Repository Analysis

handsomestWei/patent-disclosure-skill

中国专利.skill:专利点挖掘与交底书(发明/实用/外观)编写,通俗解读专利,嗅探政策动向,辅助审查答复。

12.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of handsomestWei/patent-disclosure-skill, a Python project with 5,470 GitHub stars. SynthScan v2.0 examined 41,988 lines of code across 220 source files, recording 511 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 12.7 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

12.7
Adjusted Score
12.7
Raw Score
100%
Time Factor
2026-08-29
Last Push
5.5K
Stars
Python
Language
42.0K
Lines of Code
220
Files
511
Pattern Hits
2026-08-29
Scan Date
0.02
HC Hit Rate

What These Metrics Mean

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

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 0HIGH 5MEDIUM 2LOW 504

Directory Score Breakdown

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

Pattern Findings

The scanner identified 511 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers219 hits · 222 pts
SeverityFileLineSnippetContext
LOWtools/shared/md_to_docx.py193def _parse_hidden_image_comment(line: str) -> tuple[str, str] | None:CODE
LOWtools/shared/md_to_docx.py200def _try_embed_hidden_comment_line(CODE
LOWtools/shared/md_to_docx.py276def _fit_image_display_inches(CODE
LOWtools/shared/md_to_docx.py481def _iter_inline_paren_math_with_img(CODE
LOWtools/shared/md_to_docx.py519def _iter_inline_paren_math_bare(text: str) -> list[tuple[int, int, str]]:CODE
LOWtools/shared/md_to_docx.py548def _add_rich_content_to_paragraph(CODE
LOWtools/shared/md_to_docx.py1005def _line_has_embeddable_images(line: str) -> bool:CODE
LOWtools/shared/md_to_docx.py1018def _add_paragraph_with_inline_images(CODE
LOWtools/shared/mermaid_render.py187def ensure_step_ids_in_visible_labels(src: str) -> tuple[str, int]:CODE
LOWtools/shared/mermaid_render.py219def _is_mermaid_figure_comment(alt: str, src: str) -> bool:CODE
LOWtools/shared/docx_to_md.py33def _extension_for_content_type(content_type: str) -> str:CODE
LOWtools/shared/design_lineart_gate.py104def collect_source_images_from_plan(plan: dict[str, Any], case_dir: Path) -> list[str]:CODE
LOWtools/shared/image_gen.py94def is_qualified_existing_lineart(fig: dict[str, Any], case_dir: Path) -> bool:CODE
LOWtools/shared/image_gen.py115def is_design_photo_for_disclosure(fig: dict[str, Any], case_dir: Path) -> bool:CODE
LOWtools/shared/structure_lineart_gate.py160def collect_source_images_from_plan(plan: dict[str, Any], case_dir: Path) -> list[str]:CODE
LOWtools/shared/math_render.py90def normalize_latex_for_mathtext(body: str) -> str:STRING
LOWtools/shared/patent_type.py117def infer_patent_type_from_pub(pub: str | None) -> str | None:CODE
LOWtools/shared/patent_type.py132def infer_patent_type_from_biblio(text: str | None) -> str | None:CODE
LOWtools/shared/patent_type.py146def resolve_reader_patent_type(CODE
LOWtools/shared/patent_type.py211def google_patents_websearch_query(CODE
LOWtools/crawl/cnipa_epub_parse.py61def extract_class_codes_from_html(html: str) -> tuple[list[str], list[str]]:CODE
LOWtools/crawl/cnipa_epub_parse.py116def select_hits_for_disclosure(CODE
LOWtools/crawl/cnipa_epub_parse.py160def backfill_hits_for_disclosure(CODE
LOWtools/crawl/cnipa_epub_parse.py217def _extract_abstract_from_item_html(item_html: str) -> str | None:CODE
LOWtools/crawl/cnipa_epub_parse.py299def _parse_overview_card_layout(html: str) -> list[EpubSearchHit]:CODE
LOWtools/crawl/cnipa_epub_parse.py379def _parse_search_result_fallback_links(html: str) -> list[EpubSearchHit]:CODE
LOWtools/crawl/cnipa_epub_crawler.py188def apply_epub_advanced_type_filter(page: Page, patent_type: str = TYPE_ALL) -> None:CODE
LOWtools/crawl/cnipa_epub_crawler.py216def wait_for_epub_advanced_ready(page: Page, *, max_wait_sec: float | None = None) -> None:CODE
LOWtools/crawl/cnipa_epub_crawler.py357def search_epub_keyword_with_page(CODE
LOWtools/patent_reader/shared/common.py33def persisted_vault_config_path() -> Path:CODE
LOWtools/patent_reader/shared/common.py85def detect_obsidian_installed() -> dict:CODE
LOWtools/patent_reader/shared/common.py135def _parse_obsidian_json_vaults(cfg_path: Path) -> list[dict]:CODE
LOWtools/patent_reader/shared/common.py164def candidate_default_vault_paths() -> list[Path]:CODE
LOWtools/patent_reader/shared/common.py317def probe_obsidian_environment() -> dict:CODE
LOWtools/patent_reader/shared/common.py679def load_ipc_application_hints() -> list[dict]:CODE
LOWtools/patent_reader/extract/figure_extract.py144def _count_text_chars_in_bbox(page, bbox: tuple[float, float, float, float]) -> int:CODE
LOWtools/patent_reader/extract/figure_extract.py225def _estimate_bbox_near_caption(CODE
LOWtools/patent_reader/extract/figure_extract.py516def extract_patent_pdf_figures(CODE
LOWtools/patent_reader/extract/extract_patent_text.py183def extract_background_snippets(text: str) -> list[str]:CODE
LOWtools/patent_reader/extract/fetch_patent_pdf.py102def extract_pdf_urls_from_html(html: str, pub: str) -> list[str]:CODE
LOWtools/patent_reader/vault/schema_vault.py91def render_structure_section_md(schema: dict) -> str:CODE
LOWtools/patent_reader/vault/schema_vault.py140def render_appearance_section_md(schema: dict) -> str:CODE
LOWtools/patent_reader/vault/schema_vault.py211def upsert_appearance_section(content: str, section_md: str) -> str:CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py136def sanitize_user_facing_titles(content: str) -> str:CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py214def sanitize_internal_tool_leakage(content: str) -> str:CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py267def harvest_glossary_from_note(content: str) -> list[dict]:CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py301def merge_glossary_candidates(CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py357def copy_source_pdf_to_note_dir(CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py534def harvest_narrative_from_note(content: str) -> dict[str, str]:CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py588def _strip_stale_figure_blocks(content: str) -> str:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py56def split_cn_description_paragraphs(text: str) -> dict[str, str]:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py77def description_text_from_raw_sections(raw_sections_path: Path) -> str:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py95def load_description_paragraphs(workdir: Path | None) -> dict[str, str]:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py117def write_description_paragraphs_json(CODE
LOWtools/patent_reader/vault/desc_paragraphs.py187def parse_cited_paragraph_numbers(content: str) -> list[str]:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py195def paragraph_anchor_basename(pub: str) -> str:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py208def render_paragraph_anchor_note(CODE
LOWtools/patent_reader/vault/desc_paragraphs.py277def format_citation_wikilinks(pub: str, start: str, end: str | None = None) -> str:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py283def upgrade_legacy_citation_wikilinks(content: str, *, pub: str) -> str:CODE
LOWtools/patent_reader/vault/desc_paragraphs.py297def wikilink_description_citations(content: str, *, pub: str) -> str:CODE
159 more matches not shown…
Unused Imports121 hits · 121 pts
SeverityFileLineSnippetContext
LOWtools/shared/structure_callout_overlay.py12CODE
LOWtools/shared/md_to_docx.py25CODE
LOWtools/shared/formula_eval.py6CODE
LOWtools/shared/formula_paradigms.py10CODE
LOWtools/shared/formula_paradigms.py15CODE
LOWtools/shared/bootstrap_cad_venv.py13CODE
LOWtools/shared/gen_demo_snap_step.py10CODE
LOWtools/shared/step_to_views.py11CODE
LOWtools/shared/step_to_views.py46CODE
LOWtools/shared/structure_lineart_compose.py13CODE
LOWtools/shared/iteration_dialog_log.py5CODE
LOWtools/shared/mermaid_render.py25CODE
LOWtools/shared/docx_to_md.py14CODE
LOWtools/shared/latex_delimiters.py12CODE
LOWtools/shared/design_lineart_gate.py7CODE
LOWtools/shared/cad_venv.py9CODE
LOWtools/shared/check_formula_plan.py9CODE
LOWtools/shared/image_gen.py14CODE
LOWtools/shared/formula_chem.py6CODE
LOWtools/shared/browser.py13CODE
LOWtools/shared/stdio_utf8.py6CODE
LOWtools/shared/formula_units.py3CODE
LOWtools/shared/structure_lineart_gate.py7CODE
LOWtools/shared/pptx_to_md.py14CODE
LOWtools/shared/run_step_to_views.py9CODE
LOWtools/shared/cad_scan.py10CODE
LOWtools/shared/cad_formats.py3CODE
LOWtools/shared/math_render.py19CODE
LOWtools/shared/patent_type.py3CODE
LOWtools/shared/svg_screenshot.py13CODE
LOWtools/shared/math_to_omml.py11CODE
LOWtools/shared/math_to_omml.py205CODE
LOWtools/crawl/cnipa_epub_parse.py7CODE
LOWtools/crawl/cnipa_epub_search.py29CODE
LOWtools/crawl/cnipa_epub_search.py158CODE
LOWtools/crawl/cnipa_epub_crawler.py41CODE
LOWtools/patent_reader/shared/common.py2CODE
LOWtools/patent_reader/analyze/build_context_anchor.py12CODE
LOWtools/patent_reader/analyze/build_claim_mermaid.py8CODE
LOWtools/patent_reader/analyze/lint_patent_note.py10CODE
LOWtools/patent_reader/analyze/validate_public_clues.py12CODE
LOWtools/patent_reader/analyze/validate_claim_tree.py12CODE
LOWtools/patent_reader/extract/figure_extract.py10CODE
LOWtools/patent_reader/extract/extract_patent_text.py18CODE
LOWtools/patent_reader/extract/extract_patent_figures.py14CODE
LOWtools/patent_reader/extract/extract_patent_figures.py57CODE
LOWtools/patent_reader/extract/fetch_patent_pdf.py19CODE
LOWtools/patent_reader/extract/fetch_design_views.py26CODE
LOWtools/patent_reader/vault/link_patent_notes.py18CODE
LOWtools/patent_reader/vault/build_patent_canvas.py14CODE
LOWtools/patent_reader/vault/schema_vault.py3CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py13CODE
LOWtools/patent_reader/vault/desc_paragraphs.py10CODE
LOWtools/patent_reader/vault/check_obsidian_env.py15CODE
LOWtools/patent_reader/vault/note_cites.py5CODE
LOWtools/patent_reader/vault/materialize_public_clues.py16CODE
LOWtools/patent_reader/vault/patent_link.py2CODE
LOWtools/patent_reader/vault/obsidian.py2CODE
LOWtools/patent_reader/vault/setup_obsidian_vault.py9CODE
LOWtools/patent_reader/vault/clue_vault.py2CODE
61 more matches not shown…
Excessive Try-Catch Wrapping73 hits · 79 pts
SeverityFileLineSnippetContext
LOWtools/shared/structure_callout_overlay.py36 except Exception as exc:CODE
LOWtools/shared/md_to_docx.py146 except Exception:CODE
LOWtools/shared/md_to_docx.py438 except Exception:CODE
LOWtools/shared/md_to_docx.py477 except Exception:CODE
LOWtools/shared/formula_eval.py240 except Exception as exc:CODE
LOWtools/shared/bootstrap_cad_venv.py192 except Exception as e:CODE
LOWtools/shared/step_to_views.py49 except Exception as e:CODE
LOWtools/shared/step_to_views.py61 except Exception as e:CODE
LOWtools/shared/step_to_views.py112 except Exception as e:CODE
LOWtools/shared/step_to_views.py164 except Exception as e:CODE
LOWtools/shared/step_to_views.py190 except Exception as e:CODE
LOWtools/shared/step_to_views.py213 except Exception:CODE
LOWtools/shared/step_to_views.py275 except Exception:CODE
LOWtools/shared/step_to_views.py396 except Exception:CODE
LOWtools/shared/step_to_views.py517 except Exception as e:CODE
LOWtools/shared/structure_lineart_compose.py33 except Exception as exc:CODE
LOWtools/shared/structure_lineart_compose.py526 except Exception as exc:CODE
LOWtools/shared/mermaid_render.py107 except Exception:CODE
LOWtools/shared/mermaid_render.py117 except Exception:CODE
LOWtools/shared/mermaid_render.py125 except Exception:CODE
LOWtools/shared/mermaid_render.py258 except Exception as e:CODE
LOWtools/shared/mermaid_render.py317 except Exception as e:CODE
LOWtools/shared/docx_to_md.py74 except Exception as e:CODE
LOWtools/shared/design_lineart_gate.py44 except Exception:CODE
LOWtools/shared/design_lineart_gate.py230 except Exception:CODE
LOWtools/shared/image_gen.py261 except Exception:CODE
LOWtools/shared/browser.py104 except Exception as e:CODE
LOWtools/shared/browser.py147 except Exception as e:CODE
MEDIUMtools/shared/browser.py43def playwright_installed() -> bool:CODE
LOWtools/shared/structure_lineart_gate.py44 except Exception:CODE
LOWtools/shared/structure_lineart_gate.py335 except Exception:CODE
LOWtools/shared/pptx_to_md.py86 except Exception as e:CODE
LOWtools/shared/pptx_to_md.py111 except Exception as e:CODE
MEDIUMtools/shared/pptx_to_md.py21def _require_pptx():CODE
LOWtools/shared/run_step_to_views.py88 except Exception as e:CODE
LOWtools/shared/math_render.py163 except Exception as e:CODE
LOWtools/shared/svg_screenshot.py248 except Exception as e:CODE
LOWtools/shared/svg_screenshot.py254 except Exception as e:CODE
LOWtools/shared/svg_screenshot.py260 except Exception:CODE
LOWtools/shared/svg_screenshot.py265 except Exception:CODE
LOWtools/shared/svg_screenshot.py269 except Exception:CODE
LOWtools/shared/math_to_omml.py195 except Exception:CODE
LOWtools/crawl/cnipa_epub_search.py179 except Exception as e:CODE
LOWtools/crawl/cnipa_epub_crawler.py146 except Exception:CODE
LOWtools/crawl/cnipa_epub_crawler.py422 except Exception as e:CODE
LOWtools/patent_reader/shared/common.py705 except Exception:CODE
LOWtools/patent_reader/extract/figure_extract.py71 except Exception:CODE
LOWtools/patent_reader/extract/figure_extract.py95 except Exception:CODE
LOWtools/patent_reader/extract/figure_extract.py363 except Exception:CODE
LOWtools/patent_reader/extract/figure_extract.py411 except Exception:CODE
LOWtools/patent_reader/extract/figure_extract.py464 except Exception:CODE
LOWtools/patent_reader/extract/fetch_patent_pdf.py314 except Exception as e:CODE
LOWtools/patent_reader/extract/fetch_design_views.py159 except Exception:CODE
LOWtools/patent_reader/extract/fetch_design_views.py218 except Exception:CODE
LOWtools/patent_reader/extract/fetch_design_views.py423 except Exception as e:CODE
LOWtools/patent_reader/vault/clue_vault.py394 except Exception:CODE
LOWtools/patent_reader/vault/clue_vault.py404 except Exception:CODE
LOWtools/oa/search_cases.py147 except Exception as exc:CODE
LOWtools/oa/config.py103 except Exception:CODE
LOWtools/oa/config.py624 except Exception as exc:CODE
13 more matches not shown…
Deep Nesting65 hits · 63 pts
SeverityFileLineSnippetContext
LOWtools/shared/structure_callout_overlay.py109CODE
LOWtools/shared/md_to_docx.py225CODE
LOWtools/shared/md_to_docx.py442CODE
LOWtools/shared/md_to_docx.py481CODE
LOWtools/shared/md_to_docx.py519CODE
LOWtools/shared/md_to_docx.py548CODE
LOWtools/shared/md_to_docx.py865CODE
LOWtools/shared/md_to_docx.py1042CODE
LOWtools/shared/step_to_views.py95CODE
LOWtools/shared/structure_lineart_compose.py147CODE
LOWtools/shared/structure_lineart_compose.py274CODE
LOWtools/shared/structure_lineart_compose.py338CODE
LOWtools/shared/mermaid_render.py227CODE
LOWtools/shared/mermaid_render.py443CODE
LOWtools/shared/latex_delimiters.py53CODE
LOWtools/shared/check_formula_plan.py59CODE
LOWtools/shared/image_gen.py251CODE
LOWtools/shared/formula_chem.py59CODE
LOWtools/shared/formula_chem.py67CODE
LOWtools/shared/formula_units.py82CODE
LOWtools/shared/structure_lineart_gate.py83CODE
LOWtools/shared/structure_lineart_gate.py186CODE
LOWtools/shared/pptx_to_md.py65CODE
LOWtools/shared/math_render.py40CODE
LOWtools/shared/math_render.py206CODE
LOWtools/shared/svg_screenshot.py188CODE
LOWtools/shared/math_to_omml.py86CODE
LOWtools/crawl/cnipa_epub_search.py52CODE
LOWtools/crawl/cnipa_epub_crawler.py293CODE
LOWtools/patent_reader/shared/common.py85CODE
LOWtools/patent_reader/shared/common.py182CODE
LOWtools/patent_reader/shared/common.py216CODE
LOWtools/patent_reader/shared/common.py430CODE
LOWtools/patent_reader/shared/common.py530CODE
LOWtools/patent_reader/shared/common.py600CODE
LOWtools/patent_reader/shared/common.py679CODE
LOWtools/patent_reader/shared/common.py755CODE
LOWtools/patent_reader/analyze/lint_patent_note.py63CODE
LOWtools/patent_reader/extract/figure_extract.py161CODE
LOWtools/patent_reader/extract/fetch_design_views.py130CODE
LOWtools/patent_reader/extract/fetch_design_views.py224CODE
LOWtools/patent_reader/vault/schema_vault.py37CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py534CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py620CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py718CODE
LOWtools/patent_reader/vault/note_cites.py390CODE
LOWtools/patent_reader/vault/patent_link.py239CODE
LOWtools/patent_reader/vault/patent_link.py571CODE
LOWtools/patent_reader/vault/obsidian.py101CODE
LOWtools/patent_reader/vault/obsidian.py399CODE
LOWtools/patent_reader/vault/obsidian.py539CODE
LOWtools/patent_reader/vault/obsidian.py950CODE
LOWtools/patent_reader/vault/obsidian.py1168CODE
LOWtools/patent_reader/vault/obsidian.py2080CODE
LOWtools/patent_reader/vault/clue_vault.py202CODE
LOWtools/patent_reader/vault/clue_vault.py713CODE
LOWtools/patent_reader/vault/clue_vault.py827CODE
LOWtools/patent_reader/vault/clue_vault.py996CODE
LOWtools/patent_reader/vault/clue_vault.py1525CODE
LOWtools/oa/config.py87CODE
5 more matches not shown…
Cross-Language Confusion5 hits · 22 pts
SeverityFileLineSnippetContext
HIGHtools/shared/mermaid_render.py71 return null;CODE
HIGHtools/shared/mermaid_render.py73 return String(e && e.message ? e.message : e);CODE
HIGHtools/patent_reader/extract/fetch_design_views.py298 "img", "els => els.map(e => e.currentSrc || e.src || '')"CODE
HIGHtools/oa/store.py78 case_id text not null,CODE
HIGHtests/crawl/test_cnipa_epub_chain.py5需已安装:pip install -r tools/crawl/requirements-cnipa.txt && python -m playwright install chromiumSTRING
Over-Commented Block10 hits · 10 pts
SeverityFileLineSnippetContext
LOWrequirements.txt1# Used by tools/shared/md_to_docx.py, docx_to_md.py, pptx_to_md.py,COMMENT
LOWrequirements.txt21# only if no system browser: python -m playwright install chromiumCOMMENT
LOWtools/shared/gen_demo_snap_step.py101#{a+2}=PRODUCT('demo_snap_plate','demo_snap_plate','teaching STEP for cad_scan / step_to_views',(#{a+3}));COMMENT
LOWtools/shared/requirements-step.txt1# CadQuery/OCP: STEP -> SVG. Install ONLY into tools/shared/cad-envCOMMENT
LOWtools/crawl/requirements-cnipa.txt1# 国知局公布公告站检索(tools/crawl/cnipa_epub_search.py / cnipa_epub_crawler.py)依赖COMMENT
LOWreferences/schemas/oa_playbook.schema.yaml21COMMENT
LOW…ferences/schemas/structure_callout_anchors.schema.yaml41# 1. Read 叠标后的 PNG/SVG,按 parts 名称核对每条引出线末端。COMMENT
LOW…ferences/schemas/structure_lineart_compose.schema.yaml41# - slot 缺省:assembly 则跟 crop_box 或铺满画布;exploded 则自动网格。COMMENT
LOWdocs/oa/embedding.config.yaml1# 模式 D · 向量嵌入配置(仓库模板种子)COMMENT
LOW.github/workflows/update-star-history.yml1# Update star history (orphan branch)COMMENT
Fake / Example Data10 hits · 10 pts
SeverityFileLineSnippetContext
LOWtools/shared/structure_lineart_compose.py212 if source not in {"crop", "image", "placeholder"}:CODE
LOWtools/shared/structure_lineart_compose.py361 source = str(item.get("source") or "placeholder")CODE
LOWtools/patent_reader/extract/figure_extract.py337 return "placeholder"CODE
LOWtools/patent_reader/extract/figure_extract.py484 "decision": "placeholder",CODE
LOWtools/patent_reader/extract/figure_extract.py486 f"嵌入图{img_index + 1}", page_number, fname, "placeholder", qualityCODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py446 if decision == "placeholder" and status == "review":CODE
LOWtools/patent_reader/vault/write_patent_obsidian_note.py508 "decision": "placeholder",CODE
LOWtests/shared/test_structure_lineart_compose.py104 "source": "placeholder",CODE
LOWtests/shared/test_structure_lineart_compose.py144 self.assertIn('data-source="placeholder"', text)CODE
LOWtests/shared/test_structure_lineart_compose.py170 "source": "placeholder",CODE
AI Structural Patterns7 hits · 6 pts
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LOWtools/shared/math_render.py110CODE
LOWtools/patent_reader/shared/common.py527CODE
LOWtools/patent_reader/vault/desc_paragraphs.py294CODE
LOWtools/patent_reader/vault/patent_link.py783CODE
LOWtools/patent_reader/vault/obsidian.py1168CODE
LOWtools/patent_reader/vault/clue_vault.py74CODE
LOWtools/oa/config.py383CODE
Modern Structural Boilerplate1 hit · 1 pts
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LOWtools/shared/md_to_docx.py775def _set_paragraph_num_id(paragraph, num_id: int) -> None:CODE