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AI Slop Code RIsk Monitor

opendataloader-project/opendataloader-pdf

PDF Parser for AI-ready data. Automate PDF accessibility. Open-source.

12.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for opendataloader-project/opendataloader-pdf, a Java project with 29,519 GitHub stars. SynthScan examined 58,793 lines of code across 296 source files, recording 408 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 12.3 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

12.3
Adjusted Signal
12.3
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
29.5K
Stars
Java
Language
58.8K
Lines of Code
296
Files
408
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 19.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 227 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 39.2/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 335 finding(s).

PR Review Velocity Impact 47.4/100 · MEDIUM

Which changes need focused human review? 408 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 4HIGH 5MEDIUM 143LOW 256

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 408 distinct pattern matches across 16 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.

Decorative Section Separators134 hits · 356 pts
SeverityFileLineSnippetContext
MEDIUM⚡verification/ci-verify.py26# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py28# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py31# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py33# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py57# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py62# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py69# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py71# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py90# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py92# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py96# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py98# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py158# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py160# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py234# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py236# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py259# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py261# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py321# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py323# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py662# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py670# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py827# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py829# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py838 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py840 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py980 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py982 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py988 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py990 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py999 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1001 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1009 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1011 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1227 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1229 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1239 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1241 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1489 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1491 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1498 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1500 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1507 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1509 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1515 # ------------------------------------------------------------------COMMENT
MEDIUM⚡verification/ci-verify.py1517 # ------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py136# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py138# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py355# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py357# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py376# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py378# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py439# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py455# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py488# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py490# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py512# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py519# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py607# ---------------------------------------------------------------------------COMMENT
MEDIUMverification/ci-verify.py614# ---------------------------------------------------------------------------COMMENT
74 more matches not shown…
Hyper-Verbose Identifiers170 hits · 174 pts
SeverityFileLineSnippetContext
LOW…n/opendataloader-pdf/tests/test_convert_integration.py6def test_convert_generates_output(input_pdf, output_dir):CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py47def test_defaults_preserve_prior_behavior():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py56def test_disable_ocr_sets_do_ocr_false():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py62def test_ocr_engine_tesseract_yields_tesseract_options():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py70def test_ocr_engine_rapidocr_yields_rapidocr_options():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py78def test_force_full_page_ocr_propagates_to_engine_options():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py86def test_ocr_lang_overrides_engine_default():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py94def test_psm_is_applied_to_tesseract():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py100def test_psm_is_ignored_for_non_tesseract_engines():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py107def test_ocr_engine_auto_yields_auto_options():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py115def test_unknown_engine_raises_value_error_with_clear_message():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py228def test_engine_check_easyocr_always_ok():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py235def test_engine_check_auto_always_ok():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py242def test_engine_check_unknown_kind_returns_false():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py257def test_engine_check_tesseract_missing_binary():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py266def test_engine_check_tesseract_present():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py274def test_engine_check_tesserocr_missing_package():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py283def test_engine_check_rapidocr_missing_package():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py292def test_engine_check_rapidocr_missing_onnxruntime():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py374def test_no_ocr_no_warning_when_engine_left_default(monkeypatch, caplog):CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py382def test_no_ocr_warns_when_ocr_lang_set(monkeypatch, caplog):CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py389def test_no_ocr_warns_when_psm_set(monkeypatch, caplog):CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py396def test_no_ocr_alone_emits_no_warning(monkeypatch, caplog):CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py500def test_heading_hierarchy_defaults_off():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py506def test_heading_hierarchy_enabled_when_requested():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py516def test_heading_hierarchy_keeps_inference_signals_on():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py525def test_heading_hierarchy_keeps_parsed_pages_for_style_inference():CODE
LOW⚡…dataloader-pdf/tests/test_hybrid_server_ocr_options.py535def test_parsed_pages_not_generated_when_hierarchy_off():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py26def _capture_pipeline_options(**kwargs):CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py129def test_create_converter_rejects_denylisted_engine():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py186def test_argparse_no_ocr_and_force_ocr_are_mutually_exclusive():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py194def test_argparse_kserve_engine_is_rejected():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py213def test_argparse_psm_accepted_as_integer():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py306def test_engine_check_ocrmac_off_macos():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py314def test_engine_check_ocrmac_on_macos_missing_package():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py352def test_no_ocr_warns_when_engine_explicitly_set(monkeypatch, caplog):CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py361def test_no_ocr_warns_when_engine_explicitly_set_to_easyocr(monkeypatch, caplog):CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py409def test_main_exits_when_tesseract_binary_missing(monkeypatch, caplog):CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py428def test_main_skips_engine_check_when_no_ocr(monkeypatch, caplog):CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py450def test_every_cli_engine_choice_has_a_probe_branch():CODE
LOW…dataloader-pdf/tests/test_hybrid_server_ocr_options.py478def test_converter_restricts_input_to_pdf():CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py32 def test_partial_success_status(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py45 def test_partial_success_multiple_failed_pages(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py60 def test_partial_success_no_page_range_with_total_pages(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py74 def test_partial_success_no_page_range_fallback(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py86 def test_success_no_errors_field(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py97 def test_document_field_present(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py109 def test_partial_success_first_page_failed_with_page_range(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py120 def test_partial_success_last_page_failed_with_page_range(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py131 def test_partial_success_all_pages_failed(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py143 def test_partial_success_all_pages_failed_with_total_pages(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py156 def test_failure_status_no_failed_pages_detection(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py168 def test_partial_success_missing_pages_key(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py184 def test_std_bad_alloc_errors(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py222 def test_failed_pages_with_empty_entries_in_pages_dict(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py233 def test_boundary_pages_detected_via_errors(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py245 def test_both_strategies_combined(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py260 def test_overlap_between_gap_and_error_is_deduplicated(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py271 def test_duplicate_page_in_errors(self):CODE
LOW…loader-pdf/tests/test_hybrid_server_partial_success.py279 def test_no_page_pattern_errors_falls_back_to_gap(self):CODE
110 more matches not shown…
Hallucination Indicators4 hits · 50 pts
SeverityFileLineSnippetContext
CRITICAL…opendataloader/pdf/processors/ParentTreeOrderTest.java225 org.junit.jupiter.api.Assertions.assertEquals(expected, actual, message);CODE
CRITICAL…g/opendataloader/pdf/processors/DocumentProcessor.java649// org.verapdf.gf.model.impl.containers.StaticContainers.setFlavour(Collections.singletonList(PDFAFlavour.WCAG_2_COMMENT
CRITICAL…g/opendataloader/pdf/processors/DocumentProcessor.java788 org.verapdf.gf.model.impl.containers.StaticContainers.clearAllContainers();CODE
CRITICAL…main/java/org/opendataloader/pdf/api/OutputWriter.java40 * org.opendataloader.pdf.processors.DocumentProcessor.extractContents(COMMENT
Empty Error Handlers5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHpython/opendataloader-pdf/tests/test_hybrid_server.py32except ImportError:CODE
HIGHpython/opendataloader-pdf/tests/test_hybrid_server.py51except ImportError:CODE
HIGHverification/ci-verify.py23except AttributeError:CODE
HIGHskills/odl-pdf/scripts/verify-json.py29except (AttributeError, OSError):CODE
HIGHskills/odl-pdf/scripts/quick-eval.py30except (AttributeError, OSError):CODE
Excessive Try-Catch Wrapping18 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUM…on/opendataloader-pdf/src/opendataloader_pdf/runner.py91 print("Error running opendataloader-pdf CLI.", file=sys.stderr)CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py329 except Exception as e:CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py573 except Exception as e:CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1140 except Exception as e:CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1391 except Exception:CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1396 except Exception as e:CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1532 except Exception as e:CODE
LOW⚡verification/ci-verify.py153 except Exception as exc:CODE
LOW⚡verification/ci-verify.py229 except Exception as exc:CODE
LOW⚡verification/ci-verify.py254 except Exception as exc:CODE
LOW⚡verification/ci-verify.py316 except Exception as exc:CODE
LOWverification/ci-verify.py197 except Exception as exc:CODE
LOWverification/ci-verify.py213 except Exception as exc:CODE
LOWverification/ci-verify.py401 except Exception as exc:CODE
LOWbuild-scripts/fetch_shaded_jar.py44 except Exception:CODE
MEDIUM⚡build-scripts/set_version.py36 print(f"Error: VERSION file not found at {version_path}")CODE
MEDIUM⚡build-scripts/set_version.py39 print(f"Error: Java pom.xml not found at {java_pom_path}")CODE
MEDIUM⚡build-scripts/set_version.py42 print(f"Error: Python pyproject.toml not found at {python_pyproject_path}")CODE
Over-Commented Block22 hits · 21 pts
SeverityFileLineSnippetContext
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py221 # and timings, so uvicorn's access line would only repeat the requestCOMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java201 Assertions.assertTrue(chunk1.getIsStrikethroughText(),COMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java301 TextChunk textChunk = new TextChunk(new BoundingBox(0, 10.0, 100.0, 60.0, 120.0),COMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java321//COMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java341// TextChunk textChunk = new TextChunk(new BoundingBox(0, 10.0, 100.0, 60.0, 120.0),COMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java361//COMMENT
LOW…loader/pdf/processors/TextDecorationProcessorTest.java481//COMMENT
LOW…ndataloader/pdf/processors/ParagraphProcessorTest.java61 * {`@code` detectTwoLinesParagraphs}), the right-alignment pass must claim the blocks first,COMMENT
LOW…g/opendataloader/pdf/processors/DocumentProcessor.java381 HeaderFooterProcessor.processHeadersAndFooters(contents, false);COMMENT
LOW…endataloader/pdf/processors/ClusterTableProcessor.java101//// SemanticTextNode semanticTextNode = new SemanticTextNode((TextChunk)chunk);COMMENT
LOW…pendataloader/pdf/processors/AutoTaggingProcessor.java841 // result is valid for PDF 1.7 tagged-PDF consumers.COMMENT
LOW…pendataloader/pdf/processors/AutoTaggingProcessor.java921 // children — but it puts the caption's text in the figure's subtree,COMMENT
LOW…pendataloader/pdf/processors/AutoTaggingProcessor.java941 cosDocument.addChangedObject(figureParent);COMMENT
LOW…dataloader/pdf/processors/HybridDocumentProcessor.java381 ElementMetadata meta = detached.get(oldId);COMMENT
LOW…dataloader/pdf/processors/HybridDocumentProcessor.java901 // caption) survives the SemanticPicture → EnrichedImageChunkCOMMENT
LOW…ava/org/opendataloader/pdf/hybrid/TriageProcessor.java741 // Signal 4: Suspicious text patterns (catches borderless tables)COMMENT
LOWverification/ci-verify.py441#COMMENT
LOWverification/ci-verify.py741COMMENT
LOWscripts/run-cli.sh1#!/bin/bashCOMMENT
LOWscripts/bench.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/preflight.sh1#!/bin/bashCOMMENT
LOWscripts/build-all.sh1#!/bin/bashCOMMENT
Modern AI Meta-Vocabulary5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md581### What is the best PDF parser for RAG?COMMENT
MEDIUMREADME.md635### How do I chunk PDFs for RAG?COMMENT
MEDIUMREADME.md639### How do I cite PDF sources in RAG answers?COMMENT
MEDIUMexamples/python/rag/README.md1# RAG Examples for OpenDataLoader PDFCOMMENT
MEDIUMskills/odl-pdf/references/integration-examples.md68## The RAG handoff — route structured output through a file, then parse itCOMMENT
Deep Nesting15 hits · 13 pts
SeverityFileLineSnippetContext
LOWpython/opendataloader-pdf/tests/test_hybrid_server.py8CODE
LOWpython/opendataloader-pdf/tests/test_hybrid_server.py38CODE
LOWpython/opendataloader-pdf/tests/test_hybrid_server.py57CODE
LOW…on/opendataloader-pdf/src/opendataloader_pdf/runner.py13CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py645CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1046CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1549CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py1170CODE
LOW…r-pdf-core/src/test/resources/generate-cid-test-pdf.py53CODE
LOWverification/ci-verify.py272CODE
LOWverification/ci-verify.py521CODE
LOWverification/ci-verify.py831CODE
LOWexamples/python/rag/basic_chunking.py63CODE
LOWskills/odl-pdf/scripts/verify-json.py56CODE
LOWbuild-scripts/fetch_shaded_jar.py19CODE
Unused Imports12 hits · 11 pts
SeverityFileLineSnippetContext
LOWpython/opendataloader-pdf/tests/test_hybrid_server.py4CODE
LOW…opendataloader-pdf/tests/test_hybrid_server_unicode.py10CODE
LOWpython/opendataloader-pdf/tests/test_cli_options.py3CODE
LOW…n/opendataloader-pdf/src/opendataloader_pdf/wrapper.py9CODE
LOW…/opendataloader-pdf/src/opendataloader_pdf/__init__.py1CODE
LOW…/opendataloader-pdf/src/opendataloader_pdf/__init__.py1CODE
LOW…/opendataloader-pdf/src/opendataloader_pdf/__init__.py1CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py79CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py778CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py782CODE
LOW…r-pdf-core/src/test/resources/generate-cid-test-pdf.py26CODE
LOWexamples/python/batch/batch_processing.py16CODE
Verbosity Indicators4 hits · 8 pts
SeverityFileLineSnippetContext
LOWscripts/bench.sh46# Step 1: Build Java if neededCOMMENT
LOW⚡scripts/bench.sh57# Step 2: Clone or update bench repoCOMMENT
LOW⚡scripts/bench.sh66# Step 3: Find JAR pathCOMMENT
LOW⚡scripts/bench.sh73# Step 4: Run benchmark with JARCOMMENT
Structural Annotation Overuse4 hits · 8 pts
SeverityFileLineSnippetContext
LOWscripts/bench.sh46# Step 1: Build Java if neededCOMMENT
LOW⚡scripts/bench.sh57# Step 2: Clone or update bench repoCOMMENT
LOW⚡scripts/bench.sh66# Step 3: Find JAR pathCOMMENT
LOW⚡scripts/bench.sh73# Step 4: Run benchmark with JARCOMMENT
Fake / Example Data5 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡samples/json/lorem.json19 "content" : "Lorem Ipsum"CODE
LOW⚡samples/json/lorem.json29 "content" : "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOW⚡samples/json/lorem.json29 "content" : "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOWverification/ci-verify.py762 ("email", "alice.smith@example.org", "email@example.com"),CODE
LOWnode/opendataloader-pdf/test/executeJar.unit.test.ts71 await expect(promise).resolves.toBe('Lorem ipsum dolor');CODE
AI Structural Patterns5 hits · 5 pts
SeverityFileLineSnippetContext
LOW…n/opendataloader-pdf/src/opendataloader_pdf/wrapper.py16CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py887CODE
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LOW…n/opendataloader-pdf/src/opendataloader_pdf/wrapper.py12__all__ = ["convert", "run", "run_jar", "main"]CODE
LOW…/opendataloader-pdf/src/opendataloader_pdf/__init__.py3__all__ = ["run", "convert", "run_jar"]CODE
LOW…dataloader-pdf/src/opendataloader_pdf/hybrid_server.py239logger = logging.getLogger(__name__)CODE
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LOWscripts/run-cli.sh22# Check if Java is installedCOMMENT
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LOWscripts/bench.sh6# Usage:COMMENT