StarTrail-org/LEANN

21.5

Adjusted Score

21.5

Raw Score

100%

Time Factor

2026-07-03

Last Push

12.7K

Stars

Python

Language

74.1K

Lines of Code

239

Files

1.3K

Pattern Hits

2026-07-14

Scan Date

0.04

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 10MEDIUM 145LOW 1099

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 1254 distinct pattern matches across 20 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.

Excessive Try-Catch Wrapping386 hits · 414 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_mcp_integration.py	202	except Exception as e:	CODE
LOW	tests/test_mcp_standalone.py	212	except Exception as e:	CODE
LOW⚡	tests/test_prompt_template_e2e.py	201	except Exception as e:	CODE
LOW⚡	tests/test_prompt_template_e2e.py	299	except Exception as e:	CODE
LOW	tests/test_prompt_template_e2e.py	44	except Exception:	CODE
LOW	tests/test_prompt_template_e2e.py	55	except Exception:	CODE
LOW	tests/test_prompt_template_e2e.py	66	except Exception:	CODE
LOW	tests/test_prompt_template_e2e.py	78	except Exception:	CODE
LOW	tests/test_prompt_template_e2e.py	245	except Exception as e:	CODE
LOW	tests/test_prompt_template_e2e.py	267	except Exception as e:	CODE
LOW	tests/test_prompt_template_e2e.py	333	except Exception as e:	CODE
LOW	tests/test_prompt_template_e2e.py	390	except Exception as e:	CODE
LOW	tests/support/fake_embedding_server_module.py	49	except Exception:	CODE
LOW	docs/code/embedding_model_compare.py	81	except Exception as e:	CODE
LOW	docs/code/embedding_model_compare.py	91	except Exception as e:	CODE
LOW⚡	examples/spoiler_free_book_rag.py	189	except Exception as e:	CODE
LOW	examples/spoiler_free_book_rag.py	237	except Exception as e:	CODE
LOW	examples/spoiler_free_book_rag.py	249	except Exception as e:	CODE
LOW⚡	benchmarks/run_evaluation.py	58	except Exception as e:	CODE
MEDIUM⚡	benchmarks/run_evaluation.py	59	print(f"An error occurred during data download: {e}")	CODE
LOW	benchmarks/run_evaluation.py	95	except Exception as e:	CODE
MEDIUM	benchmarks/run_evaluation.py	96	print(f"Error downloading embeddings: {e}")	CODE
LOW	benchmarks/run_evaluation.py	385	except Exception as e:	CODE
LOW	benchmarks/micro_tpt.py	224	except Exception as e:	CODE
LOW	benchmarks/micro_tpt.py	419	except Exception as e:	CODE
LOW	benchmarks/micro_tpt.py	487	except Exception as e:	CODE
MEDIUM	benchmarks/micro_tpt.py	488	print(f"Error during inference: {e}")	CODE
LOW	benchmarks/micro_tpt.py	651	except Exception as e:	CODE
LOW	benchmarks/compare_faiss_vs_leann.py	91	except Exception as e:	CODE
LOW	benchmarks/llm_utils.py	234	except Exception as e:	CODE
LOW	benchmarks/llm_utils.py	253	except Exception as e2:	CODE
LOW	benchmarks/simple_mac_tpt_test.py	54	except Exception as e:	CODE
MEDIUM	benchmarks/simple_mac_tpt_test.py	55	print(f"Error loading MLX model: {e}")	CODE
LOW	benchmarks/simple_mac_tpt_test.py	81	except Exception as e:	CODE
LOW⚡	benchmarks/simple_mac_tpt_test.py	107	except Exception as e:	CODE
LOW⚡	benchmarks/simple_mac_tpt_test.py	117	except Exception as e:	CODE
MEDIUM⚡	benchmarks/simple_mac_tpt_test.py	118	print(f"Error during MLX inference: {e}")	CODE
LOW	benchmarks/simple_mac_tpt_test.py	212	except Exception as e:	CODE
MEDIUM	benchmarks/simple_mac_tpt_test.py	213	print(f"Error during inference: {e}")	CODE
LOW	benchmarks/simple_mac_tpt_test.py	260	except Exception as e:	CODE
LOW	benchmarks/simple_mac_tpt_test.py	297	except Exception as e:	CODE
LOW	benchmarks/diskann_vs_hnsw_speed_comparison.py	24	except Exception:	CODE
LOW	benchmarks/diskann_vs_hnsw_speed_comparison.py	130	except Exception as e:	CODE
LOW	benchmarks/diskann_vs_hnsw_speed_comparison.py	265	except Exception as e:	CODE
LOW	benchmarks/diskann_vs_hnsw_speed_comparison.py	279	except Exception:	CODE
LOW	benchmarks/diskann_vs_hnsw_speed_comparison.py	281	except Exception:	CODE
LOW	benchmarks/faiss_only.py	98	except Exception as e:	CODE
LOW	benchmarks/financebench/evaluate_financebench.py	444	except Exception as e:	CODE
LOW	benchmarks/financebench/evaluate_financebench.py	500	except Exception as e:	CODE
LOW	benchmarks/financebench/evaluate_financebench.py	858	except Exception as e:	CODE
LOW	benchmarks/financebench/evaluate_financebench.py	919	except Exception as e:	CODE
LOW	benchmarks/financebench/setup_financebench.py	83	except Exception as e:	CODE
LOW	benchmarks/financebench/setup_financebench.py	166	except Exception as e:	CODE
LOW	benchmarks/financebench/setup_financebench.py	367	except Exception as e:	CODE
LOW	benchmarks/financebench/setup_financebench.py	456	except Exception as e:	CODE
LOW	benchmarks/update/bench_update_vs_offline_search.py	418	except Exception as _e:	CODE
LOW	benchmarks/update/bench_update_vs_offline_search.py	549	except Exception:	CODE
LOW	benchmarks/update/plot_bench_results.py	182	except Exception as e:	CODE
LOW	benchmarks/update/plot_bench_results.py	203	except Exception:	CODE
LOW	benchmarks/update/plot_bench_results.py	214	except Exception:	CODE
326 more matches not shown…

Hyper-Verbose Identifiers406 hits · 407 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_document_rag.py	23	def test_document_rag_simulated(test_data_dir):	CODE
LOW	tests/test_document_rag.py	64	def test_document_rag_with_ast_chunking(test_data_dir):	CODE
LOW	tests/test_document_rag.py	150	def test_document_rag_error_handling(test_data_dir):	CODE
LOW	tests/test_cli_ask.py	7	def test_cli_ask_accepts_positional_query(tmp_path, monkeypatch):	CODE
LOW	tests/test_cli_ask.py	20	def test_cli_ask_parses_metadata_filters_flag():	CODE
LOW	tests/test_cli_ask.py	38	def test_cli_ask_metadata_filters_default_is_none():	CODE
LOW	tests/test_cli_ask.py	47	def test_cli_ask_rejects_invalid_metadata_filters_json(tmp_path, monkeypatch, capsys):	CODE
LOW	tests/test_cli_ask.py	65	def test_cli_ask_rejects_non_object_metadata_filters(tmp_path, monkeypatch, capsys):	CODE
LOW	tests/test_embedding_server_manager.py	92	def test_server_restarts_when_metadata_changes(tmp_path, embedding_manager):	CODE
LOW	tests/test_embedding_server_manager.py	146	def test_list_daemons_ignores_stale_records(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	169	def test_stop_daemons_filters_by_backend_and_passages(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	220	def test_daemon_registry_reuse_across_manager_instances(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	266	def test_stale_registry_falls_back_to_fresh_start(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	323	def test_build_server_command_includes_daemon_and_warmup_flags():	CODE
LOW	tests/test_embedding_server_manager.py	351	def test_corrupted_registry_file_is_recovered_on_start(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	393	def test_stop_server_detaches_when_daemon_mode(monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	417	def test_concurrent_daemon_start_only_spawns_once(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	462	def test_registry_record_write_is_atomic(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	492	def test_different_passages_files_start_separate_daemons(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	581	def test_same_passages_file_reuses_existing_daemon(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager.py	627	def test_stale_lock_info_removed_when_pid_dead(tmp_path, monkeypatch):	CODE
LOW	tests/test_hybrid_search.py	91	def test_hybrid_search_balanced(self, sample_index):	CODE
LOW	tests/test_hybrid_search.py	104	def test_hybrid_search_vector_heavy(self, sample_index):	CODE
LOW	tests/test_hybrid_search.py	119	def test_hybrid_search_keyword_heavy(self, sample_index):	CODE
LOW	tests/test_hybrid_search.py	136	def test_hybrid_search_score_combination(self, sample_index):	CODE
LOW	tests/test_hybrid_search.py	154	def test_hybrid_search_with_metadata_filters(self, sample_index):	CODE
LOW	tests/test_prompt_template_persistence.py	47	def test_prompt_template_saved_to_metadata(self, temp_index_dir, mock_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	100	def test_prompt_template_absent_when_not_provided(self, temp_index_dir, mock_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	158	def test_search_without_template_in_metadata(self, temp_index_dir, mock_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	214	def test_search_auto_loads_query_template(self, temp_index_dir, mock_compute_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	270	def test_search_backward_compat_single_template(self, temp_index_dir, mock_compute_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	316	def test_search_backward_compat_no_template(self, temp_index_dir, mock_compute_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	362	def test_search_override_via_provider_options(self, temp_index_dir, mock_compute_embeddings):	CODE
LOW	tests/test_prompt_template_persistence.py	436	def mock_embedding_server_manager(self):	CODE
LOW	tests/test_prompt_template_persistence.py	485	def test_prompt_template_metadata_with_embedding_modes(	CODE
LOW	tests/test_prompt_template_persistence.py	578	def test_query_template_applied_in_fallback_path(self, temp_index_with_template):	CODE
LOW	tests/test_prompt_template_persistence.py	636	def test_query_template_applied_in_server_path(self, temp_index_with_template):	CODE
LOW	tests/test_prompt_template_persistence.py	675	def mock_ensure_server_running(passages_file, port, **kwargs):	CODE
LOW	tests/test_prompt_template_persistence.py	678	def mock_compute_embedding_via_server(chunks, port):	CODE
LOW	tests/test_prompt_template_persistence.py	697	def test_query_template_without_template_parameter(self, temp_index_with_template):	CODE
LOW	tests/test_prompt_template_persistence.py	750	def test_query_template_consistency_between_paths(self, temp_index_with_template):	CODE
LOW	tests/test_prompt_template_persistence.py	806	def mock_ensure_server_running(passages_file, port, **kwargs):	CODE
LOW	tests/test_prompt_template_persistence.py	809	def mock_compute_embedding_via_server(chunks, port):	CODE
LOW	tests/test_prompt_template_persistence.py	828	def test_query_template_with_empty_string(self, temp_index_with_template):	CODE
LOW	tests/test_embedding_prompt_template.py	51	def test_prompt_template_prepended_to_all_texts(self, mock_openai_module, mock_openai_client):	CODE
LOW	tests/test_embedding_prompt_template.py	91	def test_template_not_applied_when_missing_or_empty(	CODE
LOW	tests/test_embedding_prompt_template.py	160	def test_prompt_template_with_multiple_batches(self, mock_openai_module, mock_openai_client):	CODE
LOW	tests/test_embedding_prompt_template.py	252	def test_prompt_template_with_special_characters(self, mock_openai_module, mock_openai_client):	CODE
LOW	tests/test_embedding_prompt_template.py	279	def test_prompt_template_integration_with_existing_validation(	CODE
LOW	tests/test_embedding_prompt_template.py	301	def test_prompt_template_with_api_key_and_base_url(	CODE
LOW	tests/test_sync.py	11	def test_no_changes_if_root_hash_same(self):	CODE
LOW	tests/test_sync.py	24	def test_added_removed_modified(self):	CODE
LOW	tests/test_sync.py	59	def test_generate_file_hashes(self):	CODE
LOW	tests/test_sync.py	67	def test_generate_file_hashes_skips_binary_extensions(self):	CODE
LOW	tests/test_sync.py	81	def test_generate_file_hashes_explicit_files_only(self):	CODE
LOW	tests/test_sync.py	118	def test_check_for_changes_detected(self):	CODE
LOW	tests/test_sync.py	142	def test_touch_no_false_positive(self):	CODE
LOW	tests/test_embedding_server_manager_e2e.py	8	def _configure_fake_module_env(monkeypatch):	CODE
LOW	tests/test_embedding_server_manager_e2e.py	25	def test_daemon_reuse_with_real_subprocess(tmp_path, monkeypatch):	CODE
LOW	tests/test_embedding_server_manager_e2e.py	64	def test_daemon_ttl_expiry_with_real_subprocess(tmp_path, monkeypatch):	CODE
346 more matches not shown…

Modern AI Meta-Vocabulary47 hits · 150 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	232	## RAG on Everything!	COMMENT
MEDIUM	README.md	369	LEANN_EMBEDDING_DEVICE # GPU for embedding model (e.g., cuda:0, cuda:1, cpu)	CODE
MEDIUM	README.md	440	# Or use the specialized code RAG for better code understanding	COMMENT
MEDIUM	README.md	494	### 📧 Your Personal Email Secretary: RAG on Apple Mail!	COMMENT
MEDIUM	README.md	539	### 🔍 Time Machine for the Web: RAG Your Entire Chrome Browser History!	COMMENT
MEDIUM	README.md	894	### MCP Integration: RAG on Live Data from Any Platform	COMMENT
MEDIUM	CLAUDE.md	83	### RAG Applications (`apps/`)	COMMENT
MEDIUM	CLAUDE.md	142	# Document RAG (easiest to test)	COMMENT
MEDIUM	CLAUDE.md	145	# Code RAG	COMMENT
MEDIUM⚡	tests/test_prompt_template_e2e.py	207	# Get any available embedding model	COMMENT
MEDIUM⚡	tests/test_prompt_template_e2e.py	310	# Get any available embedding model	COMMENT
MEDIUM	tests/test_prompt_template_e2e.py	162	# Get any available embedding model	COMMENT
MEDIUM	tests/test_prompt_template_e2e.py	367	# Get any available embedding model	COMMENT
MEDIUM	docs/metadata_filtering.md	221	# Run the spoiler-free book RAG example	COMMENT
MEDIUM	docs/THINKING_BUDGET_FEATURE.md	24	# RAG Examples	COMMENT
MEDIUM⚡	docs/THINKING_BUDGET_FEATURE.md	98	### RAG Examples	COMMENT
MEDIUM⚡	docs/THINKING_BUDGET_FEATURE.md	100	# Email RAG with high reasoning	COMMENT
MEDIUM⚡	docs/THINKING_BUDGET_FEATURE.md	103	# Document RAG with medium reasoning	COMMENT
MEDIUM	docs/slack-setup-guide.md	155	### 5.3 Real RAG Query Examples	COMMENT
MEDIUM	docs/configuration-guide.md	64	# First, pull an embedding model	COMMENT
MEDIUM	docs/ast_chunking_guide.md	82	### Document RAG with Code Support	COMMENT
MEDIUM	docs/ast_chunking_guide.md	85	# Enable code chunking in document RAG	COMMENT
MEDIUM	docs/issue-proposals/smart-embedding-default.md	1	# Smart default embedding model based on platform and corpus size	COMMENT
MEDIUM	benchmarks/financebench/README.md	1	# FinanceBench Benchmark for LEANN-RAG	COMMENT
MEDIUM	benchmarks/financebench/README.md	49	# RAG generation evaluation with Qwen3-8B	COMMENT
MEDIUM	benchmarks/financebench/README.md	69	### LEANN-RAG Performance (sentence-transformers/all-mpnet-base-v2)	COMMENT
MEDIUM	benchmarks/financebench/README.md	88	### LEANN-RAG Generation Performance (Qwen3-8B)	COMMENT
MEDIUM	benchmarks/update/bench_update_vs_offline_search.py	583	# Warmup the embedding model before benchmarking (do this for both --only B and --only both)	COMMENT
MEDIUM	benchmarks/laion/README.md	129	### LEANN-RAG Performance (CLIP ViT-L/14 + Qwen2.5-VL)	COMMENT
MEDIUM	benchmarks/enron_emails/evaluate_enron_emails.py	166	# Read metadata to get passage source and embedding model	COMMENT
MEDIUM	benchmarks/enron_emails/setup_enron_emails.py	221	# Read meta for passage source and embedding model	COMMENT
MEDIUM	benchmarks/data/README.md	5	# LEANN-RAG Evaluation Data	COMMENT
MEDIUM⚡	packages/leann-core/src/leann/embedding_compute.py	1124	# Check if it's an embedding model (by name patterns or known models)	COMMENT
MEDIUM	packages/leann-core/src/leann/mcp.py	224	# Auto-detect embedding model from existing index to ensure incremental	COMMENT
MEDIUM	apps/email_rag.py	147	# Example queries for email RAG	COMMENT
MEDIUM	apps/chatgpt_rag.py	171	# Example queries for ChatGPT RAG	COMMENT
MEDIUM	apps/wechat_rag.py	179	# Example queries for WeChat RAG	COMMENT
MEDIUM	apps/claude_rag.py	174	# Example queries for Claude RAG	COMMENT
MEDIUM	apps/browser_rag.py	161	# Example queries for browser history RAG	COMMENT
MEDIUM	apps/twitter_rag.py	186	# Run the standard RAG pipeline	COMMENT
MEDIUM	apps/slack_rag.py	218	# Run the standard RAG pipeline	COMMENT
MEDIUM	apps/document_rag.py	111	# Example queries for document RAG	COMMENT
MEDIUM	apps/colqwen_rag.py	401	# Initialize ColQwen RAG	COMMENT
MEDIUM	apps/code_rag.py	165	use_ast_chunking=True, # Always use AST for code RAG	CODE
MEDIUM	apps/code_rag.py	184	# Example queries for code RAG	COMMENT
MEDIUM	apps/image_rag.py	41	# Override default embedding model to use CLIP	COMMENT
MEDIUM⚡	apps/base_rag_example.py	308	# Warn if any chunks may exceed the embedding model's token limit	COMMENT

Deep Nesting124 hits · 104 pts

Severity	File	Line	Context
LOW	tests/test_build_from_arrays.py	128	CODE
LOW	tests/test_build_from_arrays.py	231	CODE
LOW	tests/support/fake_embedding_server_module.py	7	CODE
LOW	benchmarks/run_evaluation.py	168	CODE
LOW	benchmarks/micro_tpt.py	228	CODE
LOW	benchmarks/micro_tpt.py	455	CODE
LOW	benchmarks/compare_faiss_vs_leann.py	98	CODE
LOW	benchmarks/simple_mac_tpt_test.py	88	CODE
LOW	benchmarks/financebench/evaluate_financebench.py	582	CODE
LOW	benchmarks/financebench/setup_financebench.py	271	CODE
LOW	benchmarks/financebench/verify_recall.py	48	CODE
LOW	benchmarks/update/bench_update_vs_offline_search.py	297	CODE
LOW	benchmarks/update/plot_bench_results.py	116	CODE
LOW	benchmarks/update/bench_hnsw_rng_recompute.py	362	CODE
LOW	benchmarks/laion/evaluate_laion.py	391	CODE
LOW	benchmarks/laion/setup_laion.py	462	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	77	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	219	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	272	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	380	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	454	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	522	CODE
LOW	benchmarks/contextbench/scripts/auto_run.py	667	CODE
LOW	benchmarks/contextbench/scripts/batch_run_selected.py	92	CODE
LOW	benchmarks/contextbench/scripts/batch_run_random.py	38	CODE
LOW	benchmarks/enron_emails/evaluate_enron_emails.py	366	CODE
LOW	benchmarks/bm25_diskann_baselines/run_bm25.py	23	CODE
LOW	benchmarks/bm25_diskann_baselines/run_bm25.py	66	CODE
LOW	packages/leann-core/src/leann/react_agent.py	129	CODE
LOW	packages/leann-core/src/leann/react_agent.py	182	CODE
LOW	packages/leann-core/src/leann/interactive_utils.py	131	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	73	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	196	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	294	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	404	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	136	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	202	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	422	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	502	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	1051	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	1225	CODE
LOW	packages/leann-core/src/leann/api.py	138	CODE
LOW	packages/leann-core/src/leann/api.py	379	CODE
LOW	packages/leann-core/src/leann/api.py	836	CODE
LOW	packages/leann-core/src/leann/api.py	1240	CODE
LOW	packages/leann-core/src/leann/api.py	1516	CODE
LOW	packages/leann-core/src/leann/chat.py	203	CODE
LOW	packages/leann-core/src/leann/chat.py	251	CODE
LOW	packages/leann-core/src/leann/chat.py	322	CODE
LOW	packages/leann-core/src/leann/chat.py	1094	CODE
LOW	packages/leann-core/src/leann/chat.py	499	CODE
LOW	packages/leann-core/src/leann/chat.py	566	CODE
LOW	packages/leann-core/src/leann/cli.py	900	CODE
LOW	packages/leann-core/src/leann/cli.py	926	CODE
LOW	packages/leann-core/src/leann/cli.py	1035	CODE
LOW	packages/leann-core/src/leann/cli.py	1145	CODE
LOW	packages/leann-core/src/leann/cli.py	1297	CODE
LOW	packages/leann-core/src/leann/cli.py	1395	CODE
LOW	packages/leann-core/src/leann/cli.py	1457	CODE
LOW	packages/leann-core/src/leann/cli.py	2075	CODE
64 more matches not shown…

Redundant / Tautological Comments62 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW⚡	benchmarks/run_evaluation.py	68	# Check if specific dataset embeddings exist	COMMENT
LOW	benchmarks/micro_tpt.py	131	# Check if using SDPA (only on CUDA)	COMMENT
LOW	benchmarks/micro_tpt.py	238	# Check if using custom 8bit quantization	COMMENT
LOW	benchmarks/micro_tpt.py	328	# Check if model loaded successfully	COMMENT
LOW	benchmarks/compare_faiss_vs_leann.py	144	# Check if index already exists	COMMENT
LOW	benchmarks/faiss_only.py	82	# Check if index already exists and try to load it	COMMENT
LOW	benchmarks/financebench/evaluate_financebench.py	604	# Check if baseline exists	COMMENT
LOW	benchmarks/financebench/evaluate_financebench.py	877	# Print results	COMMENT
LOW	benchmarks/financebench/setup_financebench.py	134	# Check if we have PDFs	COMMENT
LOW	benchmarks/financebench/verify_recall.py	161	# Check if files exist	COMMENT
LOW	benchmarks/laion/evaluate_laion.py	419	# Check if baseline exists	COMMENT
LOW	benchmarks/enron_emails/evaluate_enron_emails.py	524	# Check if Stage 4 results exist	COMMENT
LOW⚡	packages/leann-core/src/leann/embedding_compute.py	1124	# Check if it's an embedding model (by name patterns or known models)	COMMENT
LOW⚡	packages/leann-core/src/leann/embedding_compute.py	1129	# Check if model exists (handle versioned names) and resolve to full name	COMMENT
LOW	packages/leann-core/src/leann/embedding_compute.py	1090	# Check if Ollama is running	COMMENT
LOW	packages/leann-core/src/leann/embedding_compute.py	1106	# Check if model exists and provide helpful suggestions	COMMENT
LOW⚡	packages/leann-core/src/leann/embedding_compute.py	695	# Set model to eval mode and disable gradients for inference	STRING
LOW	packages/leann-core/src/leann/embedding_compute.py	265	# Set NODE_PATH to include global modules for @lmstudio/sdk resolution	STRING
LOW	packages/leann-core/src/leann/embedding_compute.py	562	# Check if model is already cached	STRING
LOW	packages/leann-core/src/leann/api.py	428	# Check if we need to use cosine distance for normalized embeddings	COMMENT
LOW⚡	packages/leann-core/src/leann/chat.py	92	# Check if exact model exists	COMMENT
LOW⚡	packages/leann-core/src/leann/chat.py	332	# Check if the model exists remotely and get available tags	COMMENT
LOW	packages/leann-core/src/leann/chat.py	478	# Check if the Ollama server is responsive	COMMENT
LOW	packages/leann-core/src/leann/chat.py	667	# Check if this is a Qwen model and add /no_think by default	COMMENT
LOW	packages/leann-core/src/leann/chat.py	841	# Check if this is an o-series model (partial match for model names)	COMMENT
LOW	packages/leann-core/src/leann/cli.py	914	# Check if this path appears in .gitmodules	COMMENT
LOW	packages/leann-core/src/leann/cli.py	1476	# Check if this is a git submodule - if so, skip it	COMMENT
LOW	packages/leann-core/src/leann/cli.py	1579	# Check if we should process PDFs	COMMENT
LOW	packages/leann-core/src/leann/cli.py	1584	# Check if file matches any exclude pattern	COMMENT
LOW	packages/leann-core/src/leann/cli.py	1735	# Check if AST chunking is requested	COMMENT
LOW	packages/leann-core/src/leann/cli.py	1768	# Check if this is a code file based on source path	COMMENT
LOW	…ckend-diskann/leann_backend_diskann/graph_partition.py	77	# Check if executables were created	COMMENT
LOW	…ckend-diskann/leann_backend_diskann/diskann_backend.py	165	# Check if all required files exist	COMMENT
LOW	.github/workflows/release-manual.yml	151	# Check if tag already exists	COMMENT
LOW	.github/workflows/release-manual.yml	160	# Check if release already exists	COMMENT
LOW	.github/workflows/build-reusable.yml	323	# Set CMAKE_PREFIX_PATH to let CMake find all packages automatically	COMMENT
LOW	apps/wechat_rag.py	60	# Check if WeChat is running	COMMENT
LOW	apps/document_rag.py	63	# Check if data directory exists	COMMENT
LOW	apps/colqwen_rag.py	289	# Display results	COMMENT
LOW	apps/code_rag.py	87	# Check if repository directory exists	COMMENT
LOW	apps/code_rag.py	105	# Check if in excluded directory	COMMENT
LOW	apps/base_rag_example.py	419	# Check if index exists	COMMENT
LOW	apps/semantic_file_search/leann-plus-temporal-search.py	108	# Check if clean_query is less than 4 characters	COMMENT
LOW	apps/semantic_file_search/leann-plus-temporal-search.py	150	# Print results	COMMENT
LOW	apps/semantic_file_search/spotlight_index_dump.py	69	# Check if it's an absolute path or relative	COMMENT
LOW	apps/history_data/wechat_history.py	154	# Check if dict has any readable text fields	COMMENT
LOW	apps/history_data/wechat_history.py	189	# Check if there's actual readable text (not just XML or system messages)	COMMENT
LOW⚡	apps/history_data/wechat_history.py	505	# Check if this is a readable text message	STRING
LOW	apps/history_data/wechat_history.py	684	# Check if wechat-exporter directory exists	STRING
LOW	apps/history_data/wechat_history.py	715	# Check if export was successful	STRING
LOW	…l/vision-based-pdf-multi-vector/vidore_v1_benchmark.py	254	# Check if we have any queries	COMMENT
LOW	…l/vision-based-pdf-multi-vector/vidore_v1_benchmark.py	304	# Print results	COMMENT
LOW	…al/vision-based-pdf-multi-vector/leann_multi_vector.py	1271	# Check if Fast-Plaid index exists	COMMENT
LOW	…al/vision-based-pdf-multi-vector/leann_multi_vector.py	1286	# Check if LEANN index exists	COMMENT
LOW	…al/vision-based-pdf-multi-vector/leann_multi_vector.py	1396	# Check if we have any queries to evaluate	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	651	# Check if this image was already seen	COMMENT
LOW	…l/vision-based-pdf-multi-vector/vidore_v2_benchmark.py	97	# Check if dataset has language field before filtering	COMMENT
LOW	…l/vision-based-pdf-multi-vector/vidore_v2_benchmark.py	104	# Check if filtering resulted in empty dataset	COMMENT
LOW	…l/vision-based-pdf-multi-vector/vidore_v2_benchmark.py	238	# Check if we have any queries	COMMENT
LOW	…l/vision-based-pdf-multi-vector/vidore_v2_benchmark.py	288	# Print results	COMMENT
2 more matches not shown…

Decorative Section Separators22 hits · 76 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_react_dual_source.py	33	# ── 1. Dual-source presence ──────────────────────────────────────────	COMMENT
MEDIUM	tests/test_react_dual_source.py	58	# ── 2. Routing behavior ─────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_react_dual_source.py	132	# ── 3. Pipeline correctness ─────────────────────────────────────────	COMMENT
MEDIUM	tests/test_react_dual_source.py	197	# ── 4. Edge cases ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	benchmarks/contextbench/scripts/auto_run.py	449	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	benchmarks/contextbench/scripts/auto_run.py	451	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	benchmarks/contextbench/scripts/auto_run.py	722	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	benchmarks/contextbench/scripts/auto_run.py	724	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/contextbench/scripts/auto_run.py	887	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/contextbench/scripts/auto_run.py	889	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/enron_emails/setup_enron_emails.py	31	# ----------------------------	COMMENT
MEDIUM	benchmarks/enron_emails/setup_enron_emails.py	33	# ----------------------------	COMMENT
MEDIUM⚡	benchmarks/enron_emails/setup_enron_emails.py	70	# ----------------------------	COMMENT
MEDIUM⚡	benchmarks/enron_emails/setup_enron_emails.py	72	# ----------------------------	COMMENT
MEDIUM	benchmarks/enron_emails/setup_enron_emails.py	163	# ----------------------------	COMMENT
MEDIUM	benchmarks/enron_emails/setup_enron_emails.py	165	# ----------------------------	COMMENT
MEDIUM⚡	benchmarks/enron_emails/setup_enron_emails.py	270	# ----------------------------	COMMENT
MEDIUM⚡	benchmarks/enron_emails/setup_enron_emails.py	272	# ----------------------------	COMMENT
MEDIUM	packages/leann-core/src/leann/chunking_utils.py	320	# ── Token-aware auto-scaling ──────────────────────────────────────	COMMENT
MEDIUM	packages/leann-core/src/leann/chunking_utils.py	371	# ── Post-chunk validation ─────────────────────────────────────────	COMMENT
MEDIUM	packages/leann-core/src/leann/cli.py	3395	# ── index-* shared handler ──────────────────────────────────────	COMMENT
MEDIUM	packages/leann-core/src/leann/cli.py	749	# ── index-* commands: data source indexing ──────────────────────	STRING

Structural Annotation Overuse40 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	README.md	1001	# Step 1: Use MCP app to fetch and index data	COMMENT
LOW	README.md	1004	# Step 2: The data is now indexed and available via CLI	COMMENT
LOW	docs/slack-setup-guide.md	17	## Step 1: Create a Slack App	COMMENT
LOW	docs/slack-setup-guide.md	67	## Step 2: Install Slack MCP Server	COMMENT
LOW	docs/slack-setup-guide.md	86	## Step 3: Install and Configure Ollama (for Real LLM Responses)	COMMENT
LOW	docs/slack-setup-guide.md	117	## Step 4: Configure Environment Variables	COMMENT
LOW	docs/slack-setup-guide.md	132	## Step 5: Test the Setup	COMMENT
LOW⚡	examples/spoiler_free_book_rag.py	180	# Step 1: Prepare book data	COMMENT
LOW⚡	examples/spoiler_free_book_rag.py	186	# Step 2: Build the index (in practice, this would be done once)	COMMENT
LOW⚡	examples/spoiler_free_book_rag.py	196	# Step 3: Demonstrate various spoiler-free searches	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	765	# Step 1: Analyze current (compact) index	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	770	# Step 2: Use existing non-compact index or create if needed	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	805	# Step 4: Performance comparison between the two indexes	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	814	# Step 5: Generation evaluation	COMMENT
LOW	benchmarks/financebench/evaluate_financebench.py	786	# Step 3: Compare index sizes	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	418	# Step 1: Download dataset	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	421	# Step 2: Download PDFs	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	427	# Step 3: Build LEANN index	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	433	# Step 4: Build FAISS flat baseline	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	438	# Step 5: Verify setup	COMMENT
LOW⚡	benchmarks/laion/evaluate_laion.py	567	# Step 1: Analyze current (compact) index	COMMENT
LOW⚡	benchmarks/laion/evaluate_laion.py	572	# Step 2: Use existing non-compact index or create if needed	COMMENT
LOW	benchmarks/laion/evaluate_laion.py	586	# Step 3: Compare index sizes (.index only)	COMMENT
LOW	benchmarks/laion/evaluate_laion.py	605	# Step 4: Performance comparison between the two indexes	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	483	# Step 1: Download LAION subset	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	488	# Step 2: Generate CLIP image embeddings	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	492	# Step 3: Create LEANN passages (image metadata with embeddings)	COMMENT
LOW	benchmarks/laion/setup_laion.py	509	# Step 4: Build LEANN indexes (both compact and non-compact)	COMMENT
LOW	benchmarks/laion/setup_laion.py	525	# Step 5: Build FAISS flat baseline	COMMENT
LOW	benchmarks/laion/setup_laion.py	539	# Step 6: Create evaluation queries	COMMENT
LOW	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	57	# Step 1: Load or create test image	COMMENT
LOW	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	71	# Step 2: Load model	COMMENT
LOW⚡	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	91	# Step 3: Test forward pass	COMMENT
LOW⚡	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	512	# Step 4: Build index if needed	COMMENT
LOW⚡	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	683	# Step 6: Similarity maps for top-K results	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	166	# Step 1: Check if we can skip data loading (index already exists)	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	207	# Step 2: Load data only if we need to build the index	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	479	# Step 3: Load model and processor (only if we need to build index or perform search)	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	568	# Step 5: Embed query and search	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	720	# Step 7: Optional answer generation	COMMENT

Verbosity Indicators33 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/spoiler_free_book_rag.py	180	# Step 1: Prepare book data	COMMENT
LOW⚡	examples/spoiler_free_book_rag.py	186	# Step 2: Build the index (in practice, this would be done once)	COMMENT
LOW⚡	examples/spoiler_free_book_rag.py	196	# Step 3: Demonstrate various spoiler-free searches	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	765	# Step 1: Analyze current (compact) index	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	770	# Step 2: Use existing non-compact index or create if needed	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	805	# Step 4: Performance comparison between the two indexes	COMMENT
LOW⚡	benchmarks/financebench/evaluate_financebench.py	814	# Step 5: Generation evaluation	COMMENT
LOW	benchmarks/financebench/evaluate_financebench.py	786	# Step 3: Compare index sizes	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	418	# Step 1: Download dataset	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	421	# Step 2: Download PDFs	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	427	# Step 3: Build LEANN index	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	433	# Step 4: Build FAISS flat baseline	COMMENT
LOW⚡	benchmarks/financebench/setup_financebench.py	438	# Step 5: Verify setup	COMMENT
LOW⚡	benchmarks/laion/evaluate_laion.py	567	# Step 1: Analyze current (compact) index	COMMENT
LOW⚡	benchmarks/laion/evaluate_laion.py	572	# Step 2: Use existing non-compact index or create if needed	COMMENT
LOW	benchmarks/laion/evaluate_laion.py	586	# Step 3: Compare index sizes (.index only)	COMMENT
LOW	benchmarks/laion/evaluate_laion.py	605	# Step 4: Performance comparison between the two indexes	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	483	# Step 1: Download LAION subset	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	488	# Step 2: Generate CLIP image embeddings	COMMENT
LOW⚡	benchmarks/laion/setup_laion.py	492	# Step 3: Create LEANN passages (image metadata with embeddings)	COMMENT
LOW	benchmarks/laion/setup_laion.py	509	# Step 4: Build LEANN indexes (both compact and non-compact)	COMMENT
LOW	benchmarks/laion/setup_laion.py	525	# Step 5: Build FAISS flat baseline	COMMENT
LOW	benchmarks/laion/setup_laion.py	539	# Step 6: Create evaluation queries	COMMENT
LOW	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	57	# Step 1: Load or create test image	COMMENT
LOW	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	71	# Step 2: Load model	COMMENT
LOW⚡	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	91	# Step 3: Test forward pass	COMMENT
LOW⚡	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	512	# Step 4: Build index if needed	COMMENT
LOW⚡	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	683	# Step 6: Similarity maps for top-K results	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	166	# Step 1: Check if we can skip data loading (index already exists)	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	207	# Step 2: Load data only if we need to build the index	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	479	# Step 3: Load model and processor (only if we need to build index or perform search)	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	568	# Step 5: Embed query and search	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	720	# Step 7: Optional answer generation	COMMENT

Unused Imports49 hits · 48 pts

Severity	File	Line	Context
LOW	benchmarks/micro_tpt.py	145	CODE
LOW	benchmarks/micro_tpt.py	157	CODE
LOW	scripts/hf_upload.py	13	CODE
LOW	scripts/hf_upload.py	43	CODE
LOW	packages/leann-core/src/leann/react_agent.py	13	CODE
LOW	packages/leann-core/src/leann/server.py	15	CODE
LOW	packages/leann-core/src/leann/registry.py	11	CODE
LOW	packages/leann-core/src/leann/__init__.py	27	CODE
LOW	packages/leann-core/src/leann/__init__.py	27	CODE
LOW	packages/leann-core/src/leann/__init__.py	27	CODE
LOW	packages/leann-core/src/leann/__init__.py	28	CODE
LOW	packages/leann-core/src/leann/__init__.py	28	CODE
LOW	packages/leann-core/src/leann/__init__.py	29	CODE
LOW	packages/leann-core/src/leann/settings.py	3	CODE
LOW	packages/leann/__init__.py	10	CODE
LOW	packages/leann/__init__.py	10	CODE
LOW	packages/leann/__init__.py	10	CODE
LOW	…nn-backend-flashlib/leann_backend_flashlib/__init__.py	3	CODE
LOW	…nn-backend-flashlib/leann_backend_flashlib/__init__.py	3	CODE
LOW	…nn-backend-flashlib/leann_backend_flashlib/__init__.py	3	CODE
LOW	…nd-flashlib-ivf/leann_backend_flashlib_ivf/__init__.py	3	CODE
LOW	…nd-flashlib-ivf/leann_backend_flashlib_ivf/__init__.py	3	CODE
LOW	…nd-flashlib-ivf/leann_backend_flashlib_ivf/__init__.py	3	CODE
LOW	…eann-backend-diskann/leann_backend_diskann/__init__.py	58	CODE
LOW	…eann-backend-diskann/leann_backend_diskann/__init__.py	59	CODE
LOW	…eann-backend-diskann/leann_backend_diskann/__init__.py	62	CODE
LOW	…eann-backend-diskann/leann_backend_diskann/__init__.py	62	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	3	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	3	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	3	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	3	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	3	CODE
LOW	…ages/leann-backend-hnsw/leann_backend_hnsw/__init__.py	58	CODE
LOW	apps/history_data/__init__.py	1	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	13	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	apps/chunking/__init__.py	27	CODE
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	10	CODE

Modern Structural Boilerplate40 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_prompt_template_e2e.py	33	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/compare_faiss_vs_leann.py	19	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/update/bench_update_vs_offline_search.py	54	logger = logging.getLogger(__name__)	CODE
LOW	benchmarks/update/__init__.py	16	__all__ = ["find_repo_root"]	CODE
LOW	benchmarks/update/bench_hnsw_rng_recompute.py	45	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/sync.py	9	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/react_agent.py	23	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/registry.py	14	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/metadata_filter.py	12	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/__init__.py	33	__all__ = [	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/embedding_compute.py	23	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/api.py	31	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/api.py	836	def update_index(self, index_path: str, remove_passage_ids: Optional[list[str]] = None) -> None:	CODE
LOW	packages/leann-core/src/leann/chat.py	27	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/settings.py	10	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann-core/src/leann/web_search.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…kages/leann-core/src/leann/embedding_server_manager.py	25	logger = logging.getLogger(__name__)	CODE
LOW	packages/leann/__init__.py	12	__all__ = ["LeannBuilder", "LeannChat", "LeannSearcher"]	CODE
LOW	packages/wechat-exporter/__init__.py	1	__all__ = []	CODE
LOW	…nn-backend-flashlib/leann_backend_flashlib/__init__.py	9	__all__ = [	CODE
LOW	…nd-flashlib/leann_backend_flashlib/flashlib_backend.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…nd-flashlib-ivf/leann_backend_flashlib_ivf/__init__.py	9	__all__ = [	CODE
LOW	…ivf/leann_backend_flashlib_ivf/flashlib_ivf_backend.py	44	logger = logging.getLogger(__name__)	CODE
LOW	…eann-backend-diskann/leann_backend_diskann/__init__.py	64	__all__ = ["GraphPartitioner", "diskann_backend", "graph_partition", "partition_graph"]	CODE
LOW	…kann/leann_backend_diskann/diskann_embedding_server.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…ckend-diskann/leann_backend_diskann/diskann_backend.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…ckages/leann-backend-ivf/leann_backend_ivf/__init__.py	11	__all__ = [	CODE
LOW	…ges/leann-backend-ivf/leann_backend_ivf/ivf_backend.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…eann-backend-hnsw/leann_backend_hnsw/convert_to_csr.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…/leann-backend-hnsw/leann_backend_hnsw/hnsw_backend.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…ckend-hnsw/leann_backend_hnsw/hnsw_embedding_server.py	21	logger = logging.getLogger(__name__)	CODE
LOW	apps/history_data/__init__.py	3	__all__ = ["ChromeHistoryReader"]	CODE
LOW	apps/chunking/__init__.py	39	__all__ = [	CODE
LOW	…al/vision-based-pdf-multi-vector/leann_multi_vector.py	16	logger = logging.getLogger(__name__)	CODE
LOW	apps/gemini_data/gemini_reader.py	6	logger = logging.getLogger(__name__)	CODE
LOW	apps/qwen_data/qwen_reader.py	6	logger = logging.getLogger(__name__)	CODE
LOW	apps/slack_data/slack_mcp_reader.py	16	logger = logging.getLogger(__name__)	CODE
LOW	apps/twitter_data/twitter_mcp_reader.py	15	logger = logging.getLogger(__name__)	CODE
LOW	apps/email_data/email.py	16	logger = logging.getLogger(__name__)	CODE

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_prompt_template_persistence.py	582	# Create a concrete implementation for testing	COMMENT
MEDIUM	tests/test_prompt_template_persistence.py	640	# Create a concrete implementation for testing	COMMENT
MEDIUM	tests/test_metadata_filtering.py	306	# Create a real PassageManager instance just for the filtering method	COMMENT
MEDIUM	tests/test_token_truncation.py	123	# Create a text that definitely exceeds limit	COMMENT
MEDIUM	examples/mlx_demo.py	5	# Define the path for our new MLX-based index	COMMENT
MEDIUM	packages/leann-core/src/leann/cli.py	1610	# Create a simple document structure	COMMENT
MEDIUM	packages/leann-core/src/leann/cli.py	1636	# Create a custom file filter function using our PathSpec	COMMENT
MEDIUM	…modal/vision-based-pdf-multi-vector/colqwen_forward.py	24	# Create a simple RGB image (800x600)	COMMENT
MEDIUM	apps/email_data/email.py	64	# Import required libraries	COMMENT
MEDIUM	apps/email_data/email.py	161	# Create a temporary mbox file	COMMENT

Magic Placeholder Names5 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	251	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	README.md	964	export TWITTER_API_KEY="your-api-key"	CODE
HIGH	docs/metadata_filtering.md	219	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	docs/code/embedding_model_compare.py	12	# export OPENAI_API_KEY="your-api-key-here"	COMMENT
HIGH	examples/mcp_integration_demo.py	124	print(" export TWITTER_API_KEY='your-api-key'")	CODE

AI Slop Vocabulary8 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/micro_tpt.py	374	# For now, just use standard loading with INT8 config	COMMENT
MEDIUM	benchmarks/financebench/evaluate_financebench.py	626	# Test with more queries for robust measurement	COMMENT
MEDIUM	benchmarks/financebench/evaluate_financebench.py	666	# Use more queries for robust measurement	COMMENT
MEDIUM	benchmarks/laion/evaluate_laion.py	436	# Test with queries for robust measurement	COMMENT
MEDIUM	benchmarks/laion/evaluate_laion.py	470	# Use subset for robust measurement	COMMENT
MEDIUM	benchmarks/laion/evaluate_laion.py	622	# Print comprehensive results	COMMENT
MEDIUM	packages/leann-core/src/leann/cli.py	1132	# Always do a comprehensive search for safety	COMMENT
MEDIUM	…eann-backend-hnsw/leann_backend_hnsw/convert_to_csr.py	83	count = -1 # Initialize count for robust error handling	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	apps/imessage_data/imessage_reader.py	initialize. args: concatenate_conversations: whether to concatenate messages within conversations for better context	STRING
HIGH	apps/chatgpt_data/chatgpt_reader.py	initialize. args: concatenate_conversations: whether to concatenate messages within conversations for better context	STRING
HIGH	apps/claude_data/claude_reader.py	initialize. args: concatenate_conversations: whether to concatenate messages within conversations for better context	STRING

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	README.md	1161	leann watch INDEX_NAME	COMMENT
LOW	benchmarks/financebench/verify_recall.py	1	#!/usr/bin/env python3	COMMENT
LOW	…marks/contextbench/scripts/prepare_repos_with_leann.py	61	# "SWE-Bench-Pro__javascript__maintenance__bugfix__93b583ae",	COMMENT
LOW	benchmarks/contextbench/scripts/batch_run_selected.py	21	# Instances to run. Set instance_ids here or pass via SELECTED_IDS env var (comma-separated).	COMMENT
LOW	benchmarks/contextbench/scripts/batch_run_random.py	101	# instance_id=instance_id,	COMMENT
LOW	benchmarks/contextbench/scripts/batch_run_random.py	121	# print(f"✅ Result saved for {instance_id}")	COMMENT
LOW	benchmarks/bm25_diskann_baselines/run_bm25.py	1	# /// script	COMMENT
LOW	…-pdf-multi-vector/multi-vector-leann-similarity-map.py	41	QUERY = "The paper talk about the latent video generative model and data curation in the related work part?"	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_lmstudio_bridge.py	194	mock_result.stdout = '{"contextLength": null, "identifier": "test-model"}'	CODE

AI Structural Patterns6 hits · 5 pts

Severity	File	Line	Context
LOW	benchmarks/llm_utils.py	278	CODE
LOW	packages/leann-core/src/leann/chunking_utils.py	404	CODE
LOW	packages/leann-core/src/leann/api.py	1240	CODE
LOW	packages/leann-core/src/leann/api.py	1689	CODE
LOW	…ckend-diskann/leann_backend_diskann/diskann_backend.py	475	CODE
LOW	…l/vision-based-pdf-multi-vector/vidore_v2_benchmark.py	186	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ckend-diskann/leann_backend_diskann/graph_partition.py	96	Partition a disk-based index for improved performance. Args: index_prefix_path: Path to th	STRING

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/openclaw/run_docker_test.sh	6	# Usage:	COMMENT
LOW	…ckend-diskann/leann_backend_diskann/graph_partition.py	288	# Example usage:	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/leann-core/src/leann/mcp.py	320	def handle_request(request):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings