VectifyAI/PageIndex

Pattern Findings

73 matches across 11 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers26 hits · 25 pts

Severity	File	Line	Snippet
LOW	pageindex/page_index.py	48	async def check_title_appearance_in_start(title, page_text, model=None, logger=None):
LOW	pageindex/page_index.py	74	async def check_title_appearance_in_start_concurrent(structure, page_list, model=None, logger=None):
LOW	pageindex/page_index.py	125	def check_if_toc_extraction_is_complete(content, toc, model=None):
LOW	pageindex/page_index.py	143	def check_if_toc_transformation_is_complete(content, toc, model=None):
LOW	pageindex/page_index.py	379	def extract_matching_page_pairs(toc_page, toc_physical_index, start_page_index):
LOW	pageindex/page_index.py	416	def add_page_offset_to_toc_json(data, offset):
LOW	pageindex/page_index.py	494	def remove_first_physical_index_section(text):
LOW	pageindex/page_index.py	597	def process_toc_no_page_numbers(toc_content, toc_page_list, page_list, start_index=1, model=None, logger=None):
LOW	pageindex/page_index.py	622	def process_toc_with_page_numbers(toc_content, toc_page_list, page_list, toc_check_page_num=None, model=None, logger=Non
LOW	pageindex/page_index.py	656	def process_none_page_numbers(toc_items, page_list, start_index=1, model=None):
LOW	pageindex/page_index.py	740	async def single_toc_item_index_fixer(section_title, content, model=None):
LOW	pageindex/page_index.py	878	async def fix_incorrect_toc_with_retries(toc_with_page_number, page_list, incorrect_results, start_index=1, max_attempts
LOW	pageindex/page_index.py	1000	async def process_large_node_recursively(node, page_list, opt=None, logger=None):
LOW	pageindex/page_index.py	1124	def validate_and_truncate_physical_indices(toc_with_page_number, page_list_length, start_index=1, logger=None):
LOW	pageindex/client.py	18	def _normalize_retrieve_model(model: str) -> str:
LOW	pageindex/utils.py	248	def get_first_start_page_from_text(text):
LOW	pageindex/utils.py	255	def get_last_start_page_from_text(text):
LOW	pageindex/utils.py	420	def get_text_of_pdf_pages_with_labels(pdf_pages, start_page, end_page):
LOW	pageindex/utils.py	518	def convert_physical_index_to_int(data):
LOW	pageindex/utils.py	565	def add_node_text_with_labels(node, pdf_pages):
LOW	pageindex/utils.py	589	async def generate_summaries_for_structure(structure, model=None):
LOW	pageindex/utils.py	599	def create_clean_structure_for_description(structure):
LOW	pageindex/page_index_md.py	19	async def generate_summaries_for_structure_md(structure, summary_token_threshold, model=None):
LOW	pageindex/page_index_md.py	32	def extract_nodes_from_markdown(markdown_content):
LOW	pageindex/page_index_md.py	62	def extract_node_text_content(node_list, markdown_lines):
LOW	pageindex/page_index_md.py	89	def update_node_list_with_text_token_count(node_list, model=None):

Unused Imports13 hits · 13 pts

Severity	File	Line
LOW	run_pageindex.py	4
LOW	examples/agentic_vectorless_rag_demo.py	31
LOW	pageindex/page_index.py	7
LOW	pageindex/page_index.py	9
LOW	pageindex/page_index.py	9
LOW	pageindex/__init__.py	1
LOW	pageindex/__init__.py	2
LOW	pageindex/__init__.py	3
LOW	pageindex/__init__.py	3
LOW	pageindex/__init__.py	3
LOW	pageindex/__init__.py	4
LOW	pageindex/page_index_md.py	6
LOW	pageindex/page_index_md.py	8

Deep Nesting15 hits · 12 pts

Severity	File	Line
LOW	examples/agentic_vectorless_rag_demo.py	55
LOW	examples/agentic_vectorless_rag_demo.py	89
LOW	pageindex/page_index.py	341
LOW	pageindex/page_index.py	379
LOW	pageindex/page_index.py	656
LOW	pageindex/page_index.py	696
LOW	pageindex/page_index.py	1124
LOW	pageindex/client.py	55
LOW	pageindex/utils.py	32
LOW	pageindex/utils.py	173
LOW	pageindex/utils.py	191
LOW	pageindex/utils.py	387
LOW	pageindex/utils.py	518
LOW	pageindex/utils.py	193
LOW	pageindex/page_index_md.py	135

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet
HIGH	pageindex/utils.py	267	# In Linux, only '/' and '\0' (null) are invalid in filenames.

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet
MEDIUM	pageindex/page_index.py	1095	# Create a clean structure without unnecessary fields for description generation
MEDIUM	pageindex/page_index_md.py	280	# Create a clean structure without unnecessary fields for description generation

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet
LOW	pageindex/page_index.py	771	# Check if list_index is valid
LOW	pageindex/page_index.py	825	# Check if the result is correct
LOW	pageindex/utils.py	212	# Check if the node is a leaf node
LOW	pageindex/utils.py	521	# Check if item is a dictionary and has 'physical_index' key

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet
LOW	pageindex/utils.py	49	except Exception as e:
LOW	pageindex/utils.py	75	except Exception as e:
LOW	pageindex/utils.py	128	except Exception as e:
MEDIUM	pageindex/utils.py	99	def extract_json(content):
LOW	pageindex/retrieve.py	134	except Exception as e:

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet
MEDIUM	pageindex/retrieve.py	10	# ── Helpers ──────────────────────────────────────────────────────────────────
MEDIUM	pageindex/retrieve.py	79	# ── Tool functions ────────────────────────────────────────────────────────────

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet
LOW	examples/agentic_vectorless_rag_demo.py	158	# Step 1: Index PDF and view tree structure
LOW	examples/agentic_vectorless_rag_demo.py	175	# Step 2: View document metadata
LOW	examples/agentic_vectorless_rag_demo.py	182	# Step 3: Agent Query

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet
MEDIUM	…es/workspace/12345678-abcd-4321-abcd-123456789abc.json	263	"content": "Attention ResidualsTECHNICALREPORT\n[52] Ashish Vaswani et al. “Attention is All you Need”. In:Advance

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet
LOW	.github/scripts/comment-on-duplicates.sh	5	# Usage:

Score History

Severity Breakdown

Pattern Findings