rocketride-org/rocketride-server

37.9

Adjusted Score

37.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.1K

Stars

Python

Language

596.2K

Lines of Code

3.3K

Files

12.3K

Pattern Hits

2026-07-14

Scan Date

0.10

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 313MEDIUM 3777LOW 8171

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 12262 distinct pattern matches across 22 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.

Decorative Section Separators3526 hits · 12178 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pyproject.toml	1	# =============================================================================	COMMENT
MEDIUM⚡	pyproject.toml	7	# =============================================================================	COMMENT
MEDIUM	pyproject.toml	95	# =============================================================================	COMMENT
MEDIUM	pyproject.toml	104	# =============================================================================	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	117	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/conftest.py	119	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	162	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	188	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	190	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	206	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	220	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	234	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	236	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	251	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_live.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_live.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_live.py	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	349	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	351	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	410	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/sync_models/test/test_sync_logic.py	412	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_logic.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_logic.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_logic.py	490	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/test/test_sync_logic.py	492	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/src/sync_models.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/src/sync_models.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/src/core/merger.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/sync_models/src/core/merger.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker/docker-compose.override.yml	1	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker/docker-compose.override.yml	9	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker/docker-compose.yml	1	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker/docker-compose.yml	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker/docker-compose.yml	14	# ── RocketRide Engine ────────────────────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	57	# ── PostgreSQL + pgvector ────────────────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	78	# ── etcd (Milvus metadata store) ────────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	103	# ── MinIO (Milvus object storage) ───────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	125	# ── Milvus (vector database) ────────────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	154	# ── ChromaDB (vector database) ──────────────────────────────────────────	COMMENT
MEDIUM	test/nodes/test_init_mocks.py	1	# =============================================================================	COMMENT
MEDIUM	test/nodes/test_init_mocks.py	22	# =============================================================================	COMMENT
MEDIUM	test/nodes/connectors/text_output/test_anonymize.py	1	# =============================================================================	COMMENT
MEDIUM	test/nodes/connectors/text_output/test_anonymize.py	22	# =============================================================================	COMMENT
3466 more matches not shown…

Over-Commented Block3368 hits · 3332 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	41	select = ["E", "F", "Q", "D"]	COMMENT
LOW	tools/contract_checks/requirements.txt	1	# Framework runtime uses only stdlib (ast, importlib, inspect, sys, pathlib).	COMMENT
LOW	tools/contract_checks/src/contract_checks/extractor.py	321		COMMENT
LOW	tools/sync_models/src/sync_models.config.json	1	{	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	41	// These are point-in-time snapshots; keep only the canonical aliases.	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	61	// "gpt-4.1-nano": 1047576,	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	101	// "text-embedding-3-small": 8191,	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	141	// "claude-sonnet-4-5": 200000,	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	241	// "magistral-medium-latest": 131072,	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	581	"MiniMax-M2.5": 65536,	COMMENT
LOW	tools/sync_models/src/sync_models.config.json	601	// "gpt-4o-mini": 16384,	COMMENT
LOW	tools/sync_models/src/core/merger.py	461	# Example: OpenRouter lists both "mistral-large-2512" (262144 tokens, exact match	COMMENT
LOW	tools/sync_models/src/core/merger.py	481	# existing profile even though the stored model IDs differ (e.g. the API	COMMENT
LOW	tools/dependabot-smoke/smoke-nodes.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/dependabot-smoke/smoke-litellm.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/docker-compose.override.yml	1	# ---------------------------------------------------------------------------	COMMENT
LOW	docker/docker-compose.yml	1	# ---------------------------------------------------------------------------	COMMENT
LOW	test/nodes/test_init_mocks.py	1	# =============================================================================	COMMENT
LOW	test/nodes/connectors/text_output/test_anonymize.py	1	# =============================================================================	COMMENT
LOW	test/nodes/connectors/milvus/store/test_milvus.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_daytona.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_deepl.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_deepl.py	121	# ---------------------------------------------------------------------------	COMMENT
LOW	nodes/test/test_tool_deepl.py	241	'depends': depends,	COMMENT
LOW	nodes/test/test_tool_n8n.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_falkordb.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_db_hydradb.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_dynamic.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_dynamic_full.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_tavily.py	1	# =============================================================================	COMMENT
LOW	nodes/test/test_tool_tavily.py	21	# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,	COMMENT
LOW	nodes/test/guardrails/test_all.py	1	# =============================================================================	COMMENT
LOW	nodes/test/framework/runner.py	1	# =============================================================================	COMMENT
LOW	nodes/test/framework/discovery.py	1	# =============================================================================	COMMENT
LOW	nodes/test/framework/__init__.py	1	# =============================================================================	COMMENT
LOW	nodes/test/framework/pipeline.py	1	# =============================================================================	COMMENT
LOW	nodes/test/framework/pipeline.py	181	config['profile'] = profile	COMMENT
LOW	nodes/test/framework/expectations.py	1	# =============================================================================	COMMENT
LOW	nodes/test/rerank_cohere/test_all.py	1	# =============================================================================	COMMENT
LOW	nodes/scripts/tasks.js	1	// =============================================================================	COMMENT
LOW	nodes/src/nodes/__init__.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/db_mysql/IGlobal.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/db_mysql/services.json	1	{	COMMENT
LOW	nodes/src/nodes/db_mysql/services.json	21	//	COMMENT
LOW	nodes/src/nodes/db_mysql/services.json	41	//	COMMENT
LOW	nodes/src/nodes/db_mysql/services.json	81	// itself	COMMENT
LOW	nodes/src/nodes/db_mysql/__init__.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/tool_n8n/IGlobal.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/tool_n8n/IInstance.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/tool_n8n/__init__.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/tool_n8n/n8n_client.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/llm_perplexity/IInstance.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/llm_perplexity/perplexity.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/llm_perplexity/__init__.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/detect/IGlobal.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/detect/IInstance.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/webhook/IGlobal.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/webhook/IInstance.py	1	# =============================================================================	COMMENT
LOW	nodes/src/nodes/webhook/services.chat.json	1	{	COMMENT
3308 more matches not shown…

Hyper-Verbose Identifiers2142 hits · 1969 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/contract_checks/test/test_runner.py	74	def test_verify_import_passes_when_module_and_symbols_exist(stub_module):	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	81	def test_verify_import_fails_when_module_missing():	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	89	def test_verify_import_fails_when_symbol_missing(stub_module):	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	97	def test_verify_import_accepts_lazy_loaded_submodule():	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	188	def test_verify_class_attrs_passes_for_existing_attrs(stub_module):	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	194	def test_verify_class_attrs_fails_for_missing_attr(stub_module):	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	201	def test_verify_heavy_class_walks_chain_via_constructed_instance(stub_module):	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	416	def test_cli_parser_accepts_repeated_package_flag():	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	425	def test_cli_parser_accepts_repeated_pattern_flag():	CODE
LOW⚡	tools/contract_checks/test/test_runner.py	434	def test_cli_parser_accepts_repeated_requirements_flag():	CODE
LOW	tools/contract_checks/test/test_runner.py	119	def test_verify_import_reports_non_importerror_without_crashing(monkeypatch):	CODE
LOW	tools/contract_checks/test/test_runner.py	136	def test_verify_import_reports_broken_submodule_not_symbol_missing(monkeypatch, stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	163	def test_verify_any_of_passes_when_one_alternative_resolves(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	175	def test_verify_any_of_fails_when_no_alternative_resolves():	CODE
LOW	tools/contract_checks/test/test_runner.py	212	def test_verify_heavy_class_fails_on_missing_chain(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	224	def test_verify_heavy_class_fails_with_source_in_message(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	237	def test_verify_heavy_class_refuses_non_class_target(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	262	def test_verify_heavy_class_dotless_qualname_fails_without_crashing(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	278	def test_verify_heavy_class_construct_cannot_reach_dangerous_builtins(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	294	def test_verify_heavy_class_construct_allows_set_dummy(stub_module):	CODE
LOW	tools/contract_checks/test/test_runner.py	313	def test_auto_extracted_heavy_class_failure_demotes_to_skip(stub_module, tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	342	def test_manifest_heavy_class_failure_stays_fail(stub_module, tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	368	def test_auto_extracted_heavy_class_chain_success_still_passes(stub_module, tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	401	def test_cli_parser_accepts_repeated_tree_flag():	CODE
LOW	tools/contract_checks/test/test_runner.py	448	def test_version_matches_simple_specs():	CODE
LOW	tools/contract_checks/test/test_runner.py	474	def test_version_matches_propagates_bad_spec():	CODE
LOW	tools/contract_checks/test/test_runner.py	487	def test_requirements_parser_extracts_basic_names(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	504	def test_requirements_parser_skips_comments_and_blanks(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	516	def test_requirements_parser_skips_options_lines(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	545	def test_resolve_distributions_to_modules_handles_known_mismatches():	CODE
LOW	tools/contract_checks/test/test_runner.py	556	def test_resolve_distributions_to_modules_falls_back_for_uninstalled():	CODE
LOW	tools/contract_checks/test/test_runner.py	569	def test_requirements_file_skipped_returns_false_without_marker(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	581	def test_requirements_file_skipped_detects_marker_without_reason(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	593	def test_requirements_file_skipped_extracts_reason(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	608	def test_requirements_file_skipped_extracts_reason_without_reason_prefix(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	623	def test_requirements_file_skipped_finds_marker_anywhere_in_file(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	638	def test_requirements_marker_detected_with_two_comments_on_one_line(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	669	def test_requirements_file_skipped_returns_false_on_missing_file(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	684	def test_requirements_file_disabled_detects_marker(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	698	def test_requirements_file_disabled_returns_false_without_marker(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	708	def test_requirements_file_skipped_and_disabled_are_independent(tmp_path):	CODE
LOW	tools/contract_checks/test/test_runner.py	726	def test_install_loop_disable_wins_over_install_all(tmp_path, capsys, monkeypatch):	CODE
LOW	tools/contract_checks/test/test_runner.py	771	def test_install_loop_continues_on_per_file_failure(tmp_path, capsys, monkeypatch):	CODE
LOW	tools/contract_checks/test/test_runner.py	816	def test_install_loop_install_all_overrides_marker(tmp_path, capsys, monkeypatch):	CODE
LOW	tools/contract_checks/test/test_runner.py	864	def test_normalize_dist_name_folds_separators_and_case():	CODE
LOW	tools/contract_checks/test/test_runner.py	872	def test_constraint_match_resolves_import_name_to_distribution_pin(monkeypatch):	CODE
LOW	tools/contract_checks/test/test_runner.py	885	def test_constraint_match_detects_drift_across_separator(monkeypatch):	CODE
LOW	tools/contract_checks/test/test_extractor.py	54	def test_plain_imports_are_picked_up(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	71	def test_stdlib_is_filtered_out(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	91	def test_internal_packages_are_filtered(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	109	def test_relative_imports_are_skipped(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	127	def test_try_except_importerror_creates_any_of(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	150	def test_non_import_guard_handler_excluded_from_any_of(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	173	def test_function_body_imports_are_seen(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	189	def test_intra_procedural_heavy_class_detected(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	213	def test_contract_check_ignore_comment_drops_import(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	229	def test_manifest_skip_drops_auto_detected_package(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	256	def test_skip_packages_strips_alternative_from_mixed_any_of(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	285	def test_skip_packages_drops_fully_skip_listed_any_of(tmp_path: Path):	CODE
LOW	tools/contract_checks/test/test_extractor.py	312	def test_skip_packages_preserves_any_of_applies_when(tmp_path: Path):	CODE
2082 more matches not shown…

Excessive Try-Catch Wrapping849 hits · 897 pts

Severity	File	Line	Snippet	Context
LOW	testdata/images/generate_test_images.py	28	except Exception:	CODE
LOW⚡	tools/contract_checks/README.md	143	except Exception:	CODE
LOW⚡	tools/contract_checks/README.md	149	except Exception:	CODE
LOW⚡	tools/contract_checks/README.md	156	except Exception:	CODE
LOW	tools/contract_checks/src/contract_checks/engine_env.py	73	except Exception:	CODE
LOW	tools/contract_checks/src/contract_checks/engine_env.py	302	except Exception:	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	78	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	111	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	178	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	236	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	278	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/manifest.py	60	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/cli.py	81	except Exception as e:	CODE
LOW	tools/contract_checks/src/contract_checks/cli.py	427	except Exception as e:	CODE
LOW	tools/sync_models/src/sync_models.py	203	except Exception as e:	CODE
LOW	tools/sync_models/src/sync_models.py	212	except Exception as e:	CODE
LOW	tools/sync_models/src/sync_models.py	352	except Exception as e:	CODE
LOW	tools/sync_models/src/core/patcher.py	516	except Exception:	CODE
LOW	tools/sync_models/src/core/merger.py	84	except Exception:	CODE
LOW	tools/sync_models/src/core/merger.py	219	except Exception:	CODE
LOW	tools/sync_models/src/core/merger.py	229	except Exception:	CODE
LOW	tools/sync_models/src/core/smoke.py	91	except Exception as e:	CODE
LOW	tools/sync_models/src/core/smoke.py	139	except Exception as e:	CODE
LOW	tools/sync_models/src/core/smoke.py	169	except Exception as e:	CODE
LOW	tools/sync_models/src/core/smoke.py	202	except Exception as e:	CODE
LOW	tools/sync_models/src/providers/base.py	386	except Exception as e:	CODE
LOW⚡	tools/sync_models/src/providers/base.py	622	except Exception:	CODE
LOW⚡	tools/sync_models/src/providers/base.py	627	except Exception:	CODE
LOW	nodes/test/test_anonymize_logic.py	159	except Exception as e: # noqa: BLE001	CODE
LOW	nodes/test/test_contracts.py	121	except Exception:	CODE
LOW	nodes/test/test_contracts.py	366	except Exception:	CODE
LOW	nodes/test/test_contracts.py	371	except Exception:	CODE
LOW	nodes/test/conftest.py	96	except Exception:	CODE
LOW	nodes/test/test_tool_deepl.py	169	except Exception:	CODE
LOW	nodes/test/test_dynamic.py	106	except Exception as e:	CODE
LOW	nodes/test/test_dynamic_full.py	80	except Exception as e:	CODE
LOW	nodes/test/framework/runner.py	106	except Exception:	CODE
LOW	nodes/test/framework/discovery.py	211	except Exception as e:	CODE
LOW	nodes/test/tool_http_request/test_rate_limiter.py	178	except Exception as exc:	CODE
MEDIUM	nodes/test/tool_http_request/test_rate_limiter.py	171	def worker():	CODE
LOW	nodes/test/memory_persistent/test_node.py	591	except Exception as e: # noqa: BLE001 - thread worker reports failures through errors.	CODE
LOW	nodes/test/memory_persistent/test_node.py	637	except Exception as e: # noqa: BLE001 - thread worker reports failures through errors.	CODE
LOW	nodes/test/memory_persistent/test_node.py	646	except Exception as e: # noqa: BLE001 - thread worker reports failures through errors.	CODE
LOW	nodes/src/nodes/tool_n8n/IGlobal.py	144	except Exception as e:	CODE
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	65	except Exception:	CODE
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	97	except Exception:	CODE
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	111	except Exception as e:	CODE
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	117	except Exception as e:	CODE
LOW	nodes/src/nodes/llm_perplexity/perplexity.py	218	except Exception as e:	CODE
LOW	nodes/src/nodes/detect/IInstance.py	116	except Exception as exc:	CODE
LOW	nodes/src/nodes/webhook/IEndpoint.py	136	except Exception as e:	CODE
LOW	nodes/src/nodes/webhook/IEndpoint.py	142	except Exception as e:	CODE
MEDIUM	nodes/src/nodes/webhook/IEndpoint.py	139	def _shutdown(self):	CODE
LOW	nodes/src/nodes/thumbnail/IInstance.py	154	except Exception as e:	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/IGlobal.py	118	except Exception:	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/IGlobal.py	129	except Exception as e:	CODE
LOW	nodes/src/nodes/llm_mistral/IGlobal.py	61	except Exception:	CODE
LOW⚡	nodes/src/nodes/llm_mistral/IGlobal.py	97	except Exception:	CODE
LOW⚡	nodes/src/nodes/llm_mistral/IGlobal.py	103	except Exception:	CODE
LOW⚡	nodes/src/nodes/llm_mistral/IGlobal.py	106	except Exception:	CODE
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Unused Imports1006 hits · 875 pts

Severity	File	Line	Context
LOW	tools/contract_checks/cli.py	10	CODE
LOW	tools/contract_checks/test/conftest.py	16	CODE
LOW	tools/contract_checks/test/test_runner.py	8	CODE
LOW	tools/contract_checks/test/test_extractor.py	9	CODE
LOW	tools/contract_checks/src/contract_checks/engine_env.py	13	CODE
LOW	tools/contract_checks/src/contract_checks/runner.py	8	CODE
LOW	tools/contract_checks/src/contract_checks/manifest.py	17	CODE
LOW	tools/contract_checks/src/contract_checks/extractor.py	21	CODE
LOW	tools/contract_checks/src/contract_checks/cli.py	19	CODE
LOW	tools/contract_checks/src/contract_checks/trees.py	8	CODE
LOW	tools/sync_models/test/conftest.py	13	CODE
LOW	tools/sync_models/test/test_sync_live.py	16	CODE
LOW	tools/sync_models/test/markers.py	7	CODE
LOW	tools/sync_models/test/test_baidu_qianfan_provider.py	1	CODE
LOW	tools/sync_models/test/test_sync_logic.py	11	CODE
LOW	tools/sync_models/src/stamp_reasoning.py	8	CODE
LOW	tools/sync_models/src/sync_models.py	19	CODE
LOW	tools/sync_models/src/core/util.py	11	CODE
LOW	tools/sync_models/src/core/reporter.py	13	CODE
LOW	tools/sync_models/src/core/patcher.py	19	CODE
LOW	tools/sync_models/src/core/merger.py	14	CODE
LOW	tools/sync_models/src/core/smoke.py	20	CODE
LOW	tools/sync_models/src/providers/baidu_qianfan.py	8	CODE
LOW	tools/sync_models/src/providers/mistral.py	13	CODE
LOW	tools/sync_models/src/providers/minimax.py	11	CODE
LOW	tools/sync_models/src/providers/perplexity.py	8	CODE
LOW	tools/sync_models/src/providers/gemini.py	12	CODE
LOW	tools/sync_models/src/providers/openai.py	8	CODE
LOW	tools/sync_models/src/providers/qwen.py	8	CODE
LOW	tools/sync_models/src/providers/deepseek.py	14	CODE
LOW	tools/sync_models/src/providers/anthropic.py	8	CODE
LOW	tools/sync_models/src/providers/kimi.py	14	CODE
LOW	tools/sync_models/src/providers/xai.py	8	CODE
LOW	tools/sync_models/src/providers/embedding_openai.py	8	CODE
LOW	tools/sync_models/src/providers/base.py	9	CODE
LOW	nodes/test/test_tool_daytona.py	28	CODE
LOW	nodes/test/test_vectordb_tool_mixin.py	23	CODE
LOW	nodes/test/test_agent_langchain_parser.py	16	CODE
LOW	nodes/test/test_tool_deepl.py	108	CODE
LOW	nodes/test/test_tool_deepl.py	159	CODE
LOW	nodes/test/test_tool_n8n.py	28	CODE
LOW	nodes/test/test_baidu_qianfan_global_validation.py	1	CODE
LOW	nodes/test/test_tool_v0.py	13	CODE
LOW	nodes/test/test_tool_falkordb.py	28	CODE
LOW	nodes/test/test_db_arango.py	18	CODE
LOW	nodes/test/test_tool_tavily.py	28	CODE
LOW	nodes/test/test_embedding_image.py	17	CODE
LOW	nodes/test/test_embedding_image.py	17	CODE
LOW	nodes/test/chroma/test_coerce_port.py	15	CODE
LOW	nodes/test/chroma/test_convert_filter_explicit_none.py	8	CODE
LOW	nodes/test/core/test_google_access.py	9	CODE
LOW	nodes/test/landing_ai/parse/test_parse.py	14	CODE
LOW	nodes/test/landing_ai/extract/test_extract.py	14	CODE
LOW	nodes/test/tool_mem0/test_tools.py	24	CODE
LOW	nodes/test/agent_crewai/test_stop_words.py	39	CODE
LOW	nodes/test/framework/__init__.py	30	CODE
LOW	nodes/test/framework/__init__.py	30	CODE
LOW	nodes/test/framework/__init__.py	30	CODE
LOW	nodes/test/framework/__init__.py	31	CODE
LOW	nodes/test/framework/__init__.py	32	CODE
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Cross-File Repetition144 hits · 720 pts

Severity	File	Line	Snippet	Context
HIGH	nodes/test/test_tool_daytona.py	0	return {module_name: stub} for the deps needed only to import the module.	STRING
HIGH	nodes/test/test_tool_v0.py	0	return {module_name: stub} for the deps needed only to import the module.	STRING
HIGH	nodes/test/test_tool_falkordb.py	0	return {module_name: stub} for the deps needed only to import the module.	STRING
HIGH	nodes/test/test_tool_tavily.py	0	return {module_name: stub} for the deps needed only to import the module.	STRING
HIGH	nodes/src/nodes/llm_perplexity/perplexity.py	0	get the maximum token count for the specified vision model.	STRING
HIGH	nodes/src/nodes/llm_mistral/mistral.py	0	get the maximum token count for the specified vision model.	STRING
HIGH	nodes/src/nodes/llm_vision_mistral/mistral_vision.py	0	get the maximum token count for the specified vision model.	STRING
HIGH	nodes/src/nodes/llm_perplexity/perplexity.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/llm_mistral/mistral.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/llm_vision_openai/openai_vision.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/llm_vision_ollama/ollama_vision.py	0	convert api error messages to user-friendly format.	STRING
HIGH	…c/nodes/accessibility_describe/accessibility_vision.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/llm_vision_gemini/gemini_vision.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/llm_vision_mistral/mistral_vision.py	0	convert api error messages to user-friendly format.	STRING
HIGH	nodes/src/nodes/detect/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/caption/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/detect_segment/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/depth_estimate/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/pose_estimation/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/background_removal/IGlobal.py	0	disconnect the facade and release shared state on teardown.	STRING
HIGH	nodes/src/nodes/detect/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/caption/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/detect_segment/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/depth_estimate/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/pose_estimation/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/background_removal/IInstance.py	0	accumulate an inbound image stream and run background removal on end. args: action: avi stream action (begin/write/end).	STRING
HIGH	nodes/src/nodes/chroma/IInstance.py	0	take a question, performs a search, and writes the results as documents.	STRING
HIGH	nodes/src/nodes/pinecone/IInstance.py	0	take a question, performs a search, and writes the results as documents.	STRING
HIGH	nodes/src/nodes/vectordb_postgres/IInstance.py	0	take a question, performs a search, and writes the results as documents.	STRING
HIGH	nodes/src/nodes/weaviate/IInstance.py	0	take a question, performs a search, and writes the results as documents.	STRING
HIGH	nodes/src/nodes/milvus/IInstance.py	0	take a question, performs a search, and writes the results as documents.	STRING
HIGH	nodes/src/nodes/chroma/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/pinecone/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/qdrant/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/vectordb_postgres/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/weaviate/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/milvus/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/astra_db/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/atlas/IInstance.py	0	take a list of documents and adds them to the document store. any documents in the database that have the same object id	STRING
HIGH	nodes/src/nodes/chroma/IInstance.py	0	output all the document text to the writetext lane.	STRING
HIGH	nodes/src/nodes/pinecone/IInstance.py	0	output all the document text to the writetext lane.	STRING
HIGH	nodes/src/nodes/vectordb_postgres/IInstance.py	0	output all the document text to the writetext lane.	STRING
HIGH	nodes/src/nodes/weaviate/IInstance.py	0	output all the document text to the writetext lane.	STRING
HIGH	nodes/src/nodes/milvus/IInstance.py	0	output all the document text to the writetext lane.	STRING
HIGH	nodes/src/nodes/chroma/chroma.py	0	return the number of vectors in the document store, not the number of documents themselves. returns how many documents a	STRING
HIGH	nodes/src/nodes/pinecone/pinecone.py	0	return the number of vectors in the document store, not the number of documents themselves. returns how many documents a	STRING
HIGH	nodes/src/nodes/qdrant/qdrant.py	0	return the number of vectors in the document store, not the number of documents themselves. returns how many documents a	STRING
HIGH	nodes/src/nodes/weaviate/weaviate.py	0	return the number of vectors in the document store, not the number of documents themselves. returns how many documents a	STRING
HIGH	nodes/src/nodes/milvus/milvus.py	0	return the number of vectors in the document store, not the number of documents themselves. returns how many documents a	STRING
HIGH	nodes/src/nodes/chroma/chroma.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/index_search/elasticsearch_store.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/pinecone/pinecone.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/qdrant/qdrant.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/weaviate/weaviate.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/milvus/milvus.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/astra_db/astra_db.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	packages/ai/src/ai/common/store.py	0	delete all documents with a matching objectids from the document store.	STRING
HIGH	nodes/src/nodes/chroma/chroma.py	0	mark the set of documents with the given objectid as deleted. they then will not be returned from the search without spe	STRING
HIGH	nodes/src/nodes/index_search/elasticsearch_store.py	0	mark the set of documents with the given objectid as deleted. they then will not be returned from the search without spe	STRING
HIGH	nodes/src/nodes/pinecone/pinecone.py	0	mark the set of documents with the given objectid as deleted. they then will not be returned from the search without spe	STRING
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Docstring Block Structure105 hits · 525 pts

Severity	File	Line	Snippet	Context
HIGH	tools/contract_checks/src/contract_checks/engine_env.py	140	Test whether a version string satisfies a PEP 440 specifier. Used by the dispatch loop to gate manifest entrie	STRING
HIGH	tools/contract_checks/src/contract_checks/engine_env.py	249	Scan a requirements.txt for the ``# contract-check: disable`` marker. A disable marker is strictly stronger th	STRING
HIGH	tools/contract_checks/src/contract_checks/runner.py	403	Evaluate a Python expression with a hard wall-clock cap. Uses ``signal.setitimer`` on POSIX (precise, low over	STRING
HIGH	tools/contract_checks/src/contract_checks/extractor.py	153	Decide whether an ``except`` clause guards optional imports. Args: handler: A single ``except`` clause	STRING
HIGH	tools/contract_checks/src/contract_checks/cli.py	183	Read a ``requirements.txt`` and return the set of distribution names. Recognises the common subset of PEP 508	STRING
HIGH	tools/sync_models/src/core/patcher.py	46	Find the character range of the value of "profiles": { ... } in raw text. Uses bracket counting so it handles	STRING
HIGH	tools/sync_models/src/core/patcher.py	222	Find the character range of the value of ``"fields": { ... }`` in raw text. Same bracket-counting approach as	STRING
HIGH	tools/sync_models/src/core/patcher.py	456	Update ``preconfig.profiles`` and the ``fields`` block inside a services.json file while preserving all existin	STRING
HIGH	tools/sync_models/src/core/smoke.py	224	Run a smoke test for the given model. Args: smoke_type: One of the keys in the internal registry	STRING
HIGH	nodes/test/framework/runner.py	112	Load test input data as bytes. Input type is inferred from the lane: - text, questions, an	STRING
HIGH	nodes/src/nodes/db_arango/IGlobal.py	144	Execute a read-only AQL query and return rows as a list of plain dicts. Args: aql (str): The AQL qu	STRING
HIGH	nodes/src/nodes/tool_mem0/IInstance.py	423	Execute an HTTP request to the Mem0 API with bounded retries (via tenacity). Args: method: HTTP verb, e.g.	STRING
HIGH	nodes/src/nodes/agent_crewai/crewai_runner.py	98	Submit a kickoff coroutine bound to a per-run context. Wraps `coro` in an inner coroutine that sets `c	STRING
HIGH	nodes/src/nodes/embedding_image/embedding.py	94	Create a normalized embedding vector for a given image. This method is completely agnostic to local vs	STRING
HIGH	nodes/src/nodes/db_neo4j/IGlobal.py	134	Execute a Cypher query and return rows as a list of plain dicts. Args: cypher (str): The Cypher que	STRING
HIGH	nodes/src/nodes/tool_xtrace_memory/IInstance.py	345	Execute an HTTP request to the xTrace API with bounded retries (via tenacity). Args: method: HTTP verb, e.g	STRING
HIGH	nodes/src/nodes/rerank_cohere/rerank_client.py	138	Rerank a list of documents by relevance to the given query. Args: query: The query to rank	STRING
HIGH	nodes/src/nodes/llm_ibm_watson/ibm_watson.py	53	Validate an IBM Cloud location string and return the service URL. Args: location: The location/region strin	STRING
HIGH	nodes/src/nodes/llm_gemini/gemini.py	128	Send a chat prompt to the Gemini model and return the response. This method handles the core chat func	STRING
HIGH	…kages/server/engine-lib/rocketlib-python/lib/msauth.py	139	Get a token given the service configuration dict. Args: service (any): service object (engLib.IFilterE	STRING
HIGH	…ver/engine-lib/rocketlib-python/lib/rocketlib/types.py	529	Create an object Entry. Args: filename (str, optional): The name of the target file. If not provid	STRING
HIGH	packages/ai/src/ai/web/server.py	335	Resolve the absolute file path from a URL-encoded path. Args: path (str): The file path (c	STRING
HIGH	packages/ai/src/ai/web/server.py	564	Authenticate incoming requests using registered authentication providers. This method handles authenti	STRING
HIGH	packages/ai/src/ai/common/chat.py	219	Send prompt, recieve response. This method is pretty common since we are using langchain. Thi	STRING
HIGH	packages/ai/src/ai/common/chat.py	389	Handle chat requests with retries for transient errors. This method wraps the actual chat implementati	STRING
HIGH	packages/ai/src/ai/common/chat.py	744	Create and initialize a chat driver for the specified provider. This function uses dynamic module loading to i	STRING
HIGH	packages/ai/src/ai/common/validation.py	51	Validate and sanitize a prompt before sending to an LLM API. Performs the following checks in order: 1. Rejects	STRING
HIGH	packages/ai/src/ai/common/validation.py	95	Validate that a model name is well-formed. Args: model: The model identifier string, or None if not yet con	STRING
HIGH	packages/ai/src/ai/common/validation.py	128	Validate that the output token limit is within reasonable bounds. Args: output_tokens: The configured max o	STRING
HIGH	packages/ai/src/ai/common/utils/image_utils.py	45	Convert an image to PNG bytes for transport to the model server. Args: image: A PIL ``Image`` (converted to	STRING
HIGH	packages/ai/src/ai/common/models/base.py	443	Send a DAP command to the model server with automatic reconnection. Used for inference and other comma	STRING
HIGH	packages/ai/src/ai/common/models/audio/whisper.py	625	Transcribe audio to text with timestamps. Args: audio: Raw PCM int16 bytes (16kHz mono)	STRING
HIGH	packages/ai/src/ai/common/image/image.py	14	Load an image from raw bytes into a fully-decoded Pillow Image. Opens the bytes with Pillow and forces	STRING
HIGH	packages/ai/src/ai/common/dap/dap_conn.py	139	Build and send a DAP error response message to the client. Handles failed DAP requests by building a p	STRING
HIGH	packages/ai/src/ai/account/store.py	106	Read data from file. Args: filename: Relative path to file Returns: F	STRING
HIGH	packages/ai/src/ai/account/store.py	122	Read data from file with metadata (version/etag). Args: filename: Relative path to file	STRING
HIGH	packages/ai/src/ai/account/store.py	138	Write data to file atomically with optional version check. Args: filename: Relative path t	STRING
HIGH	packages/ai/src/ai/account/store.py	169	Get the last modified time of a file as an epoch timestamp. Default implementation delegates to get_fi	STRING
HIGH	packages/ai/src/ai/account/store.py	187	Get file metadata: size and modification time. Default implementation reads the file to confirm existe	STRING
HIGH	packages/ai/src/ai/account/store.py	225	Read binary data from file. Default implementation decodes from string via latin-1. Backends s	STRING
HIGH	packages/ai/src/ai/account/store.py	334	List all files with given prefix. Args: prefix: Path prefix to filter files Retur	STRING
HIGH	packages/ai/src/ai/account/store.py	358	Browse files and/or folders under a prefix. Directories are returned with a trailing ``/`` to distingu	STRING
HIGH	packages/ai/src/ai/account/store.py	472	Create storage instance. Args: url: Storage URL (overrides STORE_URL env var)	STRING
HIGH	packages/ai/src/ai/account/file_store.py	125	Open a file for writing. Args: path: Relative path within the account store. c	STRING
HIGH	packages/ai/src/ai/account/file_store.py	269	Read file contents as raw bytes. This convenience method materializes the entire file in memory.	STRING
HIGH	packages/ai/src/ai/account/file_store.py	642	Get a direct HTTP URL for accessing the file. Cloud backends (S3, Azure) return a presigned/SAS URL di	STRING
HIGH	packages/ai/src/ai/account/models.py	211	Return caller's permissions for a specific team. Expands org.admin to the full permission set. Raises Perm	STRING
HIGH	packages/ai/src/ai/account/keystore.py	63	Map a token to its assigned backend endpoint. Validates the token, ensures it belongs to the given API	STRING
HIGH	packages/ai/src/ai/modules/clients/clients.py	51	Serve a specific Python client wheel file, or latest if "latest" version is specified. This endpoint serves wh	STRING
HIGH	packages/ai/src/ai/modules/dropper/dropper.py	24	Serve static files for the dropper interface with authentication. This function handles serving static files f	STRING
HIGH	packages/ai/src/ai/modules/chat/chat.py	25	Serve static files for the chat interface with authentication. This function handles serving static files for	STRING
HIGH	packages/ai/src/ai/modules/shell/shell.py	89	Serve static files for the shell SPA with client-side routing fallback. Handles both ``GET /`` (serves index.h	STRING
HIGH	packages/ai/src/ai/modules/shell/shell.py	139	Serve MF remote app bundles from ``dist/server/static/apps/``. Handles ``GET /apps/{path}`` — resolves the pat	STRING
HIGH	packages/ai/src/ai/modules/task/task_conn.py	417	Retrieve the task token associated with a command request and verify permissions if needed. Args:	STRING
HIGH	packages/ai/src/ai/modules/task/task_conn.py	451	Retrieve the task instance associated with the given request. If a task token is specified in request.	STRING
HIGH	packages/ai/src/ai/modules/task/task_conn.py	625	Handle DAP ping/ping. Args: request (Dict[str, Any]): Ping request Returns:	STRING
HIGH	packages/ai/src/ai/modules/task/task_server.py	619	Retrieve task control structure with a given project/source id. Args: token (str): The tok	STRING
HIGH	packages/ai/src/ai/modules/task/task_server.py	671	Retrieve task instance. This is a convenience method that combines task control lookup with ta	STRING
HIGH	packages/ai/src/ai/modules/task/task_server.py	846	Retrieve comprehensive status information for a specific task. This method combines secure task lookup	STRING
HIGH	packages/ai/src/ai/modules/task/task_server.py	870	Remove task from registry and perform comprehensive cleanup. This method handles complete task removal	STRING
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Self-Referential Comments132 hits · 396 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	pyproject.toml	5	# This file contains shared Python tooling configuration for the monorepo.	COMMENT
MEDIUM	pnpm-workspace.yaml	2	# This file defines which directories contain packages in the monorepo	COMMENT
MEDIUM⚡	docker/docker-compose.override.yml	7	# This file is automatically picked up by `docker compose up` when present.	COMMENT
MEDIUM	nodes/test/guardrails/test_all.py	634	# Create the package module first so relative imports resolve	COMMENT
MEDIUM	nodes/test/tool_gmail/test_gmail_integration.py	221	# Create a draft to get a real Message-ID header to reply to	COMMENT
MEDIUM⚡	nodes/test/memory_persistent/test_memory_store.py	144	# Create a session with a 10 second TTL	COMMENT
MEDIUM	nodes/src/nodes/thumbnail/IInstance.py	103	# Create the document object with the image data and metadata	COMMENT
MEDIUM	nodes/src/nodes/embedding_video/IInstance.py	201	# Create the document with the frame image and embedding.	COMMENT
MEDIUM	nodes/src/nodes/llm_mistral/mistral.py	268	# Create the chat message	COMMENT
MEDIUM	nodes/src/nodes/chroma/IGlobal.py	61	# Create the loader	COMMENT
MEDIUM	nodes/src/nodes/chroma/chroma.py	175	# Create a new collection	COMMENT
MEDIUM	nodes/src/nodes/chroma/chroma.py	406	# Create the collection if needed	COMMENT
MEDIUM	nodes/src/nodes/chroma/chroma.py	568	# Create a renderChunkSize array with empty	COMMENT
MEDIUM	nodes/src/nodes/guardrails/IGlobal.py	49	# Create the guardrails engine	COMMENT
MEDIUM	nodes/src/nodes/response/IInstance.py	118	# Create the dict we will return	COMMENT
MEDIUM	nodes/src/nodes/response/IInstance.py	216	# Create the tracking info	COMMENT
MEDIUM	nodes/src/nodes/ner/IInstance.py	79	# Create a copy to avoid modifying the original	COMMENT
MEDIUM	nodes/src/nodes/vectorizer/IInstance.py	78	# Create the metadata	COMMENT
MEDIUM	nodes/src/nodes/vectorizer/IInstance.py	116	# Create the embeddings	COMMENT
MEDIUM	nodes/src/nodes/index_search/elasticsearch_store.py	186	# Create the index (Elasticsearch 8.x uses body parameter)	COMMENT
MEDIUM	nodes/src/nodes/index_search/elasticsearch_store.py	301	# Create a new document	COMMENT
MEDIUM	nodes/src/nodes/index_search/elasticsearch_store.py	496	# Create the index if needed	COMMENT
MEDIUM	nodes/src/nodes/index_search/elasticsearch_store.py	691	# Create a renderChunkSize array with empty	COMMENT
MEDIUM⚡	nodes/src/nodes/text_output/IGlobal.py	31	# Define the IGlobal C++ will call	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_llm/IInstance.py	495	# Create the document	STRING
MEDIUM	nodes/src/nodes/preprocessor_llm/IInstance.py	522	# Create a new chunk with the table content	STRING
MEDIUM	nodes/src/nodes/reducto/parser.py	100	# Create a new Reducto client per parse to enable safe concurrency	COMMENT
MEDIUM	nodes/src/nodes/embedding_image/IInstance.py	114	# Create the Doc object for the image (unique chunkId per image)	COMMENT
MEDIUM	nodes/src/nodes/embedding_image/IInstance.py	123	# Create a document	COMMENT
MEDIUM	nodes/src/nodes/ocr/IInstance.py	202	# Create a copy of the document to avoid modifying the original	COMMENT
MEDIUM	nodes/src/nodes/local_text_output/IInstance.py	105	# Create the full target path by joining with output directory	COMMENT
MEDIUM	nodes/src/nodes/audio_transcribe/IInstance.py	64	# Create the default metadata for the document	COMMENT
MEDIUM	nodes/src/nodes/audio_transcribe/IInstance.py	71	# Create the document object and save the base64 encoded image	COMMENT
MEDIUM	nodes/src/nodes/autopipe/IGlobal.py	48	# Create a filter for the given provider	COMMENT
MEDIUM	nodes/src/nodes/autopipe/IGlobal.py	210	# # Create the config - since we know exactly what we want and	COMMENT
MEDIUM	nodes/src/nodes/image_cleanup/morphology.py	41	# Create a small 2x2 square kernel for morphological operation	COMMENT
MEDIUM	nodes/src/nodes/accessibility_describe/IGlobal.py	49	# Create the chat interface	COMMENT
MEDIUM	nodes/src/nodes/audio_player/IGlobal.py	33	# Create the lock - we can only play one at a time	COMMENT
MEDIUM	nodes/src/nodes/pinecone/pinecone.py	151	# Create the collection	COMMENT
MEDIUM	nodes/src/nodes/pinecone/pinecone.py	395	# Create the collection if needed	COMMENT
MEDIUM	nodes/src/nodes/pinecone/pinecone.py	580	# Create a renderChunkSize array with empty	COMMENT
MEDIUM⚡	nodes/src/nodes/embedding_openai/IGlobal.py	33	# Define the IGlobal C++ will call	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_code/IGlobal.py	43	# Create the preprocessor	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_code/IInstance.py	54	# Create the documents	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_code/IInstance.py	57	# Create the document from it	COMMENT
MEDIUM⚡	nodes/src/nodes/prompt/IInstance.py	54	# Create a question from documents	COMMENT
MEDIUM⚡	nodes/src/nodes/prompt/IInstance.py	61	# Create a question from text	COMMENT
MEDIUM⚡	nodes/src/nodes/prompt/IInstance.py	69	# Create a question from table data	COMMENT
MEDIUM	nodes/src/nodes/llm_vision_mistral/mistral_vision.py	236	# Create the messages with system role, user prompt, and image content	COMMENT
MEDIUM	nodes/src/nodes/llm_vision_mistral/IInstance.py	49	# Create a question object with the image data	COMMENT
MEDIUM	nodes/src/nodes/aparavi_aql/IGlobal.py	65	# Create the HTTP client	COMMENT
MEDIUM	nodes/src/nodes/dictionary/IInstance.py	146	# Create a list of documents	COMMENT
MEDIUM	nodes/src/nodes/dictionary/IInstance.py	159	# Create a document from the definition	COMMENT
MEDIUM	nodes/src/nodes/qdrant/qdrant.py	176	# Create the collection	COMMENT
MEDIUM	nodes/src/nodes/qdrant/qdrant.py	516	# Create the collection if needed	COMMENT
MEDIUM	nodes/src/nodes/qdrant/qdrant.py	683	# Create a renderChunkSize array with empty	COMMENT
MEDIUM	nodes/src/nodes/atlas/atlas.py	194	# Create the search index directly without SearchIndexModel	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_langchain/IGlobal.py	43	# Create the preprocessor	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_langchain/IInstance.py	43	# Create the documents	COMMENT
MEDIUM	nodes/src/nodes/preprocessor_langchain/IInstance.py	46	# Create the document from it	COMMENT
72 more matches not shown…

Magic Placeholder Names56 hits · 275 pts

Severity	File	Line	Snippet	Context
HIGH	nodes/src/nodes/llm_gemini/gemini.py	42	>>> chat = Chat(provider='gemini', connConfig={'apikey': 'your-api-key'}, bag={})	STRING
HIGH	docs/README-mcp-client.md	83	"ROCKETRIDE_AUTH": "your-api-key"	CODE
HIGH	docs/README-mcp-client.md	101	"ROCKETRIDE_AUTH": "your-api-key"	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	57	ROCKETRIDE_APIKEY=your-api-key-here	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	80	auth='your-api-key'	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	91	ROCKETRIDE_APIKEY=your-api-key	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	268	auth='your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	292	auth='your-api-key'	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	333	auth='your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_python_API.md	1021	auth='your_api_key',	CODE
HIGH	docs/agents/ROCKETRIDE_PIPELINE_RULES.md	353	ROCKETRIDE_APIKEY=your-api-key	CODE
HIGH⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	12	ROCKETRIDE_APIKEY=your-api-key-here # From extension settings	CODE
HIGH⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	116	ROCKETRIDE_APIKEY=your-api-key-here # From extension settings	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	70	ROCKETRIDE_APIKEY=your-api-key-here	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	92	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	104	ROCKETRIDE_APIKEY=your-api-key	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	123	apiKey: '${ROCKETRIDE_APIKEY}', // Replaced with: your-api-key	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	206	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	238	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	274	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	305	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	335	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	416	await client.login('your-api-key'); // authenticate	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	926	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	952	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	987	auth: 'your-api-key',	CODE
HIGH	docs/agents/ROCKETRIDE_typescript_API.md	1070	await client.connect('your-api-key');	CODE
HIGH	packages/client-mcp/docs/index.md	93	export ROCKETRIDE_AUTH=your-api-key	CODE
HIGH	packages/client-mcp/docs/index.md	157	"ROCKETRIDE_AUTH": "your-api-key"	CODE
HIGH	packages/client-mcp/docs/index.md	175	"ROCKETRIDE_AUTH": "your-api-key"	CODE
HIGH⚡	packages/ai/src/ai/modules/task_http/task_data.py	452	-H "Authorization: Bearer your-api-key" \	CODE
HIGH⚡	packages/ai/src/ai/modules/task_http/task_data.py	458	-H "Authorization: Bearer your-api-key" \	CODE
HIGH⚡	packages/ai/src/ai/modules/task_http/task_data.py	465	-H "Authorization: Bearer your-api-key" \	CODE
HIGH	…ages/client-typescript/docs/guide/methods/terminate.md	51	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	…ages/client-typescript/docs/guide/methods/terminate.md	66	const client = new RocketRideClient({ auth: 'your-api-key' });	CODE
HIGH	…kages/client-typescript/docs/guide/methods/validate.md	63	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	…kages/client-typescript/docs/guide/methods/validate.md	83	const client = new RocketRideClient({ auth: 'your-api-key' });	CODE
HIGH	packages/client-typescript/docs/guide/methods/use.md	83	async with RocketRideClient(uri='https://cloud.rocketride.ai', auth='your-api-key') as client:	CODE
HIGH	packages/client-typescript/docs/guide/methods/use.md	93	auth: 'your-api-key',	CODE
HIGH	packages/client-typescript/docs/guide/methods/use.md	150	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	…lient-typescript/docs/guide/methods/get-task-status.md	100	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	…lient-typescript/docs/guide/methods/get-task-status.md	112	const client = new RocketRideClient({ auth: 'your-api-key' });	CODE
HIGH	packages/client-typescript/docs/guide/methods/send.md	64	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	packages/client-typescript/docs/guide/methods/send.md	88	const client = new RocketRideClient({ auth: 'your-api-key' });	CODE
HIGH	packages/client-typescript/docs/guide/methods/send.md	165	async with RocketRideClient(auth='your-api-key') as client:	CODE
HIGH	packages/client-typescript/docs/guide/methods/send.md	207	client = RocketRideClient(auth='your-api-key', on_event=handle_events)	CODE
HIGH	packages/client-typescript/src/client/client.ts	398	* auth: 'your-api-key',	COMMENT
HIGH	packages/client-typescript/src/client/client.ts	407	* ROCKETRIDE_APIKEY: 'your-api-key',	COMMENT
HIGH	packages/client-python/src/rocketride/client.py	32	result = await client.connect("your_api_key")	STRING
HIGH	packages/client-python/src/rocketride/client.py	117	result = await client.connect("your_api_key") # returns ConnectResult	STRING
HIGH	packages/client-python/src/rocketride/__init__.py	43	result = await client.connect('your_api_key') # returns ConnectResult	STRING
HIGH	packages/client-python/src/rocketride/types/events.py	73	auth='your_api_key',	STRING
HIGH	packages/client-python/src/rocketride/types/client.py	48	'auth': 'your_api_key',	STRING
HIGH	packages/client-python/src/rocketride/types/__init__.py	50	'auth': 'your_api_key',	STRING
HIGH	packages/client-python/src/rocketride/mixins/events.py	46	client = RocketRideClient("ws://localhost:8080", "your_api_key", on_event=handle_upload_progress)	STRING
HIGH	…ages/client-python/src/rocketride/mixins/connection.py	38	result = await client.connect("your_api_key")	STRING

Structural Annotation Overuse138 hits · 257 pts

Severity	File	Line	Snippet	Context
LOW⚡	nodes/src/nodes/image_cleanup/process.py	43	# Step 1: Convert to png if needed	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	46	# Step 2: Convert image to binary grayscale png	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	49	# Step 3: Deskew the binary image to align text	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	52	# Step 4: Clean up image using morphological operations	COMMENT
LOW	nodes/src/nodes/pinecone/IGlobal.py	145	# Step 1: Collection Name Validation (per Pinecone docs)	COMMENT
LOW⚡	nodes/src/nodes/pinecone/IGlobal.py	174	# Step 2: API Authentication and Collection Check	COMMENT
LOW	deploy/helm/examples/keda-gpu-scaling.yaml	3	# WARNING: The built-in HPA (engine.autoscaling) uses CPU/memory metrics,	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	5	### Step 1: Check `.env` File (Auto-Created)	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	21	### Step 2: Install Client	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	27	### Step 3: Create Pipeline (`pipeline.pipe`)	COMMENT
LOW	docs/agents/ROCKETRIDE_QUICKSTART.md	62	### Step 4: Create Python Script (`main.py`)	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	99	### Step 5: Run	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	109	### Step 1: Check `.env` File (Auto-Created)	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	125	### Step 2: Install Client	COMMENT
LOW⚡	docs/agents/ROCKETRIDE_QUICKSTART.md	135	### Step 3: Create Pipeline (`pipeline.pipe`)	COMMENT
LOW	docs/agents/ROCKETRIDE_QUICKSTART.md	168	### Step 4: Create TypeScript Script (`main.ts`)	COMMENT
LOW	docs/agents/ROCKETRIDE_QUICKSTART.md	204	### Step 5: Run	COMMENT
LOW⚡	scripts/lib/getenv.js	80	// Step 1: read .config (public defaults, always from server root)	COMMENT
LOW⚡	scripts/lib/getenv.js	83	// Step 2: determine which .env to use	COMMENT
LOW⚡	scripts/lib/getenv.js	89	// Step 3: merge — .env overrides .config defaults	COMMENT
LOW	packages/server/engine-lib/engLib/net/TlsConnection.hpp	177	// Step 1: verify a server certificate was presented during negotiation	COMMENT
LOW	packages/server/engine-lib/engLib/net/TlsConnection.hpp	189	// Step 2: verify the result of chain verification	COMMENT
LOW	…engLib/store/endpoints/msServices/outlook/validate.cpp	107	// Step 1: Get service principal ID by client ID	COMMENT
LOW	…engLib/store/endpoints/msServices/outlook/validate.cpp	118	// Step 2: Get app role assignments for the service principal	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	48	// Step 1: Find the next '%'	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	52	// Step 2: Check if it's "%%"	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	60	// Step 3: Find the closing '%'	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	70	// Step 4: Replace %key% if found, otherwise continue from end '%'	COMMENT
LOW⚡	packages/ai/src/ai/web/server.py	688	# Step 1: Extract Authorization Credentials	COMMENT
LOW⚡	packages/ai/src/ai/common/cprofile_manager.py	586	# Step 1: Build lookup from key → stat entry	COMMENT
LOW⚡	packages/ai/src/ai/common/cprofile_manager.py	591	# Step 2: Compute totals for threshold calculation	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	602	# Step 3: Identify root nodes — functions not appearing as anyone's child	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	629	# Step 4: Recursively build tree with cycle detection	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	705	# Step 5: Build root children	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	717	# Step 6: Wrap in synthetic root node	COMMENT
LOW⚡	packages/ai/src/ai/common/models/ocr/trocr.py	216	# Step 1: Detect text regions with CRAFT	COMMENT
LOW⚡	packages/ai/src/ai/common/models/ocr/trocr.py	226	# Step 2: Process each detected region	COMMENT
LOW	packages/ai/src/ai/common/models/ocr/trocr.py	246	# Step 3: Recognize text with TrOCR	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	325	# Step 1: Remove existing ROCKETRIDE_* keys from os.environ	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	330	# Step 2: Set the new values in os.environ so get_env	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	334	# Step 3: Persist to .env file on disk.	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	134	# Step 1: must be subscribed to wildcard	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	137	# Step 2: bitmask must match	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	140	# Step 3: org scoping	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	148	# Step 4: user scoping	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_task.py	301	# Step 1: locate the task — verifies task.monitor permission.	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_task.py	304	# Step 2: return the unresolved pipeline (${...} placeholders intact).	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1334	// Step 1: Send initial data	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1343	// Step 2: Send follow-up data	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1352	// Step 3: Streaming data	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1399	// Step 1: Create and open pipe (waits for server to allocate)	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1403	// Step 2: Send status update AFTER we have the pipe	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1412	// Step 3: Transfer data in chunks	COMMENT
LOW	packages/client-typescript/src/client/client.ts	1435	// Step 4: Close pipe and get result	COMMENT
LOW	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	363	// Step 1: Confirm the Stripe payment	COMMENT
LOW⚡	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	375	// Step 2: Notify server — writes 'incomplete', webhook flips to 'active'	COMMENT
LOW⚡	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	382	// Step 3: Close the modal	COMMENT
LOW	packages/shared-ui/src/modules/account/AccountView.tsx	395	// Step 1: validate required fields.	COMMENT
LOW⚡	packages/shared-ui/src/modules/account/AccountView.tsx	411	// Step 2: build team assignments from the checked teams.	COMMENT
LOW⚡	packages/shared-ui/src/modules/account/AccountView.tsx	413	// Step 3: call the host callback.	COMMENT
78 more matches not shown…

Deep Nesting275 hits · 240 pts

Severity	File	Line	Context
LOW	tools/contract_checks/src/contract_checks/extractor.py	484	CODE
LOW	tools/contract_checks/src/contract_checks/extractor.py	518	CODE
LOW	tools/contract_checks/src/contract_checks/cli.py	355	CODE
LOW	tools/contract_checks/src/contract_checks/cli.py	441	CODE
LOW	tools/sync_models/src/core/patcher.py	45	CODE
LOW	tools/sync_models/src/core/patcher.py	135	CODE
LOW	tools/sync_models/src/core/patcher.py	221	CODE
LOW	tools/sync_models/src/core/patcher.py	280	CODE
LOW	tools/sync_models/src/core/merger.py	275	CODE
LOW	tools/sync_models/src/core/merger.py	374	CODE
LOW	tools/sync_models/src/core/smoke.py	56	CODE
LOW	tools/sync_models/src/providers/base.py	35	CODE
LOW	tools/sync_models/src/providers/base.py	261	CODE
LOW	tools/sync_models/src/providers/base.py	544	CODE
LOW	test/testdata/tests/tasktest.py	441	CODE
LOW	test/testdata/tests/tasktest.py	471	CODE
LOW	nodes/test/test_contracts.py	88	CODE
LOW	nodes/test/test_contracts.py	132	CODE
LOW	nodes/test/test_dynamic.py	74	CODE
LOW	nodes/test/test_dynamic_full.py	51	CODE
LOW	nodes/test/framework/runner.py	245	CODE
LOW	nodes/test/framework/discovery.py	141	CODE
LOW	nodes/test/framework/pipeline.py	168	CODE
LOW	nodes/test/framework/expectations.py	201	CODE
LOW	nodes/test/framework/expectations.py	419	CODE
LOW	nodes/src/nodes/tool_n8n/IGlobal.py	107	CODE
LOW	nodes/src/nodes/tool_n8n/IInstance.py	440	CODE
LOW	nodes/src/nodes/tool_n8n/n8n_client.py	241	CODE
LOW	nodes/src/nodes/tool_n8n/n8n_client.py	303	CODE
LOW	nodes/src/nodes/tool_n8n/n8n_client.py	432	CODE
LOW	nodes/src/nodes/llm_perplexity/IGlobal.py	41	CODE
LOW	nodes/src/nodes/detect/IInstance.py	85	CODE
LOW	nodes/src/nodes/webhook/IEndpoint.py	55	CODE
LOW	nodes/src/nodes/thumbnail/IInstance.py	53	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/IGlobal.py	49	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/qianfan_client.py	69	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/qianfan_client.py	84	CODE
LOW	nodes/src/nodes/embedding_video/IInstance.py	62	CODE
LOW	nodes/src/nodes/embedding_video/IInstance.py	96	CODE
LOW	nodes/src/nodes/llm_mistral/IGlobal.py	42	CODE
LOW	nodes/src/nodes/caption/IInstance.py	59	CODE
LOW	nodes/src/nodes/db_arango/IGlobal.py	284	CODE
LOW	nodes/src/nodes/db_arango/IGlobal.py	299	CODE
LOW	nodes/src/nodes/db_arango/IInstance.py	463	CODE
LOW	nodes/src/nodes/llm_xai/IGlobal.py	38	CODE
LOW	nodes/src/nodes/llm_xai/IGlobal.py	149	CODE
LOW	nodes/src/nodes/chroma/chroma.py	118	CODE
LOW	nodes/src/nodes/tool_exa_search/IInstance.py	210	CODE
LOW	nodes/src/nodes/response/IInstance.py	84	CODE
LOW	nodes/src/nodes/response/IInstance.py	227	CODE
LOW	nodes/src/nodes/response/IInstance.py	250	CODE
LOW	nodes/src/nodes/response/IInstance.py	91	CODE
LOW	nodes/src/nodes/ner/IInstance.py	66	CODE
LOW	nodes/src/nodes/llm_anthropic/IGlobal.py	36	CODE
LOW	nodes/src/nodes/landing_ai/parse/IInstance.py	64	CODE
LOW	nodes/src/nodes/llm_openai/IGlobal.py	34	CODE
LOW	nodes/src/nodes/llm_openai/openai_client.py	81	CODE
LOW	nodes/src/nodes/llm_openai/openai_client.py	96	CODE
LOW	nodes/src/nodes/agent_crewai/crewai_manager/manager.py	54	CODE
LOW	nodes/src/nodes/tool_http_request/http_client.py	114	CODE
215 more matches not shown…

Verbosity Indicators127 hits · 235 pts

Severity	File	Line	Snippet	Context
LOW⚡	nodes/src/nodes/image_cleanup/process.py	43	# Step 1: Convert to png if needed	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	46	# Step 2: Convert image to binary grayscale png	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	49	# Step 3: Deskew the binary image to align text	COMMENT
LOW⚡	nodes/src/nodes/image_cleanup/process.py	52	# Step 4: Clean up image using morphological operations	COMMENT
LOW	nodes/src/nodes/pinecone/IGlobal.py	145	# Step 1: Collection Name Validation (per Pinecone docs)	COMMENT
LOW⚡	nodes/src/nodes/pinecone/IGlobal.py	174	# Step 2: API Authentication and Collection Check	COMMENT
LOW⚡	scripts/lib/getenv.js	80	// Step 1: read .config (public defaults, always from server root)	COMMENT
LOW⚡	scripts/lib/getenv.js	83	// Step 2: determine which .env to use	COMMENT
LOW⚡	scripts/lib/getenv.js	89	// Step 3: merge — .env overrides .config defaults	COMMENT
LOW	packages/server/engine-lib/engLib/net/TlsConnection.hpp	177	// Step 1: verify a server certificate was presented during negotiation	COMMENT
LOW	packages/server/engine-lib/engLib/net/TlsConnection.hpp	189	// Step 2: verify the result of chain verification	COMMENT
LOW	…engLib/store/endpoints/msServices/outlook/validate.cpp	107	// Step 1: Get service principal ID by client ID	COMMENT
LOW	…engLib/store/endpoints/msServices/outlook/validate.cpp	118	// Step 2: Get app role assignments for the service principal	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	48	// Step 1: Find the next '%'	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	52	// Step 2: Check if it's "%%"	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	60	// Step 3: Find the closing '%'	COMMENT
LOW⚡	packages/server/engine-core/apLib/util/Vars.hpp	70	// Step 4: Replace %key% if found, otherwise continue from end '%'	COMMENT
LOW⚡	packages/ai/src/ai/web/server.py	688	# Step 1: Extract Authorization Credentials	COMMENT
LOW⚡	packages/ai/src/ai/common/cprofile_manager.py	586	# Step 1: Build lookup from key → stat entry	COMMENT
LOW⚡	packages/ai/src/ai/common/cprofile_manager.py	591	# Step 2: Compute totals for threshold calculation	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	602	# Step 3: Identify root nodes — functions not appearing as anyone's child	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	629	# Step 4: Recursively build tree with cycle detection	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	705	# Step 5: Build root children	COMMENT
LOW	packages/ai/src/ai/common/cprofile_manager.py	717	# Step 6: Wrap in synthetic root node	COMMENT
LOW⚡	packages/ai/src/ai/common/models/ocr/trocr.py	216	# Step 1: Detect text regions with CRAFT	COMMENT
LOW⚡	packages/ai/src/ai/common/models/ocr/trocr.py	226	# Step 2: Process each detected region	COMMENT
LOW	packages/ai/src/ai/common/models/ocr/trocr.py	246	# Step 3: Recognize text with TrOCR	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	325	# Step 1: Remove existing ROCKETRIDE_* keys from os.environ	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	330	# Step 2: Set the new values in os.environ so get_env	COMMENT
LOW⚡	packages/ai/src/ai/account/oss/__init__.py	334	# Step 3: Persist to .env file on disk.	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	134	# Step 1: must be subscribed to wildcard	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	137	# Step 2: bitmask must match	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	140	# Step 3: org scoping	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_monitor.py	148	# Step 4: user scoping	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_task.py	301	# Step 1: locate the task — verifies task.monitor permission.	COMMENT
LOW⚡	packages/ai/src/ai/modules/task/commands/cmd_task.py	304	# Step 2: return the unresolved pipeline (${...} placeholders intact).	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1334	// Step 1: Send initial data	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1343	// Step 2: Send follow-up data	COMMENT
LOW⚡	…kages/client-typescript/tests/RocketRideClient.test.ts	1352	// Step 3: Streaming data	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1399	// Step 1: Create and open pipe (waits for server to allocate)	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1403	// Step 2: Send status update AFTER we have the pipe	COMMENT
LOW⚡	packages/client-typescript/src/client/client.ts	1412	// Step 3: Transfer data in chunks	COMMENT
LOW	packages/client-typescript/src/client/client.ts	1435	// Step 4: Close pipe and get result	COMMENT
LOW	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	363	// Step 1: Confirm the Stripe payment	COMMENT
LOW⚡	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	375	// Step 2: Notify server — writes 'incomplete', webhook flips to 'active'	COMMENT
LOW⚡	…kages/shared-ui/src/modules/checkout/CheckoutModal.tsx	382	// Step 3: Close the modal	COMMENT
LOW	packages/shared-ui/src/modules/account/AccountView.tsx	395	// Step 1: validate required fields.	COMMENT
LOW⚡	packages/shared-ui/src/modules/account/AccountView.tsx	411	// Step 2: build team assignments from the checked teams.	COMMENT
LOW⚡	packages/shared-ui/src/modules/account/AccountView.tsx	413	// Step 3: call the host callback.	COMMENT
LOW⚡	packages/client-python/tests/RocketRideClient_test.py	1628	# Step 1: Send initial data	COMMENT
LOW⚡	packages/client-python/tests/RocketRideClient_test.py	1636	# Step 2: Send follow-up data	COMMENT
LOW⚡	packages/client-python/tests/RocketRideClient_test.py	1644	# Step 3: Streaming data	COMMENT
LOW⚡	packages/client-python/src/rocketride/mixins/data.py	635	# Step 1: Create and open pipe (waits for server to allocate)	COMMENT
LOW⚡	packages/client-python/src/rocketride/mixins/data.py	641	# Step 2: Send status update AFTER we have the pipe	COMMENT
LOW⚡	packages/client-python/src/rocketride/mixins/data.py	650	# Step 3: Transfer data in chunks	COMMENT
LOW	packages/client-python/src/rocketride/mixins/data.py	670	# Step 4: Close pipe and get result	COMMENT
LOW⚡	apps/shell-ui/src/components/layout/Sidebar.tsx	173	// Step 1: branding iconDark / iconLight	COMMENT
LOW⚡	apps/shell-ui/src/components/layout/Sidebar.tsx	177	// Step 2: branding generic icon	COMMENT
LOW⚡	apps/shell-ui/src/components/layout/Sidebar.tsx	180	// Step 3: manifest icon URL	COMMENT
LOW⚡	apps/shell-ui/src/components/layout/Sidebar.tsx	183	// Step 4: RocketRide mark	COMMENT
67 more matches not shown…

Modern Structural Boilerplate172 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	tools/contract_checks/src/contract_checks/extractor.py	370	def _set_binding(self, name: str, value: tuple[str, ast.Call]) -> None:	CODE
LOW⚡	nodes/test/framework/__init__.py	35	__all__ = [	CODE
LOW	nodes/src/nodes/db_mysql/__init__.py	37	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/tool_n8n/__init__.py	39	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_perplexity/__init__.py	37	__all__ = [	CODE
LOW⚡	nodes/src/nodes/detect/__init__.py	9	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/webhook/__init__.py	29	__all__ = [	CODE
LOW	nodes/src/nodes/thumbnail/__init__.py	29	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/memory_internal/__init__.py	16	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_baidu_qianfan/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/embedding_video/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW⚡	nodes/src/nodes/caption/__init__.py	9	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/db_arango/__init__.py	37	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_xai/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/llm_ollama/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/anomaly_detector/__init__.py	35	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/chroma/__init__.py	39	__all__ = [	CODE
LOW	nodes/src/nodes/twelvelabs/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/guardrails/__init__.py	27	__all__ = [	CODE
LOW	nodes/src/nodes/tool_chartjs/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/tool_exa_search/__init__.py	29	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/response/__init__.py	35	__all__ = [	CODE
LOW	nodes/src/nodes/tool_falkordb/__init__.py	35	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/ner/__init__.py	34	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_anthropic/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/vectorizer/__init__.py	27	__all__ = [	CODE
LOW⚡	nodes/src/nodes/landing_ai/parse/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW⚡	nodes/src/nodes/landing_ai/extract/__init__.py	11	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_openai/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/tool_mem0/__init__.py	17	__all__ = ['IGlobal', 'IInstance']	CODE
LOW⚡	nodes/src/nodes/agent_crewai/crewai_manager/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW⚡	nodes/src/nodes/agent_crewai/crewai_agent/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW⚡	…des/src/nodes/agent_crewai/crewai_subagent/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW	nodes/src/nodes/tool_http_request/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/detect_segment/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/summarization/__init__.py	27	__all__ = [	CODE
LOW	nodes/src/nodes/agent_llamaindex/__init__.py	35	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/index_search/__init__.py	43	__all__ = [	CODE
LOW	nodes/src/nodes/llm_kimi/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/preprocessor_llm/__init__.py	27	__all__ = [	CODE
LOW	nodes/src/nodes/llm_vision_openai/__init__.py	35	__all__ = [	CODE
LOW	nodes/src/nodes/reducto/__init__.py	31	__all__ = ['IInstance', 'IGlobal', 'IEndpoint']	CODE
LOW	nodes/src/nodes/tool_v0/__init__.py	29	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/embedding_image/__init__.py	45	__all__ = [	CODE
LOW⚡	…c/nodes/agent_deepagent/deepagent_subagent/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW⚡	…/src/nodes/agent_deepagent/deepagent_agent/__init__.py	11	__all__ = ['IInstance', 'IGlobal']	CODE
LOW	nodes/src/nodes/ocr/__init__.py	38	__all__ = [	CODE
LOW	nodes/src/nodes/local_text_output/__init__.py	34	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/embedding_transformer/__init__.py	38	__all__ = [	CODE
LOW	nodes/src/nodes/audio_transcribe/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/autopipe/__init__.py	27	__all__ = [	CODE
LOW	nodes/src/nodes/llm_vision_ollama/__init__.py	35	__all__ = [	CODE
LOW	nodes/src/nodes/tool_python/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/llm_bedrock/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/tool_git/__init__.py	4	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/agent_langchain/__init__.py	35	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/image_cleanup/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
LOW	nodes/src/nodes/accessibility_describe/__init__.py	35	__all__ = [	CODE
LOW	nodes/src/nodes/llm_deepseek/__init__.py	37	__all__ = [	CODE
LOW	nodes/src/nodes/tool_bland_ai/__init__.py	27	__all__ = ['IGlobal', 'IInstance']	CODE
112 more matches not shown…

Modern AI Meta-Vocabulary53 hits · 177 pts

Severity	File	Line	Snippet	Context
MEDIUM	nodes/test/test_tool_v0.py	135	# scaffolding; always remove them afterwards so they never leak either.	COMMENT
MEDIUM	nodes/test/test_db_arango.py	166	# suite) so the scaffold cleanup below restores them rather than dropping them.	COMMENT
MEDIUM	nodes/test/guardrails/test_all.py	629	# Force reimport — clean out any cached guardrails modules	COMMENT
MEDIUM	nodes/test/guardrails/test_all.py	677	# Clean up guardrails modules	COMMENT
MEDIUM⚡	nodes/test/tool_mem0/test_tools.py	36	# Composable import scaffolding (augments existing stubs, never clobbers)	COMMENT
MEDIUM⚡	nodes/test/tool_filesystem/test_read_size_cap.py	31	# Module-import scaffolding	COMMENT
MEDIUM⚡	nodes/test/tool_xtrace_memory/test_tools.py	32	# Composable import scaffolding (augments existing stubs, never clobbers)	COMMENT
MEDIUM	nodes/src/nodes/embedding_video/IInstance.py	178	# as a correct RGB PIL image for the embedding model.	COMMENT
MEDIUM	nodes/src/nodes/llm_mistral/mistral.py	114	# Latest Small Models - Good for RAG	COMMENT
MEDIUM	nodes/src/nodes/guardrails/IGlobal.py	49	# Create the guardrails engine	COMMENT
MEDIUM	nodes/src/nodes/guardrails/IInstance.py	70	# Run input guardrails	COMMENT
MEDIUM	nodes/src/nodes/guardrails/IInstance.py	114	# Run output guardrails	COMMENT
MEDIUM	nodes/src/nodes/guardrails/README.md	1	# guardrails	COMMENT
MEDIUM	nodes/src/nodes/guardrails/README.md	115	[<svg viewBox="0 0 16 16" width="15" height="15" fill="currentColor" aria-hidden="true" style="vertical-align:-0.15em;ma	CODE
MEDIUM⚡	nodes/src/nodes/guardrails/guardrails_engine.py	221	# Input guardrails	COMMENT
MEDIUM⚡	nodes/src/nodes/guardrails/guardrails_engine.py	362	# Output guardrails	COMMENT
MEDIUM	nodes/src/nodes/guardrails/guardrails_engine.py	108	# Stop words excluded from hallucination grounding checks	COMMENT
MEDIUM	nodes/src/nodes/guardrails/guardrails_engine.py	613	# Input guardrails	COMMENT
MEDIUM	nodes/src/nodes/guardrails/guardrails_engine.py	635	# Output guardrails	COMMENT
MEDIUM	nodes/src/nodes/landing_ai/doc.md	60	per page). See https://landing.ai/pricing-agentic-apis.	CODE
MEDIUM	nodes/src/nodes/tool_http_request/IInstance.py	153	# Validate guardrails from config	COMMENT
MEDIUM⚡	nodes/src/nodes/agent_llamaindex/llamaindex.py	115	# Unparseable output means the model answered directly; strip scaffolding.	COMMENT
MEDIUM	…src/nodes/embedding_transformer/sentenceTransformer.py	160	# Save the embedding model and vectors as a list	COMMENT
MEDIUM⚡	nodes/src/nodes/tool_filesystem/IInstance.py	55	# defaults to 100 MB, which can blow the agent's context window or OOM the	COMMENT
MEDIUM	nodes/src/nodes/tool_mcp_client/requirements.txt	1	# Step 1 scaffolding: no external dependencies required yet.	COMMENT
MEDIUM	nodes/src/nodes/llm_minimax/minimax.py	34	# MiniMax M2-series models return chain-of-thought wrapped in <think>...</think>	COMMENT
MEDIUM	nodes/src/nodes/anonymize/anonymize.py	28	# Default PII labels for zero-shot detection when the user has not configured	COMMENT
MEDIUM	nodes/src/nodes/atlas/atlas.py	241	# Validate embedding model matches collection	COMMENT
MEDIUM⚡	nodes/src/nodes/agent_rocketride/planner.py	334	# - "Remove peek results": keeps the context window lean by evicting	COMMENT
MEDIUM⚡	nodes/src/nodes/agent_rocketride/planner.py	407	# thing in the LLM's context window when it generates its response.	COMMENT
MEDIUM	nodes/src/nodes/llamaparse/IGlobal.py	193	# Set LVM model for agentic modes if provided	COMMENT
MEDIUM	docs/README-engine.md	273	└── CMakeLists.txt # Build orchestration	CODE
MEDIUM	docs/agents/ROCKETRIDE_README.md	7	### Document Intelligence & RAG Systems	COMMENT
MEDIUM	docs/agents/ROCKETRIDE_PIPELINE_RULES.md	534	### Pattern 1: Chat/Q&A System (RAG)	COMMENT
MEDIUM	docs/agents/ROCKETRIDE_PIPELINE_RULES.md	544	### Pattern 2: Simple Chat (No RAG)	COMMENT
MEDIUM	docs/agents/ROCKETRIDE_PIPELINE_RULES.md	627	### Pattern 9: Advanced RAG with Summaries	COMMENT
MEDIUM	docs/agents/ROCKETRIDE_PIPELINE_RULES.md	725	### Complete RAG Pipeline	COMMENT
MEDIUM⚡	packages/server/CMakeLists.txt	6	# It orchestrates the build of all C++ components including the core library,	COMMENT
MEDIUM	packages/docs/content-static/integrations/anthropic.md	102	## Minimal pipeline: RAG with Anthropic	COMMENT
MEDIUM	packages/docs/content-static/integrations/qdrant.md	107	## Full RAG pipeline example	COMMENT
MEDIUM	packages/docs/content-static/examples/rag-pipeline.md	6	# RAG Pipeline	COMMENT
MEDIUM⚡	packages/ai/tests/ai/common/utils/test_tool_args.py	363	# No truthy coercion: 1/0 are common LLM hallucinations of bool but	COMMENT
MEDIUM⚡	packages/ai/tests/ai/common/utils/test_tool_args.py	371	# "true"/"false"/"yes"/"1" strings from an LLM are hallucinations.	COMMENT
MEDIUM⚡	packages/ai/tests/ai/common/utils/test_tool_args.py	594	# No truthy coercion: 1/0 are common LLM hallucinations of bool but	COMMENT
MEDIUM⚡	packages/ai/tests/ai/common/utils/test_tool_args.py	602	# Same rationale — "true"/"false" strings are LLM hallucinations.	COMMENT
MEDIUM⚡	packages/ai/tests/ai/common/utils/test_config_utils.py	109	# The strict side: 'true' from an LLM is almost always a hallucination.	COMMENT
MEDIUM⚡	packages/ai/src/ai/common/store.py	513	# Assign the same embedding model but use a zeroed-out vector	COMMENT
MEDIUM	packages/ai/src/ai/common/store.py	487	# Use the first document as a reference for embedding model and vector size	COMMENT
MEDIUM	packages/ai/src/ai/common/store.py	491	# Validate that all documents have the same embedding model and vector size	COMMENT
MEDIUM⚡	packages/ai/src/ai/common/store.py	506	modelName=modelName, # Store embedding model name	CODE
MEDIUM	packages/ai/src/ai/common/agent/agent.py	152	# of a pipeline, so it serves no purpose as run scaffolding.	COMMENT
MEDIUM⚡	packages/ai/src/ai/common/agent/_internal/host.py	229	# AgentContext is the per-call run scaffolding object passed to every	COMMENT
MEDIUM	packages/ai/src/ai/common/models/__init__.py	27	# GLiNER models (zero-shot NER)	COMMENT

Redundant / Tautological Comments101 hits · 150 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/sync_models/src/providers/base.py	613	# Check if field repairs are needed even when no profiles changed	COMMENT
LOW	nodes/test/framework/discovery.py	160	# Check if it's not inside a string (simple heuristic: before any quote)	COMMENT
LOW	nodes/src/nodes/llm_perplexity/perplexity.py	221	# Check if we should retry	COMMENT
LOW	nodes/src/nodes/embedding_video/IInstance.py	158	# Check if we've gone past end time.	COMMENT
LOW	nodes/src/nodes/vectorizer/IInstance.py	104	# Add it to the list	COMMENT
LOW	nodes/src/nodes/vectorizer/IInstance.py	188	# Check if the object has is vectorize	COMMENT
LOW	nodes/src/nodes/index_search/elasticsearch_store.py	151	# Check if index already exists (shouldn't happen, but be safe)	COMMENT
LOW	nodes/src/nodes/preprocessor_llm/IInstance.py	162	# Check if adding this line would exceed the limit	STRING
LOW	nodes/src/nodes/preprocessor_llm/IInstance.py	355	# Check if adding this text would exceed either limit	STRING
LOW	nodes/src/nodes/reducto/IGlobal.py	54	# Check if config has nested structure	COMMENT
LOW	nodes/src/nodes/reducto/parser.py	56	# Check if config has nested structure	COMMENT
LOW	nodes/src/nodes/local_text_output/IGlobal.py	87	# Check if the path is valid	COMMENT
LOW	nodes/src/nodes/local_text_output/IInstance.py	81	# Check if output_path is valid	COMMENT
LOW	nodes/src/nodes/audio_transcribe/transcribe.py	169	# Check if we should flush	COMMENT
LOW	nodes/src/nodes/tool_git/git_repo.py	575	# Read file content from the same ref used for blame, not always HEAD.	COMMENT
LOW⚡	nodes/src/nodes/pinecone/IGlobal.py	179	# Check if collection exists and validate mode compatibility	COMMENT
LOW	nodes/src/nodes/preprocessor_code/IInstance.py	70	# Append it to the list	COMMENT
LOW	nodes/src/nodes/dictionary/IInstance.py	162	# Append it to the list of documents	COMMENT
LOW	nodes/src/nodes/atlas/atlas.py	177	# Check if vector search index already exists	COMMENT
LOW	nodes/src/nodes/preprocessor_langchain/IInstance.py	59	# Append it to the list	COMMENT
LOW	nodes/src/nodes/llamaparse/IGlobal.py	50	# Check if advanced configuration is enabled	COMMENT
LOW	nodes/src/nodes/llamaparse/IGlobal.py	144	# Check if advanced configuration is enabled	COMMENT
LOW	nodes/src/nodes/llamaparse/IGlobal.py	252	# Check if config has nested structure	COMMENT
LOW	nodes/src/nodes/llamaparse/IInstance.py	387	# Check if line looks like a table row (contains \|)	COMMENT
LOW	nodes/src/nodes/llamaparse/parser.py	65	# Check if config has nested structure	COMMENT
LOW	nodes/src/nodes/llamaparse/parser.py	171	# Check if parser has any project-related attributes	COMMENT
LOW	nodes/src/nodes/llamaparse/parser.py	207	# Check if there's structured data in metadata	COMMENT
LOW⚡	nodes/src/nodes/llamaparse/parser.py	414	# Check if we can still get a result	COMMENT
LOW	nodes/src/nodes/extract_data/IInstance.py	194	# Append it to the list of documents	STRING
LOW	nodes/src/nodes/memory_persistent/memory_store.py	400	# Check if meta key still exists (TTL may have expired it)	COMMENT
LOW	nodes/src/nodes/astra_db/IInstance.py	41	# Check if store exists	COMMENT
LOW	nodes/src/nodes/astra_db/IInstance.py	55	# Check if store exists	COMMENT
LOW	nodes/src/nodes/astra_db/IInstance.py	70	# Check if store exists	COMMENT
LOW	nodes/src/nodes/remote/base/IInstance.py	180	# Check if the remote pipeline completed the call and returned an error code.	COMMENT
LOW⚡	scripts/compiler-unix.sh	820	# Check if build/wheel are available (via pip or apt)	COMMENT
LOW	scripts/compiler-unix.sh	239	# Check if we have a suitable clang	COMMENT
LOW	scripts/compiler-unix.sh	263	# Check if required libc++ libraries are installed for this version	COMMENT
LOW⚡	…ages/server/engine-lib/rocketlib-python/lib/depends.py	421	# Check if pip is available anyway (might have succeeded before error)	COMMENT
LOW⚡	…ages/server/engine-lib/rocketlib-python/lib/depends.py	426	# Check if pip got installed despite exception	COMMENT
LOW⚡	…ages/server/engine-lib/rocketlib-python/lib/depends.py	568	# Check if pywin32 is installed	COMMENT
LOW⚡	…ages/server/engine-lib/rocketlib-python/lib/depends.py	576	# Check if pywintypes is already importable (hack not needed)	COMMENT
LOW	…ages/server/engine-lib/rocketlib-python/lib/depends.py	751	# Check if rebuild is needed	COMMENT
LOW⚡	packages/ai/tests/ai/account/test_store.py	47	# Write file	COMMENT
LOW⚡	packages/ai/tests/ai/account/test_store.py	50	# Read file	COMMENT
LOW⚡	packages/ai/tests/ai/account/test_store.py	1305	# Read files	COMMENT
LOW⚡	packages/ai/tests/ai/account/test_store.py	1323	# Read files concurrently	COMMENT
LOW	packages/ai/tests/ai/account/test_store.py	970	# Check if credentials file exists	COMMENT
LOW	packages/ai/tests/ai/account/test_store.py	982	# Check if it's from credentials file by examining the client	COMMENT
LOW	packages/ai/src/ai/web/server.py	85	# # Check if running on Windows	COMMENT
LOW	packages/ai/src/ai/web/server.py	794	# Append the callback to the list; /status iterates all registered callbacks	COMMENT
LOW	packages/ai/src/ai/common/store.py	245	# Add it to the list	COMMENT
LOW	packages/ai/src/ai/common/store.py	282	# Add the doc to the list	COMMENT
LOW	packages/ai/src/ai/common/store.py	467	# Check if another process/thread has already created the collection	COMMENT
LOW	packages/ai/src/ai/common/config.py	150	# Check if default profile is deprecated	COMMENT
LOW	packages/ai/src/ai/common/config.py	187	# Check if profile is deprecated	COMMENT
LOW	packages/ai/src/ai/common/chat.py	348	# Check if error message contains retryable patterns	COMMENT
LOW	packages/ai/src/ai/common/chat.py	353	# Check if error type is retryable	COMMENT
LOW	packages/ai/src/ai/common/chat.py	533	# Check if the prompt is too long, leaving insufficient space for response	COMMENT
LOW	packages/ai/src/ai/common/chat.py	673	# Check if the total token usage suggests the response was truncated	COMMENT
LOW	packages/ai/src/ai/common/avi/reader.py	294	# Check if this is already started	COMMENT
41 more matches not shown…

AI Slop Vocabulary27 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	nodes/test/test_vectordb_tool_mixin.py	46	# Stub harness	COMMENT
MEDIUM⚡	nodes/test/test_tool_deepl.py	130	# * Engine harness (``builder nodes:test``): the real ``requests`` is already	COMMENT
MEDIUM⚡	nodes/test/test_tool_deepl.py	136	# and all 8 error-path tests failed under the engine harness while passing	COMMENT
MEDIUM	nodes/test/test_tool_deepl.py	262	# The robust fix, immune to whatever any other file leaks AND leaking nothing of	COMMENT
MEDIUM	nodes/test/test_tool_v0.py	177	# Rebinding here makes the stubbing robust regardless of import order.	COMMENT
MEDIUM	nodes/src/nodes/tool_n8n/IGlobal.py	76	# secrets here (the contract/test harness opens nodes in CONFIG mode).	COMMENT
MEDIUM	nodes/src/nodes/tool_git/IInstance.py	113	# validator below doesn't flag harness-injected metadata as	COMMENT
MEDIUM	scripts/compiler-unix.sh	442	# ($SUDO is "" under root, unquoted so it disappears cleanly). The build harness	COMMENT
MEDIUM	packages/server/engine-lib/test/store/container.cpp	234	// Absolutely minimal set	COMMENT
MEDIUM	packages/server/engine-lib/engLib/java/Jvm.hpp	332	/// Returns the JNI interface that the caller can utilize	COMMENT
MEDIUM	…lib/engLib/store/endpoints/filesys/base/win/render.cpp	383	// call a bunch of APIs to get the other stuff. Essentially, we are	COMMENT
MEDIUM	…ine-lib/engLib/store/endpoints/objstore/base/headers.h	26	// Inclues all of the AWS S3 sdk headers we utilize	COMMENT
MEDIUM	…rver/engine-lib/engLib/store/headers/virtualBuffer.hpp	34	/// to create a seamless set of data	COMMENT
MEDIUM	packages/server/engine-core/apLib/util/ConfigFile.hpp	134	// Alias our line list, we use a list so we can leverage their	COMMENT
MEDIUM	packages/server/engine-core/apLib/util/jsonForwards.h	119	// If defined, indicates that json may leverage CppTL library	COMMENT
MEDIUM	packages/server/engine-core/apLib/json/jsonCpp.h	126	// If defined, indicates that json may leverage CppTL library	COMMENT
LOW	packages/ai/src/ai/web/middleware.py	19	# If this is a public endpoint, just call it	COMMENT
MEDIUM	packages/ai/src/ai/common/dap/transport_stdio.py	603	# Parse comprehensive statistics: '>CNTtotal_sizetotal_countcompleted_size...'	COMMENT
LOW	packages/ai/src/ai/account/store_providers/s3/s3.py	195	# we just create the file without the IfMatch condition	COMMENT
LOW	packages/ai/src/ai/modules/task/task_server.py	1125	# then all is ok, just use the existing task	COMMENT
MEDIUM	packages/ai/src/ai/modules/task/commands/cmd_debug.py	125	# Respond to the initialize request with comprehensive debugging capabilities	COMMENT
MEDIUM	…ges/client-python/tests/test_drain_cycle_regression.py	78	# itself wedge — making the test hang at the harness-level timeout instead	COMMENT
MEDIUM	packages/client-python/tests/RocketRideClient_test.py	1752	# Set up comprehensive event monitoring	COMMENT
MEDIUM	packages/client-python/src/rocketride/types/events.py	176	# Convenience combination - ALL events except NONE for comprehensive monitoring	COMMENT
MEDIUM	…es/client-python/src/rocketride/cli/monitors/upload.py	240	# Build comprehensive results display	COMMENT
MEDIUM	apps/dropper-ui/src/App.tsx	119	// CRITICAL: Absolutely do not render anything until ready	COMMENT
MEDIUM	apps/chat-ui/src/App.tsx	167	// CRITICAL: Absolutely do not render anything until ready	COMMENT

Cross-Language Confusion7 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH⚡	nodes/test/milvus/test_filter_injection.py	94	payload = "%' \|\| 1==1 \|\| content like '%"	CODE
HIGH	nodes/src/nodes/tool_n8n/IInstance.py	131	(object/array/string/null).	STRING
HIGH⚡	nodes/src/nodes/tool_git/IInstance.py	566	return self.IGlobal.repo.push(	CODE
HIGH⚡	nodes/src/nodes/tool_git/git_repo.py	950	rem.push([refspec], **kwargs)	CODE
HIGH	nodes/src/nodes/tool_daytona/IInstance.py	142	'description': 'Shell command to execute in the sandbox, e.g. "pip install requests && python app.py	CODE
HIGH	packages/ai/src/ai/web/endpoints/vscode_oauth_bounce.py	71	if (v !== null) out.set(k, v);	CODE
HIGH	packages/ai/src/ai/web/endpoints/vscode_oauth_bounce.py	73	var q = out.toString();	CODE

Fake / Example Data21 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	nodes/src/nodes/llm_ollama/README.md	9	Internally, the node talks to Ollama through its OpenAI-compatible `/v1` endpoint using langchain-openai (`ChatO	CODE
LOW	nodes/src/nodes/llm_ollama/ollama.py	56	apikey = config.get('apikey', 'dummy-key')	CODE
LOW	nodes/src/nodes/llm_kimi/README.md	56	If no API key is configured (typical for self-hosted OpenAI-compatible endpoints), a placeholder key (`sk-local-dummy-ke	CODE
LOW	nodes/src/nodes/llm_kimi/kimi.py	61	apikey = config.get('apikey') or 'sk-local-dummy-key'	CODE
LOW	nodes/src/nodes/llm_deepseek/README.md	48	(`sk-local-dummy-key`) internally because the OpenAI client requires a non-empty value.	CODE
LOW	nodes/src/nodes/llm_deepseek/deepseek.py	61	apikey = config.get('apikey') or 'sk-local-dummy-key'	CODE
LOW	nodes/src/nodes/llm_minimax/minimax.py	69	apikey = config.get('apikey') or 'sk-local-dummy-key'	CODE
LOW	nodes/src/nodes/llm_minimax/minimax.py	73	if 'api.minimax' in serverbase and apikey == 'sk-local-dummy-key':	CODE
LOW	nodes/src/nodes/llm_minimax/README.md	77	Local profiles (vLLM / SGLang / MLX / Ollama) have no `apikey` field; local OpenAI-compatible servers accept any token,	CODE
LOW	docs/agents/ROCKETRIDE_python_API.md	853	{'emails': ['john@company.com'], 'phones': ['555-1234']}	CODE
LOW	docs/agents/ROCKETRIDE_typescript_API.md	794	question.addExample('Find contacts', { emails: ['john@company.com'], phones: ['555-1234'] });	CODE
LOW	packages/server/engine-lib/test/store/tests/hash.cpp	33	auto text = "Lorem ipsum"_tv;	CODE
LOW	packages/server/engine-lib/test/store/tests/hash.cpp	40	// 4c6f72656d20697073756d Lorem ipsum	COMMENT
LOW	packages/server/engine-lib/test/store/tests/hash.cpp	64	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "_tv,	CODE
LOW	packages/server/engine-lib/test/store/tests/hash.cpp	64	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "_tv,	CODE
LOW	packages/server/engine-lib/test/store/tests/hash.cpp	76	// 4c6f72656d20697073756d20646f6c6f Lorem ipsum dolo	COMMENT
LOW⚡	packages/server/engine-lib/test/store/tests/hash.cpp	138	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "_tv,	CODE
LOW⚡	packages/server/engine-lib/test/store/tests/hash.cpp	138	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "_tv,	CODE
LOW⚡	packages/server/engine-lib/test/store/tests/hash.cpp	146	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "	CODE
LOW⚡	packages/server/engine-lib/test/store/tests/hash.cpp	146	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "	CODE
LOW	packages/client-python/src/rocketride/mixins/chat.py	48	question.addExample("Find contacts", {"emails": ["john@company.com"], "phones": ["555-1234"]})	STRING

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/ai/tests/ai/account/test_store.py	507	from azure.core.exceptions import ResourceExistsError	CODE

AI Structural Patterns10 hits · 9 pts

Severity	File	Line	Context
LOW	tools/sync_models/src/core/merger.py	374	CODE
LOW	nodes/src/nodes/index_search/elasticsearch_store.py	768	CODE
LOW	nodes/src/nodes/index_search/opensearch_client.py	281	CODE
LOW	nodes/src/nodes/tool_filesystem/IInstance.py	194	CODE
LOW	nodes/src/nodes/remote/base/IInstance.py	262	CODE
LOW	…kages/server/engine-lib/rocketlib-python/lib/msauth.py	135	CODE
LOW	packages/ai/src/ai/common/utils/http_retry.py	36	CODE
LOW	packages/ai/src/ai/modules/task/task_metrics.py	55	CODE
LOW	packages/ai/src/ai/modules/task/task_server.py	931	CODE
LOW	…kages/client-python/src/rocketride/mixins/execution.py	93	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…onents/pipeline-actions/endpointIntegrationExamples.ts	93	print(r.text)`,	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	docker/docker-compose.yml	7	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings