volcengine/OpenViking

19.4

Adjusted Score

19.4

Raw Score

100%

Time Factor

2026-08-28

Last Push

34.1K

Stars

Python

Language

1.0M

Lines of Code

3.4K

Files

15.4K

Pattern Hits

2026-08-29

Scan Date

0.12

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 33HIGH 359MEDIUM 1266LOW 13702

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 15360 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers8272 hits · 7907 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	38	def _sanitize_native_build_env(env):	CODE
LOW	setup.py	71	def _get_windows_python_sabi_library() -> Path:	CODE
LOW	setup.py	125	def _copy_artifacts_to_build_lib(self, target_binary=None, target_lib=None):	CODE
LOW	setup.py	142	def _run_stage_with_artifact_checks(	CODE
LOW	setup.py	152	def _resolve_cargo_target_dir(self, cargo_project_dir, env):	CODE
LOW	setup.py	189	def _build_ov_cli_artifact_impl(self, ov_cli_dir, binary_name, ov_target_binary):	CODE
LOW	setup.py	261	def build_ragfs_python_artifact(self):	CODE
LOW	setup.py	388	def _should_require_ragfs_artifact(self) -> bool:	CODE
LOW	setup.py	413	def _clean_stale_engine_artifacts(self, ext_dir: Path):	CODE
LOW	benchmark/tau2/llm/scripts/run_eval.py	104	def _require_fixed_first_user(config: dict[str, Any]) -> bool:	CODE
LOW⚡	benchmark/tau2/llm/scripts/run_eval.py	210	def _train_tool_output_max_chars(strategy: dict[str, Any]) -> int:	CODE
LOW⚡	benchmark/tau2/llm/scripts/run_eval.py	217	def _train_skip_failed_sessions(strategy: dict[str, Any]) -> bool:	CODE
LOW⚡	benchmark/tau2/llm/scripts/run_eval.py	221	def _manifest_openviking_identity(corpus_dir: Path) -> dict[str, str] \| None:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	205	def _compact_train_tool_output(content: Any, *, max_chars: int) -> str:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	216	def _message_text_openviking_text(message: dict[str, Any]) -> tuple[str, str]:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	233	def _message_texts_role_tool_blocks(	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	311	def _load_fixed_first_user_fixture(path: Path) -> dict[str, str]:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	329	def _append_incoming_user_context(message: Any, state: Any) -> None:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	342	def _register_fixed_first_user(args: argparse.Namespace) -> str:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	902	def create_openviking_memory_agent(tools, domain_policy, **kwargs):	CODE
LOW	benchmark/tau2/llm/scripts/tau2_common.py	251	def _has_confirmation_aware_prompt(prompt_text: str) -> bool:	STRING
LOW	benchmark/tau2/llm/scripts/tau2_common.py	259	def _ensure_confirmation_aware_prompt(repo: Path) -> bool:	STRING
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	42	def generate_with_rate_limit_retry(args: Any, *kwargs: Any) -> Any:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	290	def _simulation_run_from_env_info(self):	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	1117	def _read_experience_loader_template_file(relative_path: str) -> str:	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	1121	def _write_experience_loader_files(	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	1131	async def _execute_required_experience_loader_read(	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	91	def _viking_is_tool_result_success(result: Any) -> bool:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	202	def _make_search_experience_tool():	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	272	def _make_read_experience_tool():	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	392	async def _experience_search_summary(client: Any, item: Any, rank: int) -> dict[str, Any]:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1073	async def _prepare_experience_loader_skill(	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1295	def _override_vikingbot_current_time_messages(	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1428	def _extract_experience_content(content: str) -> str \| None:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1438	def _case_memory_context_from_tools(tools_used: list[dict] \| None) -> str:	CODE
LOW	benchmark/tau2/train/service_app.py	104	def _task_indices_from_filters(filters: dict[str, Any]) -> list[int] \| None:	CODE
LOW	benchmark/tau2/train/case_loader.py	133	def _derive_split_tasks_from_tasks_json(tasks_path: Path) -> dict[str, list[str]]:	CODE
LOW	benchmark/tau2/train/_rollout_helpers.py	42	def _is_communicate_with_user(tool_name: str) -> bool:	CODE
LOW	benchmark/tau2/train/_rollout_helpers.py	46	def _communicate_text_from_tool_input(tool_input: dict[str, Any] \| None) -> str:	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	290	def _resolve_llm_runtime_config(	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	368	def _register_native_memory_agent(executor: NativeTau2RolloutExecutor) -> str:	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	756	def _build_rollout_messages_from_simulation(	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	800	def _simulation_message_to_rollout_messages(	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	903	def _tool_usage_from_simulation(simulation: Any) -> list[dict[str, Any]]:	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	927	def _memory_context_from_simulation(simulation: Any) -> str \| None:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	89	async def _list_session_commit_tasks(	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	113	def _latest_active_commit_task(tasks: list[dict[str, Any]]) -> dict[str, Any] \| None:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	120	async def _recover_commit_after_transport_error(	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	411	def extract_trace_id_from_error(error: str) -> str:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	907	async def process_single_session_with_progress(**kwargs) -> Dict[str, Any]:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	1180	async def process_sample_with_limit(sample_id, display_id, sessions):	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	82	def _warn_deprecated_or_conflicting_fields(ov_data: dict) -> None:	CODE
LOW⚡	benchmark/locomo/vikingbot/preflight_eval_runtime.py	110	def _resolve_configured_identity_hint() -> tuple[str, str]:	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	214	def _resolve_openviking_api_key() -> tuple[str, str]:	CODE
LOW⚡	benchmark/locomo/vikingbot/preflight_eval_runtime.py	301	def _parse_health_identity_payload(payload: dict) -> tuple[str, str, str]:	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	432	def _ensure_server_and_user_key_ready(	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	454	def _ensure_trusted_server_ready(	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	471	def _resolve_ready_user_identity(	CODE
LOW⚡	benchmark/locomo/vikingbot/progress_utils.py	133	def make_three_state_progress(	CODE
LOW	benchmark/locomo/openclaw/eval.py	475	def calculate_session_metrics_from_jsonl(jsonl_filename: str, agent_id: str = "main") -> dict:	CODE
8212 more matches not shown…

Decorative Section Separators1004 hits · 3302 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.pr_agent.toml	1	# =============================================================================	COMMENT
MEDIUM⚡	.pr_agent.toml	3	# =============================================================================	COMMENT
MEDIUM⚡	.pr_agent.toml	13	# =============================================================================	COMMENT
MEDIUM⚡	.pr_agent.toml	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.pr_agent.toml	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.pr_agent.toml	287	# ---------------------------------------------------------------------------	STRING
MEDIUM	.pr_agent.toml	289	# ---------------------------------------------------------------------------	STRING
MEDIUM	.pr_agent.toml	330	# ---------------------------------------------------------------------------	STRING
MEDIUM	.pr_agent.toml	332	# ---------------------------------------------------------------------------	STRING
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	337	# --------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	339	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	487	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	489	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	1336	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	1338	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	benchmark/locomo/vikingbot/progress_utils.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	benchmark/locomo/vikingbot/progress_utils.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/vikingbot/progress_utils.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	595	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	597	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	89	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	201	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	252	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	352	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	747	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	749	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	931	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	933	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	1284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openclaw/eval.py	1286	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	202	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	204	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	315	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	317	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	740	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/openviking/import_to_ov.py	742	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmark/locomo/claudecode/ingest.py	54	# ---------------------------------------------------------------------------	COMMENT
944 more matches not shown…

Excessive Try-Catch Wrapping2189 hits · 2337 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	171	except Exception as exc:	CODE
LOW	setup.py	240	except Exception as exc:	CODE
LOW	setup.py	372	except Exception as exc:	CODE
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	673	print("Error: --task cannot be combined with --count/--start/--end", file=sys.stderr)	CODE
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	676	print("Error: --count cannot be combined with --start/--end", file=sys.stderr)	CODE
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	689	print(f"Error: invalid range --start {start} --end {end}", file=sys.stderr)	CODE
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	692	print(f"Error: --start {start} exceeds available tasks ({len(tasks)})", file=sys.stderr)	CODE
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	62	def _onerror(func, p, exc_info):	CODE
LOW⚡	benchmark/skillsbench/skill_bench_eval.py	68	except Exception:	CODE
LOW⚡	benchmark/skillsbench/skill_bench_eval.py	72	except Exception:	CODE
LOW⚡	benchmark/skillsbench/skill_bench_eval.py	77	except Exception:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	362	except Exception:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	429	except Exception as e:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	470	except Exception:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	596	except Exception:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	608	except Exception as e:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	649	except Exception as e:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	713	except Exception as e:	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	854	except Exception as e:	CODE
LOW	benchmark/tau2/vikingbot/scripts/run_eval_reward.sh	52	except Exception:	CODE
LOW	…/tau2/vikingbot/scripts/commit_trajectory_to_memory.py	99	except Exception as exc:	CODE
LOW	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	285	except Exception:	CODE
LOW	benchmark/tau2/llm/scripts/run_eval.py	1115	except Exception as exc:	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	459	except Exception as exc:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	47	except Exception as exc:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	75	except Exception as exc:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	95	except Exception:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	118	except Exception as exc:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	131	except Exception as exc:	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	298	except Exception:	CODE
MEDIUM	benchmark/tau2/train/rollout_executor_vikingbot.py	106	def _vikingbot_imports() -> dict[str, Any]:	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	977	except Exception:	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	986	except Exception:	CODE
LOW⚡	benchmark/tau2/train/rollout_executor_vikingbot.py	991	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	262	except Exception as exc:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	323	except Exception as exc:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	372	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	406	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	422	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	672	except Exception as exc:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1006	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1096	except Exception as exc:	CODE
LOW	benchmark/tau2/train/service_app.py	42	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	159	except Exception:	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	695	except Exception as exc:	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	281	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	692	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	712	except Exception as e:	CODE
MEDIUM	benchmark/locomo/vikingbot/run_eval.py	713	print(f"Error processing QA item: {str(e)}", file=sys.stderr)	CODE
MEDIUM	benchmark/locomo/vikingbot/run_eval.py	80	def get_session_num(key):	CODE
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	1463	print(f"Error: {e}", file=sys.stderr)	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	752	except Exception as e:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	915	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	1057	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	1147	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	101	except Exception as exc:	CODE
LOW	benchmark/locomo/vikingbot/judge.py	78	except Exception as e:	STRING
MEDIUM	benchmark/locomo/vikingbot/judge.py	133	print("Error: API token is required")	CODE
LOW	benchmark/locomo/vikingbot/judge.py	205	except Exception:	CODE
MEDIUM	benchmark/locomo/vikingbot/stat_judge_result.py	35	print(f"Error: File not found: {args.input}")	CODE
2129 more matches not shown…

Unused Imports1519 hits · 1360 pts

Severity	File	Line	Context
LOW	…rk/tau2/vikingbot/scripts/provision_openviking_user.py	4	CODE
LOW	…/tau2/vikingbot/scripts/commit_trajectory_to_memory.py	12	CODE
LOW	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	11	CODE
LOW	benchmark/tau2/llm/scripts/run_eval.py	2	CODE
LOW	…ark/tau2/llm/scripts/build_fixed_first_user_fixture.py	4	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	2	CODE
LOW	benchmark/tau2/llm/scripts/tau2_common.py	1	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	3	CODE
LOW	benchmark/tau2/common/tau2_env/tau2_tool_provider.py	4	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	4	CODE
LOW	benchmark/tau2/train/service_app.py	6	CODE
LOW	benchmark/tau2/train/rollout_executor.py	4	CODE
LOW	benchmark/tau2/train/rollout_executor.py	8	CODE
LOW	benchmark/tau2/train/rollout_executor.py	8	CODE
LOW	benchmark/tau2/train/rollout_executor.py	8	CODE
LOW	benchmark/tau2/train/rollout_executor.py	8	CODE
LOW	benchmark/tau2/train/rollout_executor.py	8	CODE
LOW	benchmark/tau2/train/rollout_executor.py	19	CODE
LOW	benchmark/tau2/train/rollout_executor.py	19	CODE
LOW	benchmark/tau2/train/rollout_executor.py	19	CODE
LOW	benchmark/tau2/train/case_loader.py	4	CODE
LOW	benchmark/tau2/train/_rollout_helpers.py	12	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	4	CODE
LOW	benchmark/locomo/vikingbot/progress_utils.py	8	CODE
LOW	benchmark/locomo/mem0/ingest.py	26	CODE
LOW	benchmark/locomo/hermes/import_to_ov.py	5	CODE
LOW	benchmark/locomo/hermes/import_e2e.py	5	CODE
LOW	benchmark/locomo/hermes/stat_judge_result.py	1	CODE
LOW	benchmark/locomo/hermes/import_to_native.py	9	CODE
LOW	benchmark/locomo/hermes/eval.py	5	CODE
LOW	benchmark/locomo/supermemory/ingest.py	35	CODE
LOW	benchmark/RAG/scripts/prepare_dataset.py	10	CODE
LOW	benchmark/RAG/scripts/sample_dataset.py	9	CODE
LOW	benchmark/RAG/scripts/sample_dataset.py	14	CODE
LOW	benchmark/RAG/src/pipeline.py	4	CODE
LOW	benchmark/RAG/src/pipeline.py	5	CODE
LOW	benchmark/cuvs/summarize_collection_runs.py	4	CODE
LOW	benchmark/cuvs/run_collection_benchmark.py	10	CODE
LOW	benchmark/cuvs/run_index_benchmark.py	9	CODE
LOW	benchmark/cuvs/summarize_service_runs.py	4	CODE
LOW	benchmark/cuvs/run_service_concurrency_benchmark.py	9	CODE
LOW	benchmark/cuvs/summarize_index_runs.py	9	CODE
LOW	…grep/vikingdb_bm25/effectiveness/step1_add_resource.py	4	CODE
LOW	…eval/grep/vikingdb_bm25/effectiveness/step2_quality.py	20	CODE
LOW	…eval/grep/vikingdb_bm25/performance/step3_benchmark.py	16	CODE
LOW	…l/grep/vikingdb_bm25/performance/step0_prepare_data.py	31	CODE
LOW	…l/grep/vikingdb_bm25/performance/step1_add_resource.py	4	CODE
LOW	…rieval/grep/vikingdb_bm25/performance/step2_reindex.py	17	CODE
LOW	benchmark/vectordb_perf/run.py	11	CODE
LOW	benchmark/vectordb_perf/async_utils.py	5	CODE
LOW	benchmark/custom/session_contention_benchmark.py	4	CODE
LOW	benchmark/longmemeval/openviking/longmemeval_prompts.py	1	CODE
LOW	docker/pending_health_server.py	18	CODE
LOW	openviking/_sdk_import.py	3	CODE
LOW	openviking/metrics/bootstrap.py	27	CODE
LOW	openviking/metrics/__init__.py	14	CODE
LOW	openviking/metrics/__init__.py	14	CODE
LOW	openviking/metrics/__init__.py	14	CODE
LOW	openviking/metrics/__init__.py	15	CODE
LOW	openviking/metrics/__init__.py	16	CODE
1459 more matches not shown…

Deep Nesting678 hits · 568 pts

Severity	File	Line	Context
LOW	setup.py	189	CODE
LOW	setup.py	261	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	88	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	196	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	442	CODE
LOW	benchmark/skillsbench/skill_bench_eval.py	664	CODE
LOW	benchmark/tau2/llm/scripts/run_eval.py	483	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	492	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	650	CODE
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	673	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	954	CODE
LOW	benchmark/tau2/train/rollout_executor_vikingbot.py	1483	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	368	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	800	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	903	CODE
LOW	benchmark/tau2/train/rollout_executor_native.py	410	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	68	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	403	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	591	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	120	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	531	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	817	CODE
LOW	benchmark/locomo/vikingbot/import_to_ov.py	1096	CODE
LOW	benchmark/locomo/vikingbot/stat_judge_result.py	25	CODE
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	134	CODE
LOW	benchmark/locomo/openclaw/import_to_ov.py	243	CODE
LOW	benchmark/locomo/openclaw/stat_judge_result.py	56	CODE
LOW	benchmark/locomo/openclaw/eval.py	216	CODE
LOW	benchmark/locomo/openclaw/eval.py	357	CODE
LOW	benchmark/locomo/openclaw/eval.py	376	CODE
LOW	benchmark/locomo/openclaw/eval.py	475	CODE
LOW	benchmark/locomo/openclaw/eval.py	752	CODE
LOW	benchmark/locomo/openclaw/eval.py	1042	CODE
LOW	benchmark/locomo/openclaw/eval.py	1125	CODE
LOW	benchmark/locomo/openviking/run_eval.py	69	CODE
LOW	benchmark/locomo/openviking/run_eval.py	127	CODE
LOW	benchmark/locomo/openviking/run_eval.py	245	CODE
LOW	benchmark/locomo/openviking/import_to_ov.py	84	CODE
LOW	benchmark/locomo/openviking/import_to_ov.py	350	CODE
LOW	benchmark/locomo/openviking/stat_judge_result.py	27	CODE
LOW	benchmark/locomo/claudecode/ingest_e2e.py	119	CODE
LOW	benchmark/locomo/claudecode/import_to_ov.py	243	CODE
LOW	benchmark/locomo/claudecode/stat_judge_result.py	60	CODE
LOW	benchmark/locomo/claudecode/eval.py	105	CODE
LOW	benchmark/locomo/claudecode/eval.py	171	CODE
LOW	benchmark/locomo/mem0/ingest.py	214	CODE
LOW	benchmark/locomo/mem0/eval.py	203	CODE
LOW	benchmark/locomo/mem0/eval.py	292	CODE
LOW	benchmark/locomo/mem0/eval.py	321	CODE
LOW	benchmark/locomo/mem0/eval.py	352	CODE
LOW	benchmark/locomo/mem0/eval.py	542	CODE
LOW	benchmark/locomo/hermes/import_to_ov.py	296	CODE
LOW	benchmark/locomo/hermes/import_e2e.py	473	CODE
LOW	benchmark/locomo/hermes/stat_judge_result.py	315	CODE
LOW	benchmark/locomo/hermes/import_to_native.py	211	CODE
LOW	benchmark/locomo/hermes/eval.py	418	CODE
LOW	benchmark/locomo/supermemory/eval.py	176	CODE
LOW	benchmark/locomo/supermemory/eval.py	265	CODE
LOW	benchmark/locomo/supermemory/eval.py	294	CODE
LOW	benchmark/locomo/supermemory/eval.py	323	CODE
618 more matches not shown…

Cross-Language Confusion91 hits · 536 pts

Severity	File	Line	Snippet	Context
HIGH	openviking/parse/parsers/media/utils.py	149	Ubuntu/Debian: sudo apt-get install libcairo2 && pip install cairosvg	STRING
HIGH	openviking/parse/parsers/media/utils.py	150	macOS: brew install cairo && pip install cairosvg	STRING
HIGH⚡	openviking/session/memory/graph_view.py	480	rendered.push(`<ul>${{listItems.join('')}}</ul>`);	CODE
HIGH⚡	openviking/session/memory/graph_view.py	488	rendered.push(line);	CODE
HIGH⚡	openviking/session/memory/graph_view.py	492	listItems.push(`<li>${{line.replace(/^[-*]\s+/, '')}}</li>`);	CODE
HIGH⚡	openviking/session/memory/graph_view.py	500	rendered.push(`<p>${{line}}</p>`);	CODE
HIGH⚡	openviking/session/memory/graph_view.py	538	detailTitle.textContent = node.label \|\| node.id;	CODE
HIGH⚡	openviking/session/memory/graph_view.py	540	detailContent.innerHTML = renderMarkdown(node.content_full \|\| node.content_preview \|\| '', node.uri \|\| '');	CODE
HIGH⚡	openviking/session/memory/graph_view.py	546	const sourceUri = edge.from \|\| edge.source \|\| '';	CODE
HIGH⚡	openviking/session/memory/graph_view.py	547	const targetUri = edge.to \|\| edge.target \|\| '';	CODE
HIGH⚡	openviking/session/memory/graph_view.py	610	if (activeMemoryTypes.size === 0 && activeLinkTypes.size === 0) {{	CODE
HIGH⚡	openviking/session/memory/graph_view.py	615	const visibleNodes = originalNodes.filter(node => activeMemoryTypes.size === 0 \|\| activeMemoryTypes.has(node.memory_ty	CODE
HIGH⚡	openviking/session/memory/graph_view.py	617	const visibleEdges = originalEdges.filter(edge => (activeLinkTypes.size === 0 \|\| activeLinkTypes.has(edge.link_type))	CODE
HIGH	openviking/session/memory/graph_view.py	381	values.size = Math.max(values.size \|\| 18, 34);	CODE
HIGH	openviking/session/memory/graph_view.py	390	values.size = Math.max(values.size \|\| 12, 18);	CODE
HIGH	openviking/session/memory/graph_view.py	418	if (!segment \|\| segment === '.') {{	CODE
HIGH	openviking/session/memory/graph_view.py	427	baseParts.push(segment);	CODE
HIGH	openviking/session/memory/graph_view.py	455	codeBlocks.push(`<pre><code>${{code.trim()}}</code></pre>`);	CODE
HIGH	openviking/session/memory/graph_view.py	653	showTooltip(params.event.srcEvent.clientX, params.event.srcEvent.clientY, node.label \|\| node.id, meta, desc, node.uri	CODE
HIGH	openviking/session/memory/graph_view.py	660	showTooltip(params.event.srcEvent.clientX, params.event.srcEvent.clientY, edge.description \|\| edge.link_type, meta, ed	CODE
HIGH	tests/cli/conftest.py	263	["bash", "-lc", "command -v openviking \|\| command -v ov"],	CODE
HIGH	tests/api_test/conftest.py	684	if (!aFailed && bFailed) return 1;	STRING
HIGH	tests/api_test/conftest.py	689	if (row.nextElementSibling && row.nextElementSibling.classList.contains('extras-row')) {	STRING
HIGH	tests/api_test/resources/test_add_resource.py	42	f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/resources/test_wait_processed.py	37	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_users.py	19	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/admin/test_admin_users.py	43	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_users.py	58	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/admin/test_admin_regenerate_key.py	16	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_regenerate_key.py	29	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_accounts.py	19	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/admin/test_admin_accounts.py	44	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_accounts.py	60	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/admin/test_admin_role.py	16	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/admin/test_admin_role.py	29	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/filesystem/test_fs_read_write.py	39	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_get_abstract.py	15	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/filesystem/test_get_abstract.py	34	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/filesystem/test_fs_mv.py	29	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_fs_mkdir_basic.py	27	f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/filesystem/test_fs_rm.py	28	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_fs_ls.py	25	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_fs_tree_basic.py	25	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_get_overview.py	51	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/filesystem/test_fs_stat.py	25	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_observer.py	18	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_observer.py	38	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_observer.py	58	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_observer.py	78	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_system_status.py	18	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_system_wait.py	18	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH⚡	tests/api_test/system/test_is_healthy.py	18	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_session_used_commit.py	22	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_session_used_commit.py	33	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_session_used_commit.py	45	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_list_sessions.py	27	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_get_session.py	27	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_create_session.py	27	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_create_session.py	53	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
HIGH	tests/api_test/sessions/test_delete_session.py	27	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"	CODE
31 more matches not shown…

Over-Commented Block522 hits · 510 pts

Severity	File	Line	Snippet	Context
LOW	.pr_agent.toml	1	# =============================================================================	COMMENT
LOW	docker-compose.yml	1	version: "3.8"	COMMENT
LOW	benchmark/tau2/vikingbot/setup_env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/tau2/vikingbot/setup_env.sh	21	# (or when --reinstall is passed); later sources just activate + export.	COMMENT
LOW	benchmark/tau2/train/restart_vikingbot_train_eval.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmark/locomo/vikingbot/run_full_eval.sh	1	#!/bin/bash	COMMENT
LOW	benchmark/locomo/claudecode/run_e2e.sh	1	#!/bin/bash	COMMENT
LOW	benchmark/locomo/claudecode/run_sdk_iso.sh	1	#!/bin/bash	COMMENT
LOW	benchmark/locomo/claudecode/run_prompted.sh	1	#!/bin/bash	COMMENT
LOW	benchmark/RAG/config/config.yaml	21	# Number of concurrent worker threads for document ingestion	COMMENT
LOW	crates/ov_cli/src/openviking_assets.rs	1	//! OpenViking Assets manifest mode for `ov add-resource -m <manifest.yaml>`.	COMMENT
LOW	crates/ov_cli/src/main.rs	321	// # Command Tagging System	COMMENT
LOW	crates/ov_cli/src/main.rs	601	},	COMMENT
LOW	crates/ov_cli/src/main.rs	701	/// Viking URI	COMMENT
LOW	crates/ov_cli/src/main.rs	941	AddMemory {	COMMENT
LOW	crates/ov_cli/src/main.rs	961	/// Include dense vector snapshot when compatible metadata is available	COMMENT
LOW	crates/ov_cli/src/main.rs	1021	// --- Interactive Tools ---	COMMENT
LOW	crates/ov_cli/src/main.rs	1241	/// Show status of a specific task	COMMENT
LOW	crates/ov_cli/src/main.rs	1321	},	COMMENT
LOW	crates/ov_cli/src/main.rs	1441	},	COMMENT
LOW	crates/ov_cli/src/main.rs	1461	Delete {	COMMENT
LOW	crates/ov_cli/src/main.rs	1481	/// Add multiple messages to a session	COMMENT
LOW	crates/ov_cli/src/main.rs	1661	content: bool,	COMMENT
LOW	crates/ov_cli/src/main.rs	1681	/// Remove installed skills	COMMENT
LOW	crates/ov_cli/src/main.rs	1741	/// At least one flag is required.	COMMENT
LOW	crates/ov_cli/src/main.rs	1781	category: String,	COMMENT
LOW	crates/ov_cli/src/main.rs	1801	value_name = "path"	COMMENT
LOW	crates/ov_cli/src/main.rs	1821	target_key: String,	COMMENT
LOW	crates/ov_cli/src/main.rs	1841	#[arg(value_name = "target-key")]	COMMENT
LOW	crates/ov_cli/src/main.rs	1861	seed: Option<String>,	COMMENT
LOW	crates/ov_cli/src/main.rs	1881	#[arg(value_name = "account-id")]	COMMENT
LOW	crates/ov_cli/src/main.rs	1901	/// Deterministic API key seed	COMMENT
LOW	crates/ov_cli/src/main.rs	1981	/// Account ID	COMMENT
LOW	crates/ov_cli/src/main.rs	2101	/// Make the saved config active after validation	COMMENT
LOW	…es/ragfs-cache-yuanrong-sys/native/yuanrong_bridge.cpp	1	#include "yuanrong_bridge.h"	COMMENT
LOW	crates/ragfs-cache-mooncake/src/error.rs	1	/// Errors returned by the synchronous Mooncake object API.	COMMENT
LOW	crates/ragfs-cache-yuanrong/src/error.rs	1	/// Errors returned by the synchronous Yuanrong KV boundary.	COMMENT
LOW	crates/ragfs-cache-yuanrong/src/config.rs	1	use ragfs::cache::{CacheError, CacheResult};	COMMENT
LOW	crates/ragfs-cache-yuanrong/src/store.rs	1	use crate::YuanrongStoreError;	COMMENT
LOW	crates/ragfs-python/src/lib.rs	1981	/// Search for pattern in files using regular expressions.	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2041	}	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2081	}	COMMENT
LOW	crates/ragfs-python/src/git.rs	1	//! PyO3 binding helpers for the Git version-control service.	COMMENT
LOW	crates/ragfs-python/src/git.rs	21	use ragfs::core::FileSystem;	COMMENT
LOW	crates/ragfs/tests/git_s3_integration.rs	1	//! Integration tests for the S3/TOS git storage backend (audit plan §A2).	COMMENT
LOW	crates/ragfs/tests/git_s3_integration.rs	21	//! "s3": {	COMMENT
LOW	crates/ragfs/tests/git_s3_integration.rs	361	assert_eq!(from_s3, from_local, "s3 and local stored bytes must be identical");	COMMENT
LOW	crates/ragfs/src/lib.rs	1	//! RAGFS - Rust implementation of AGFS (Aggregated File System)	COMMENT
LOW	crates/ragfs/src/crypto/mod.rs	1	//! Envelope encryption primitives (mirrors the Python `openviking.crypto` layout byte-for-byte).	COMMENT
LOW	crates/ragfs/src/core/types.rs	61	/// Flat glob match entry.	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	121		COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	141	/// # Arguments	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	161	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	181	/// * `Error::IsADirectory` - If the path points to a directory	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	201	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	221	"compare_and_write is not supported: {}",	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	241	"compare_and_remove is not supported: {}",	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	261	/// # Arguments	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	281		COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	301	"replace is not supported: {} -> {}",	COMMENT
462 more matches not shown…

Magic Placeholder Names97 hits · 492 pts

Severity	File	Line	Snippet	Context
HIGH	crates/ov_cli/README.md	85	"api_key": "your-api-key",	CODE
HIGH	crates/ov_cli/README_CN.md	85	"api_key": "your-api-key",	CODE
HIGH	openviking/models/embedder/openai_embedders.py	47	... api_key="your-api-key",	STRING
HIGH	openviking/models/embedder/openai_embedders.py	58	... api_key="your-api-key",	STRING
HIGH	openviking/models/embedder/minimax_embedders.py	26	... api_key="your-api-key",	STRING
HIGH	tests/cli/test_doctor.py	329	"api_key": "{your-api-key}",	CODE
HIGH⚡	docs/zh/faq/faq.md	97	"api_key": "your-api-key",	CODE
HIGH⚡	docs/zh/faq/faq.md	105	"api_key": "your-api-key",	CODE
HIGH⚡	docs/zh/faq/faq.md	111	"api_key": "your-api-key",	CODE
HIGH	docs/zh/getting-started/02-quickstart.md	124	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/getting-started/02-quickstart.md	132	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/getting-started/03-quickstart-server.md	286	"api_key" : "<your-api-key>", // Model service API Key	CODE
HIGH	docs/zh/getting-started/03-quickstart-server.md	295	"api_key" : "<your-api-key>", // Model service API Key	CODE
HIGH	docs/zh/guides/02-volcengine-purchase-guide.md	99	"api_key": "<your-api-key>",	CODE
HIGH	docs/zh/guides/02-volcengine-purchase-guide.md	108	"api_key": "<your-api-key>",	CODE
HIGH	docs/zh/guides/03-deployment.md	339	--set openviking.config.embedding.dense.api_key="YOUR_API_KEY" \	CODE
HIGH	docs/zh/guides/03-deployment.md	340	--set openviking.config.vlm.api_key="YOUR_API_KEY"	CODE
HIGH	docs/zh/guides/01-configuration.md	33	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/guides/01-configuration.md	41	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/guides/01-configuration.md	202	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	284	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	518	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	549	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	564	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	570	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	585	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	666	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	709	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	912	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	50	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	64	--header "Authorization: Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	76	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	98	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/agent-integrations/03-openclaw.md	104	openclaw config set plugins.entries.openviking.config.apiKey your-api-key	CODE
HIGH	docs/zh/agent-integrations/15-agent-plugins.md	48	"api_key": "your-api-key"	CODE
HIGH	docs/zh/agent-integrations/01-overview.md	55	"api_key": "your-api-key",	CODE
HIGH	docs/zh/agent-integrations/10-opencode.md	126	export OPENVIKING_API_KEY="your-api-key-here"	CODE
HIGH	docs/zh/agent-integrations/06-mcp-clients.md	15	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/agent-integrations/06-mcp-clients.md	33	--header "Authorization: Bearer your-api-key-here"	CODE
HIGH	docs/zh/agent-integrations/06-mcp-clients.md	61	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/api/22-openviking-assets.md	23	X-API-Key: <your-api-key>	CODE
HIGH⚡	docs/en/faq/faq.md	104	"api_key": "your-api-key",	CODE
HIGH⚡	docs/en/faq/faq.md	112	"api_key": "your-api-key",	CODE
HIGH⚡	docs/en/faq/faq.md	118	"api_key": "your-api-key",	CODE
HIGH	docs/en/getting-started/02-quickstart.md	124	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/getting-started/02-quickstart.md	132	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/getting-started/03-quickstart-server.md	293	"api_key" : "<your-api-key>", // Model service API Key	CODE
HIGH	docs/en/getting-started/03-quickstart-server.md	302	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/guides/02-volcengine-purchase-guide.md	97	"api_key": "<your-api-key>",	CODE
HIGH	docs/en/guides/02-volcengine-purchase-guide.md	106	"api_key": "<your-api-key>",	CODE
HIGH	docs/en/guides/03-deployment.md	341	--set openviking.config.embedding.dense.api_key="YOUR_API_KEY" \	CODE
HIGH	docs/en/guides/03-deployment.md	342	--set openviking.config.vlm.api_key="YOUR_API_KEY"	CODE
HIGH	docs/en/guides/01-configuration.md	33	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/guides/01-configuration.md	41	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/guides/01-configuration.md	201	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	282	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	548	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	581	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	596	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	602	"api_key": "your-api-key",	CODE
37 more matches not shown…

Cross-File Repetition91 hits · 455 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/locomo/vikingbot/run_eval.py	0	从 sample 的 conversation 中提取最后一个有内容 session 的时间，返回 iso 格式日期	STRING
HIGH	benchmark/locomo/openclaw/eval.py	0	从 sample 的 conversation 中提取最后一个有内容 session 的时间，返回 iso 格式日期	STRING
HIGH	benchmark/locomo/openviking/run_eval.py	0	从 sample 的 conversation 中提取最后一个有内容 session 的时间，返回 iso 格式日期	STRING
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	openviking data import tool. import conversations from locomo json or plain text files into openviking memory. usage: #	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	openviking data import tool. import conversations from locomo json or plain text files into openviking memory. usage: #	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	openviking data import tool. import conversations from locomo json or plain text files into openviking memory. usage: #	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	openviking data import tool. import conversations from locomo json or plain text files into openviking memory. usage: #	STRING
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	parse txt test file into sessions. each session is a dict with: - messages: list of user message strings - evals: list o	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	parse txt test file into sessions. each session is a dict with: - messages: list of user message strings - evals: list o	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	parse txt test file into sessions. each session is a dict with: - messages: list of user message strings - evals: list o	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	parse txt test file into sessions. each session is a dict with: - messages: list of user message strings - evals: list o	STRING
HIGH	benchmark/locomo/openclaw/eval.py	0	parse txt test file into sessions. each session is a dict with: - messages: list of user message strings - evals: list o	STRING
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	load locomo json and optionally filter to one sample.	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	load locomo json and optionally filter to one sample.	STRING
HIGH	benchmark/locomo/openclaw/eval.py	0	load locomo json and optionally filter to one sample.	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	load locomo json and optionally filter to one sample.	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	load locomo json and optionally filter to one sample.	STRING
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	check if a specific session has already been successfully ingested.	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	check if a specific session has already been successfully ingested.	STRING
HIGH	benchmark/locomo/openclaw/eval.py	0	check if a specific session has already been successfully ingested.	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	check if a specific session has already been successfully ingested.	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	check if a specific session has already been successfully ingested.	STRING
HIGH	benchmark/locomo/vikingbot/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer	STRING
HIGH	benchmark/locomo/openclaw/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer	STRING
HIGH	benchmark/locomo/hermes/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer	STRING
HIGH	benchmark/RAG/src/core/judge_util.py	0	you are an expert grader that determines if answers to questions match a gold standard answer	STRING
HIGH	benchmark/locomo/vikingbot/judge.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/openclaw/judge.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/claudecode/judge.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/hermes/judge.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/mem0/eval.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/supermemory/eval.py	0	your task is to label an answer to a question as 'correct' or 'wrong'. you will be given the following data: (1) a quest	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	build session messages for one locomo sample. returns list of dicts with keys: messages, meta. each dict represents a se	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	build session messages for one locomo sample. returns list of dicts with keys: messages, meta. each dict represents a se	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	build session messages for one locomo sample. returns list of dicts with keys: messages, meta. each dict represents a se	STRING
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	save messages to openviking via openviking sdk client. returns token usage dict with embedding and vlm token counts. arg	STRING
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	save messages to openviking via openviking sdk client. returns token usage dict with embedding and vlm token counts. arg	STRING
HIGH	benchmark/locomo/openviking/import_to_ov.py	0	save messages to openviking via openviking sdk client. returns token usage dict with embedding and vlm token counts. arg	STRING
HIGH	benchmark/locomo/openclaw/eval.py	0	extract assistant text from /v1/responses api response.	STRING
HIGH	benchmark/locomo/mem0/eval.py	0	extract assistant text from /v1/responses api response.	STRING
HIGH	benchmark/locomo/supermemory/eval.py	0	extract assistant text from /v1/responses api response.	STRING
HIGH	benchmark/RAG/src/adapters/qasper_adapter.py	0	{context_text} {missing_rule} --- {category_instruction} question: {qa.question} answer:	STRING
HIGH	benchmark/RAG/src/adapters/financebench_adapter.py	0	{context_text} {missing_rule} --- {category_instruction} question: {qa.question} answer:	STRING
HIGH	benchmark/RAG/src/adapters/locomo_adapter.py	0	{context_text} {missing_rule} --- {category_instruction} question: {qa.question} answer:	STRING
HIGH	openviking/server/routers/snapshot.py	0	return a unified text diff for one path between two snapshots.	STRING
HIGH	openviking/storage/viking_fs/_snapshot.py	0	return a unified text diff for one path between two snapshots.	STRING
HIGH	openviking/service/fs_service.py	0	return a unified text diff for one path between two snapshots.	STRING
HIGH	openviking/models/embedder/openai_embedders.py	0	perform dense embedding on text via litellm. args: text: input text is_query: flag to indicate if this is a query embedd	STRING
HIGH	openviking/models/embedder/jina_embedders.py	0	perform dense embedding on text via litellm. args: text: input text is_query: flag to indicate if this is a query embedd	STRING
HIGH	openviking/models/embedder/litellm_embedders.py	0	perform dense embedding on text via litellm. args: text: input text is_query: flag to indicate if this is a query embedd	STRING
HIGH	openviking/models/embedder/openai_embedders.py	0	get dense embedding dimension returns: int: dense vector dimension	STRING
HIGH	openviking/models/embedder/jina_embedders.py	0	get dense embedding dimension returns: int: dense vector dimension	STRING
HIGH	openviking/models/embedder/base.py	0	get dense embedding dimension returns: int: dense vector dimension	STRING
HIGH	openviking/models/embedder/litellm_embedders.py	0	get dense embedding dimension returns: int: dense vector dimension	STRING
HIGH	openviking/models/embedder/base.py	0	get token usage returns: dict[str, any]: token usage dictionary	STRING
HIGH	openviking/models/vlm/base.py	0	get token usage returns: dict[str, any]: token usage dictionary	STRING
HIGH	openviking/models/rerank/base.py	0	get token usage returns: dict[str, any]: token usage dictionary	STRING
HIGH	openviking/models/rerank/litellm_rerank.py	0	batch rerank documents against a query. args: query: query text documents: list of document texts to rank returns: list	STRING
HIGH	openviking/models/rerank/openai_rerank.py	0	batch rerank documents against a query. args: query: query text documents: list of document texts to rank returns: list	STRING
HIGH	openviking/models/rerank/volcengine_rerank.py	0	batch rerank documents against a query. args: query: query text documents: list of document texts to rank returns: list	STRING
31 more matches not shown…

Docstring Block Structure79 hits · 395 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/RAG/src/adapters/qasper_adapter.py	67	Load raw data and convert to OpenViking-friendly format. Converts each paper to Markdown docum	STRING
HIGH	benchmark/RAG/src/adapters/syllabusqa_adapter.py	110	Load raw docx files and convert to OpenViking-friendly format. Only process syllabus documents	STRING
HIGH	openviking/metrics/core/types.py	38	Normalize a label mapping into the canonical internal representation. Args: labels: Optional label dic	STRING
HIGH	openviking/core/path_variables.py	136	Resolve variables in a URI template. Args: uri_template: URI template with variables (e.g.	STRING
HIGH	openviking/parse/directory_scan.py	184	Traverse directory tree and classify every file (phase-one validation). - Skips directories in IGNORE_DIRS (or	STRING
HIGH	openviking/parse/base.py	80	Unified lazy import utility. Args: module_name: Module name package_name: pip package name (if	STRING
HIGH	openviking/parse/parsers/pdf.py	95	Parse PDF file. Args: source: Path to PDF file **kwargs: Additional options (r	STRING
HIGH	openviking/parse/parsers/pdf.py	181	Convert PDF to Markdown using configured strategy. Args: pdf_path: Path to PDF file	STRING
HIGH	openviking/parse/parsers/pdf.py	689	Convert PDF to Markdown using the MinerU /file_parse API. Args: pdf_path: Path to PDF file	STRING
HIGH	openviking/parse/parsers/pdf.py	814	Convert table data to Markdown table format. Args: table: 2D array of table cells	STRING
HIGH	openviking/parse/parsers/media/audio.py	64	Parse audio file - only copy original file and extract basic metadata, no content understanding. Args:	STRING
HIGH	openviking/parse/parsers/media/audio.py	173	Parse audio from base64 content string. Args: content: Audio content (base64 or binary str	STRING
HIGH	openviking/parse/parsers/media/video.py	58	Parse video file - only copy original file and extract basic metadata, no content understanding. Args:	STRING
HIGH	openviking/parse/parsers/media/video.py	168	Parse video from content string - Not yet implemented. Args: content: Video content (base6	STRING
HIGH	openviking/parse/parsers/media/image.py	83	Parse image file: - For large images (>10MB or any dimension >4096px): - Create low-res previ	STRING
HIGH	openviking/parse/parsers/media/image.py	268	Parse image from content string - Not yet implemented. Args: content: Image content (base6	STRING
HIGH	openviking/parse/accessors/local_accessor.py	66	Access a local file or directory. Simply wraps the local path in a LocalResource without any f	STRING
HIGH	openviking/pyagfs/helpers.py	59	Copy a file or directory within AGFS. Args: client: AGFS binding client instance src: Source path i	STRING
HIGH	openviking/pyagfs/helpers.py	96	Upload a file or directory from local filesystem to AGFS. Args: client: AGFS binding client instance	STRING
HIGH	openviking/pyagfs/helpers.py	133	Download a file or directory from AGFS to local filesystem. Args: client: AGFS binding client instance	STRING
HIGH	openviking/server/config.py	422	Load server configuration from ov.conf. Reads the ``server`` section of ov.conf and also ensures the full ov.co	STRING
HIGH	openviking/server/auth/registry.py	28	Register an auth plugin class. Supports decorator syntax: @registry.register class MyA	STRING
HIGH	openviking/server/auth/plugin.py	39	Resolve identity from request credentials. Args: request: FastAPI request object. api_k	STRING
HIGH	openviking/models/embedder/openai_embedders.py	307	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th	STRING
HIGH	openviking/models/embedder/volcengine_embedders.py	230	Perform dense embedding on text or multimodal content Args: content: Input text, or a list of multi	STRING
HIGH	openviking/models/embedder/volcengine_embedders.py	415	Perform sparse embedding on text or multimodal content Args: content: Input text, or a list of mult	STRING
HIGH	openviking/models/embedder/volcengine_embedders.py	595	Perform hybrid embedding on text or multimodal content Args: content: Input text, or a list of mult	STRING
HIGH	openviking/models/embedder/litellm_embedders.py	170	Perform dense embedding on text via litellm. Args: text: Input text is_query: Flag to i	STRING
HIGH	openviking/models/embedder/jina_embedders.py	180	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th	STRING
HIGH	openviking/models/embedder/base.py	572	指数退避重试函数 Args: func: 要执行的函数 max_wait: 最大总等待时间（秒） base_delay: 基础延迟时间（秒） max_del	STRING
HIGH	openviking/models/embedder/base.py	684	Execute an embedder method with multi-credential failover support. Args: method_name: Name of the m	STRING
HIGH	openviking/models/embedder/base.py	733	Execute an async embedder method with multi-credential failover support. Args: method_name: Name of	STRING
HIGH	openviking/models/vlm/base.py	346	Create VLM instance Args: config: VLM config, must contain 'provider' field Returns:	STRING
HIGH	openviking/models/vlm/base.py	451	Execute a VLM method with failover support. Args: method_name: Name of the method to call on VLM in	STRING
HIGH	openviking/models/vlm/base.py	495	Execute an async VLM method with failover support. Args: method_name: Name of the async method to c	STRING
HIGH	openviking/models/vlm/base.py	812	Execute a VLM method with multi-credential failover support. Args: method_name: Name of the method	STRING
HIGH	openviking/models/vlm/base.py	864	Execute an async VLM method with multi-credential failover support. Args: method_name: Name of the	STRING
HIGH	…nviking/observability/http_observability_middleware.py	754	Execute the request with optional span context management. This function encapsulates the common logic for bot	STRING
HIGH	…nviking/storage/vectordb/collection/http_collection.py	41	Create or retrieve a Collection via HTTP. Args: host: Host address of the HTTP service. port: Port	STRING
HIGH	…viking/storage/vectordb/collection/local_collection.py	165	Create or retrieve a local Collection. Args: meta_data: Collection metadata configuration path: Per	STRING
HIGH	openviking/storage/vectordb/meta/collection_meta.py	15	Create a CollectionMeta instance. Args: path (str): The path to store metadata. If empty, creates a volatil	STRING
HIGH	openviking/storage/vectordb/meta/index_meta.py	18	Create an IndexMeta instance. Args: collection_meta (CollectionMeta): The metadata of the collection this i	STRING
HIGH	openviking/storage/vectordb/project/http_project.py	149	Create a new collection Args: collection_name: Collection name meta_data: Coll	STRING
HIGH	openviking/storage/vectordb/project/project_group.py	170	Create new project Args: project_name: Project name Returns: Newly cr	STRING
HIGH	…nviking/storage/vectordb/project/volcengine_project.py	121	Create a new collection Args: collection_name: Collection name meta_data: Coll	STRING
HIGH	openviking/storage/vectordb/project/local_project.py	162	Create new collection. Args: collection_name: Collection name meta_data: Collection met	STRING
HIGH	openviking/storage/vectordb/project/project.py	141	Create a new collection in the project. Args: collection_name (str): Name for the new collection. M	STRING
HIGH	openviking/storage/vectordb/index/index.py	99	Perform vector similarity search with optional filtering. Searches the index for vectors most similar to the qu	STRING
HIGH	openviking/storage/vectordb/index/index.py	135	Perform aggregation operations on the index data. Computes aggregate statistics over index records, optionally	STRING
HIGH	openviking/storage/vectordb/index/index.py	341	Perform a similarity search on the index using dense vector, sparse vector, and/or filtered criteria.	STRING
HIGH	openviking/storage/vectordb/index/index.py	470	Perform aggregation operations on the index. Args: filters: Aggregation configuration containing:	STRING
HIGH	openviking/storage/vectordb/store/store.py	20	Retrieve a value by its key. Args: key: The key to retrieve the value for. Returns:	STRING
HIGH	openviking/storage/vectordb/store/store.py	124	Read values for multiple keys from a specific table. Args: keys (List[str]): List of keys to read.	STRING
HIGH	openviking/storage/vectordb/store/store.py	179	Read all key-value pairs from a table. Args: table_name (str): Table name prefix. Returns:	STRING
HIGH	openviking/storage/vectordb/store/store.py	203	Retrieve all entries from a starting key to the end of the table. Args: key (str): Starting key for	STRING
HIGH	openviking/storage/vectordb/store/store.py	219	Retrieve all entries from the beginning of the table to a specific key. Args: key (str): Ending key	STRING
HIGH	openviking/storage/vectordb/store/file_store.py	23	Validate path security Args: key: File path Returns: Path: Resolved s	STRING
HIGH	openviking/storage/vectordb/store/store_manager.py	13	Create a store manager based on type and path. Args: type (str): Storage type (e.g., "local"). path	STRING
HIGH	openviking/prompts/manager.py	108	Load a prompt template by ID. Args: prompt_id: Prompt identifier (e.g., "vision.image_unde	STRING
HIGH	openviking/prompts/manager.py	168	Render a prompt template with variable substitution. Args: prompt_id: Prompt identifier	STRING
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Structural Annotation Overuse203 hits · 367 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/locomo/openclaw/run_full_eval.sh	77	# Step 1: 导入数据	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	101	# Step 2: 运行 QA 模型（默认输出到 result/qa_results.csv）	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	105	# Step 3: 裁判打分	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	109	# Step 4: 计算结果	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	20	## Step 1: SCAN ALL MEMORIES	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	23	## Step 2: ENTITY VERIFICATION	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	26	## Step 3: COMBINE AND CROSS-REFERENCE	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	33	## Step 4: SELECT THE BEST ANSWER	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	41	## Step 5: TEMPORAL GROUNDING	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	49	## Step 6: INCLUSION CHECK (for lists and counts)	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	54	## Step 7: COMMIT AND ANSWER	COMMENT
LOW	benchmark/RAG/scripts/prepare_dataset.py	38	# Step 1: Download	COMMENT
LOW	benchmark/RAG/scripts/prepare_dataset.py	53	# Step 2: Sample	COMMENT
LOW	benchmark/retrieval/grep/vikingdb_bm25/README.md	36	# Step 1: Import repos (with VLM/embedding, single import)	COMMENT
LOW	benchmark/retrieval/grep/vikingdb_bm25/README.md	40	# Step 2: Evaluate retrieval quality	COMMENT
LOW⚡	benchmark/retrieval/grep/vikingdb_bm25/README.md	86	# Step 0: Generate data (default: 200 dirs x 1000 files = 200K files)	COMMENT
LOW⚡	benchmark/retrieval/grep/vikingdb_bm25/README.md	92	# Step 1: Import with vectors only (no VLM semantic processing)	COMMENT
LOW⚡	benchmark/retrieval/grep/vikingdb_bm25/README.md	99	# Step 3: Benchmark — run with different engine configs	COMMENT
LOW⚡	openviking/parse/parsers/pdf.py	126	# Step 1: Convert PDF to Markdown	COMMENT
LOW⚡	openviking/parse/parsers/pdf.py	132	# Step 2: Parse Markdown using MarkdownParser, pass through resource name	COMMENT
LOW	openviking/parse/parsers/pdf.py	147	# Step 3: Update metadata for PDF origin	COMMENT
LOW	openviking/parse/parsers/pdf.py	527	# Step 1: Sample font size distribution (every 5th page)	COMMENT
LOW	openviking/parse/parsers/pdf.py	542	# Step 2: Determine body font size and heading font sizes	COMMENT
LOW	openviking/parse/parsers/pdf.py	568	# Step 3: Extract heading text page by page	COMMENT
LOW	openviking/parse/parsers/pdf.py	628	# Step 4: Deduplicate - filter headers appearing on >30% of pages	COMMENT
LOW	openviking/storage/vectordb/README.md	111	# Step 1: 定义集合元数据	COMMENT
LOW	openviking/storage/vectordb/README.md	124	# Step 2: 创建集合（内存模式）	COMMENT
LOW	openviking/storage/vectordb/README.md	129	# Step 3: 准备测试数据	COMMENT
LOW	openviking/storage/vectordb/README.md	142	# Step 4: 插入数据	COMMENT
LOW	openviking/storage/vectordb/README.md	146	# Step 5: 创建索引	COMMENT
LOW	openviking/storage/vectordb/README.md	158	# Step 6: 向量搜索	COMMENT
LOW	openviking/storage/vectordb/README.md	170	# Step 7: 带过滤条件的搜索	COMMENT
LOW	openviking/storage/vectordb/README.md	184	# Step 8: 清理资源	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	267	# Step 1: vikingdb recall candidate files	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	307	# Step 2: local fs precise matching on candidate files	COMMENT
LOW	…iking/prompts/templates/retrieval/intent_analysis.yaml	99	### Step 1: Identify Task Type	COMMENT
LOW⚡	…iking/prompts/templates/retrieval/intent_analysis.yaml	113	### Step 2: Check Context Coverage	COMMENT
LOW⚡	…iking/prompts/templates/retrieval/intent_analysis.yaml	123	### Step 3: Generate Queries	COMMENT
LOW	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	101	### Step 1: Identify Task Type	COMMENT
LOW⚡	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	115	### Step 2: Check Context Coverage	COMMENT
LOW⚡	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	125	### Step 3: Generate Queries	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	165	# Step 1: Determine starting directories based on explicit target dirs.	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	219	# Step 2: Global vector search to supplement starting points	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	276	# Step 3: Pick recursive entry points from directory hits and explicit roots.	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	309	# Step 4: Recursive search	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	330	# Step 6: Convert results	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	491	# Step 1: Separate schemas into multi-file (ls) and single-file (direct read)	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	530	# Step 2: Execute search for each ls directory (instead of ls)	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	320	# Step 1: Migrate legacy backup config	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	388	# Step 2: If no credentials from backup migration and no explicit credentials,	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	427	# Step 3: Merge migrated credentials with existing credentials	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	433	# Step 4: Assign default IDs and apply top-level defaults	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	444	# Step 1: Stop OpenClaw gateway completely	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	472	# Step 2: Clean up OpenClaw stale state (lock files, session locks, cache)	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	563	# Step 3: Verify OpenViking installation path before starting	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	759	# Step 4: Clean up stale OV sessions with failed archives	COMMENT
LOW⚡	tests/oc2ov_test/upgrade_openviking.sh	788	# Step 5: Start OpenClaw gateway	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	849	# Step 5: Verify OpenViking is correctly loaded by OpenClaw	COMMENT
LOW	docs/images/agents/en/deepseek-harness.md	1	## Step 1: Install	COMMENT
LOW	docs/images/agents/en/deepseek-harness.md	22	## Step 2: Verify	COMMENT
143 more matches not shown…

Hallucination Indicators33 hits · 340 pts

Severity	File	Line	Snippet	Context
CRITICAL	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	41	from vikingbot.utils.helpers import get_source_workspace_path	CODE
CRITICAL	benchmark/tau2/train/rollout_executor_vikingbot.py	122	from vikingbot.utils.helpers import get_source_workspace_path	CODE
CRITICAL	benchmark/tau2/train/rollout_executor_vikingbot.py	832	from vikingbot.utils.helpers import cal_str_tokens as _cal	CODE
CRITICAL	benchmark/cuvs/run_index_benchmark.py	509	self.cp.cuda.Stream.null.synchronize()	CODE
CRITICAL	benchmark/cuvs/run_index_benchmark.py	539	self.cp.cuda.Stream.null.synchronize()	CODE
CRITICAL⚡	tests/unit/crypto/test_providers_mock.py	229	client.secrets.kv.v1.create_or_update_secret.assert_not_called()	CODE
CRITICAL⚡	tests/unit/crypto/test_providers_mock.py	241	client.secrets.kv.v1.create_or_update_secret.assert_called_once()	CODE
CRITICAL	tests/unit/crypto/test_providers_mock.py	278	client.secrets.kv.v1.create_or_update_secret.assert_not_called()	CODE
CRITICAL	examples/openwebui-plugin/tests/test_tools.py	69	assert b'"query":"hello"' in route.calls.last.request.content.replace(b" ", b"")	CODE
CRITICAL	bot/vikingbot/config/loader.py	50	from vikingbot.utils.helpers import get_data_path	CODE
CRITICAL	bot/vikingbot/providers/litellm_provider.py	23	from vikingbot.utils.helpers import cal_str_tokens	CODE
CRITICAL	bot/vikingbot/agent/subagent.py	19	from vikingbot.utils.helpers import ensure_non_empty_assistant_content	CODE
CRITICAL	bot/vikingbot/agent/skills.py	11	from vikingbot.utils.helpers import get_source_workspace_path	CODE
CRITICAL	bot/vikingbot/agent/memory.py	14	from vikingbot.utils.helpers import ensure_dir	CODE
CRITICAL	bot/vikingbot/agent/context.py	17	from vikingbot.utils.helpers import ensure_non_empty_assistant_content	CODE
CRITICAL	bot/vikingbot/agent/context.py	81	from vikingbot.utils.helpers import ensure_workspace_templates	CODE
CRITICAL	bot/vikingbot/agent/loop.py	43	from vikingbot.utils.helpers import cal_str_tokens, ensure_non_empty_assistant_content	CODE
CRITICAL	bot/vikingbot/openviking_mount/session_integration.py	18	from vikingbot.utils.helpers import get_workspace_path	CODE
CRITICAL	bot/vikingbot/openviking_mount/manager.py	16	from vikingbot.utils.helpers import get_mounts_path, get_bot_data_path	CODE
CRITICAL	bot/vikingbot/hooks/builtins/openviking_hooks.py	16	from vikingbot.utils.helpers import cal_str_tokens	CODE
CRITICAL	bot/vikingbot/channels/telegram.py	323	from vikingbot.utils.helpers import get_media_path	CODE
CRITICAL	bot/vikingbot/channels/discord.py	207	from vikingbot.utils.helpers import get_media_path	CODE
CRITICAL	bot/vikingbot/channels/mochat.py	19	from vikingbot.utils.helpers import get_data_path	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	247	response = await self._client.im.v1.message_resource.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	251	response = await self._client.im.v1.image.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	275	response = await self._client.im.v1.chat.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	390	response = self._client.im.v1.message_reaction.create(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	620	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	635	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	865	response = await self._client.im.v1.chat_members.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	929	user_response = self._client.contact.v3.user.get(user_request)	CODE
CRITICAL	bot/vikingbot/session/manager.py	16	from vikingbot.utils.helpers import ensure_dir, ensure_non_empty_assistant_content	CODE
CRITICAL	bot/vikingbot/session/manager.py	235	from vikingbot.utils.helpers import ensure_session_workspace	CODE

Modern Structural Boilerplate211 hits · 217 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/tau2/train/rollout_executor.py	144	__all__ = [	CODE
LOW⚡	benchmark/locomo/mem0/eval.py	56	def _update_openclaw_mem0_user(sample_id: str) -> None:	CODE
LOW⚡	benchmark/locomo/supermemory/eval.py	76	def _update_openclaw_supermemory_container(sample_id: str) -> None:	CODE
LOW	benchmark/cuvs/run_index_benchmark.py	499	def set_search_params(self, search_params: dict[str, Any]) -> None:	CODE
LOW	openviking/__init__.py	32	__all__ = [	CODE
LOW	openviking/metrics/__init__.py	45	__all__ = [	CODE
LOW	openviking/metrics/datasources/__init__.py	21	__all__ = [	CODE
LOW	openviking/metrics/datasources/http.py	72	def set_inflight(*, route: str, value: float, account_id: str \| None = None) -> None:	CODE
LOW	openviking/metrics/collectors/__init__.py	36	__all__ = [	CODE
LOW	openviking/metrics/core/__init__.py	11	__all__ = [	CODE
LOW	openviking/metrics/exporters/__init__.py	9	__all__ = ["PrometheusExporter", "OTelMetricExporter"]	CODE
LOW	openviking/crypto/__init__.py	32	__all__ = [	CODE
LOW	openviking/core/__init__.py	45	__all__ = [	CODE
LOW	openviking/privacy/__init__.py	19	__all__ = [	CODE
LOW	openviking/ingest/__init__.py	17	__all__ = [	CODE
LOW	openviking/ingest/sources/__init__.py	15	__all__ = ["claude_code", "codex", "cursor", "hermes", "opencode", "openclaw"]	CODE
LOW	openviking/parse/__init__.py	23	__all__ = [	CODE
LOW	openviking/parse/parsers/__init__.py	12	__all__ = [	CODE
LOW	openviking/parse/parsers/code/__init__.py	6	__all__ = [	CODE
LOW	openviking/parse/parsers/code/ast/aider_repomap.py	10	logger = logging.getLogger(__name__)	CODE
LOW	openviking/parse/parsers/code/ast/__init__.py	10	__all__ = [	CODE
LOW	openviking/parse/parsers/media/__init__.py	9	__all__ = ["ImageParser", "AudioParser", "VideoParser", "get_media_type", "get_media_base_uri"]	CODE
LOW	openviking/parse/accessors/__init__.py	23	__all__ = [	CODE
LOW	openviking/parse/accessors/web_crawler/__init__.py	9	__all__ = [	CODE
LOW	openviking/pyagfs/__init__.py	179	__all__ = [	CODE
LOW	openviking/message/__init__.py	17	__all__ = [	CODE
LOW⚡	openviking/server/body_dump_middleware.py	52	def _set_span_attr(key: str, value: object) -> None:	CODE
LOW	openviking/server/temp_upload_store.py	28	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/__init__.py	24	__all__ = ["create_app", "run_server"]	CODE
LOW	openviking/server/agent_evolution_config.py	39	def set_default_enabled(self, enabled: bool) -> None:	CODE
LOW	openviking/server/dependencies.py	35	def set_service(service: Optional[OpenVikingService]) -> None:	CODE
LOW	openviking/server/dependencies.py	54	def set_server_config(config: "ServerConfig") -> None:	CODE
LOW	openviking/server/routers/__init__.py	30	__all__ = [	CODE
LOW	openviking/server/routers/bot.py	45	def set_bot_api_url(url: str) -> None:	CODE
LOW	openviking/server/routers/bot.py	51	def set_bot_api_key(api_key: str) -> None:	CODE
LOW	openviking/server/api_keys/legacy.py	679	async def set_role(self, account_id: str, user_id: str, role: str) -> None:	CODE
LOW	openviking/server/api_keys/__init__.py	22	__all__ = [	CODE
LOW	openviking/server/api_keys/new.py	452	async def set_role(self, account_id: str, user_id: str, role: str) -> None:	CODE
LOW	openviking/server/auth/identity_mapping.py	15	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/auth/health_check.py	20	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/auth/plugins/oidc.py	28	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/auth/plugins/ldap.py	24	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/auth/plugins/__init__.py	31	__all__ = [	CODE
LOW	openviking/utils/tags.py	13	logger = logging.getLogger(__name__)	CODE
LOW	openviking/utils/model_retry.py	13	logger = logging.getLogger(__name__)	CODE
LOW	openviking/utils/__init__.py	22	__all__ = [	CODE
LOW	openviking/utils/resource_processor.py	205	async def _set_stage(stage: str) -> None:	CODE
LOW	openviking/utils/media_processor.py	165	def _set_resolved_identity(resource: LocalResource, source_name: Optional[str]) -> None:	CODE
LOW⚡	openviking/models/embedder/dashscope_embedders.py	110	def _update_telemetry_token_usage(self, response) -> None:	CODE
LOW	openviking/models/embedder/openai_embedders.py	189	def _update_telemetry_token_usage(self, response) -> None:	CODE
LOW	openviking/models/embedder/__init__.py	59	__all__ = [	CODE
LOW⚡	openviking/models/embedder/volcengine_embedders.py	199	def _update_telemetry_token_usage(self, response, *, duration_seconds: float) -> None:	CODE
LOW	openviking/models/embedder/volcengine_embedders.py	384	def _update_telemetry_token_usage(self, response, *, duration_seconds: float) -> None:	CODE
LOW	openviking/models/embedder/volcengine_embedders.py	553	def _update_telemetry_token_usage(self, response, *, duration_seconds: float) -> None:	CODE
LOW	openviking/models/embedder/litellm_embedders.py	139	def _update_telemetry_token_usage(self, response) -> None:	CODE
LOW	openviking/models/vlm/__init__.py	20	__all__ = [	CODE
LOW	openviking/models/vlm/backends/volcengine_media.py	20	logger = logging.getLogger(__name__)	CODE
LOW	openviking/models/vlm/backends/litellm_vlm.py	176	def _setup_env(self, api_key: str, model: str \| None) -> None:	CODE
LOW	openviking/models/rerank/__init__.py	19	__all__ = [	CODE
LOW	openviking/observability/events.py	20	logger = logging.getLogger(__name__)	CODE
151 more matches not shown…

Verbosity Indicators79 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/locomo/openclaw/run_full_eval.sh	77	# Step 1: 导入数据	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	101	# Step 2: 运行 QA 模型（默认输出到 result/qa_results.csv）	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	105	# Step 3: 裁判打分	COMMENT
LOW⚡	benchmark/locomo/openclaw/run_full_eval.sh	109	# Step 4: 计算结果	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	20	## Step 1: SCAN ALL MEMORIES	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	23	## Step 2: ENTITY VERIFICATION	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	26	## Step 3: COMBINE AND CROSS-REFERENCE	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	33	## Step 4: SELECT THE BEST ANSWER	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	41	## Step 5: TEMPORAL GROUNDING	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	49	## Step 6: INCLUSION CHECK (for lists and counts)	COMMENT
LOW⚡	benchmark/locomo/openviking/locomo_prompts.py	54	## Step 7: COMMIT AND ANSWER	COMMENT
LOW	benchmark/RAG/scripts/prepare_dataset.py	38	# Step 1: Download	COMMENT
LOW	benchmark/RAG/scripts/prepare_dataset.py	53	# Step 2: Sample	COMMENT
LOW⚡	openviking/parse/parsers/pdf.py	126	# Step 1: Convert PDF to Markdown	COMMENT
LOW⚡	openviking/parse/parsers/pdf.py	132	# Step 2: Parse Markdown using MarkdownParser, pass through resource name	COMMENT
LOW	openviking/parse/parsers/pdf.py	147	# Step 3: Update metadata for PDF origin	COMMENT
LOW	openviking/parse/parsers/pdf.py	527	# Step 1: Sample font size distribution (every 5th page)	COMMENT
LOW	openviking/parse/parsers/pdf.py	542	# Step 2: Determine body font size and heading font sizes	COMMENT
LOW	openviking/parse/parsers/pdf.py	568	# Step 3: Extract heading text page by page	COMMENT
LOW	openviking/parse/parsers/pdf.py	628	# Step 4: Deduplicate - filter headers appearing on >30% of pages	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	267	# Step 1: vikingdb recall candidate files	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	307	# Step 2: local fs precise matching on candidate files	COMMENT
LOW	…iking/prompts/templates/retrieval/intent_analysis.yaml	99	### Step 1: Identify Task Type	COMMENT
LOW⚡	…iking/prompts/templates/retrieval/intent_analysis.yaml	113	### Step 2: Check Context Coverage	COMMENT
LOW⚡	…iking/prompts/templates/retrieval/intent_analysis.yaml	123	### Step 3: Generate Queries	COMMENT
LOW	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	101	### Step 1: Identify Task Type	COMMENT
LOW⚡	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	115	### Step 2: Check Context Coverage	COMMENT
LOW⚡	…pts/templates/retrieval/ov_intent_analysis_sft_v7.yaml	125	### Step 3: Generate Queries	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	165	# Step 1: Determine starting directories based on explicit target dirs.	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	219	# Step 2: Global vector search to supplement starting points	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	276	# Step 3: Pick recursive entry points from directory hits and explicit roots.	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	309	# Step 4: Recursive search	COMMENT
LOW	openviking/retrieve/hierarchical_retriever.py	330	# Step 6: Convert results	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	491	# Step 1: Separate schemas into multi-file (ls) and single-file (direct read)	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	530	# Step 2: Execute search for each ls directory (instead of ls)	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	320	# Step 1: Migrate legacy backup config	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	388	# Step 2: If no credentials from backup migration and no explicit credentials,	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	427	# Step 3: Merge migrated credentials with existing credentials	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	433	# Step 4: Assign default IDs and apply top-level defaults	COMMENT
LOW	tests/vectordb/test_recall.py	504	# We need to check if the data came back.	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	444	# Step 1: Stop OpenClaw gateway completely	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	472	# Step 2: Clean up OpenClaw stale state (lock files, session locks, cache)	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	563	# Step 3: Verify OpenViking installation path before starting	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	759	# Step 4: Clean up stale OV sessions with failed archives	COMMENT
LOW⚡	tests/oc2ov_test/upgrade_openviking.sh	788	# Step 5: Start OpenClaw gateway	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	849	# Step 5: Verify OpenViking is correctly loaded by OpenClaw	COMMENT
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1244	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1299	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1331	// Step 3: Find the significand with the smaller divisor.	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2760	// Step 1: Stop gateway	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2764	// Step 2: Backup config	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2769	// Step 3: Clean plugin config from openclaw.json	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2773	// Step 4: Backup and remove plugin directories	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2783	// Step 5: Remove env files	COMMENT
LOW	examples/openclaw-plugin/setup-helper/install.js	2805	// Step 6: Write uninstall audit	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	110	# Step 1: 停止 OpenClaw gateway	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	121	# Step 2: 备份当前配置	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	130	# Step 3: 清理 openclaw.json 中的新版插件配置	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	253	# Step 4: 恢复 OpenClaw memory 为 memory-core	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	261	# Step 5: 备份插件目录	COMMENT
19 more matches not shown…

Redundant / Tautological Comments78 hits · 123 pts

Severity	File	Line	Snippet	Context
LOW	.pr_agent.toml	122	require_tests_review = true # Check if tests are present (default: true)	CODE
LOW	benchmark/locomo/openclaw/eval.py	451	# Check if session_path is already a full path	COMMENT
LOW	benchmark/locomo/openclaw/eval.py	477	# Check if jsonl_filename is already a full path	COMMENT
LOW	benchmark/RAG/scripts/download_dataset.py	182	# Check if path exists (either file or directory)	COMMENT
LOW	benchmark/RAG/scripts/download_dataset.py	291	# Check if any datasets are configured	COMMENT
LOW	benchmark/RAG/src/adapters/qasper_adapter.py	162	# Check if all answers are marked as unanswerable	COMMENT
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	238	# Check if heading style	COMMENT
LOW	benchmark/RAG/src/adapters/financebench_adapter.py	54	# Check if pdfs is in data directory or parent directory	COMMENT
LOW⚡	openviking/crypto/config.py	69	# Check if file exists or can be created	COMMENT
LOW⚡	openviking/crypto/config.py	77	# Check if parent directory exists or can be written to	COMMENT
LOW⚡	openviking/crypto/config.py	83	# Check if we can write to the closest existing ancestor directory	COMMENT
LOW	openviking/crypto/providers.py	240	# Write file with permissions 0600	COMMENT
LOW⚡	openviking/crypto/providers.py	329	# Check if transit engine is already enabled	COMMENT
LOW	openviking/parse/registry.py	122	# Check if source looks like a file path (short enough and no newlines)	COMMENT
LOW⚡	openviking/parse/tree_builder.py	70	# Check if it's a media file first	COMMENT
LOW	openviking/parse/vlm.py	328	# Check if we have images to process	COMMENT
LOW	openviking/parse/parsers/markdown.py	618	# Check if in excluded range	COMMENT
LOW	openviking/parse/parsers/markdown.py	623	# Check if escaped \#	COMMENT
LOW	openviking/parse/parsers/zip_parser.py	65	# Check if it's a valid ZIP file (non-blocking)	COMMENT
LOW	openviking/parse/parsers/zip_parser.py	82	# Check if extracted content has a single root directory (non-blocking)	COMMENT
LOW	openviking/parse/parsers/directory.py	96	# Check if this is a git repository, delegate to CodeRepositoryParser	COMMENT
LOW	openviking/parse/parsers/directory.py	193	# Check if this is a media parser and we should directly upload	COMMENT
LOW	openviking/parse/parsers/code/code.py	129	# Check if source is already a local directory (should always be true)	COMMENT
LOW	openviking/parse/parsers/media/large_image_processor.py	454	# Check if processing is needed	COMMENT
LOW	openviking/parse/parsers/media/image.py	129	# Check if extension is in VLM-natively supported list	COMMENT
LOW	openviking/pyagfs/helpers.py	77	# Check if source exists and get its type	COMMENT
LOW	openviking/pyagfs/helpers.py	149	# Check if remote path exists and get its type	COMMENT
LOW⚡	openviking/pyagfs/helpers.py	345	# Check if directory already exists	COMMENT
LOW	openviking/server/bootstrap.py	367	# Check if vikingbot is available	COMMENT
LOW	openviking/server/bootstrap.py	415	# Set environment to ensure it uses the same Python environment	COMMENT
LOW	openviking/utils/network_guard.py	118	# Check if private networks are allowed globally	COMMENT
LOW	openviking/utils/network_guard.py	122	# Check if host is in allowed code hosting domains	COMMENT
LOW	openviking/models/embedder/cohere_embedders.py	67	# Check if server-side dimension reduction is supported	COMMENT
LOW	openviking/observability/log_trace_bridge.py	73	# Check if all elements are of the same primitive type	COMMENT
LOW	…viking/storage/vectordb/collection/local_collection.py	1080	# Check if the index needs rebuilding	COMMENT
LOW	openviking/storage/vectordb/project/local_project.py	91	# Check if it's a collection directory (should contain collection_meta.json)	COMMENT
LOW	openviking/storage/vectordb/service/api_fastapi.py	208	# Check if exists before deleting? The original code didn't check existence explicitly before calling drop,	COMMENT
LOW	openviking/storage/vectordb/store/file_store.py	64	# Open file in binary read-only mode	COMMENT
LOW	openviking/storage/vectordb/store/serializable.py	84	# Check if it's the correct C++ enum type	COMMENT
LOW	openviking/storage/viking_fs/_ops.py	335	# Check if it's temp directory (files already encrypted)	COMMENT
LOW	openviking/session/memory/extract_loop.py	256	# Check if this is the last iteration - force final result	STRING
LOW	openviking/session/memory/extract_loop.py	289	# Check if any write_uris target existing files that weren't read	STRING
LOW⚡	openviking/session/memory/memory_type_registry.py	285	# Check if file already exists	COMMENT
LOW	openviking/session/memory/memory_type_registry.py	306	# Write the file	COMMENT
LOW⚡	openviking/session/memory/utils/uri.py	168	# Check if URI starts with any allowed directory	COMMENT
LOW⚡	openviking/session/memory/utils/uri.py	172	# Check if URI matches any allowed pattern	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	762	# Check if all results are successful (including no-change cases)	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	818	# Check if first line is :start_line:	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	1189	# Check if all results are successful (including no-change cases)	COMMENT
LOW⚡	openviking_cli/utils/logger.py	619	# Check if this logger should be excluded	COMMENT
LOW⚡	openviking_cli/utils/logger.py	623	# Check if log level is below the minimum threshold for span events	COMMENT
LOW⚡	openviking_cli/utils/logger.py	627	# Check if OTel is available	COMMENT
LOW	openviking_cli/utils/logger.py	439	# Check if the handler has already been added	COMMENT
LOW	tests/debug_trace.py	265	# Check if any descendant is an error	COMMENT
LOW	…egration/test_volcengine_kms_encryption_integration.py	437	# Write file	COMMENT
LOW	…egration/test_volcengine_kms_encryption_integration.py	606	# Check if session directory files are encrypted	COMMENT
LOW	tests/integration/test_vault_encryption_integration.py	421	# Write file	COMMENT
LOW	tests/integration/test_vault_encryption_integration.py	588	# Check if session directory files are encrypted	COMMENT
LOW	tests/integration/test_vault_encryption_integration.py	665	# Check if all files are encrypted	STRING
LOW	tests/vectordb/test_filter_ops.py	1119	# Check if data exists in storage	COMMENT
18 more matches not shown…

Self-Referential Comments27 hits · 85 pts

Severity	File	Line	Snippet	Context
MEDIUM	openviking/core/path_variables.py	154	# Create a temporary resolver with the custom datetime	COMMENT
MEDIUM	openviking/parse/tree_builder.py	211	# Create a minimal Context object for the root so that tree.root is not None	COMMENT
MEDIUM	…viking/storage/vectordb/collection/local_collection.py	1329	# Create a fresh lazy stream for each index. In particular, cuVS can pack	COMMENT
MEDIUM	openviking/storage/vectordb/project/http_project.py	168	# Create a new dict with required fields without modifying the input dict	COMMENT
MEDIUM	openviking/session/memory/schema_model_generator.py	188	# Create the model	COMMENT
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	587	# Initialize search variables	COMMENT
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	1015	# Initialize search variables	COMMENT
MEDIUM⚡	openviking_cli/utils/config/embedding_config.py	1053	# Create a temporary config merged from the model config and credential	COMMENT
MEDIUM	tests/test_edge_cases.py	92	# Create a filename that's exactly 255 bytes in UTF-8	COMMENT
MEDIUM	tests/misc/test_zip_safe.py	136	# Create a zip with raw bytes: write CJK UTF-8 bytes as the filename	COMMENT
MEDIUM⚡	tests/unit/crypto/test_providers_mock.py	127	# Create a minimal mock provider that just needs type detection	COMMENT
MEDIUM⚡	tests/unit/crypto/test_providers_mock.py	137	# Create a minimal mock provider that just needs type detection	COMMENT
MEDIUM	tests/integration/test_encryption_integration.py	603	# Create a test directory	STRING
MEDIUM	tests/vectordb/test_bytes_row.py	20	# Define a complex data structure for testing consistency	COMMENT
MEDIUM	tests/server/test_api_sessions.py	150	# Create a session first	COMMENT
MEDIUM	tests/server/test_api_search.py	864	# Create a session first	COMMENT
MEDIUM⚡	tests/storage/mock_backend.py	39	# Create a dummy collection wrapping MockCollection	COMMENT
MEDIUM	tests/storage/test_vectordb_adaptor.py	24	# Create a valid config file	COMMENT
MEDIUM	tests/client/test_windows_path_handling.py	20	# Create a directory structure with nested subdirectories	COMMENT
MEDIUM	tests/client/test_windows_path_handling.py	52	# Create a complex directory structure	COMMENT
MEDIUM	tests/client/test_windows_path_handling.py	91	# Create a ZIP with backslash paths (simulating Windows-created ZIP)	COMMENT
MEDIUM	tests/session/memory/test_schema_models.py	412	# Create a temporary YAML file for a new memory type	COMMENT
MEDIUM	examples/multi_tenant/admin_workflow.sh	233	# Create a second account to test that ADMIN of one account cannot manage another	COMMENT
MEDIUM⚡	examples/basic-usage/basic_usage.py	240	# Create a new session	COMMENT
MEDIUM	bot/vikingbot/providers/litellm_provider.py	162	# Create a copy to avoid modifying the original list	COMMENT
MEDIUM	bot/tests/test_chat_functionality.py	65	# Create a test response	COMMENT
MEDIUM	bot/tests/test_chat_functionality.py	162	# Create a test response	COMMENT

AI Slop Vocabulary25 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	web-studio/package-lock.json	12893	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	openviking/ingest/models.py	61	native_session_id: str # the harness's own session/conversation id	CODE
MEDIUM	openviking/ingest/peer.py	25	# Join harness/provider/model with the same separator as the OV session id scheme.	COMMENT
MEDIUM	openviking/utils/media_processor.py	32	# 1. IANA media type mappings (comprehensive)	COMMENT
LOW	openviking/storage/vectordb/utils/validation.py	156	# Let's normalize everything to lower case if the Literal allows it, or just pass through.	COMMENT
MEDIUM	openviking/prompts/templates/memory/tools.yaml	96	- "## Guidelines" - best practices	CODE
MEDIUM	openviking/prompts/templates/memory/skills.yaml	90	- "## Guidelines" - best practices	CODE
LOW	openviking/eval/ragas/generator.py	66	# For demonstration, we'll just return an empty dataset or mock some logic	COMMENT
MEDIUM	openviking_cli/utils/config/ovcli_config.py	50	# Client-side harness plugin settings, owned by the memory plugins. Kept	COMMENT
MEDIUM	openviking_cli/utils/config/ovcli_config.py	51	# opaque so a harness can add its own knobs without touching this schema.	COMMENT
MEDIUM⚡	openviking_cli/utils/config/consts.py	85	# Per-(harness, session) read-cursor state lives here (NEVER under tool-specific dirs).	COMMENT
MEDIUM	tests/vectordb/test_crash_recovery.py	72	"""Helper to setup collection config for robust test"""	STRING
MEDIUM	tests/server/oauth/test_auth_integration.py	345	# Token's USER role is preserved — promotion doesn't auto-elevate.	COMMENT
MEDIUM	…est/scenarios/slow/test_resource_search_consistency.py	51	f"# {kw}\n\nDetailed analysis of GraphQL vs REST API design patterns and best practices."	CODE
MEDIUM	…arty/spdlog-1.14.1/include/spdlog/fmt/bundled/format.h	3501	// Compilers are not aware of how to leverage the maximum value of	COMMENT
MEDIUM	sdk/python/openviking_sdk/config.py	135	# read, plus the `plugin` section the harness memory plugins own.	COMMENT
MEDIUM	…/claude-code-memory-plugin/setup-helper/tos-install.sh	7	# channel preselected (Claude preselected as the harness).	COMMENT
MEDIUM⚡	examples/memory-plugin-shared/install.sh	11	# bash install.sh --harness claude,codex,cursor,trae,trae-cn,trae-cli,zcode,opencode,pi,dsh --dist github --lang en --	COMMENT
MEDIUM⚡	examples/memory-plugin-shared/install.sh	13	# bash install.sh --harness trae-cli	COMMENT
MEDIUM⚡	examples/memory-plugin-shared/install.sh	14	# bash install.sh --harness claude --claude-bin claude,seed	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	59	# registries, and within one harness the source modes are alternative channels	COMMENT
MEDIUM	…amples/codex-memory-plugin/setup-helper/tos-install.sh	7	# channel preselected (Codex preselected as the harness). Codex installs from	COMMENT
MEDIUM	bot/vikingbot/channels/dingtalk.py	49	# Parse using SDK's ChatbotMessage for robust handling	COMMENT
LOW	bot/vikingbot/channels/base.py	308	# Fallback: just return a link if we have it	COMMENT
LOW	bot/demo/werewolf/werewolf_server.py	896	# We don't have the date, just use current time	COMMENT

AI Structural Patterns81 hits · 64 pts

Severity	File	Line	Context
LOW	benchmark/tau2/common/tau2_env/tau2_environment.py	188	CODE
LOW	benchmark/locomo/openviking/run_eval.py	508	CODE
LOW	benchmark/locomo/claudecode/eval.py	292	CODE
LOW	benchmark/RAG/scripts/prepare_dataset.py	18	CODE
LOW	benchmark/longmemeval/openviking/run_eval.py	368	CODE
LOW	openviking/metrics/exporters/otel.py	112	CODE
LOW	openviking/core/context.py	63	CODE
LOW	openviking/server/app.py	463	CODE
LOW	openviking/server/mcp_endpoint.py	275	CODE
LOW	openviking/server/mcp_endpoint.py	934	CODE
LOW	openviking/server/routers/skills.py	674	CODE
LOW	openviking/server/routers/filesystem.py	70	CODE
LOW	openviking/server/routers/filesystem.py	115	CODE
LOW	openviking/utils/resource_processor.py	169	CODE
LOW	openviking/models/embedder/dashscope_embedders.py	60	CODE
LOW	openviking/models/embedder/vikingdb_embedders.py	153	CODE
LOW	openviking/models/embedder/vikingdb_embedders.py	327	CODE
LOW	openviking/models/embedder/openai_embedders.py	66	CODE
LOW	openviking/models/embedder/minimax_embedders.py	35	CODE
LOW	openviking/models/embedder/jina_embedders.py	72	CODE
LOW	…nviking/models/vlm/backends/codex_responses_adapter.py	291	CODE
LOW	…nviking/models/vlm/backends/codex_responses_adapter.py	307	CODE
LOW	openviking/storage/viking_vector_index_backend.py	542	CODE
LOW	openviking/storage/viking_vector_index_backend.py	1174	CODE
LOW	openviking/storage/vikingdb_manager.py	333	CODE
LOW	openviking/storage/queuefs/semantic_dag.py	158	CODE
LOW	openviking/storage/queuefs/semantic_msg.py	76	CODE
LOW	openviking/storage/vectordb/utils/data_processor.py	411	CODE
LOW	openviking/storage/vectordb/store/local_store.py	66	CODE
LOW	openviking/storage/viking_fs/_base.py	145	CODE
LOW	openviking/storage/viking_fs/_semantic.py	280	CODE
LOW	openviking/storage/viking_fs/__init__.py	128	CODE
LOW	openviking/storage/vectordb_adapters/base.py	465	CODE
LOW	openviking/connector/delegate.py	267	CODE
LOW	openviking/eval/ragas/__init__.py	183	CODE
LOW	openviking/service/fs_service.py	114	CODE
LOW	openviking/service/resource_service.py	1212	CODE
LOW	openviking/service/resource_service.py	1268	CODE
LOW	openviking/service/resource_service.py	1311	CODE
LOW	openviking/service/resource_service.py	1655	CODE
LOW	openviking/service/search_service.py	123	CODE
LOW	openviking/service/search_service.py	162	CODE
LOW	openviking/resource/watch_manager.py	390	CODE
LOW	openviking/resource/watch_manager.py	456	CODE
LOW	openviking/session/session.py	603	CODE
LOW	openviking/session/session.py	1805	CODE
LOW	openviking/session/compressor_v3.py	396	CODE
LOW	openviking/session/compressor_v3.py	639	CODE
LOW	…nviking/session/memory/patch_merge_context_provider.py	353	CODE
LOW	openviking/session/train/batch_runner.py	746	CODE
LOW	tests/unit/test_ollama_utils.py	46	CODE
LOW	tests/retrieve/test_hierarchical_retriever_rerank.py	61	CODE
LOW	tests/retrieve/test_hierarchical_retriever_rerank.py	127	CODE
LOW	tests/session/train/test_train_components.py	149	CODE
LOW	…tegrations/langchain/src/langchain_openviking/store.py	70	CODE
LOW	…ations/langchain/src/langchain_openviking/recording.py	194	CODE
LOW	…tegrations/langchain/src/langchain_openviking/tools.py	47	CODE
LOW	…grations/langchain/src/langchain_openviking/context.py	619	CODE
LOW	…grations/langchain/src/langchain_openviking/context.py	170	CODE
LOW	…tions/langchain/src/langchain_openviking/middleware.py	83	CODE
21 more matches not shown…

Modern AI Meta-Vocabulary22 hits · 64 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/RAG/README.md	1	# RAG	COMMENT
MEDIUM	benchmark/RAG/README_zh.md	1	# RAG	COMMENT
MEDIUM	benchmark/RAG/config/config.yaml	1	# RAG Benchmark Configuration File	COMMENT
MEDIUM	benchmark/RAG/src/adapters/syllabusqa_adapter.py	312	# Skip "no answer" type questions as RAG results cannot be evaluated	COMMENT
MEDIUM	benchmark/RAG/src/adapters/syllabusqa_adapter.py	393	# Skip "no answer" type questions as RAG results cannot be evaluated	COMMENT
MEDIUM	openviking/models/vlm/backends/litellm_vlm.py	102	# Ollama defaults to a 4096-token context window and silently truncates any	COMMENT
MEDIUM	openviking/eval/README.md	24	│ ├── pipeline.py # RAG 查询流水线	CODE
MEDIUM	openviking_cli/setup_wizard.py	704	# few-shot examples into fabricated memories), so there is no sub-4B tier.	COMMENT
MEDIUM⚡	tests/cli/test_setup_wizard.py	150	# Ollama needs a larger context window (default 4096 truncates OV's	COMMENT
MEDIUM	docs/zh/agent-integrations/16-capability-reference.md	7	\| 特定 harness 下，agent 可主动调用的工具列表 \| [§1.1](#_1-1-主动工具面-agentic-调用能力) 主动工具面 + [§2.1](#_2-1-服务端-mcp-工具面)（MCP 面）+ 各档案卡 \|	CODE
MEDIUM⚡	docs/zh/agent-integrations/16-capability-reference.md	538	- 维度索引：工具面 [§1.1](#_1-1-主动工具面-agentic-调用能力) ｜召回 [§3.2](#_3-2-自动召回与注入) ｜commit [§3.3.2](#_3-3-2-常规-commit-触发条件)/[§3.3	CODE
MEDIUM⚡	docs/zh/agent-integrations/16-capability-reference.md	545	- 行为要点：默认 takeover 下退出不 commit（handler 持久化本地状态，归档靠下次续跑攒满阈值或 `/viking commit`，[§3.3.3](#_3-3-3-关闭方式-×-harness-终局矩阵)）；	CODE
MEDIUM⚡	docs/zh/agent-integrations/16-capability-reference.md	547	- 维度索引：工具面 [§1.1](#_1-1-主动工具面-agentic-调用能力) ｜召回 [§3.2](#_3-2-自动召回与注入) ｜takeover [§3.4.2](#_3-4-2-pi-takeover) ｜commi	CODE
MEDIUM⚡	docs/zh/agent-integrations/16-capability-reference.md	556	- 维度索引：工具面 [§1.1](#_1-1-主动工具面-agentic-调用能力) ｜召回 [§3.2](#_3-2-自动召回与注入) ｜ContextEngine [§3.4.3](#_3-4-3-openclaw-conte	CODE
MEDIUM⚡	docs/zh/agent-integrations/16-capability-reference.md	565	- 维度索引：工具面 [§1.1](#_1-1-主动工具面-agentic-调用能力) ｜召回 [§3.2](#_3-2-自动召回与注入) ｜commit [§3.3.2](#_3-3-2-常规-commit-触发条件)/[§3.3	CODE
MEDIUM	docs/en/agent-integrations/16-capability-reference.md	7	\| Which tools an agent can call autonomously per harness \| [§1.1](#_1-1-active-tool-surface-agentic-calls) Active tool s	CODE
MEDIUM	docs/en/agent-integrations/16-capability-reference.md	22	## 1.1 Active tool surface (agentic calls)	COMMENT
MEDIUM⚡	docs/en/agent-integrations/16-capability-reference.md	556	- Dimension index: tool surface [§1.1](#_1-1-active-tool-surface-agentic-calls) \| recall [§3.2](#_3-2-automatic-reca	CODE
MEDIUM⚡	docs/en/agent-integrations/16-capability-reference.md	563	- Behavior: When takeover is enabled, exiting does not trigger a commit. Instead, the handler persists local state,	CODE
MEDIUM⚡	docs/en/agent-integrations/16-capability-reference.md	565	- Dimension index: tool surface [§1.1](#_1-1-active-tool-surface-agentic-calls) \| recall [§3.2](#_3-2-automatic-reca	CODE
MEDIUM⚡	docs/en/agent-integrations/16-capability-reference.md	574	- Dimension index: tool surface [§1.1](#_1-1-active-tool-surface-agentic-calls) \| recall [§3.2](#_3-2-automatic-reca	CODE
MEDIUM⚡	docs/en/agent-integrations/16-capability-reference.md	583	- Dimension index: tool surface [§1.1](#_1-1-active-tool-surface-agentic-calls) \| recall [§3.2](#_3-2-automatic-reca	CODE

Fake / Example Data44 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	…outes/resources/-components/add-resource-page.test.tsx	59	expect(remoteUrlInput.getAttribute('placeholder')).toBe(	CODE
LOW	…outes/resources/-components/add-resource-page.test.tsx	71	expect(remoteUrlInput.getAttribute('placeholder')).toBe(	CODE
LOW	…outes/resources/-components/add-resource-page.test.tsx	89	expect(remoteUrlInput.getAttribute('placeholder')).toBe(	CODE
LOW	…outes/resources/-components/add-resource-page.test.tsx	97	expect(remoteUrlInput.getAttribute('placeholder')).toBe(	CODE
LOW	tests/unit/test_extra_headers_vlm.py	742	"api_key": "placeholder",	CODE
LOW	tests/unit/test_extra_headers_vlm.py	765	"api_key": "placeholder",	CODE
LOW	tests/parse/test_document_parser_threading.py	72	source.write_bytes(b"placeholder")	CODE
LOW	tests/parse/test_markdown_link_rewrite.py	27	(kb / "文档.md").write_text("placeholder", encoding="utf-8")	CODE
LOW	docs/design/memory-link-design.md	853	title: "Acme Corp"	CODE
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra	CODE
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra	CODE
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "	CODE
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	85	"placeholder": "http://127.0.0.1:1933",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	90	"placeholder": "assistant",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	95	"placeholder": "optional-prefix",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	101	"placeholder": "${OPENVIKING_API_KEY}",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	111	"placeholder": "(derived from API key)",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	117	"placeholder": "(derived from API key)",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	123	"placeholder": "viking://~/memories",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	128	"placeholder": "15000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	137	"placeholder": "semantic",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	143	"placeholder": "24000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	153	"placeholder": "5000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	164	"placeholder": "user,agent",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	170	"placeholder": "6",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	175	"placeholder": "0.15",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	180	"placeholder": "4000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	186	"placeholder": "5000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	197	"placeholder": "4000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	203	"placeholder": "agent::cron:*",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	209	"placeholder": "0.5",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	215	"placeholder": "10",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	231	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	237	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	243	"placeholder": "~/.openclaw/openviking/recall-traces",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	249	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	255	"placeholder": "default",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	261	"placeholder": "memory",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	267	"placeholder": "~/.openclaw/openviking/runtime-query-config.json",	CODE
LOW	bot/tests/test_channel_delivery_metadata.py	324	async def fake_token():	CODE
LOW	bot/tests/test_channel_delivery_metadata.py	352	monkeypatch.setattr(channel, "_get_tenant_access_token", fake_token)	CODE
LOW	bot/tests/test_channel_delivery_metadata.py	371	async def fake_token():	CODE
LOW	bot/tests/test_channel_delivery_metadata.py	400	monkeypatch.setattr(channel, "_get_tenant_access_token", fake_token)	CODE

Example Usage Blocks6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/tau2/vikingbot/run_full_test.sh	9	# Usage:	COMMENT
LOW	benchmark/tau2/vikingbot/setup_env.sh	16	# Usage:	COMMENT
LOW	benchmark/tau2/vikingbot/scripts/run_tau2_domain.sh	5	# Usage:	COMMENT
LOW	benchmark/locomo/vikingbot/run_full_eval.sh	4	# Usage:	COMMENT
LOW	third_party/spdlog-1.14.1/include/spdlog/mdc.h	14	// Usage example:	COMMENT
LOW	examples/multi_tenant/admin_workflow.sh	26	# Usage:	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/retrieval/grep/vikingdb_bm25/ai_wiki.txt	249	Generative AI is often trained on unlicensed copyrighted works, including in domains such as images or computer code; th	CODE

Overly Generic Function Names6 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/skillsbench/skill_bench_eval.py	442	def run_task(	CODE
LOW	openviking/telemetry/tracer.py	492	async def my_function():	STRING
LOW	openviking/telemetry/tracer.py	739	async def my_function():	STRING
LOW	bot/tests/test_compile.py	4259	async def run_task(task_id, request, connection):	CODE
LOW	bot/tests/test_compile.py	4300	async def run_task(*args):	CODE
LOW	bot/tests/test_compile.py	4355	async def run_task(*args):	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/parse/test_media_understanding_summary.py	312	"# Provider response\n\nI'm unable to analyze this media.",	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	openviking/parse/parsers/code/code.py	523	# TODO: implement download logic or rely on caller?	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings