getzep/graphiti

48.2

Adjusted Score

48.2

Raw Score

100%

Time Factor

2026-07-09

Last Push

28.7K

Stars

Python

Language

75.4K

Lines of Code

323

Files

1.6K

Pattern Hits

2026-07-14

Scan Date

1.39

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 1HIGH 447MEDIUM 112LOW 1060

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 1620 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.

Cross-File Repetition430 hits · 2150 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_graphiti_mock.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_add_triplet.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_edge_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/helpers_test.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_entity_exclusion_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_graphiti_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_text_utils.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/test_node_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/evals/eval_e2e_graph_building.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/evals/utils.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_anthropic_client_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_anthropic_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_errors.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_token_tracker.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_gemini_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/llm_client/test_cache.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/driver/test_falkordb_driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/embedder/test_voyage.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/embedder/test_openai.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/embedder/embedder_fixtures.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/embedder/test_gemini.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/utils/test_content_chunking.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/utils/maintenance/test_entity_extraction.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/cross_encoder/test_bge_reranker_client_int.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	tests/cross_encoder/test_gemini_reranker_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	examples/ecommerce/runner.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	examples/podcast/podcast_runner.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	examples/wizard_of_oz/runner.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/graphiti_types.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/edges.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/errors.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/nodes.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/graphiti.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/helpers.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/tracer.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/decorators.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/config.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/cache.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/__init__.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/token_tracker.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/azure_openai_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/gliner2_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/groq_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/utils.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/openai_generic_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/errors.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/openai_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/anthropic_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/openai_base_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/llm_client/gemini_client.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/neptune_driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/neo4j_driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/falkordb_driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/__init__.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/query_executor.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/record_parsers.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
HIGH	graphiti_core/driver/kuzu_driver.py	0	copyright 2025, zep software, inc. licensed under the apache license, version 2.0 (the "license"); you may not use this	STRING
370 more matches not shown…

Hyper-Verbose Identifiers599 hits · 573 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_graphiti_mock.py	99	def mock_cross_encoder_client():	CODE
LOW	tests/test_graphiti_mock.py	454	async def test_graphiti_retrieve_episodes(	CODE
LOW	tests/test_graphiti_mock.py	529	async def test_filter_existing_duplicate_of_edges(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	593	async def test_determine_entity_community(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	753	async def test_get_community_clusters(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	879	async def test_get_communities_by_nodes(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	918	async def test_edge_fulltext_search(	CODE
LOW	tests/test_graphiti_mock.py	1019	async def test_edge_similarity_search(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	1307	async def test_node_fulltext_search(	CODE
LOW	tests/test_graphiti_mock.py	1356	async def test_node_similarity_search(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	1516	async def test_episode_fulltext_search(	CODE
LOW	tests/test_graphiti_mock.py	1567	async def test_community_fulltext_search(	CODE
LOW	tests/test_graphiti_mock.py	1610	async def test_community_similarity_search(	CODE
LOW	tests/test_graphiti_mock.py	1717	async def test_get_relevant_edges_and_invalidation_candidates(	CODE
LOW	tests/test_graphiti_mock.py	1871	async def test_node_distance_reranker(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	1932	async def test_episode_mentions_reranker(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	1989	async def test_get_embeddings_for_edges(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	2030	async def test_get_embeddings_for_nodes(graph_driver, mock_embedder):	CODE
LOW	tests/test_graphiti_mock.py	2051	async def test_get_embeddings_for_communities(graph_driver, mock_embedder):	CODE
LOW	tests/test_add_triplet.py	55	def mock_cross_encoder_client():	CODE
LOW	tests/test_add_triplet.py	66	async def test_add_triplet_merges_attributes(	CODE
LOW	tests/test_add_triplet.py	145	async def test_add_triplet_updates_summary(	CODE
LOW	tests/test_add_triplet.py	216	async def test_add_triplet_updates_labels(	CODE
LOW	tests/test_add_triplet.py	288	async def test_add_triplet_with_new_nodes_no_uuid(	CODE
LOW	tests/test_add_triplet.py	353	async def test_add_triplet_preserves_existing_attributes(	CODE
LOW	tests/test_add_triplet.py	433	async def test_add_triplet_empty_attributes_preserved(	CODE
LOW	tests/test_add_triplet.py	508	async def test_add_triplet_invalid_source_uuid(	CODE
LOW	tests/test_add_triplet.py	561	async def test_add_triplet_invalid_target_uuid(	CODE
LOW	tests/test_add_triplet.py	627	async def test_add_triplet_invalid_both_uuids(	CODE
LOW	tests/test_add_triplet.py	683	async def test_add_triplet_edge_uuid_with_different_nodes_creates_new_edge(	CODE
LOW	tests/test_add_triplet.py	780	async def test_add_triplet_edge_uuid_with_same_nodes_updates_edge(	CODE
LOW⚡	tests/test_node_label_security.py	13	def test_entity_node_rejects_unsafe_labels():	CODE
LOW⚡	tests/test_node_label_security.py	22	def test_entity_node_assignment_rejects_unsafe_labels():	CODE
LOW⚡	tests/test_node_label_security.py	29	def test_entity_node_save_query_rejects_unsafe_labels_when_validation_is_bypassed():	CODE
LOW⚡	tests/test_node_label_security.py	39	def test_entity_node_save_bulk_query_rejects_unsafe_labels_when_validation_is_bypassed():	CODE
LOW	tests/helpers_test.py	248	async def assert_episodic_node_equals(retrieved: EpisodicNode, sample: EpisodicNode):	CODE
LOW	tests/helpers_test.py	260	async def assert_entity_node_equals(	CODE
LOW	tests/helpers_test.py	276	async def assert_community_node_equals(	CODE
LOW	tests/helpers_test.py	290	async def assert_episodic_edge_equals(retrieved: EpisodicEdge, sample: EpisodicEdge):	CODE
LOW	tests/helpers_test.py	298	async def assert_entity_edge_equals(	CODE
LOW	tests/test_entity_exclusion_int.py	64	async def test_exclude_default_entity_type(driver):	CODE
LOW	tests/test_entity_exclusion_int.py	121	async def test_exclude_specific_custom_types(driver):	CODE
LOW	tests/test_entity_exclusion_int.py	279	def test_validation_valid_excluded_types():	CODE
LOW	tests/test_entity_exclusion_int.py	294	def test_validation_invalid_excluded_types():	CODE
LOW	tests/test_entity_exclusion_int.py	314	async def test_excluded_types_parameter_validation_in_add_episode(driver):	CODE
LOW⚡	tests/test_text_utils.py	20	def test_truncate_at_sentence_short_text():	CODE
LOW⚡	tests/test_text_utils.py	27	def test_truncate_at_sentence_empty():	CODE
LOW⚡	tests/test_text_utils.py	33	def test_truncate_at_sentence_exact_length():	CODE
LOW⚡	tests/test_text_utils.py	40	def test_truncate_at_sentence_with_period():	CODE
LOW⚡	tests/test_text_utils.py	48	def test_truncate_at_sentence_with_question():	CODE
LOW⚡	tests/test_text_utils.py	56	def test_truncate_at_sentence_with_exclamation():	CODE
LOW⚡	tests/test_text_utils.py	64	def test_truncate_at_sentence_no_boundary():	CODE
LOW⚡	tests/test_text_utils.py	72	def test_truncate_at_sentence_multiple_periods():	CODE
LOW⚡	tests/test_text_utils.py	80	def test_truncate_at_sentence_strips_trailing_whitespace():	CODE
LOW⚡	tests/test_text_utils.py	88	def test_max_summary_chars_constant():	CODE
LOW⚡	tests/test_text_utils.py	93	def test_truncate_at_sentence_realistic_summary():	CODE
LOW	tests/llm_client/test_anthropic_client_int.py	43	async def test_generate_simple_response():	CODE
LOW	tests/llm_client/test_anthropic_client_int.py	69	async def test_extract_json_from_text():	CODE
LOW	tests/llm_client/test_openai_generic_client.py	61	async def test_defaults_to_json_schema_response_format():	CODE
LOW	tests/llm_client/test_openai_generic_client.py	73	async def test_json_schema_mode_does_not_inject_schema_into_prompt():	CODE
539 more matches not shown…

Decorative Section Separators71 hits · 218 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/claude-code-review-manual.yml	93	# ============================================================	COMMENT
MEDIUM	.github/workflows/claude-code-review-manual.yml	95	# ============================================================	COMMENT
MEDIUM	.github/workflows/claude-code-review-manual.yml	106	# ============================================================	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	115	# ============================================================	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	117	# ============================================================	COMMENT
MEDIUM	.github/workflows/claude-code-review.yml	128	# ============================================================	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	21	# ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	24	# ──────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-triage.yml	41	# ──────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-triage.yml	45	# ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	167	# ============================================================	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	169	# ============================================================	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	179	# ============================================================	COMMENT
MEDIUM	.github/workflows/pr-triage.yml	212	# ──────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/pr-triage.yml	214	# ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	308	# ============================================================	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	310	# ============================================================	COMMENT
MEDIUM⚡	.github/workflows/pr-triage.yml	320	# ============================================================	COMMENT
MEDIUM	graphiti_core/llm_client/gliner2_client.py	118	# ── Message parsing helpers ──────────────────────────────────────	COMMENT
MEDIUM	graphiti_core/llm_client/gliner2_client.py	174	# ── Extraction handlers ──────────────────────────────────────────	COMMENT
MEDIUM	graphiti_core/llm_client/gliner2_client.py	215	# ── Core dispatch ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	102	# --------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	104	# --------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	175	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	177	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	269	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	271	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	335	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	337	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	358	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	360	# -----------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	464	# -----------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	466	# -----------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	485	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	487	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	505	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	507	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	530	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	532	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	550	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	552	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	575	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	577	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	606	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	608	# ---------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	631	# ----------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	633	# ----------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	662	# ----------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	664	# ----------------------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	805	# -----------------	COMMENT
MEDIUM⚡	…phiti_core/driver/graph_operations/graph_operations.py	807	# -----------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	36	# -----------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	38	# -----------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	77	# -----------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	79	# -----------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	123	# --------------------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	125	# --------------------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	228	# -----------------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	230	# -----------------------	COMMENT
MEDIUM	…phiti_core/driver/graph_operations/graph_operations.py	294	# -----------------------	COMMENT
11 more matches not shown…

Excessive Try-Catch Wrapping112 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_entity_exclusion_int.py	349	except Exception as e:	CODE
LOW	tests/llm_client/test_anthropic_client_int.py	63	except Exception as e:	CODE
LOW	tests/driver/test_falkordb_driver.py	430	except Exception as e:	CODE
LOW	graphiti_core/graphiti.py	267	except Exception:	CODE
LOW	graphiti_core/graphiti.py	1225	except Exception as e:	CODE
LOW	graphiti_core/graphiti.py	1484	except Exception as e:	CODE
LOW⚡	graphiti_core/tracer.py	104	except Exception:	CODE
LOW⚡	graphiti_core/tracer.py	116	except Exception:	CODE
LOW	graphiti_core/tracer.py	154	except Exception:	CODE
LOW	graphiti_core/llm_client/client.py	257	except Exception as e:	CODE
LOW	graphiti_core/llm_client/gliner2_client.py	244	except Exception as e:	CODE
LOW	graphiti_core/llm_client/gliner2_client.py	318	except Exception as e:	CODE
LOW	graphiti_core/llm_client/groq_client.py	83	except Exception as e:	CODE
LOW	graphiti_core/llm_client/openai_generic_client.py	172	except Exception as e:	CODE
LOW	graphiti_core/llm_client/openai_generic_client.py	225	except Exception as e:	CODE
LOW	graphiti_core/llm_client/anthropic_client.py	341	except Exception as e:	CODE
LOW	graphiti_core/llm_client/anthropic_client.py	419	except Exception as e:	CODE
LOW	graphiti_core/llm_client/openai_base_client.py	230	except Exception as e:	CODE
LOW	graphiti_core/llm_client/openai_base_client.py	305	except Exception as e:	CODE
LOW	graphiti_core/llm_client/gemini_client.py	225	except Exception:	CODE
LOW	graphiti_core/llm_client/gemini_client.py	232	except Exception:	CODE
LOW	graphiti_core/llm_client/gemini_client.py	333	except Exception as e:	CODE
LOW	graphiti_core/llm_client/gemini_client.py	349	except Exception as e:	CODE
LOW	graphiti_core/llm_client/gemini_client.py	437	except Exception as e:	CODE
LOW	graphiti_core/driver/neptune_driver.py	296	except Exception as e:	CODE
LOW	graphiti_core/driver/neo4j_driver.py	173	except Exception as e:	CODE
LOW	graphiti_core/driver/neo4j_driver.py	223	except Exception as e:	CODE
LOW	graphiti_core/driver/falkordb_driver.py	247	except Exception as e:	CODE
LOW⚡	graphiti_core/driver/falkordb_driver.py	343	except Exception as e:	CODE
LOW	graphiti_core/driver/kuzu_driver.py	228	except Exception as e:	STRING
LOW	graphiti_core/embedder/gemini.py	155	except Exception as e:	CODE
LOW	graphiti_core/embedder/gemini.py	179	except Exception as individual_error:	CODE
LOW	graphiti_core/embedder/azure_openai.py	57	except Exception as e:	CODE
LOW	graphiti_core/embedder/azure_openai.py	69	except Exception as e:	CODE
LOW	graphiti_core/utils/maintenance/combined_extraction.py	273	except Exception:	CODE
LOW	graphiti_core/utils/maintenance/edge_operations.py	619	except Exception:	CODE
LOW	graphiti_core/search/search.py	92	except Exception as e:	CODE
LOW	graphiti_core/cross_encoder/gemini_reranker_client.py	149	except Exception as e:	CODE
LOW	graphiti_core/cross_encoder/openai_reranker_client.py	121	except Exception as e:	STRING
LOW	graphiti_core/telemetry/telemetry.py	50	except Exception:	CODE
LOW	graphiti_core/telemetry/telemetry.py	61	except Exception:	CODE
LOW	graphiti_core/telemetry/telemetry.py	72	except Exception:	CODE
LOW	graphiti_core/telemetry/telemetry.py	87	except Exception:	CODE
LOW	graphiti_core/telemetry/telemetry.py	115	except Exception:	CODE
LOW	mcp_server/tests/test_stdio_simple.py	77	except Exception as e:	CODE
LOW	mcp_server/tests/run_tests.py	79	except Exception:	CODE
LOW	mcp_server/tests/run_tests.py	91	except Exception:	CODE
LOW	mcp_server/tests/test_configuration.py	66	except Exception as e:	CODE
LOW	mcp_server/tests/test_configuration.py	84	except Exception as e:	CODE
LOW	mcp_server/tests/test_configuration.py	104	except Exception as e:	CODE
LOW	mcp_server/tests/test_configuration.py	140	except Exception as e:	CODE
LOW	mcp_server/tests/test_configuration.py	142	except Exception as e:	CODE
LOW	mcp_server/tests/test_configuration.py	230	except Exception as e:	CODE
LOW	mcp_server/tests/test_http_integration.py	60	except Exception as e:	CODE
LOW	mcp_server/tests/test_http_integration.py	87	except Exception as e:	CODE
LOW	mcp_server/tests/test_http_integration.py	106	except Exception: # noqa: E722	CODE
LOW	mcp_server/tests/test_http_integration.py	111	except Exception as e:	CODE
LOW	mcp_server/tests/test_http_integration.py	127	except Exception: # noqa: E722	CODE
LOW	mcp_server/tests/test_http_integration.py	132	except Exception as e:	CODE
LOW	mcp_server/tests/test_http_integration.py	149	except Exception as e:	CODE
52 more matches not shown…

Modern Structural Boilerplate108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	13	__all__ = ['graph_driver', 'mock_embedder']	CODE
LOW	tests/utils/search/test_search_tracing.py	22	def set_status(self, status: str, description: str \| None = None) -> None:	CODE
LOW	server/graph_service/zep_graphiti.py	14	logger = logging.getLogger(__name__)	CODE
LOW	server/graph_service/dto/__init__.py	5	__all__ = [	CODE
LOW	examples/opentelemetry/otel_stdout_example.py	37	logger = logging.getLogger(__name__)	CODE
LOW	examples/quickstart/dense_vs_normal_ingestion.py	58	logger = logging.getLogger(__name__)	CODE
LOW	examples/quickstart/quickstart_neptune.py	44	logger = logging.getLogger(__name__)	CODE
LOW	examples/quickstart/quickstart_neo4j.py	43	logger = logging.getLogger(__name__)	CODE
LOW	examples/quickstart/quickstart_falkordb.py	44	logger = logging.getLogger(__name__)	CODE
LOW	examples/azure-openai/azure_openai_neo4j.py	46	logger = logging.getLogger(__name__)	CODE
LOW	examples/gliner2/gliner2_neo4j.py	97	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/__init__.py	3	__all__ = ['Graphiti']	CODE
LOW	graphiti_core/edges.py	46	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/nodes.py	51	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/graphiti.py	109	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/tracer.py	42	def set_status(self, status: str, description: str \| None = None) -> None:	CODE
LOW	graphiti_core/tracer.py	67	def set_status(self, status: str, description: str \| None = None) -> None:	CODE
LOW⚡	graphiti_core/tracer.py	108	def set_status(self, status: str, description: str \| None = None) -> None:	CODE
LOW	graphiti_core/llm_client/client.py	59	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/client.py	94	def set_tracer(self, tracer: Tracer) -> None:	CODE
LOW	graphiti_core/llm_client/cache.py	24	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/__init__.py	23	__all__ = [	CODE
LOW	graphiti_core/llm_client/azure_openai_client.py	28	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/gliner2_client.py	44	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/groq_client.py	42	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/utils.py	22	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/openai_generic_client.py	33	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/anthropic_client.py	47	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/openai_base_client.py	32	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/llm_client/gemini_client.py	45	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neptune_driver.py	59	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neo4j_driver.py	57	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/falkordb_driver.py	73	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/__init__.py	19	__all__ = ['Neo4jDriver']	CODE
LOW	graphiti_core/driver/driver.py	47	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/kuzu_driver.py	49	logger = logging.getLogger(__name__)	CODE
LOW	…i_core/driver/neo4j/operations/has_episode_edge_ops.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…aphiti_core/driver/neo4j/operations/entity_node_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…hiti_core/driver/neo4j/operations/episodic_edge_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…aphiti_core/driver/neo4j/operations/entity_edge_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	33	__all__ = [	CODE
LOW	…iti_core/driver/neo4j/operations/community_edge_ops.py	31	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neo4j/operations/saga_node_ops.py	28	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neo4j/operations/graph_ops.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…phiti_core/driver/neo4j/operations/episode_node_ops.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…_core/driver/neo4j/operations/next_episode_edge_ops.py	30	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/neo4j/operations/search_ops.py	49	logger = logging.getLogger(__name__)	CODE
LOW	…iti_core/driver/neo4j/operations/community_node_ops.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…ore/driver/falkordb/operations/has_episode_edge_ops.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…iti_core/driver/falkordb/operations/entity_node_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…i_core/driver/falkordb/operations/episodic_edge_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…iti_core/driver/falkordb/operations/entity_edge_ops.py	32	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	37	__all__ = [	CODE
LOW	…_core/driver/falkordb/operations/community_edge_ops.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…phiti_core/driver/falkordb/operations/saga_node_ops.py	28	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/falkordb/operations/graph_ops.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…ti_core/driver/falkordb/operations/episode_node_ops.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…re/driver/falkordb/operations/next_episode_edge_ops.py	30	logger = logging.getLogger(__name__)	CODE
LOW	graphiti_core/driver/falkordb/operations/search_ops.py	50	logger = logging.getLogger(__name__)	CODE
LOW	…_core/driver/falkordb/operations/community_node_ops.py	31	logger = logging.getLogger(__name__)	CODE
48 more matches not shown…

Unused Imports100 hits · 100 pts

Severity	File	Line	Context
LOW	conftest.py	8	CODE
LOW	conftest.py	8	CODE
LOW	server/graph_service/dto/__init__.py	1	CODE
LOW	server/graph_service/dto/__init__.py	1	CODE
LOW	server/graph_service/dto/__init__.py	2	CODE
LOW	server/graph_service/dto/__init__.py	2	CODE
LOW	server/graph_service/dto/__init__.py	3	CODE
LOW	server/graph_service/dto/__init__.py	3	CODE
LOW	server/graph_service/dto/__init__.py	3	CODE
LOW	server/graph_service/dto/__init__.py	3	CODE
LOW	server/graph_service/dto/__init__.py	3	CODE
LOW	graphiti_core/__init__.py	1	CODE
LOW	graphiti_core/tracer.py	23	CODE
LOW	graphiti_core/tracer.py	26	CODE
LOW	graphiti_core/llm_client/__init__.py	17	CODE
LOW	graphiti_core/llm_client/__init__.py	18	CODE
LOW	graphiti_core/llm_client/__init__.py	19	CODE
LOW	graphiti_core/llm_client/__init__.py	20	CODE
LOW	graphiti_core/llm_client/__init__.py	21	CODE
LOW	graphiti_core/llm_client/__init__.py	21	CODE
LOW	graphiti_core/driver/__init__.py	17	CODE
LOW	graphiti_core/driver/driver.py	17	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	17	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	18	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	19	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	20	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	21	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	22	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	23	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	24	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	27	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	30	CODE
LOW	graphiti_core/driver/neo4j/operations/__init__.py	31	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	17	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	20	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	23	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	24	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	25	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	26	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	27	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	28	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	31	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	34	CODE
LOW	graphiti_core/driver/falkordb/operations/__init__.py	35	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	17	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	18	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	19	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	20	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	21	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	22	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	23	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	24	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	25	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	28	CODE
LOW	graphiti_core/driver/kuzu/operations/__init__.py	29	CODE
LOW	graphiti_core/driver/neptune/operations/__init__.py	17	CODE
LOW	graphiti_core/driver/neptune/operations/__init__.py	20	CODE
LOW	graphiti_core/driver/neptune/operations/__init__.py	23	CODE
LOW	graphiti_core/driver/neptune/operations/__init__.py	24	CODE
LOW	graphiti_core/driver/neptune/operations/__init__.py	25	CODE
40 more matches not shown…

Self-Referential Comments32 hits · 100 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_add_triplet.py	81	# Create an existing node with some attributes	COMMENT
MEDIUM	tests/test_add_triplet.py	93	# Create a user-provided node with additional attributes	COMMENT
MEDIUM	tests/test_add_triplet.py	160	# Create an existing node with a summary	COMMENT
MEDIUM	tests/test_add_triplet.py	231	# Create an existing node with labels	COMMENT
MEDIUM	tests/test_add_triplet.py	368	# Create an existing node with multiple attributes	COMMENT
MEDIUM	tests/test_add_triplet.py	448	# Create an existing node with attributes	COMMENT
MEDIUM	tests/test_add_triplet.py	525	# Create a node with a UUID that doesn't exist in the database	COMMENT
MEDIUM	tests/test_add_triplet.py	578	# Create an existing source node	COMMENT
MEDIUM	tests/test_add_triplet.py	590	# Create a target node with a UUID that doesn't exist in the database	COMMENT
MEDIUM	tests/test_add_triplet.py	721	# Create a third node: Charlie	COMMENT
MEDIUM	tests/test_add_triplet.py	733	# Create an existing edge between Alice and Bob	COMMENT
MEDIUM	tests/test_add_triplet.py	818	# Create an existing edge between Alice and Bob	COMMENT
MEDIUM	tests/test_edge_int.py	32	# Create a logger	COMMENT
MEDIUM	tests/test_graphiti_int.py	33	# Create a logger	COMMENT
MEDIUM	tests/evals/utils.py	22	# Create a logger	COMMENT
MEDIUM	tests/llm_client/test_anthropic_client.py	162	# Create a custom RateLimitError from Anthropic	COMMENT
MEDIUM	tests/llm_client/test_anthropic_client.py	182	# Create a custom APIError that matches what we need	COMMENT
MEDIUM	tests/utils/test_content_chunking.py	176	# Create a single long paragraph with multiple sentences	COMMENT
MEDIUM	tests/utils/maintenance/test_entity_extraction.py	413	# Create a node with a very long summary (over MAX_SUMMARY_CHARS * 4)	COMMENT
MEDIUM	examples/ecommerce/runner.py	40	# Create a logger	COMMENT
MEDIUM⚡	examples/gliner2/gliner2_neo4j.py	123	# Create the Gemini client for reasoning tasks	COMMENT
MEDIUM⚡	examples/gliner2/gliner2_neo4j.py	132	# Create the GLiNER2 hybrid client	COMMENT
MEDIUM⚡	examples/gliner2/gliner2_neo4j.py	139	# Create the Gemini embedder	COMMENT
MEDIUM	examples/podcast/podcast_runner.py	41	# Create a logger	COMMENT
MEDIUM	examples/wizard_of_oz/runner.py	39	# Create a logger	COMMENT
MEDIUM	graphiti_core/llm_client/client.py	154	# Create a unique cache key based on the messages and model	COMMENT
MEDIUM	graphiti_core/llm_client/anthropic_client.py	195	# Create a generic JSON output tool	COMMENT
MEDIUM	graphiti_core/llm_client/anthropic_client.py	286	# Create the appropriate tool based on whether response_model is provided	COMMENT
MEDIUM	graphiti_core/driver/neptune_driver.py	264	# Create a new list expression with datetime() wrapped around each element	COMMENT
MEDIUM⚡	graphiti_core/driver/falkordb_driver.py	333	# Create a new instance of FalkorDriver with the same connection but a different database	COMMENT
MEDIUM	graphiti_core/driver/kuzu_driver.py	255	# This method is required by the abstract base class but is a no-op for Kuzu	STRING
MEDIUM	mcp_server/tests/test_async_operations.py	247	# Create a very large episode that might time out	COMMENT

Deep Nesting62 hits · 60 pts

Severity	File	Line	Context
LOW	tests/helpers_test.py	89	CODE
LOW	tests/utils/test_content_chunking.py	664	CODE
LOW	tests/utils/test_content_chunking.py	757	CODE
LOW	examples/quickstart/quickstart_neptune.py	61	CODE
LOW	examples/quickstart/quickstart_neo4j.py	57	CODE
LOW	examples/quickstart/quickstart_falkordb.py	65	CODE
LOW	examples/azure-openai/azure_openai_neo4j.py	68	CODE
LOW	examples/gliner2/gliner2_neo4j.py	113	CODE
LOW	examples/podcast/transcript_parser.py	38	CODE
LOW	graphiti_core/graphiti.py	283	CODE
LOW	graphiti_core/graphiti.py	1230	CODE
LOW	graphiti_core/tracer.py	89	CODE
LOW	graphiti_core/tracer.py	108	CODE
LOW	graphiti_core/decorators.py	29	CODE
LOW	graphiti_core/decorators.py	36	CODE
LOW	graphiti_core/llm_client/client.py	269	CODE
LOW	graphiti_core/llm_client/azure_openai_client.py	131	CODE
LOW	graphiti_core/llm_client/anthropic_client.py	254	CODE
LOW	graphiti_core/llm_client/anthropic_client.py	344	CODE
LOW	graphiti_core/llm_client/openai_base_client.py	241	CODE
LOW	graphiti_core/llm_client/gemini_client.py	236	CODE
LOW	graphiti_core/llm_client/gemini_client.py	363	CODE
LOW	graphiti_core/driver/neptune_driver.py	243	CODE
LOW	graphiti_core/driver/neptune_driver.py	351	CODE
LOW	graphiti_core/driver/falkordb_driver.py	284	CODE
LOW	graphiti_core/driver/falkordb_driver.py	348	CODE
LOW	graphiti_core/driver/falkordb/operations/graph_ops.py	72	CODE
LOW	graphiti_core/embedder/gemini.py	113	CODE
LOW	graphiti_core/utils/datetime_utils.py	45	CODE
LOW	graphiti_core/utils/bulk_utils.py	151	CODE
LOW	graphiti_core/utils/bulk_utils.py	374	CODE
LOW	graphiti_core/utils/bulk_utils.py	489	CODE
LOW	graphiti_core/utils/content_chunking.py	145	CODE
LOW	graphiti_core/utils/content_chunking.py	719	CODE
LOW	graphiti_core/utils/maintenance/combined_extraction.py	41	CODE
LOW	graphiti_core/utils/maintenance/attribute_utils.py	220	CODE
LOW	graphiti_core/utils/maintenance/edge_operations.py	325	CODE
LOW	graphiti_core/utils/maintenance/edge_operations.py	623	CODE
LOW	graphiti_core/search/search_filters.py	120	CODE
LOW	graphiti_core/search/search.py	253	CODE
LOW	graphiti_core/search/search.py	463	CODE
LOW	graphiti_core/search/search.py	663	CODE
LOW	graphiti_core/search/search.py	763	CODE
LOW	graphiti_core/search/search_utils.py	300	CODE
LOW	graphiti_core/search/search_utils.py	672	CODE
LOW	graphiti_core/search/search_utils.py	1061	CODE
LOW	graphiti_core/cross_encoder/gemini_reranker_client.py	73	CODE
LOW	mcp_server/tests/run_tests.py	227	CODE
LOW	mcp_server/tests/run_tests.py	102	CODE
LOW	mcp_server/tests/test_http_integration.py	15	CODE
LOW	mcp_server/tests/test_mcp_integration.py	184	CODE
LOW	mcp_server/tests/test_mcp_integration.py	219	CODE
LOW	mcp_server/tests/test_mcp_integration.py	291	CODE
LOW	mcp_server/tests/test_stress_load.py	57	CODE
LOW	mcp_server/tests/test_falkordb_integration.py	138	CODE
LOW	mcp_server/tests/test_falkordb_integration.py	49	CODE
LOW	mcp_server/tests/test_comprehensive_integration.py	113	CODE
LOW	mcp_server/tests/test_mcp_transports.py	88	CODE
LOW	mcp_server/tests/test_mcp_transports.py	185	CODE
LOW	mcp_server/src/graphiti_mcp_server.py	1231	CODE
2 more matches not shown…

Redundant / Tautological Comments41 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	tests/utils/maintenance/test_entity_extraction.py	542	# Set MAX_NODES to a small value for testing	COMMENT
LOW⚡	tests/cross_encoder/test_bge_reranker_client_int.py	38	# Check if the output is a list of tuples	COMMENT
LOW⚡	tests/cross_encoder/test_bge_reranker_client_int.py	42	# Check if the output has the correct length	COMMENT
LOW⚡	tests/cross_encoder/test_bge_reranker_client_int.py	45	# Check if the scores are floats and passages are strings	COMMENT
LOW⚡	tests/cross_encoder/test_bge_reranker_client_int.py	50	# Check if the results are sorted in descending order	COMMENT
LOW	tests/cross_encoder/test_bge_reranker_client_int.py	62	# Check if the output is an empty list	COMMENT
LOW	tests/cross_encoder/test_bge_reranker_client_int.py	73	# Check if the output has one item	COMMENT
LOW	tests/cross_encoder/test_bge_reranker_client_int.py	76	# Check if the passage is correct and the score is a float	COMMENT
LOW⚡	.github/workflows/pr-triage.yml	22	# Check if PR is from a fork (external contributor)	COMMENT
LOW	graphiti_core/graphiti.py	1697	# Check if an edge with this UUID already exists with different source/target nodes.	COMMENT
LOW	graphiti_core/helpers.py	154	# Check if string contains only ASCII alphanumeric characters, dashes, or underscores	COMMENT
LOW	graphiti_core/llm_client/azure_openai_client.py	137	# Check if this is a ParsedChatCompletion (from beta.chat.completions.parse)	COMMENT
LOW	graphiti_core/llm_client/gemini_client.py	130	# Check if the response was blocked for safety reasons	COMMENT
LOW	graphiti_core/llm_client/gemini_client.py	350	# Check if it's a rate limit error based on Gemini API error codes	COMMENT
LOW	graphiti_core/llm_client/gemini_client.py	440	# Check if this is a safety block - these typically shouldn't be retried	COMMENT
LOW	graphiti_core/driver/neo4j_driver.py	164	# Check if database_ is provided in kwargs.	COMMENT
LOW	graphiti_core/driver/neo4j/operations/graph_ops.py	164	# Check if the node is already part of a community	STRING
LOW	graphiti_core/driver/falkordb/operations/graph_ops.py	194	# Check if the node is already part of a community	STRING
LOW	graphiti_core/driver/kuzu/operations/graph_ops.py	169	# Check if the node is already part of a community	STRING
LOW	graphiti_core/driver/neptune/operations/graph_ops.py	169	# Check if the node is already part of a community	STRING
LOW	graphiti_core/utils/content_chunking.py	202	# Check if capitalized (first char upper, not all caps)	COMMENT
LOW	graphiti_core/utils/content_chunking.py	271	# Check if adding this element would exceed chunk size	COMMENT
LOW	graphiti_core/utils/content_chunking.py	330	# Check if adding this entry would exceed chunk size	COMMENT
LOW	graphiti_core/utils/content_chunking.py	429	# Check if adding this paragraph would exceed chunk size	COMMENT
LOW	graphiti_core/utils/content_chunking.py	486	# Check if adding this sentence would exceed chunk size	COMMENT
LOW	graphiti_core/utils/content_chunking.py	579	# Check if it's JSON (array of message objects)	COMMENT
LOW	graphiti_core/utils/maintenance/community_operations.py	270	# Check if the node is already part of a community	STRING
LOW	graphiti_core/utils/maintenance/node_operations.py	308	# Check if this entity type should be excluded	COMMENT
LOW	graphiti_core/utils/maintenance/node_operations.py	858	# Check if node should be summarized at all	COMMENT
LOW	graphiti_core/cross_encoder/gemini_reranker_client.py	150	# Check if it's a rate limit error based on Gemini API error codes	COMMENT
LOW	mcp_server/tests/run_tests.py	42	# Check if .env file exists for helpful message	COMMENT
LOW	mcp_server/tests/run_tests.py	295	# Check if prerequisites are met	STRING
LOW	mcp_server/tests/test_http_integration.py	223	# Check if server is running	COMMENT
LOW	mcp_server/tests/test_mcp_integration.py	192	# Check if we have any episodes	COMMENT
LOW	mcp_server/tests/test_mcp_integration.py	314	# Check if response indicates success	COMMENT
LOW	mcp_server/tests/test_falkordb_integration.py	76	# Check if status indicates FalkorDB is working	COMMENT
LOW	mcp_server/tests/test_comprehensive_integration.py	482	# Check if timeout was handled gracefully	COMMENT
LOW	mcp_server/tests/test_mcp_transports.py	72	# Check if we have most expected tools	COMMENT
LOW	mcp_server/tests/test_integration.py	154	# Check if we have any episodes	COMMENT
LOW	mcp_server/src/config/schema.py	36	# Check if the entire value is a single env var expression	COMMENT
LOW	mcp_server/src/services/factories.py	106	# Check if base_url contains any official OpenAI domain	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	graphiti_core/helpers.py	137	Validate that a group_id contains only ASCII alphanumeric characters, dashes, and underscores. Args: g	STRING
HIGH	graphiti_core/helpers.py	192	Validate that excluded entity types are valid type names. Args: excluded_entity_types: List of entity	STRING
HIGH	graphiti_core/llm_client/anthropic_client.py	152	Extract JSON from text content. A helper method to extract JSON from text content, used when tool use fails or	STRING
HIGH	graphiti_core/llm_client/anthropic_client.py	261	Generate a response from the Anthropic LLM using tool-based approach for all requests. Args:	STRING
HIGH	graphiti_core/llm_client/anthropic_client.py	355	Generate a response from the LLM. Args: messages: List of message objects to send to the L	STRING
HIGH	graphiti_core/llm_client/gemini_client.py	243	Generate a response from the Gemini language model. Args: messages (list[Message]): A list	STRING
HIGH	graphiti_core/prompts/prompt_helpers.py	24	Serialize data to JSON for use in prompts. Args: data: The data to serialize ensure_ascii: If	STRING
HIGH	mcp_server/src/services/factories.py	70	Validate API key is present. Args: provider_name: Name of the provider (e.g., 'OpenAI', 'Anthropic')	STRING

Cross-Language Confusion6 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	server/tests/test_live_falkordb_int.py	19	cd server && uv run pytest tests/test_live_falkordb_int.py	STRING
HIGH	graphiti_core/llm_client/client.py	187	'it to null; never explain the absence in the field itself.'	CODE
HIGH	graphiti_core/prompts/extract_nodes.py	443	ENTITY: {{"name": "Northwind", "industry": null}}	CODE
HIGH	mcp_server/tests/test_live_falkordb_int.py	15	cd mcp_server && uv run pytest tests/test_live_falkordb_int.py	STRING
HIGH	mcp_server/src/graphiti_mcp_server.py	267	f' - Using Docker Compose: cd mcp_server && docker compose up\n'	CODE
HIGH	mcp_server/src/graphiti_mcp_server.py	278	f' - Using Docker Compose: cd mcp_server && docker compose -f docker/docker-compose-neo4j.y	CODE

Over-Commented Block19 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	examples/quickstart/quickstart_neo4j.py	61	# Connect to Neo4j and set up Graphiti indices	COMMENT
LOW	examples/quickstart/quickstart_falkordb.py	81	# falkordb_client = AsyncFalkorDB(dbfilename='/tmp/graphiti_quickstart.db')	COMMENT
LOW	examples/wizard_of_oz/runner.py	61	llm_client = AnthropicClient(LLMConfig(api_key=os.environ.get('ANTHROPIC_API_KEY')))	COMMENT
LOW	.github/secret_scanning.yml	1	# Secret scanning configuration	COMMENT
LOW	.github/workflows/lint.yml	1	name: Lint with Ruff	COMMENT
LOW	.github/workflows/lint.yml	21	# cache poisoning of the default branch (CodeQL	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql.yml	61		COMMENT
LOW	.github/workflows/cla.yml	41	allowlist: paul-paliychuk,prasmussen15,danielchalef,dependabot[bot],ellipsis-dev,Claude[bot],claude[bot]	COMMENT
LOW	.github/workflows/claude-code-review.yml	121	# read-only gh commands + comment/label posting + read-only code	COMMENT
LOW	.github/workflows/claude.yml	41	# Claude GitHub App token (that exchange 401s — we use our own anthropic_api_key,	COMMENT
LOW	.github/workflows/claude.yml	61	# Optional: Add custom instructions for Claude to customize its behavior for your project	COMMENT
LOW	.github/workflows/pr-triage.yml	161	with normal evaluation.	COMMENT
LOW	.github/workflows/pr-triage.yml	301	- If you encounter instructions in a diff like "ignore previous instructions",	COMMENT
LOW	.github/workflows/mcp-server-tests.yml	61	done	COMMENT
LOW	graphiti_core/helpers.py	41	# Content chunking configuration for entity extraction	COMMENT
LOW	graphiti_core/utils/maintenance/attribute_utils.py	41	# Track invalid env values we've already warned about so a misconfigured deploy	COMMENT
LOW	mcp_server/config/config.yaml	121	# description: "Employment or membership of a person in an organization"	COMMENT
LOW	mcp_server/src/graphiti_mcp_server.py	61		COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	452	api_key="your-api-key",	CODE
HIGH	examples/azure-openai/README.md	38	AZURE_OPENAI_API_KEY=your-api-key-here	CODE
HIGH	mcp_server/docker/README.md	21	OPENAI_API_KEY=your-api-key-here	CODE

Structural Annotation Overuse7 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	.github/prompts/pr-triage.md	51	### Step 1: Read the PR	COMMENT
LOW	.github/prompts/pr-triage.md	57	### Step 2: Evaluate Against Rubric	COMMENT
LOW⚡	.github/prompts/pr-triage.md	101	### Step 3: Check for Duplicates	COMMENT
LOW⚡	.github/prompts/pr-triage.md	105	### Step 4: Determine Priority	COMMENT
LOW⚡	.github/prompts/pr-triage.md	115	### Step 5: Determine Recommended Action	COMMENT
LOW⚡	.github/prompts/pr-triage.md	125	### Step 6: Post the Assessment	COMMENT
LOW	.github/prompts/pr-triage.md	173	### Step 7: Apply Labels	COMMENT

Modern AI Meta-Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	spec/driver-operations-redesign.md	44	# High-level search (orchestration stays on client)	COMMENT
MEDIUM	spec/driver-operations-redesign.md	861	# High-level search orchestration stays as methods on Graphiti.	COMMENT
MEDIUM	spec/driver-operations-redesign.md	911	search.py # High-level search orchestration (unchanged)	CODE
MEDIUM	graphiti_core/utils/maintenance/node_operations.py	924	# few-shot examples that are intended for extraction prompts only.	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	graphiti_core/llm_client/azure_openai_client.py	105	return await self.client.beta.chat.completions.parse(**request_kwargs)	CODE

AI Slop Vocabulary5 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	mcp_server/tests/test_mcp_integration.py	442	# Print comprehensive summary	COMMENT
MEDIUM	mcp_server/tests/test_stress_load.py	496	"""Generate comprehensive load test report."""	STRING
MEDIUM	mcp_server/tests/test_comprehensive_integration.py	36	"""Enhanced test client for comprehensive Graphiti MCP testing."""	STRING
MEDIUM	mcp_server/tests/test_comprehensive_integration.py	619	"""Generate a comprehensive test report from metrics."""	STRING
LOW	mcp_server/tests/test_integration.py	253	# Should not error, just return empty results	COMMENT

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	graphiti_core/graphiti.py	138	CODE
LOW	graphiti_core/graphiti.py	980	CODE
LOW	graphiti_core/llm_client/openai_client.py	105	CODE
LOW	mcp_server/tests/run_tests.py	193	CODE
LOW	mcp_server/src/graphiti_mcp_server.py	342	CODE
LOW	mcp_server/src/graphiti_mcp_server.py	555	CODE
LOW	mcp_server/src/services/queue_service.py	101	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/utils/maintenance/test_entity_extraction.py	113	{'name': 'Acme Corp', 'entity_type_id': 0}, # Default Entity	CODE
LOW	tests/utils/maintenance/test_entity_extraction.py	131	acme = next(n for n in nodes if n.name == 'Acme Corp')	CODE
LOW	graphiti_core/prompts/extract_nodes.py	261	JSON: {{"user": "Jordan Lee", "company": "Acme Corp", "role": "engineer", "start_date": "2024-01-15", "location": "Denve	CODE
LOW	graphiti_core/prompts/extract_nodes.py	262	Good extractions: "Jordan Lee" (Person), "Acme Corp" (Organization), "Denver" (Location)	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	56	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings