HKUDS/RAG-Anything

34.5

Adjusted Score

34.5

Raw Score

100%

Time Factor

2026-07-09

Last Push

22.2K

Stars

Python

Language

29.9K

Lines of Code

Files

734

Pattern Hits

2026-07-14

Scan Date

0.30

HC Hit Rate

What These Metrics Mean

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

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

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

CRITICAL 0HIGH 24MEDIUM 103LOW 607

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 734 distinct pattern matches across 17 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 Identifiers287 hits · 294 pts

Severity	File	Line	Snippet	Context
LOW	README.md	474	async def process_multimodal_content():	CODE
LOW	README.md	601	async def process_multimodal_content(self, modal_content, content_type, file_path, entity_name):	STRING
LOW	README.md	819	async def insert_content_list_example():	CODE
LOW	README_zh.md	454	async def process_multimodal_content():	CODE
LOW	README_zh.md	581	async def process_multimodal_content(self, modal_content, content_type, file_path, entity_name):	STRING
LOW	README_zh.md	798	async def insert_content_list_example():	CODE
LOW	reproduce/llm_answer_evaluator.py	46	def get_accuracy_evaluation_prompt(	CODE
LOW	reproduce/llm_answer_evaluator.py	491	async def evaluate_multiple_results(	CODE
LOW	reproduce/llm_answer_evaluator.py	848	async def evaluate_standard_rag_results(	CODE
LOW	reproduce/llm_answer_evaluator.py	1058	def generate_evaluation_report(self, total_time: float):	CODE
LOW	reproduce/llm_answer_evaluator.py	1489	def load_existing_evaluations(self):	CODE
LOW	reproduce/llm_answer_evaluator.py	1544	def update_evaluation_results_list(self, new_results: List[Dict[str, Any]]):	CODE
LOW	reproduce/llm_answer_evaluator.py	1566	def persist_single_evaluation(self, evaluation_result: Dict[str, Any]):	CODE
LOW	reproduce/llm_answer_evaluator.py	89	def get_comprehensive_evaluation_prompt(	STRING
LOW	reproduce/llm_answer_evaluator.py	213	def create_fallback_evaluation(self, response: str) -> Dict[str, Any]:	STRING
LOW	tests/test_full_entities_merge.py	10	def _load_merge_logic_function_source():	CODE
LOW	tests/test_full_entities_merge.py	52	def test_implementation_preserves_existing_metadata_fields():	CODE
LOW	tests/test_full_entities_merge.py	59	def test_create_new_full_entities_entry():	CODE
LOW	tests/test_full_entities_merge.py	74	def test_preserves_existing_fields_when_merging_multimodal_entities():	CODE
LOW	tests/test_full_entities_merge.py	95	def test_deduplicates_new_entity_names_without_reordering_existing_ones():	CODE
LOW	tests/test_callbacks.py	36	def on_multimodal_item_complete(	CODE
LOW	tests/test_callbacks.py	64	def test_register_and_dispatch(self):	CODE
LOW⚡	tests/test_callbacks.py	90	def test_register_rejects_non_callback(self):	CODE
LOW⚡	tests/test_callbacks.py	95	def test_dispatch_handles_callback_errors(self):	CODE
LOW⚡	tests/test_callbacks.py	105	def test_dispatch_unknown_event(self):	CODE
LOW⚡	tests/test_callbacks.py	113	def test_event_log_disabled_by_default(self):	CODE
LOW	tests/test_callbacks.py	184	def test_process_document_emits_callbacks(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_callbacks.py	255	def test_query_emits_callbacks(self, monkeypatch):	CODE
LOW	tests/test_resilience.py	21	def test_retries_on_transient_error(self):	CODE
LOW	tests/test_resilience.py	39	def test_raises_after_max_attempts(self):	CODE
LOW	tests/test_resilience.py	51	def test_does_not_retry_non_retryable(self):	CODE
LOW	tests/test_resilience.py	110	async def test_retries_on_transient_error(self):	CODE
LOW	tests/test_resilience.py	129	async def test_raises_after_max_attempts(self):	CODE
LOW	tests/test_resilience.py	143	def test_retry_rejects_invalid_max_attempts(self):	CODE
LOW	tests/test_resilience.py	156	def test_retry_rejects_invalid_delays(self):	CODE
LOW	tests/test_resilience.py	170	async def test_async_retry_rejects_invalid_max_attempts(self):	CODE
LOW	tests/test_resilience.py	184	async def test_async_retry_rejects_invalid_delays(self):	CODE
LOW	tests/test_resilience.py	199	def test_default_retry_does_not_retry_oserror_subclasses(self):	CODE
LOW	tests/test_resilience.py	217	def test_closed_state_allows_calls(self):	CODE
LOW	tests/test_resilience.py	227	def test_opens_after_threshold(self):	CODE
LOW	tests/test_resilience.py	243	def test_half_open_after_timeout(self):	CODE
LOW	tests/test_resilience.py	259	def test_failure_threshold_resets_outside_window(self):	CODE
LOW	tests/test_resilience.py	291	def test_application_error_does_not_trip_breaker(self):	CODE
LOW	tests/test_resilience.py	307	def test_half_open_allows_single_trial_call(self):	CODE
LOW	tests/test_insert_content_list.py	22	def _install_minimal_lightrag_stubs():	CODE
LOW⚡	tests/test_insert_content_list.py	116	async def _ensure_lightrag_initialized(self):	CODE
LOW⚡	tests/test_insert_content_list.py	124	def _generate_content_based_doc_id(self, content_list):	CODE
LOW⚡	tests/test_insert_content_list.py	127	async def _process_multimodal_content(self, multimodal_items, file_ref, doc_id):	CODE
LOW⚡	tests/test_insert_content_list.py	131	def test_insert_content_list_defers_status_until_after_text_insert():	CODE
LOW	tests/test_insert_content_list.py	157	def test_process_document_complete_defers_status_until_after_text_insert():	CODE
LOW	tests/test_insert_content_list.py	179	def test_process_document_complete_keeps_status_for_multimodal_only_content():	CODE
LOW	tests/test_insert_content_list.py	196	def test_insert_content_list_keeps_status_for_multimodal_only_content():	CODE
LOW	tests/test_doc_status_creation.py	75	async def test_insert_text_content_with_multimodal_falls_back_for_old_lightrag(	CODE
LOW	tests/test_doc_status_creation.py	121	async def test_process_document_complete_bootstraps_doc_status(	CODE
LOW	tests/test_doc_status_creation.py	169	async def fake_ensure_lightrag_initialized():	CODE
LOW	tests/test_doc_status_creation.py	196	async def test_image_only_document_falls_back_when_multimodal_flag_is_unsupported(	CODE
LOW	tests/test_doc_status_creation.py	246	async def fake_ensure_lightrag_initialized():	CODE
LOW	tests/test_doc_status_creation.py	263	async def fake_process_multimodal_content(multimodal_items, file_name, doc_id):	CODE
LOW	tests/test_doc_status_creation.py	292	async def test_compatibility_multimodal_cache_prevents_repeat_processing(	CODE
LOW	tests/test_doc_status_creation.py	340	async def fake_ensure_lightrag_initialized():	CODE
227 more matches not shown…

