volcengine/OpenViking

Pattern Findings

The scanner identified 18577 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers10463 hits · 9761 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	42	def _sanitize_native_build_env(env):	CODE
LOW	setup.py	75	def _get_windows_python_sabi_library() -> Path:	CODE
LOW	setup.py	132	def _copy_artifacts_to_build_lib(self, target_binary=None, target_lib=None):	CODE
LOW	setup.py	149	def _run_stage_with_artifact_checks(	CODE
LOW	setup.py	159	def _resolve_cargo_target_dir(self, cargo_project_dir, env):	CODE
LOW	setup.py	200	def _build_ov_cli_artifact_impl(self, ov_cli_dir, binary_name, ov_target_binary):	CODE
LOW	setup.py	266	def build_ragfs_python_artifact(self):	CODE
LOW	setup.py	393	def _should_require_ragfs_artifact(self) -> bool:	CODE
LOW	setup.py	418	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	301	def _parse_health_identity_payload(payload: dict) -> tuple[str, 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	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
10403 more matches not shown…

Decorative Section Separators1025 hits · 3356 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
965 more matches not shown…

Excessive Try-Catch Wrapping2351 hits · 2421 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	178	except Exception as exc:	CODE
LOW	setup.py	245	except Exception as exc:	CODE
LOW	setup.py	377	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	289	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	700	except Exception:	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	720	except Exception as e:	CODE
MEDIUM	benchmark/locomo/vikingbot/run_eval.py	721	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
2291 more matches not shown…

Empty Error Handlers437 hits · 2185 pts

Severity	File	Line	Snippet	Context
HIGH	benchmark/skillsbench/skill_bench_eval.py	68	except Exception:	CODE
HIGH	benchmark/skillsbench/skill_bench_eval.py	72	except Exception:	CODE
HIGH	benchmark/skillsbench/skill_bench_eval.py	362	except Exception:	CODE
HIGH	benchmark/skillsbench/skill_bench_eval.py	596	except Exception:	CODE
HIGH	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	285	except Exception:	CODE
HIGH	benchmark/locomo/vikingbot/run_eval.py	63	except ValueError:	CODE
HIGH	benchmark/locomo/vikingbot/run_eval.py	289	except Exception:	CODE
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	164	except _TRANSIENT_HTTP_ERRORS:	CODE
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	806	except (ValueError, IndexError):	CODE
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	851	except (ValueError, IndexError):	CODE
HIGH	benchmark/locomo/vikingbot/stat_judge_result.py	89	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/vikingbot/stat_judge_result.py	104	except json.JSONDecodeError:	CODE
HIGH	benchmark/locomo/vikingbot/preflight_eval_runtime.py	128	except Exception:	CODE
HIGH	benchmark/locomo/vikingbot/preflight_eval_runtime.py	120	except Exception:	CODE
HIGH	benchmark/locomo/vikingbot/preflight_eval_runtime.py	157	except Exception:	CODE
HIGH	benchmark/locomo/openclaw/import_to_ov.py	437	except (ValueError, IndexError):	CODE
HIGH	benchmark/locomo/openclaw/stat_judge_result.py	98	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/openclaw/stat_judge_result.py	123	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/openclaw/stat_judge_result.py	175	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/openclaw/eval.py	211	except ValueError:	CODE
HIGH	benchmark/locomo/openclaw/eval.py	632	except json.JSONDecodeError:	CODE
HIGH	benchmark/locomo/openviking/run_eval.py	64	except ValueError:	CODE
HIGH	benchmark/locomo/openviking/run_eval.py	258	except Exception:	CODE
HIGH	benchmark/locomo/openviking/run_eval.py	628	except Exception:	CODE
HIGH	benchmark/locomo/openviking/import_to_ov.py	564	except (ValueError, IndexError):	CODE
HIGH	benchmark/locomo/openviking/judge.py	55	except json.JSONDecodeError:	CODE
HIGH	benchmark/locomo/openviking/stat_judge_result.py	109	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/openviking/stat_judge_result.py	131	except json.JSONDecodeError:	CODE
HIGH	benchmark/locomo/claudecode/ingest.py	69	except ValueError:	CODE
HIGH	benchmark/locomo/claudecode/ingest_e2e.py	203	except Exception:	CODE
HIGH	benchmark/locomo/claudecode/ingest_e2e.py	210	except Exception:	CODE
HIGH	benchmark/locomo/claudecode/ingest_e2e.py	229	except Exception:	CODE
HIGH	benchmark/locomo/claudecode/ingest_e2e.py	222	except Exception:	CODE
HIGH	benchmark/locomo/claudecode/import_to_ov.py	437	except (ValueError, IndexError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	108	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	113	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	118	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	129	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	222	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	226	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/stat_judge_result.py	230	except (ValueError, TypeError):	CODE
HIGH	benchmark/locomo/claudecode/eval.py	100	except ValueError:	CODE
HIGH	benchmark/locomo/claudecode/eval.py	182	except Exception:	CODE
HIGH	benchmark/locomo/claudecode/eval.py	85	except ValueError:	CODE
HIGH	benchmark/locomo/mem0/ingest.py	85	except ValueError:	CODE
HIGH	benchmark/locomo/mem0/eval.py	335	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	369	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	681	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	109	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	164	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	193	except ValueError:	CODE
HIGH	benchmark/locomo/mem0/eval.py	688	except Exception:	CODE
HIGH	benchmark/locomo/mem0/eval.py	226	except ValueError:	CODE
HIGH	benchmark/locomo/supermemory/ingest.py	87	except ValueError:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	308	except Exception:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	340	except Exception:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	644	except Exception:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	137	except Exception:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	166	except ValueError:	CODE
HIGH	benchmark/locomo/supermemory/eval.py	651	except Exception:	CODE
377 more matches not shown…

Unused Imports1686 hits · 1508 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/memory_organization/run_autonomous_ab.py	2	CODE
LOW	benchmark/memory_organization/grader.py	1	CODE
LOW	benchmark/memory_organization/models.py	1	CODE
LOW	benchmark/memory_organization/autonomous_cases.py	1	CODE
LOW	benchmark/memory_organization/report_autonomous.py	2	CODE
LOW	benchmark/memory_organization/autonomous_grader.py	1	CODE
LOW	benchmark/memory_organization/run_ab.py	2	CODE
LOW	benchmark/memory_organization/report.py	2	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	benchmark/aml/server.py	4	CODE
LOW	benchmark/aml/eval/run_ecs.py	4	CODE
LOW	benchmark/aml/eval/evaluate.py	3	CODE
LOW	benchmark/aml/eval/prepare_personamem.py	7	CODE
LOW	benchmark/aml/eval/run_public.py	3	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
1626 more matches not shown…

Deep Nesting815 hits · 665 pts

Severity	File	Line	Context
LOW	setup.py	200	CODE
LOW	setup.py	266	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	411	CODE
LOW	benchmark/locomo/vikingbot/run_eval.py	599	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
755 more matches not shown…

Cross-Language Confusion95 hits · 562 pts

Severity	File	Line	Snippet	Context
HIGH	openviking/parse/parsers/media/utils.py	151	Ubuntu/Debian: sudo apt-get install libcairo2 && pip install cairosvg	STRING
HIGH	openviking/parse/parsers/media/utils.py	152	macOS: brew install cairo && pip install cairosvg	STRING
HIGH	openviking/server/mcp_endpoint.py	1863	" cd <parent dir> && rm -f /tmp/<name>.zip && zip -r /tmp/<name>.zip <name> "	CODE
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/gateway/conftest.py	274	stream = b'data: {"id":"r-1","choices":[{"delta":{"content":"hello"},"finish_reason":null}]}\r\n\r\ndata: {"	CODE
HIGH	tests/gateway/test_kernel.py	288	assert "`x < y && y > z`" in recall and '<memory uri="' in recall	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_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
35 more matches not shown…

Over-Commented Block536 hits · 522 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	341	Revoke {	COMMENT
LOW	crates/ov_cli/src/main.rs	501	/// [Data] Add skills from a source (same as `skills add`)	COMMENT
LOW	crates/ov_cli/src/main.rs	701	level_limit: i32,	COMMENT
LOW	crates/ov_cli/src/main.rs	721	#[arg(long, value_parser = \|s: &str\| serde_json::from_str::<serde_json::Value>(s))]	COMMENT
LOW	crates/ov_cli/src/main.rs	861	/// Tag update mode; clear does not require --tags	COMMENT
LOW	crates/ov_cli/src/main.rs	1181	},	COMMENT
LOW	crates/ov_cli/src/main.rs	1461	enum TaskCommands {	COMMENT
LOW	crates/ov_cli/src/main.rs	1681	/// Delete a session	COMMENT
LOW	crates/ov_cli/src/main.rs	1801	wait: bool,	COMMENT
LOW	crates/ov_cli/src/main.rs	1881	source: bool,	COMMENT
LOW	crates/ov_cli/src/main.rs	1901	#[arg(short = 'y', long = "yes")]	COMMENT
LOW	crates/ov_cli/src/main.rs	1961	Resume {	COMMENT
LOW	crates/ov_cli/src/main.rs	2001	category: String,	COMMENT
LOW	crates/ov_cli/src/main.rs	2041	Versions {	COMMENT
LOW	crates/ov_cli/src/main.rs	2061	/// Activate a version	COMMENT
LOW	crates/ov_cli/src/main.rs	2081	account_id: String,	COMMENT
LOW	crates/ov_cli/src/main.rs	2121	/// User ID to register	COMMENT
LOW	crates/ov_cli/src/main.rs	2201	/// User ID to remove	COMMENT
LOW	crates/ov_cli/src/main.rs	2321	/// User identifier to send as X-OpenViking-User	COMMENT
LOW	crates/ov_cli/src/main.rs	2381	actor_peer_id: Option<String>,	COMMENT
LOW	crates/ragfs-python/src/lib.rs	1281	/// A context is always constructed (even when the dict is absent or lacks `account_id`), so the	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2161	}	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2261	/// node_limit: Maximum number of matches to return (default: None, no limit)	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2321	Ok(dict.into())	COMMENT
LOW	crates/ragfs-python/src/lib.rs	2381	Ok(list.into())	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/include/openviking_cache_provider_v1.h	1	#ifndef OPENVIKING_CACHE_PROVIDER_V1_H	COMMENT
LOW	crates/ragfs/include/openviking_cache_provider_v1.h	21		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/lib.rs	21	//!	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/cache_runtime/error.rs	1	//! Errors returned by the unified cache runtime.	COMMENT
LOW	crates/ragfs/src/cache_runtime/error.rs	21	/// A provider returned malformed data.	COMMENT
LOW	crates/ragfs/src/cache_runtime/error.rs	41	UnsupportedOperation(String),	COMMENT
LOW	crates/ragfs/src/core/types.rs	21	/// Supported directory listing sort directions.	COMMENT
LOW	crates/ragfs/src/core/types.rs	141	pub matches: Vec<GrepMatch>,	COMMENT
LOW	crates/ragfs/src/core/types.rs	641	}	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	181	format!("(?i){}", pattern)	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	201	/// * `Error::AlreadyExists` - If a file already exists at the path	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	221	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	241	/// * `size` - Number of bytes to read (0 means read all)	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	261	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	301	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	321	///	COMMENT
LOW	crates/ragfs/src/core/filesystem.rs	341	///	COMMENT
476 more matches not shown…

Cross-File Repetition88 hits · 440 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	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
HIGH	openviking/storage/vectordb/project/http_project.py	0	get collection by name. args: collection_name: collection name returns: collection instance, or none if not exists	STRING
HIGH	…nviking/storage/vectordb/project/volcengine_project.py	0	get collection by name. args: collection_name: collection name returns: collection instance, or none if not exists	STRING
HIGH	openviking/storage/vectordb/project/local_project.py	0	get collection by name. args: collection_name: collection name returns: collection instance, or none if not exists	STRING
28 more matches not shown…

Magic Placeholder Names87 hits · 428 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	53	... api_key="your-api-key",	STRING
HIGH	openviking/models/embedder/openai_embedders.py	64	... 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	102	"api_key": "your-api-key",	CODE
HIGH	docs/zh/faq/faq.md	110	"api_key": "your-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	413	--set-string config.embedding.dense.api_key="YOUR_API_KEY" \	CODE
HIGH	docs/zh/guides/03-deployment.md	414	--set-string config.vlm.api_key="YOUR_API_KEY"	CODE
HIGH	docs/zh/guides/01-configuration.md	39	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/guides/01-configuration.md	47	"api_key" : "<your-api-key>",	CODE
HIGH	docs/zh/guides/01-configuration.md	324	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	406	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	674	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	705	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	720	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	726	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	741	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	822	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/01-configuration.md	1102	"api_key": "your-api-key",	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	49	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	63	--header "Authorization: Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	75	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/guides/06-mcp-integration.md	97	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/zh/agent-integrations/03-openclaw.md	184	openclaw config set plugins.entries.openviking.config.apiKey your-api-key	CODE
HIGH	docs/zh/agent-integrations/15-agent-plugins.md	56	"api_key": "your-api-key"	CODE
HIGH	docs/zh/agent-integrations/10-opencode.md	137	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	65	"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/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	418	--set-string config.embedding.dense.api_key="YOUR_API_KEY" \	CODE
HIGH	docs/en/guides/03-deployment.md	419	--set-string config.vlm.api_key="YOUR_API_KEY"	CODE
HIGH	docs/en/guides/01-configuration.md	39	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/guides/01-configuration.md	47	"api_key" : "<your-api-key>",	CODE
HIGH	docs/en/guides/01-configuration.md	327	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	408	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	676	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	709	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	724	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	730	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	745	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	827	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/01-configuration.md	1107	"api_key": "your-api-key",	CODE
HIGH	docs/en/guides/06-mcp-integration.md	49	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/en/guides/06-mcp-integration.md	63	--header "Authorization: Bearer your-api-key-here"	CODE
HIGH	docs/en/guides/06-mcp-integration.md	75	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/en/guides/06-mcp-integration.md	97	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/en/agent-integrations/03-openclaw.md	184	openclaw config set plugins.entries.openviking.config.apiKey your-api-key	CODE
HIGH	docs/en/agent-integrations/15-agent-plugins.md	56	"api_key": "your-api-key"	CODE
HIGH	docs/en/agent-integrations/10-opencode.md	137	export OPENVIKING_API_KEY="your-api-key-here"	CODE
HIGH	docs/en/agent-integrations/06-mcp-clients.md	15	"Authorization": "Bearer your-api-key-here"	CODE
HIGH	docs/en/agent-integrations/06-mcp-clients.md	33	--header "Authorization: Bearer your-api-key-here"	CODE
27 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	191	Traverse directory tree and classify every file (phase-one validation). - Skips directories in IGNORE_DIRS (or	STRING
HIGH	openviking/parse/base.py	85	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	182	Convert PDF to Markdown using configured strategy. Args: pdf_path: Path to PDF file	STRING
HIGH	openviking/parse/parsers/pdf.py	690	Convert PDF to Markdown using the MinerU /file_parse API. Args: pdf_path: Path to PDF file	STRING
HIGH	openviking/parse/parsers/pdf.py	815	Convert table data to Markdown table format. Args: table: 2D array of table cells	STRING
HIGH	openviking/parse/parsers/media/audio.py	65	Parse audio file - only copy original file and extract basic metadata, no content understanding. Args:	STRING
HIGH	openviking/parse/parsers/media/audio.py	176	Parse audio from base64 content string. Args: content: Audio content (base64 or binary str	STRING
HIGH	openviking/parse/parsers/media/video.py	59	Parse video file - only copy original file and extract basic metadata, no content understanding. Args:	STRING
HIGH	openviking/parse/parsers/media/video.py	171	Parse video from content string - Not yet implemented. Args: content: Video content (base6	STRING
HIGH	openviking/parse/parsers/media/image.py	82	Parse image file: - For large images (>10MB or any dimension >4096px): - Create low-res previ	STRING
HIGH	openviking/parse/parsers/media/image.py	286	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	60	Copy a file or directory within AGFS. Args: client: AGFS binding client instance src: Source path i	STRING
HIGH	openviking/pyagfs/helpers.py	114	Upload a file or directory from local filesystem to AGFS. Args: client: AGFS binding client instance	STRING
HIGH	openviking/pyagfs/helpers.py	151	Download a file or directory from AGFS to local filesystem. Args: client: AGFS binding client instance	STRING
HIGH	openviking/server/config.py	418	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	366	Perform dense embedding on text, text batches, or multimodal content Args: text: Input text, OpenAI	STRING
HIGH	openviking/models/embedder/volcengine_embedders.py	256	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	441	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	621	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	185	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th	STRING
HIGH	openviking/models/embedder/base.py	723	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	835	Execute an embedder method with multi-credential failover support. Args: method_name: Name of the m	STRING
HIGH	openviking/models/embedder/base.py	884	Execute an async embedder method with multi-credential failover support. Args: method_name: Name of	STRING
HIGH	openviking/models/vlm/base.py	350	Create VLM instance Args: config: VLM config, must contain 'provider' field Returns:	STRING
HIGH	openviking/models/vlm/base.py	455	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	499	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	840	Execute a VLM method with multi-credential failover support. Args: method_name: Name of the method	STRING
HIGH	openviking/models/vlm/base.py	892	Execute an async VLM method with multi-credential failover support. Args: method_name: Name of the	STRING
HIGH	…nviking/storage/vectordb/collection/http_collection.py	42	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	348	Perform a similarity search on the index using dense vector, sparse vector, and/or filtered criteria.	STRING
HIGH	openviking/storage/vectordb/index/index.py	477	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	216	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	232	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
HIGH	openviking/service/resource_service.py	1645	Validate and route one resource ingestion request. Watch ownership: Native Watches require an unocc	STRING
19 more matches not shown…

Hallucination Indicators34 hits · 350 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	tests/resource/test_feishu_watch_auth.py	205	legacy_client.authen.v1.refresh_access_token.create.assert_called_once()	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/agent/subagent.py	20	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	18	from vikingbot.utils.helpers import ensure_non_empty_assistant_content	CODE
CRITICAL	bot/vikingbot/agent/context.py	82	from vikingbot.utils.helpers import ensure_workspace_templates	CODE
CRITICAL	bot/vikingbot/agent/loop.py	46	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/compile/pipeline_io.py	26	from vikingbot.utils.helpers import cal_str_tokens	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	324	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	257	response = await self._client.im.v1.message_resource.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	261	response = await self._client.im.v1.image.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	285	response = await self._client.im.v1.chat.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	408	response = self._client.im.v1.message_reaction.create(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	638	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	653	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	886	response = await self._client.im.v1.chat_members.aget(request)	CODE
CRITICAL	bot/vikingbot/channels/feishu.py	950	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

Structural Annotation Overuse195 hits · 350 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	148	# Step 3: Update metadata for PDF origin	COMMENT
LOW	openviking/parse/parsers/pdf.py	528	# Step 1: Sample font size distribution (every 5th page)	COMMENT
LOW	openviking/parse/parsers/pdf.py	543	# Step 2: Determine body font size and heading font sizes	COMMENT
LOW	openviking/parse/parsers/pdf.py	569	# Step 3: Extract heading text page by page	COMMENT
LOW	openviking/parse/parsers/pdf.py	629	# 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	416	# Step 1: vikingdb recall candidate files	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	492	# 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	…ing/session/memory/session_extract_context_provider.py	507	# Step 1: Separate schemas into multi-file (ls) and single-file (direct read)	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	546	# Step 2: Execute search for each ls directory (instead of ls)	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	498	# Step 3: Merge migrated credentials with existing credentials	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	504	# Step 4: Assign default IDs and apply top-level defaults	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	391	# Step 1: Migrate legacy backup config	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	459	# Step 2: If no credentials from backup migration and no explicit credentials,	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	17	## Step 2: Verify	COMMENT
LOW	docs/images/agents/en/claude-code.md	1	## Step 1: Install	COMMENT
LOW	docs/images/agents/en/claude-code.md	25	## Step 2: Verify	COMMENT
LOW	docs/images/agents/en/api.md	1	## Step 1: Add a resource	COMMENT
LOW	docs/images/agents/en/api.md	57	## Step 2: Add memory	COMMENT
LOW	docs/images/agents/en/mcp.md	3	### Step 1: MCP configuration	COMMENT
135 more matches not shown…

Modern Structural Boilerplate249 hits · 254 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_gateway/kernel.py	53	logger = logging.getLogger(__name__)	CODE
LOW	openviking_gateway/proxy.py	26	logger = logging.getLogger(__name__)	CODE
LOW	openviking_gateway/capture.py	30	logger = logging.getLogger(__name__)	CODE
LOW	openviking_gateway/app.py	28	logger = logging.getLogger(__name__)	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	75	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/registry.py	786	def set_values(self, bucket_counts: tuple[int, ...], count: int, value_sum: float) -> None:	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/config/__init__.py	39	__all__ = [	CODE
LOW	openviking/config/source/__init__.py	21	__all__ = [	CODE
LOW	openviking/config/source/base.py	17	__all__ = ["ConfigScope", "ScopeKind", "ConfigSource", "ConfigSourceContext", "Mutate"]	CODE
LOW	openviking/ingest/__init__.py	17	__all__ = [	CODE
LOW	openviking/ingest/sources/__init__.py	17	__all__ = [	CODE
LOW	openviking/parse/__init__.py	23	__all__ = [	CODE
LOW	openviking/parse/output.py	652	__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	57	logger = logging.getLogger(__name__)	CODE
LOW	openviking/server/temp_upload_store.py	784	def _set_due_at(account_id: str, due_at: float) -> None:	CODE
LOW	openviking/server/__init__.py	24	__all__ = ["create_app", "run_server"]	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	32	__all__ = [	CODE
LOW	openviking/server/routers/bot.py	39	def set_bot_api_url(url: str) -> None:	CODE
LOW	openviking/server/routers/bot.py	45	def set_bot_api_key(api_key: str) -> None:	CODE
LOW	openviking/server/routers/compile.py	49	__all__ = ["router"]	CODE
LOW	openviking/server/api_keys/legacy.py	972	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	529	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	14	logger = logging.getLogger(__name__)	CODE
LOW	openviking/utils/__init__.py	22	__all__ = [	CODE
LOW	openviking/utils/resource_processor.py	716	async def _set_stage(stage: str) -> None:	CODE
LOW	openviking/utils/media_processor.py	170	def _set_resolved_identity(resource: LocalResource, source_name: Optional[str]) -> None:	CODE
LOW	openviking/utils/log_correlation.py	21	__all__ = ["log_correlation"]	CODE
LOW⚡	openviking/models/embedder/dashscope_embedders.py	110	def _update_telemetry_token_usage(self, response) -> None:	CODE
189 more matches not shown…

Verbosity Indicators74 hits · 136 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	148	# Step 3: Update metadata for PDF origin	COMMENT
LOW	openviking/parse/parsers/pdf.py	528	# Step 1: Sample font size distribution (every 5th page)	COMMENT
LOW	openviking/parse/parsers/pdf.py	543	# Step 2: Determine body font size and heading font sizes	COMMENT
LOW	openviking/parse/parsers/pdf.py	569	# Step 3: Extract heading text page by page	COMMENT
LOW	openviking/parse/parsers/pdf.py	629	# Step 4: Deduplicate - filter headers appearing on >30% of pages	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	416	# Step 1: vikingdb recall candidate files	COMMENT
LOW	openviking/storage/viking_fs/_grep.py	492	# 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	…ing/session/memory/session_extract_context_provider.py	507	# Step 1: Separate schemas into multi-file (ls) and single-file (direct read)	COMMENT
LOW	…ing/session/memory/session_extract_context_provider.py	546	# Step 2: Execute search for each ls directory (instead of ls)	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	498	# Step 3: Merge migrated credentials with existing credentials	COMMENT
LOW⚡	openviking_cli/utils/config/vlm_config.py	504	# Step 4: Assign default IDs and apply top-level defaults	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	391	# Step 1: Migrate legacy backup config	COMMENT
LOW	openviking_cli/utils/config/vlm_config.py	459	# Step 2: If no credentials from backup migration and no explicit credentials,	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	2779	// Step 1: Stop gateway	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2783	// Step 2: Backup config	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2788	// Step 3: Clean plugin config from openclaw.json	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2792	// Step 4: Backup and remove plugin directories	COMMENT
LOW⚡	examples/openclaw-plugin/setup-helper/install.js	2802	// Step 5: Remove env files	COMMENT
LOW	examples/openclaw-plugin/setup-helper/install.js	2824	// 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
LOW⚡	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	275	# Step 6: 保留 OpenViking 服务/运行时	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/cleanup-memory-openviking.sh	62	# Step 1: 停止 OpenClaw gateway	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/cleanup-memory-openviking.sh	73	# Step 2: 备份配置文件和旧版插件目录	COMMENT
LOW⚡	…aw-plugin/upgrade_scripts/cleanup-memory-openviking.sh	92	# Step 3: 清理 openclaw.json 中的旧版插件配置	COMMENT
LOW⚡	examples/common/recipe.py	188	# Step 1: Search for relevant content (timed)	COMMENT
14 more matches not shown…

AI Structural Patterns150 hits · 117 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/aml/eval/run_public.py	381	CODE
LOW	benchmark/longmemeval/openviking/run_eval.py	368	CODE
LOW	openviking/metrics/datasources/http.py	30	CODE
LOW	openviking/metrics/exporters/otel.py	112	CODE
LOW	openviking/core/context.py	63	CODE
LOW	openviking/parse/tree_builder.py	143	CODE
LOW	openviking/parse/directory_scan.py	180	CODE
LOW	openviking/parse/accessors/feishu_accessor.py	1109	CODE
LOW	openviking/pyagfs/protocols.py	96	CODE
LOW	openviking/pyagfs/async_client.py	297	CODE
LOW	openviking/server/resource_ingest.py	23	CODE
LOW	openviking/server/skill_ingest.py	25	CODE
LOW	openviking/server/skill_ingest.py	67	CODE
LOW	openviking/server/upload_token_store.py	96	CODE
LOW	openviking/server/mcp_endpoint.py	509	CODE
LOW	openviking/server/mcp_endpoint.py	1422	CODE
LOW	openviking/server/routers/tasks.py	88	CODE
LOW	openviking/server/routers/skills.py	715	CODE
LOW	openviking/server/routers/filesystem.py	70	CODE
LOW	openviking/server/routers/filesystem.py	133	CODE
LOW	openviking/server/routers/admin.py	977	CODE
LOW	openviking/utils/skill_processor.py	117	CODE
LOW	openviking/utils/embedding_utils.py	399	CODE
LOW	openviking/utils/embedding_utils.py	583	CODE
LOW	openviking/utils/resource_processor.py	676	CODE
LOW	openviking/utils/resource_processor.py	1677	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	72	CODE
LOW	openviking/models/embedder/minimax_embedders.py	35	CODE
LOW	openviking/models/embedder/jina_embedders.py	77	CODE
LOW	…nviking/models/vlm/backends/codex_responses_adapter.py	316	CODE
LOW	…nviking/models/vlm/backends/codex_responses_adapter.py	332	CODE
LOW	openviking/storage/viking_vector_index_backend.py	846	CODE
LOW	openviking/storage/viking_vector_index_backend.py	1051	CODE
LOW	openviking/storage/viking_vector_index_backend.py	1618	CODE
LOW	openviking/storage/viking_vector_index_backend.py	1831	CODE
LOW	openviking/storage/viking_vector_index_backend.py	1935	CODE
LOW	openviking/storage/vikingdb_manager.py	319	CODE
LOW	openviking/storage/vikingdb_manager.py	426	CODE
LOW	openviking/storage/queuefs/semantic_executor.py	176	CODE
LOW	openviking/storage/queuefs/semantic_msg.py	86	CODE
LOW	openviking/storage/queuefs/embedding_msg.py	105	CODE
LOW	openviking/storage/queuefs/semantic_processor.py	1851	CODE
LOW	openviking/storage/queuefs/semantic_processor.py	1953	CODE
LOW	openviking/storage/queuefs/queue_manager.py	35	CODE
LOW	openviking/storage/queuefs/queue_manager.py	108	CODE
LOW	…e/vectordb/collection/volcengine_api_key_collection.py	355	CODE
LOW	…e/vectordb/collection/volcengine_api_key_collection.py	389	CODE
LOW	…nviking/storage/vectordb/collection/http_collection.py	388	CODE
LOW	…nviking/storage/vectordb/collection/http_collection.py	559	CODE
LOW	…viking/storage/vectordb/collection/local_collection.py	501	CODE
LOW	…viking/storage/vectordb/collection/local_collection.py	734	CODE
LOW	openviking/storage/vectordb/collection/collection.py	60	CODE
LOW	openviking/storage/vectordb/collection/collection.py	75	CODE
90 more matches not shown…

Redundant / Tautological Comments74 hits · 114 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	71	# Check if it's a media file first	COMMENT
LOW	openviking/parse/vlm.py	334	# Check if we have images to process	COMMENT
LOW	openviking/parse/parsers/markdown.py	651	# Check if in excluded range	COMMENT
LOW	openviking/parse/parsers/markdown.py	656	# 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	149	# Check if this is a git repository, delegate to CodeRepositoryParser	COMMENT
LOW	openviking/parse/parsers/code/code.py	138	# 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	127	# Check if extension is in VLM-natively supported list	COMMENT
LOW	openviking/pyagfs/helpers.py	81	# Check if source exists and get its type	COMMENT
LOW	openviking/pyagfs/helpers.py	167	# Check if remote path exists and get its type	COMMENT
LOW⚡	openviking/pyagfs/helpers.py	392	# Check if directory already exists	COMMENT
LOW	openviking/server/bootstrap.py	459	# Check if vikingbot is available	COMMENT
LOW	openviking/server/bootstrap.py	514	# 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	1116	# 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	86	# Check if it's the correct C++ enum type	COMMENT
LOW	openviking/storage/viking_fs/_ops.py	772	# Check if it's temp directory (files already encrypted)	COMMENT
LOW	openviking/session/memory/extract_loop.py	303	# Check if this is the last iteration - force final result	STRING
LOW	openviking/session/memory/extract_loop.py	370	# Check if any write_uris target existing files that weren't read	STRING
LOW⚡	openviking/session/memory/memory_type_registry.py	286	# Check if file already exists	COMMENT
LOW	openviking/session/memory/memory_type_registry.py	310	# Write the file	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	747	# Check if all results are successful (including no-change cases)	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	803	# Check if first line is :start_line:	COMMENT
LOW	openviking/session/memory/merge_op/patch_handler.py	1174	# 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	1095	# Check if data exists in storage	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	90	# Check if OpenViking virtual environment exists	COMMENT
LOW	tests/oc2ov_test/upgrade_openviking.sh	264	# Check if setuptools-scm is already installed	COMMENT
LOW⚡	tests/oc2ov_test/upgrade_openviking.sh	798	# Check if gateway is running (multiple methods)	COMMENT
14 more matches not shown…

AI Slop Vocabulary37 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	openviking_gateway/models.py	55	# None means no limit, as in an agent harness's own tool loop.	COMMENT
MEDIUM	web-studio/package-lock.json	12942	"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	37	# 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	111	"""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	138	# 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	75	# a harness installs from it.	COMMENT
MEDIUM⚡	examples/memory-plugin-shared/install.sh	78	# asks https://openviking.ai/install/v1/<harness>.json which release to	COMMENT
MEDIUM⚡	examples/memory-plugin-shared/install.sh	79	# install, once per selected harness. OPENVIKING_SKIP_VERSION_CHECK=1 skips the	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	27	# and installs the CLI; --harness claude,codex,cli picks them, and --help lists	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	35	# Needs macOS or Linux, bash 3.2+, Node.js 18+ and curl; unzip when a harness	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	90	# curl -fsSL https://openviking.ai/install \| bash -s -- --uninstall --yes --harness <list>	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	125	# registries, and within one harness the source modes are alternative channels	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	1638	# Asks the install site which release to install, one request per harness in	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	1718	# The release bundle every file-based harness installs from, and the directory	COMMENT
MEDIUM	examples/memory-plugin-shared/install.sh	3384	# Nothing under $OV_HOME or in any harness config is written before this point.	COMMENT
MEDIUM	examples/memory-plugin-shared/bootstrap.sh	21	# --harness claude,codex picks them, and --help lists every option.	COMMENT
MEDIUM	examples/memory-plugin-shared/bootstrap.sh	37	# The /install/<harness> variants differ only in the `harness=` line.	COMMENT
MEDIUM	examples/memory-plugin-shared/bootstrap.sh	48	# 3. Runs it with bash as `install.sh --dist tos [--harness <harness>] <your arguments>`,	COMMENT
MEDIUM	…amples/codex-memory-plugin/setup-helper/tos-install.sh	7	# channel preselected (Codex preselected as the harness). Codex installs from	COMMENT
MEDIUM	.github/scripts/generate-channels-json.sh	2	# Write channels.json: the version and immutable artifacts each harness	COMMENT
MEDIUM	.github/scripts/generate-channels-json.sh	4	# marketplace; every other harness downloads the marketplace zip and falls back	COMMENT
MEDIUM	bot/vikingbot/channels/dingtalk.py	49	# Parse using SDK's ChatbotMessage for robust handling	COMMENT
LOW	bot/vikingbot/channels/base.py	322	# 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

Self-Referential Comments23 hits · 72 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	238	# Create a minimal Context object for the root so that tree.root is not None	COMMENT
MEDIUM	…viking/storage/vectordb/collection/local_collection.py	1365	# 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	192	# Create the model	COMMENT
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	572	# Initialize search variables	COMMENT
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	1000	# Initialize search variables	COMMENT
MEDIUM	deploy/helm/openviking/values.yaml	6	# Create a Secret with encryption-key (Fernet) and admin-token (32+ characters).	COMMENT
MEDIUM	tests/test_edge_cases.py	92	# Create a filename that's exactly 255 bytes in UTF-8	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	904	# 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	452	# 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	247	# Create a new session	COMMENT

Modern AI Meta-Vocabulary24 hits · 65 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	125	Set up an OpenViking server first; if you already have one, skip to [Use it with your agent](#use-it-with-your-agent). D	CODE
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_gateway/kernel.py	408	# The budget is per context window: a cut frees the recall it replaced.	COMMENT
MEDIUM	openviking_gateway/protocols.py	35	# Open WebUI's RAG template is only present on the current request. Preserve	COMMENT
MEDIUM	openviking/parse/parsers/directory.py	189	# Ordinary source jobs use INTERNAL for directory orchestration;	COMMENT
MEDIUM	openviking/models/vlm/backends/litellm_vlm.py	104	# 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/service/memory_compile.py	324	# Compile is offline and user-initiated; allow a longer agentic loop	COMMENT
MEDIUM	…iking/session/memory/consolidation_context_provider.py	75	# Compile is an offline, user-initiated task, so favor an agentic loop:	COMMENT
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	tests/gateway/test_review_regressions.py	337	# The budget is per context window, so the branches share their first message.	COMMENT
MEDIUM	tests/api_test/filesystem/test_fs_cp.py	59	# This contract checks index copying, not the embedding model's	COMMENT
MEDIUM	docs/zh/guides/22-gateway-operations.md	479	开启 OpenViking 工具后，模型可以在回答过程中使用 OpenViking 服务提供的工具，访问范围受该用户的权限限制。工具调用由网关执行，客户端会持续收到回答，直到本次回复结束。显示的 token 用量包含期间所有模型调用。这项功	CODE
MEDIUM	docs/zh/guides/15-gateway.md	50	\| 把 Base URL 改成网关地址，API Key 换成网关密钥。Claude Code 还要设置 `CLAUDE_CODE_GATEWAY_HINT_HEADERS=1`，给子 Agent 和后台请求加上标记，避免为它们召回和保存。	CODE
MEDIUM	docs/en/guides/22-gateway-operations.md	479	With OpenViking tools on, the model can use the tools available on your OpenViking server while answering, within the us	CODE
MEDIUM	docs/en/guides/15-gateway.md	50	\| Point the base URL at the gateway and replace the API key with a gateway key. For Claude Code, also set `CLAUDE_CODE_G	CODE
MEDIUM	docs/en/guides/15-gateway.md	50	\| Point the base URL at the gateway and replace the API key with a gateway key. For Claude Code, also set `CLAUDE_CODE_G	CODE
MEDIUM	…-experimental-context-management/scripts/e2e-window.sh	2	# Live acceptance gate for the agent-driven context window:	COMMENT
MEDIUM	agent-plugins/skills/ov-kanban/SKILL.md	150	## Long-running and multi-agent	COMMENT

Fake / Example Data41 hits · 48 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	…rc/routes/gateway/-components/upstreams-pages.test.tsx	377	.getAttribute('placeholder'),	CODE
LOW	tests/unit/test_extra_headers_vlm.py	949	"api_key": "placeholder",	CODE
LOW	tests/unit/test_extra_headers_vlm.py	972	"api_key": "placeholder",	CODE
LOW	tests/config/test_config_file.py	350	('"api_key": "dummy-key", "thinking": ${STUDIO_THINKING}', {"STUDIO_THINKING": "true"}),	CODE
LOW	tests/parse/test_document_parser_threading.py	75	source.write_bytes(b"placeholder")	CODE
LOW	tests/parse/test_markdown_link_rewrite.py	27	(kb / "文档.md").write_text("placeholder", encoding="utf-8")	CODE
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra	CODE
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra	CODE
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "	CODE
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	79	"placeholder": "http://127.0.0.1:1933",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	84	"placeholder": "none",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	89	"placeholder": "optional-prefix",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	95	"placeholder": "${OPENVIKING_API_KEY}",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	105	"placeholder": "(derived from 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": "viking://~/memories",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	122	"placeholder": "15000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	131	"placeholder": "semantic",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	137	"placeholder": "24000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	147	"placeholder": "15000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	158	"placeholder": "user,agent",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	164	"placeholder": "6",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	169	"placeholder": "0.15",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	174	"placeholder": "4000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	180	"placeholder": "5000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	191	"placeholder": "4000",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	197	"placeholder": "agent::cron:*",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	203	"placeholder": "0.5",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	230	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	236	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	242	"placeholder": "~/.openclaw/openviking/recall-traces",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	248	"placeholder": "false",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	254	"placeholder": "default",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	260	"placeholder": "memory",	CODE
LOW⚡	examples/openclaw-plugin/openclaw.plugin.json	266	"placeholder": "~/.openclaw/openviking/runtime-query-config.json",	CODE
LOW	examples/openclaw-plugin/openclaw.plugin.json	214	"placeholder": "10",	CODE

Synthetic Comment Markers2 hits · 12 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
HIGH	docs/scripts/build-reading-fonts.py	58	# Shaping closure may retain mirrored characters as well as requested glyphs.	COMMENT

Example Usage Blocks7 hits · 10 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
LOW	…-experimental-context-management/scripts/e2e-window.sh	11	# Usage:	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/parse/test_media_understanding_summary.py	341	"# Provider response\n\nI'm unable to analyze this media.",	CODE

Overly Generic Function Names3 hits · 2 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

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	openviking/parse/parsers/code/code.py	549	# TODO: implement download logic or rely on caller?	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings