__ = [	CODE
LOW	packages/python/xberg/exceptions.py	40	__all__ = [	CODE

AI Structural Patterns6 hits · 6 pts

Severity	File	Line	Context
LOW	…arsers/llama-index-node-parser-xberg/tests/conftest.py	60	CODE
LOW	…ex/readers/llama-index-readers-xberg/tests/conftest.py	48	CODE
LOW	…ex/readers/llama-index-readers-xberg/tests/conftest.py	83	CODE
LOW	…rations/python/surrealdb/src/surrealdb_xberg/schema.py	111	CODE
LOW	integrations/python/langchain/tests/conftest.py	124	CODE
LOW	packages/python/xberg/api.py	3591	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/actions/cache-benchmark-harness/action.yml	277	# Check if binary exists	COMMENT
LOW	.github/actions/cache-benchmark-harness/action.yml	283	# Check if binary is executable	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	integrations/scripts/publish-placeholders.sh	12	# Usage:	COMMENT

xberg-io/xberg

Open-Source Code Quality, Security and Technical Debt Review