Modern AI Meta-Vocabulary54 hits · 167 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	7	# 🚀 RAG-Anything: All-in-One RAG Framework	COMMENT
MEDIUM	README.md	1069	- See [docs/multimodal_rag_failure_modes.md](docs/multimodal_rag_failure_modes.md) for a short checklist of common p	CODE
MEDIUM	README.md	1082	After parsing, each non-empty `img_path`, `table_img_path`, or `equation_img_path` may gain a sibling field `*_public_ur	CODE
MEDIUM	README.md	1273	<a href="https://star-history.com/#HKUDS/RAG-Anything&Date">	CODE
MEDIUM	README.md	1321	<span style="color: #00d9ff; font-size: 18px;">Thank you for visiting RAG-Anything!</span>	CODE
MEDIUM	README_zh.md	7	# 🚀 RAG-Anything: All-in-One RAG System	COMMENT
MEDIUM	README_zh.md	1215	<a href="https://star-history.com/#HKUDS/RAG-Anything&Date">	CODE
MEDIUM	reproduce/query.py	315	# Process with RAG	COMMENT
MEDIUM	reproduce/index.py	263	# Process with RAG	COMMENT
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1419	# Check the RAG hybrid result error.	COMMENT
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1426	# Check the RAG mix result error.	COMMENT
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1433	# Check the RAG naive result error.	COMMENT
MEDIUM	reproduce/llm_answer_evaluator.py	472	# Load RAG evaluation results.	COMMENT
MEDIUM	reproduce/llm_answer_evaluator.py	1465	# RAG errors.	COMMENT
MEDIUM	reproduce/llm_answer_evaluator.py	1743	# Support multiple result-file inputs (RAG/VLM), which can coexist with the QA directory option.	COMMENT
MEDIUM	reproduce/llm_answer_evaluator.py	616	else: # RAG results	CODE
MEDIUM	docs/offline_setup.md	1	# Running RAG-Anything in an Offline Environment	COMMENT
MEDIUM	docs/batch_processing.md	88	### Integration with RAG-Anything	COMMENT
MEDIUM	docs/batch_processing.md	106	### Process Documents with RAG Integration	COMMENT
MEDIUM	docs/batch_processing.md	109	# Process documents in batch and then add them to RAG	COMMENT
MEDIUM	docs/enhanced_markdown.md	292	## Integration with RAG-Anything	COMMENT
MEDIUM	docs/enhanced_markdown.md	299	# Initialize RAG-Anything	COMMENT
MEDIUM	docs/enhanced_markdown.md	312	# before being processed by the RAG system	COMMENT
MEDIUM	docs/multimodal_rag_failure_modes.md	1	# Multimodal RAG: common failure modes and quick checks	COMMENT
MEDIUM	docs/multimodal_rag_failure_modes.md	5	It is meant to stay small and easy to maintain (see discussion in [#207](https://github.com/HKUDS/RAG-Anything/issues/20	CODE
MEDIUM	docs/multimodal_rag_failure_modes.md	59	- [#48](https://github.com/HKUDS/RAG-Anything/issues/48) style: large PDFs and OCR are inherently heavy—batch size and h	CODE
MEDIUM	docs/vllm_integration.md	1	# vLLM Integration Guide for RAG-Anything	COMMENT
MEDIUM	docs/vllm_integration.md	94	### Qwen 2.5 (Recommended for RAG)	COMMENT
MEDIUM	docs/vllm_integration.md	148	# RAG chunks are typically <4K tokens; 8192 is often sufficient	COMMENT
MEDIUM	raganything/modalprocessors.py	163	# Check if item is within context window and matches filter criteria	COMMENT
MEDIUM	raganything/omml_extractor.py	520	# equation searchable for downstream RAG even when the operator is	COMMENT
MEDIUM⚡	raganything/batch.py	380	# Step 2: Process with RAG	COMMENT
MEDIUM⚡	raganything/batch.py	381	# Initialize RAG system	COMMENT
MEDIUM⚡	raganything/batch.py	388	# Then, process each successful file with RAG	COMMENT
MEDIUM⚡	raganything/batch.py	396	# Process files with RAG (this could be parallelized in the future)	COMMENT
MEDIUM⚡	raganything/batch.py	399	# Process the successfully parsed file with RAG	COMMENT
MEDIUM⚡	raganything/batch.py	408	# This would require additional tracking in the RAG system	COMMENT
MEDIUM	examples/ollama_integration_example.py	19	ollama pull nomic-embed-text # embedding model (768-dim)	STRING
MEDIUM	examples/ollama_integration_example.py	39	# RAG-Anything imports	COMMENT
MEDIUM	examples/raganything_example.py	317	# Process with RAG	COMMENT
MEDIUM⚡	examples/batch_processing_example.py	245	# Initialize RAG-Anything with temporary storage	COMMENT
MEDIUM	examples/batch_processing_example.py	262	# Demonstrate batch processing with RAG integration	COMMENT
MEDIUM	examples/batch_processing_example.py	265	# Use the RAG-integrated batch processing	COMMENT
MEDIUM	examples/batch_processing_example.py	281	# Demonstrate batch processing with full RAG integration	COMMENT
MEDIUM	examples/batch_processing_example.py	515	# RAG integration	COMMENT
MEDIUM	examples/vllm_integration_example.py	45	# RAG-Anything imports	COMMENT
MEDIUM	examples/vllm_integration_example.py	110	# RAG-Anything configuration	COMMENT
MEDIUM	examples/vllm_integration_example.py	331	# Initialize RAG	COMMENT
MEDIUM	examples/minimax_integration_example.py	44	# RAG-Anything imports	COMMENT
MEDIUM	examples/minimax_integration_example.py	57	# Embedding configuration (MiniMax does not provide an embedding model;	COMMENT
MEDIUM	examples/minimax_integration_example.py	137	# RAG-Anything configuration	COMMENT
MEDIUM	examples/lmstudio_integration_example.py	34	# RAG-Anything imports	COMMENT
MEDIUM	examples/lmstudio_integration_example.py	88	# RAG-Anything configuration	COMMENT
MEDIUM	examples/lmstudio_integration_example.py	309	# Initialize RAG	COMMENT

Excessive Try-Catch Wrapping168 hits · 147 pts

Severity	File	Line	Snippet	Context
LOW	reproduce/query.py	270	except Exception as e:	CODE
LOW	reproduce/index.py	218	except Exception as e:	CODE
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1810	print(f"Error: result file does not exist: {file_path}")	CODE
MEDIUM	reproduce/llm_answer_evaluator.py	1797	print("Error: an OpenAI API key is required")	CODE
LOW	reproduce/llm_answer_evaluator.py	442	except Exception as e:	CODE
LOW	reproduce/llm_answer_evaluator.py	1518	except Exception as e:	CODE
LOW	reproduce/llm_answer_evaluator.py	1601	except Exception as e:	CODE
LOW	reproduce/llm_answer_evaluator.py	1621	except Exception:	CODE
LOW	reproduce/llm_answer_evaluator.py	1868	except Exception as e:	CODE
LOW	reproduce/llm_answer_evaluator.py	209	except Exception as e:	STRING
LOW⚡	tests/test_close_event_loop.py	37	except Exception:	CODE
LOW⚡	tests/test_close_event_loop.py	41	except Exception:	CODE
LOW	tests/testparser_kwargs.py	77	except Exception:	CODE
LOW	docs/enhanced_markdown.md	485	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	116	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	444	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	856	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	957	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1024	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1157	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1219	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1345	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1402	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1519	except Exception as e:	CODE
LOW	raganything/modalprocessors.py	1565	except Exception as e:	CODE
LOW	raganything/raganything.py	169	except Exception:	CODE
LOW	raganything/raganything.py	173	except Exception:	CODE
LOW	raganything/raganything.py	340	except Exception as e:	CODE
LOW	raganything/raganything.py	412	except Exception as e:	CODE
LOW	raganything/raganything.py	417	except Exception as e:	CODE
LOW⚡	raganything/raganything.py	470	except Exception as e:	CODE
LOW	raganything/raganything.py	569	except Exception as e:	CODE
LOW	raganything/raganything.py	607	except Exception as e:	CODE
LOW	raganything/omml_extractor.py	196	except Exception as e: # pragma: no cover - defensive	CODE
LOW	raganything/query.py	172	except Exception as exc:	CODE
LOW	raganything/query.py	288	except Exception as e:	CODE
LOW	raganything/query.py	331	except Exception as e:	CODE
LOW	raganything/query.py	343	except Exception as e:	CODE
LOW	raganything/query.py	464	except Exception as e:	CODE
LOW	raganything/query.py	501	except Exception as e:	CODE
LOW	raganything/query.py	653	except Exception:	CODE
LOW	raganything/query.py	663	except Exception:	CODE
LOW	raganything/query.py	697	except Exception as e:	CODE
LOW	raganything/query.py	821	except Exception as e:	CODE
LOW⚡	raganything/batch.py	411	except Exception as e:	CODE
LOW	raganything/batch.py	138	except Exception as e:	CODE
LOW	raganything/batch.py	292	except Exception:	CODE
LOW	raganything/processor.py	315	except Exception as e:	CODE
LOW	raganything/processor.py	385	except Exception as e:	CODE
LOW	raganything/processor.py	553	except Exception as e:	CODE
LOW	raganything/processor.py	679	except Exception as e:	CODE
LOW	raganything/processor.py	716	except Exception as e:	CODE
LOW	raganything/processor.py	801	except Exception as e:	CODE
LOW	raganything/processor.py	841	except Exception as e:	CODE
LOW	raganything/processor.py	906	except Exception:	CODE
LOW	raganything/processor.py	982	except Exception as e:	CODE
LOW	raganything/processor.py	1190	except Exception as e:	CODE
LOW	raganything/processor.py	1210	except Exception as e:	CODE
LOW	raganything/processor.py	1304	except Exception as e:	CODE
LOW	raganything/processor.py	1362	except Exception as e:	CODE
108 more matches not shown…

Decorative Section Separators30 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_close_event_loop.py	15	# ── Replicate the close() logic under test ──────────────────────────────	COMMENT
MEDIUM⚡	tests/test_close_event_loop.py	45	# ── Tests ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_core_modules.py	118	# ── Content Separation Tests ─────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_core_modules.py	177	# ── Image Encoding Tests ─────────────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	23	# ── DocStatus Tests ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	44	# ── RAGAnythingConfig Tests ──────────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	201	# ── Image Validation Tests ───────────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	241	# ── Processor Type Mapping Tests ─────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	292	# ── BatchProcessingResult Tests ──────────────────────────────────	COMMENT
MEDIUM	tests/test_core_modules.py	355	# ── BatchParser Initialization Tests ─────────────────────────────	COMMENT
MEDIUM⚡	tests/test_minimax_integration.py	167	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_minimax_integration.py	169	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_minimax_integration.py	367	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_minimax_integration.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	115	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_minimax_integration.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	raganything/batch.py	30	# ==========================================	COMMENT
MEDIUM⚡	raganything/batch.py	32	# ==========================================	COMMENT
MEDIUM	raganything/batch.py	173	# ==========================================	COMMENT
MEDIUM	raganything/batch.py	175	# ==========================================	COMMENT
MEDIUM	raganything/callbacks.py	71	# ── Parsing stage ─────────────────────────────────────────────	COMMENT
MEDIUM	raganything/callbacks.py	90	# ── Text insertion stage ──────────────────────────────────────	COMMENT
MEDIUM	raganything/callbacks.py	101	# ── Multimodal processing stage ───────────────────────────────	COMMENT
MEDIUM	raganything/callbacks.py	126	# ── Query stage ───────────────────────────────────────────────	COMMENT
MEDIUM	raganything/callbacks.py	149	# ── Document complete ─────────────────────────────────────────	COMMENT
MEDIUM	raganything/callbacks.py	168	# ── Batch processing ──────────────────────────────────────────	COMMENT

Magic Placeholder Names16 hits · 78 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	338	api_key = "your-api-key"	CODE
HIGH	README.md	476	api_key = "your-api-key"	CODE
HIGH	README.md	694	api_key = "your-api-key"	CODE
HIGH	README.md	821	api_key = "your-api-key"	CODE
HIGH	README.md	1020	python examples/raganything_example.py path/to/document.pdf --api-key YOUR_API_KEY --parser mineru	CODE
HIGH	README.md	1023	python examples/modalprocessors_example.py --api-key YOUR_API_KEY	CODE
HIGH	README_zh.md	316	api_key = "your-api-key"	CODE
HIGH	README_zh.md	456	api_key = "your-api-key"	CODE
HIGH	README_zh.md	673	api_key = "your-api-key"	CODE
HIGH	README_zh.md	800	api_key = "your-api-key"	CODE
HIGH	README_zh.md	999	python examples/raganything_example.py path/to/document.pdf --api-key YOUR_API_KEY --parser mineru	CODE
HIGH	README_zh.md	1002	python examples/modalprocessors_example.py --api-key YOUR_API_KEY	CODE
HIGH	examples/minimax_integration_example.py	29	export MINIMAX_API_KEY=your-api-key	STRING
HIGH	examples/minimax_integration_example.py	72	"Set it with: export MINIMAX_API_KEY=your-api-key"	CODE
HIGH	examples/minimax_integration_example.py	154	print(" Set it with: export MINIMAX_API_KEY=your-api-key")	CODE
HIGH	examples/minimax_integration_example.py	266	" MINIMAX_API_KEY=your-api-key\n"	CODE

Deep Nesting66 hits · 44 pts

Severity	File	Line	Context
LOW	setup.py	14	CODE
LOW	reproduce/query.py	90	CODE
LOW	reproduce/llm_answer_evaluator.py	159	CODE
LOW	reproduce/llm_answer_evaluator.py	213	CODE
LOW	reproduce/llm_answer_evaluator.py	286	CODE
LOW	reproduce/llm_answer_evaluator.py	491	CODE
LOW	reproduce/llm_answer_evaluator.py	759	CODE
LOW	reproduce/llm_answer_evaluator.py	848	CODE
LOW	reproduce/llm_answer_evaluator.py	1058	CODE
LOW	tests/test_full_entities_merge.py	10	CODE
LOW	tests/test_close_event_loop.py	18	CODE
LOW	raganything/modalprocessors.py	68	CODE
LOW	raganything/modalprocessors.py	139	CODE
LOW	raganything/modalprocessors.py	179	CODE
LOW	raganything/modalprocessors.py	212	CODE
LOW	raganything/modalprocessors.py	244	CODE
LOW	raganything/modalprocessors.py	285	CODE
LOW	raganything/modalprocessors.py	603	CODE
LOW	raganything/raganything.py	143	CODE
LOW	raganything/raganything.py	258	CODE
LOW	raganything/omml_extractor.py	111	CODE
LOW	raganything/omml_extractor.py	218	CODE
LOW	raganything/query.py	26	CODE
LOW	raganything/query.py	195	CODE
LOW	raganything/query.py	475	CODE
LOW	raganything/query.py	589	CODE
LOW	raganything/query.py	708	CODE
LOW	raganything/query.py	618	CODE
LOW	raganything/processor.py	202	CODE
LOW	raganything/processor.py	388	CODE
LOW	raganything/processor.py	609	CODE
LOW	raganything/processor.py	727	CODE
LOW	raganything/processor.py	1109	CODE
LOW	raganything/processor.py	1308	CODE
LOW	raganything/processor.py	1397	CODE
LOW	raganything/processor.py	2104	CODE
LOW	raganything/parser.py	2659	CODE
LOW	raganything/parser.py	92	CODE
LOW	raganything/parser.py	194	CODE
LOW	raganything/parser.py	239	CODE
LOW	raganything/parser.py	389	CODE
LOW	raganything/parser.py	833	CODE
LOW	raganything/parser.py	1079	CODE
LOW	raganything/parser.py	1197	CODE
LOW	raganything/parser.py	1277	CODE
LOW	raganything/parser.py	1507	CODE
LOW	raganything/parser.py	1700	CODE
LOW	raganything/parser.py	1980	CODE
LOW	raganything/parser.py	2233	CODE
LOW	raganything/parser.py	2339	CODE
LOW	raganything/parser.py	2371	CODE
LOW	raganything/parser.py	2245	CODE
LOW	raganything/enhanced_markdown.py	370	CODE
LOW	raganything/enhanced_markdown.py	403	CODE
LOW	raganything/batch_parser.py	556	CODE
LOW	raganything/batch_parser.py	119	CODE
LOW	raganything/batch_parser.py	353	CODE
LOW	raganything/resilience.py	146	CODE
LOW	raganything/resilience.py	188	CODE
LOW	raganything/resilience.py	190	CODE
6 more matches not shown…

Self-Referential Comments9 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1813	# Create the configuration.	COMMENT
MEDIUM⚡	reproduce/llm_answer_evaluator.py	1816	# Create the evaluator.	COMMENT
MEDIUM	raganything/query.py	41	# Create a normalized representation of the query parameters	COMMENT
MEDIUM	raganything/processor.py	233	# Create a content signature	COMMENT
MEDIUM	raganything/parser.py	134	# Create a temporary file with the correct extension	COMMENT
MEDIUM⚡	examples/batch_processing_example.py	323	# Create a directory structure with nested files	COMMENT
MEDIUM⚡	examples/batch_processing_example.py	326	# Create main directory files	COMMENT
MEDIUM	scripts/create_tiktoken_cache.py	4	# Define the directory where you want to store the cache	COMMENT
MEDIUM	scripts/create_tiktoken_cache.py	9	# Create the directory if it doesn't exist	COMMENT

Unused Imports33 hits · 32 pts

Severity	File	Line	Context
LOW	tests/test_asset_urls.py	3	CODE
LOW	tests/test_raganything_example.py	1	CODE
LOW	tests/test_omml_extractor.py	8	CODE
LOW	raganything/omml_extractor.py	40	CODE
LOW	raganything/batch.py	16	CODE
LOW	raganything/prompt_manager.py	18	CODE
LOW	raganything/__init__.py	1	CODE
LOW	raganything/__init__.py	2	CODE
LOW	raganything/__init__.py	5	CODE
LOW	raganything/__init__.py	9	CODE
LOW	raganything/__init__.py	9	CODE
LOW	raganything/__init__.py	9	CODE
LOW	raganything/__init__.py	9	CODE
LOW	raganything/__init__.py	21	CODE
LOW	raganything/__init__.py	21	CODE
LOW	raganything/__init__.py	21	CODE
LOW	raganything/__init__.py	35	CODE
LOW	raganything/__init__.py	35	CODE
LOW	raganything/__init__.py	35	CODE
LOW	raganything/__init__.py	35	CODE
LOW	raganything/__init__.py	48	CODE
LOW	raganything/__init__.py	48	CODE
LOW	raganything/__init__.py	48	CODE
LOW	raganything/__init__.py	48	CODE
LOW	raganything/__init__.py	48	CODE
LOW	raganything/processor.py	7	CODE
LOW	raganything/parser.py	24	CODE
LOW	raganything/asset_urls.py	14	CODE
LOW	raganything/utils.py	7	CODE
LOW	raganything/callbacks.py	23	CODE
LOW	raganything/prompts_zh.py	11	CODE
LOW	raganything/prompt.py	8	CODE
LOW	raganything/resilience.py	11	CODE

Redundant / Tautological Comments19 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	reproduce/query.py	305	# Check if API key is provided	COMMENT
LOW	reproduce/index.py	253	# Check if API key is provided	COMMENT
LOW	raganything/modalprocessors.py	163	# Check if item is within context window and matches filter criteria	COMMENT
LOW	raganything/query.py	125	# Check if VLM enhanced query should be used	COMMENT
LOW	raganything/query.py	636	# Check if it's in the current working directory or subdirectories	COMMENT
LOW	raganything/processor.py	654	# Check if multimodal content is already processed	COMMENT
LOW	raganything/parser.py	1105	# Check if this subdirectory contains the expected JSON output file	COMMENT
LOW	raganything/parser.py	1724	# Check if input is a URL	COMMENT
LOW	raganything/enhanced_markdown.py	36	# Check if pandoc module exists (not used directly, just for detection)	COMMENT
LOW	raganything/enhanced_markdown.py	104	# Check if pandoc is installed on system	COMMENT
LOW	raganything/enhanced_markdown.py	511	# Check if input file is provided	COMMENT
LOW	raganything/utils.py	266	# Check if file exists and is not a symlink (for security)	COMMENT
LOW	examples/office_document_test.py	55	# Check if file exists and is a supported Office format	COMMENT
LOW	examples/raganything_example.py	307	# Check if API key is provided	COMMENT
LOW	examples/batch_processing_example.py	162	# Display results	COMMENT
LOW⚡	examples/batch_processing_example.py	220	# Display results	COMMENT
LOW⚡	examples/image_format_test.py	60	# Check if file exists and is a supported image format	COMMENT
LOW	examples/insert_content_list_example.py	415	# Check if API key is provided	COMMENT
LOW	examples/text_format_test.py	43	# Check if file exists and is a supported text format	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	reproduce/query.py	example script demonstrating parser integration with raganything this example shows how to: 1. process documents with ra	STRING
HIGH	reproduce/index.py	example script demonstrating parser integration with raganything this example shows how to: 1. process documents with ra	STRING
HIGH	examples/raganything_example.py	example script demonstrating parser integration with raganything this example shows how to: 1. process documents with ra	STRING
HIGH	reproduce/query.py	process document with raganything args: file_path: path to the document output_dir: output directory for rag results api	STRING
HIGH	reproduce/index.py	process document with raganything args: file_path: path to the document output_dir: output directory for rag results api	STRING
HIGH	examples/raganything_example.py	process document with raganything args: file_path: path to the document output_dir: output directory for rag results api	STRING

Verbosity Indicators12 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW⚡	raganything/batch.py	380	# Step 2: Process with RAG	COMMENT
LOW	raganything/batch.py	368	# Step 1: Parse documents in batch	COMMENT
LOW⚡	raganything/processor.py	1708	# Step 1: Parse document	COMMENT
LOW⚡	raganything/processor.py	1717	# Step 2: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	1741	# Step 3: Insert pure text content with all parameters	COMMENT
LOW	raganything/processor.py	1778	# Step 4: Process multimodal content (using specialized processors)	COMMENT
LOW	raganything/processor.py	1974	# Step 1: Parse document	COMMENT
LOW	raganything/processor.py	2021	# Step 2: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	2033	# Step 3: Insert pure text content and multimodal content with all parameters	COMMENT
LOW	raganything/processor.py	2179	# Step 1: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	2203	# Step 2: Insert pure text content with all parameters	COMMENT
LOW	raganything/processor.py	2239	# Step 3: Process multimodal content (using specialized processors)	COMMENT

Structural Annotation Overuse12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	raganything/batch.py	380	# Step 2: Process with RAG	COMMENT
LOW	raganything/batch.py	368	# Step 1: Parse documents in batch	COMMENT
LOW⚡	raganything/processor.py	1708	# Step 1: Parse document	COMMENT
LOW⚡	raganything/processor.py	1717	# Step 2: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	1741	# Step 3: Insert pure text content with all parameters	COMMENT
LOW	raganything/processor.py	1778	# Step 4: Process multimodal content (using specialized processors)	COMMENT
LOW	raganything/processor.py	1974	# Step 1: Parse document	COMMENT
LOW	raganything/processor.py	2021	# Step 2: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	2033	# Step 3: Insert pure text content and multimodal content with all parameters	COMMENT
LOW	raganything/processor.py	2179	# Step 1: Separate text and multimodal content	COMMENT
LOW	raganything/processor.py	2203	# Step 2: Insert pure text content with all parameters	COMMENT
LOW	raganything/processor.py	2239	# Step 3: Process multimodal content (using specialized processors)	COMMENT

AI Slop Vocabulary7 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	reproduce/llm_answer_evaluator.py	270	# For comprehensive evaluation, try to extract additional metrics.	COMMENT
LOW	tests/test_custom_parser.py	167	# Do not touch the filesystem; just return a dummy result.	COMMENT
MEDIUM	raganything/modalprocessors.py	1417	"""Parse equation analysis response with robust JSON handling"""	STRING
MEDIUM	raganything/omml_extractor.py	52	# them to construct fully qualified tag names so that lookups are robust to	COMMENT
MEDIUM	examples/enhanced_markdown_example.py	30	"""Create comprehensive sample markdown content for testing"""	STRING
MEDIUM⚡	examples/enhanced_markdown_example.py	898	# Demonstrate robust conversion with fallbacks	STRING
MEDIUM	examples/enhanced_markdown_example.py	920	# Test robust conversion	COMMENT

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	raganything/query.py	203	Multimodal query - combines text and multimodal content for querying Args: query: Base que	STRING
HIGH	raganything/parser.py	2628	Get a parser instance by name. Checks built-in parsers first, then falls back to the custom parser registry pop	STRING

Modern Structural Boilerplate9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	raganything/omml_extractor.py	48	logger = logging.getLogger(__name__)	CODE
LOW	raganything/omml_extractor.py	754	__all__ = [	CODE
LOW	raganything/prompt_manager.py	26	logger = logging.getLogger(__name__)	CODE
LOW	raganything/prompt_manager.py	84	def set_prompt_language(language: str) -> None:	CODE
LOW	raganything/__init__.py	64	__all__ = [	CODE
LOW⚡	raganything/processor.py	171	async def _set_multimodal_status_record(self, doc_id: str, processed: bool) -> None:	CODE
LOW	raganything/asset_urls.py	20	logger = logging.getLogger(__name__)	CODE
LOW	raganything/callbacks.py	31	logger = logging.getLogger(__name__)	CODE
LOW	raganything/resilience.py	20	logger = logging.getLogger(__name__)	CODE

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	raganything/batch.py	34	CODE
LOW	raganything/processor.py	1826	CODE
LOW	raganything/parser.py	833	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	huggingface_hub	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings