volcengine/OpenViking

Pattern Findings

9867 matches across 19 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers4459 hits · 4502 pts

Severity	File	Line	Snippet
LOW	setup.py	38	def _sanitize_native_build_env(env):
LOW	setup.py	71	def _get_windows_python_sabi_library() -> Path:
LOW	setup.py	125	def _copy_artifacts_to_build_lib(self, target_binary=None, target_lib=None):
LOW	setup.py	142	def _run_stage_with_artifact_checks(
LOW	setup.py	152	def _resolve_cargo_target_dir(self, cargo_project_dir, env):
LOW	setup.py	189	def _build_ov_cli_artifact_impl(self, ov_cli_dir, binary_name, ov_target_binary):
LOW	setup.py	261	def build_ragfs_python_artifact(self):
LOW	setup.py	388	def _should_require_ragfs_artifact(self) -> bool:
LOW	setup.py	413	def _clean_stale_engine_artifacts(self, ext_dir: Path):
LOW	benchmark/tau2/llm/scripts/run_eval.py	104	def _require_fixed_first_user(config: dict[str, Any]) -> bool:
LOW	benchmark/tau2/llm/scripts/run_eval.py	210	def _train_tool_output_max_chars(strategy: dict[str, Any]) -> int:
LOW	benchmark/tau2/llm/scripts/run_eval.py	217	def _train_skip_failed_sessions(strategy: dict[str, Any]) -> bool:
LOW	benchmark/tau2/llm/scripts/run_eval.py	221	def _manifest_openviking_identity(corpus_dir: Path) -> dict[str, str] \| None:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	205	def _compact_train_tool_output(content: Any, *, max_chars: int) -> str:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	216	def _message_text_openviking_text(message: dict[str, Any]) -> tuple[str, str]:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	233	def _message_texts_role_tool_blocks(
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	311	def _load_fixed_first_user_fixture(path: Path) -> dict[str, str]:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	329	def _append_incoming_user_context(message: Any, state: Any) -> None:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	342	def _register_fixed_first_user(args: argparse.Namespace) -> str:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	904	def create_openviking_memory_agent(tools, domain_policy, **kwargs):
LOW	benchmark/tau2/llm/scripts/tau2_common.py	251	def _has_confirmation_aware_prompt(prompt_text: str) -> bool:
LOW	benchmark/tau2/llm/scripts/tau2_common.py	259	def _ensure_confirmation_aware_prompt(repo: Path) -> bool:
LOW	benchmark/locomo/vikingbot/import_to_ov.py	703	async def process_sample_with_limit(item, sample_index):
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	100	def _ensure_server_root_api_key(ov_data: dict) -> tuple[bool, bool]:
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	160	def _check_ovcli_keys_and_account(server_root_key: str, ov_data: dict) -> tuple[bool, bool, str]:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	119	def _ensure_server_and_account_ready(url: str, account: str, interactive: bool) -> None:
LOW	benchmark/locomo/openclaw/eval.py	475	def calculate_session_metrics_from_jsonl(jsonl_filename: str, agent_id: str = "main") -> dict:
LOW	benchmark/locomo/openclaw/eval.py	615	def build_openresponses_main_session_key(agent_id: str, user: str) -> str:
LOW	benchmark/locomo/openclaw/eval.py	622	def parse_json_from_cli_output(stdout: str) -> dict:
LOW	benchmark/locomo/claudecode/ingest_e2e.py	85	def build_session_speaker_prompts(item: dict) -> List[dict]:
LOW	benchmark/locomo/mem0/eval.py	76	def _restart_openclaw_gateway(base_url: str, sample_id: str, startup_timeout: int = 30) -> None:
LOW	benchmark/locomo/mem0/eval.py	203	def get_sample_last_session_date(sample: dict) -> Optional[str]:
LOW	benchmark/locomo/hermes/import_to_ov.py	71	def _parse_locomo_session_datetime(date_time: str) -> Optional[datetime]:
LOW	benchmark/locomo/hermes/import_to_ov.py	98	def _normalize_locomo_session_time(date_time: str) -> str:
LOW	benchmark/locomo/hermes/import_to_ov.py	118	def _build_session_transcript(
LOW	benchmark/locomo/hermes/import_to_ov.py	384	def parse_observer_model_totals(status_text: str) -> tuple[int, int, int, int]:
LOW	benchmark/locomo/hermes/import_to_ov.py	563	async def wait_for_queues_and_record_totals(
LOW	benchmark/locomo/hermes/import_e2e.py	410	def _wait_for_done_after_task_completion(session_id: str) -> bool:
LOW	benchmark/locomo/hermes/import_e2e.py	418	def _wait_for_task_completion(
LOW	benchmark/locomo/hermes/import_e2e.py	104	def _normalize_locomo_session_time(date_time: str) -> str:
LOW	benchmark/locomo/hermes/import_e2e.py	156	def build_session_transcripts(
LOW	benchmark/locomo/hermes/import_e2e.py	302	def _resolve_openviking_workspace() -> Path \| None:
LOW	benchmark/locomo/hermes/import_e2e.py	362	def _wait_for_session_write_barrier(base_url: str, session_id: str) -> tuple[bool, int, int]:
LOW	benchmark/locomo/hermes/import_e2e.py	443	def _await_existing_or_ambiguous_commit(base_url: str, session_id: str, deadline: float) -> bool:
LOW	benchmark/locomo/hermes/import_e2e.py	474	def commit_openviking_session(
LOW	benchmark/locomo/hermes/import_e2e.py	579	def parse_observer_model_totals(status_text: str) -> tuple[int, int, int, int]:
LOW	benchmark/locomo/hermes/import_e2e.py	658	def _append_true_token_record(output_file: str, record: dict) -> None:
LOW	benchmark/locomo/hermes/import_e2e.py	684	async def wait_for_queues_and_record_totals(
LOW	benchmark/locomo/hermes/stat_judge_result.py	293	def summarize_qa_hermes_usage(
LOW	benchmark/locomo/hermes/stat_judge_result.py	384	def summarize_import_hermes_usage(
LOW	benchmark/locomo/hermes/import_to_native.py	84	def _normalize_locomo_session_time(date_time: str) -> str:
LOW	benchmark/locomo/hermes/import_to_native.py	140	def format_session_transcript(sample: dict, session_key: str) -> str:
LOW	benchmark/locomo/hermes/eval.py	478	def parse_observer_model_totals(status_text: str) -> tuple[int, int, int, int]:
LOW	benchmark/locomo/hermes/eval.py	552	def _append_true_token_record(output_file: str, record: dict) -> None:
LOW	benchmark/locomo/hermes/eval.py	578	async def wait_for_queues_and_record_totals(
LOW	benchmark/locomo/supermemory/eval.py	76	def _update_openclaw_supermemory_container(sample_id: str) -> None:
LOW	benchmark/locomo/supermemory/eval.py	106	def _restart_openclaw_gateway(base_url: str, startup_timeout: int = 30) -> None:
LOW	benchmark/locomo/supermemory/eval.py	176	def get_sample_last_session_date(sample: dict) -> Optional[str]:
LOW	benchmark/RAG/scripts/sample_dataset.py	51	def calculate_category_targets(
LOW	benchmark/RAG/scripts/sample_dataset.py	96	def stratified_sample_with_reallocation(
4399 more matches not shown…

Decorative Section Separators937 hits · 3142 pts

Severity	File	Line	Snippet
MEDIUM	.pr_agent.toml	1	# =============================================================================
MEDIUM	.pr_agent.toml	3	# =============================================================================
MEDIUM	.pr_agent.toml	13	# =============================================================================
MEDIUM	.pr_agent.toml	15	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	17	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	39	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	42	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	63	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	65	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	78	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	82	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	107	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	109	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	287	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	289	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	330	# ---------------------------------------------------------------------------
MEDIUM	.pr_agent.toml	332	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	135	# --------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	137	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	254	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	256	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	813	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	815	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	128	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	130	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	208	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	210	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	602	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	604	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	45	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	47	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	89	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	91	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	199	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	201	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	250	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	252	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	352	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	354	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	747	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	749	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	931	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	933	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	1284	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/openclaw/eval.py	1286	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	55	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	57	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	142	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	144	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	188	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	190	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	320	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/ingest.py	322	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	128	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	130	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	208	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	210	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	602	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/import_to_ov.py	604	# ---------------------------------------------------------------------------
MEDIUM	benchmark/locomo/claudecode/eval.py	70	# ---------------------------------------------------------------------------
877 more matches not shown…

Excessive Try-Catch Wrapping1800 hits · 1944 pts

Severity	File	Line	Snippet
LOW	setup.py	171	except Exception as exc:
LOW	setup.py	240	except Exception as exc:
LOW	setup.py	372	except Exception as exc:
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	673	print("Error: --task cannot be combined with --count/--start/--end", file=sys.stderr)
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	676	print("Error: --count cannot be combined with --start/--end", file=sys.stderr)
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	689	print(f"Error: invalid range --start {start} --end {end}", file=sys.stderr)
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	692	print(f"Error: --start {start} exceeds available tasks ({len(tasks)})", file=sys.stderr)
MEDIUM	benchmark/skillsbench/skill_bench_eval.py	62	def _onerror(func, p, exc_info):
LOW	benchmark/skillsbench/skill_bench_eval.py	68	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	72	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	77	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	362	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	429	except Exception as e:
LOW	benchmark/skillsbench/skill_bench_eval.py	470	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	596	except Exception:
LOW	benchmark/skillsbench/skill_bench_eval.py	608	except Exception as e:
LOW	benchmark/skillsbench/skill_bench_eval.py	649	except Exception as e:
LOW	benchmark/skillsbench/skill_bench_eval.py	713	except Exception as e:
LOW	benchmark/skillsbench/skill_bench_eval.py	854	except Exception as e:
LOW	benchmark/tau2/vikingbot/scripts/run_eval_reward.sh	52	except Exception:
LOW	…/tau2/vikingbot/scripts/commit_trajectory_to_memory.py	99	except Exception as exc:
LOW	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	279	except Exception:
LOW	benchmark/tau2/llm/scripts/run_eval.py	1120	except Exception as exc:
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	460	except Exception as exc:
LOW	benchmark/locomo/vikingbot/run_eval.py	262	except Exception:
LOW	benchmark/locomo/vikingbot/run_eval.py	607	except Exception as e:
MEDIUM	benchmark/locomo/vikingbot/run_eval.py	608	print(f"Error processing QA item: {str(e)}")
MEDIUM	benchmark/locomo/vikingbot/run_eval.py	72	def get_session_num(key):
LOW	benchmark/locomo/vikingbot/import_to_ov.py	474	except Exception as e:
MEDIUM	benchmark/locomo/vikingbot/import_to_ov.py	915	print(f"Error: {e}", file=sys.stderr)
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	185	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	266	except Exception as exc:
LOW	benchmark/locomo/vikingbot/judge.py	69	except Exception as e:
MEDIUM	benchmark/locomo/vikingbot/judge.py	118	print("Error: API token is required")
MEDIUM	benchmark/locomo/vikingbot/stat_judge_result.py	35	print(f"Error: File not found: {args.input}")
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	40	except Exception:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	63	except Exception:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	77	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	85	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	113	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	147	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	181	except Exception as exc:
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	187	except Exception:
LOW	benchmark/locomo/openclaw/import_to_ov.py	392	except Exception as e:
MEDIUM	benchmark/locomo/openclaw/import_to_ov.py	671	print(f"Error: {e}", file=sys.stderr)
LOW	benchmark/locomo/openclaw/judge.py	69	except Exception as e:
MEDIUM	benchmark/locomo/openclaw/judge.py	118	print("Error: API token is required")
MEDIUM	benchmark/locomo/openclaw/eval.py	129	print(f"Error: LoCoMo JSON file not found: {path}", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	132	print(f"Error parsing LoCoMo JSON file: {e}", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	135	print(f"Error reading LoCoMo JSON file: {e}", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	61	print(f"Error: Test file not found: {path}", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	64	print(f"Error reading test file: {e}", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	1200	print("Error: QA mode only works with LoCoMo JSON files", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	1387	print("Error: --token or OPENCLAW_GATEWAY_TOKEN env var is required", file=sys.stderr)
MEDIUM	benchmark/locomo/openclaw/eval.py	228	def get_session_num(key):
LOW	benchmark/locomo/openclaw/eval.py	535	except Exception as e:
LOW	benchmark/locomo/openclaw/eval.py	841	except Exception as e:
LOW	benchmark/locomo/openclaw/eval.py	903	except Exception as e:
LOW	benchmark/locomo/openclaw/eval.py	1012	except Exception as e:
LOW	benchmark/locomo/openclaw/eval.py	1119	except Exception as e:
1740 more matches not shown…

Unused Imports1013 hits · 950 pts

Severity	File	Line
LOW	…/tau2/vikingbot/scripts/commit_trajectory_to_memory.py	12
LOW	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	10
LOW	benchmark/tau2/vikingbot/tau2_env/tau2_environment.py	3
LOW	benchmark/tau2/vikingbot/tau2_env/tau2_tool_provider.py	4
LOW	benchmark/tau2/llm/scripts/run_eval.py	2
LOW	…ark/tau2/llm/scripts/build_fixed_first_user_fixture.py	4
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	2
LOW	benchmark/tau2/llm/scripts/tau2_common.py	1
LOW	benchmark/locomo/vikingbot/run_eval.py	7
LOW	benchmark/locomo/mem0/ingest.py	26
LOW	benchmark/locomo/hermes/import_to_ov.py	5
LOW	benchmark/locomo/hermes/import_e2e.py	5
LOW	benchmark/locomo/hermes/stat_judge_result.py	1
LOW	benchmark/locomo/hermes/import_to_native.py	9
LOW	benchmark/locomo/hermes/eval.py	5
LOW	benchmark/locomo/supermemory/ingest.py	35
LOW	benchmark/RAG/scripts/prepare_dataset.py	10
LOW	benchmark/RAG/scripts/sample_dataset.py	9
LOW	benchmark/RAG/scripts/sample_dataset.py	14
LOW	benchmark/RAG/src/pipeline.py	4
LOW	benchmark/RAG/src/pipeline.py	5
LOW	benchmark/RAG/src/core/vector_store.py	9
LOW	benchmark/custom/session_contention_benchmark.py	4
LOW	docker/pending_health_server.py	18
LOW	openviking/client.py	8
LOW	openviking/client.py	9
LOW	openviking/client.py	10
LOW	openviking/client.py	11
LOW	openviking/__init__.py	22
LOW	openviking/async_client.py	9
LOW	openviking/sync_client.py	7
LOW	openviking/sync_client.py	12
LOW	openviking/metrics/bootstrap.py	27
LOW	openviking/metrics/__init__.py	14
LOW	openviking/metrics/__init__.py	14
LOW	openviking/metrics/__init__.py	14
LOW	openviking/metrics/__init__.py	15
LOW	openviking/metrics/__init__.py	16
LOW	openviking/metrics/global_api.py	20
LOW	openviking/metrics/account_dimension.py	11
LOW	openviking/metrics/datasources/queue.py	4
LOW	openviking/metrics/datasources/task.py	4
LOW	openviking/metrics/datasources/encryption.py	17
LOW	openviking/metrics/datasources/session.py	4
LOW	openviking/metrics/datasources/cache.py	11
LOW	openviking/metrics/datasources/resource.py	4
LOW	openviking/metrics/datasources/__init__.py	6
LOW	openviking/metrics/datasources/__init__.py	6
LOW	openviking/metrics/datasources/__init__.py	6
LOW	openviking/metrics/datasources/__init__.py	6
LOW	openviking/metrics/datasources/__init__.py	12
LOW	openviking/metrics/datasources/__init__.py	13
LOW	openviking/metrics/datasources/__init__.py	14
LOW	openviking/metrics/datasources/__init__.py	15
LOW	openviking/metrics/datasources/__init__.py	15
LOW	openviking/metrics/datasources/__init__.py	15
LOW	openviking/metrics/datasources/__init__.py	16
LOW	openviking/metrics/datasources/__init__.py	17
LOW	openviking/metrics/datasources/__init__.py	18
LOW	openviking/metrics/datasources/__init__.py	19
953 more matches not shown…

Magic Placeholder Names119 hits · 602 pts

Severity	File	Line	Snippet
HIGH	README_JA.md	119	"api_key": "your-api-key",
HIGH	README_JA.md	132	"api_key": "your-api-key",
HIGH	README_JA.md	150	"api_key": "your-api-key",
HIGH	README_JA.md	163	"api_key": "your-api-key",
HIGH	README_JA.md	189	"api_key" : "<your-api-key>", // モデルサービスAPIキー
HIGH	README_JA.md	198	"api_key" : "<your-api-key>", // モデルサービスAPIキー
HIGH	CONTRIBUTING_JA.md	78	"api_key": "your-api-key",
HIGH	CONTRIBUTING_JA.md	86	"api_key": "your-api-key",
HIGH	README.md	123	"api_key": "your-api-key",
HIGH	README.md	136	"api_key": "your-api-key",
HIGH	README.md	154	"api_key": "your-api-key",
HIGH	README.md	167	"api_key": "your-api-key",
HIGH	README.md	321	"api_key" : "<your-api-key>", // Model service API Key
HIGH	README.md	332	"api_key" : "<your-api-key>", // Model service API Key (optional for openai-codex)
HIGH	README_CN.md	121	"api_key": "your-api-key",
HIGH	README_CN.md	134	"api_key": "your-api-key",
HIGH	README_CN.md	152	"api_key": "your-api-key",
HIGH	README_CN.md	165	"api_key": "your-api-key",
HIGH	README_CN.md	277	"api_key" : "<your-api-key>", // 模型服务 API Key
HIGH	README_CN.md	287	"api_key" : "<your-api-key>", // 模型服务 API Key（openai-codex 可选）
HIGH	CONTRIBUTING.md	78	"api_key": "your-api-key",
HIGH	CONTRIBUTING.md	86	"api_key": "your-api-key",
HIGH	CONTRIBUTING_CN.md	78	"api_key": "your-api-key",
HIGH	CONTRIBUTING_CN.md	86	"api_key": "your-api-key",
HIGH	crates/ov_cli/README.md	28	"api_key": "your-api-key",
HIGH	openviking/models/embedder/openai_embedders.py	47	... api_key="your-api-key",
HIGH	openviking/models/embedder/openai_embedders.py	58	... api_key="your-api-key",
HIGH	openviking/models/embedder/minimax_embedders.py	26	... api_key="your-api-key",
HIGH	tests/cli/test_doctor.py	280	"api_key": "{your-api-key}",
HIGH	docs/zh/faq/faq.md	93	"api_key": "your-api-key",
HIGH	docs/zh/faq/faq.md	101	"api_key": "your-api-key",
HIGH	docs/zh/faq/faq.md	107	"api_key": "your-api-key",
HIGH	docs/zh/getting-started/02-quickstart.md	104	"api_key" : "<your-api-key>",
HIGH	docs/zh/getting-started/02-quickstart.md	112	"api_key" : "<your-api-key>",
HIGH	docs/zh/getting-started/03-quickstart-server.md	285	"api_key" : "<your-api-key>", // Model service API Key
HIGH	docs/zh/getting-started/03-quickstart-server.md	294	"api_key" : "<your-api-key>", // Model service API Key
HIGH	docs/zh/guides/02-volcengine-purchase-guide.md	99	"api_key": "<your-api-key>",
HIGH	docs/zh/guides/02-volcengine-purchase-guide.md	108	"api_key": "<your-api-key>",
HIGH	docs/zh/guides/03-deployment.md	287	--set openviking.config.embedding.dense.api_key="YOUR_API_KEY" \
HIGH	docs/zh/guides/03-deployment.md	288	--set openviking.config.vlm.api_key="YOUR_API_KEY"
HIGH	docs/zh/guides/01-configuration.md	33	"api_key" : "<your-api-key>",
HIGH	docs/zh/guides/01-configuration.md	41	"api_key" : "<your-api-key>",
HIGH	docs/zh/guides/01-configuration.md	201	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	282	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	488	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	506	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	521	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	527	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	542	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	606	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	649	"api_key": "your-api-key",
HIGH	docs/zh/guides/01-configuration.md	768	"api_key": "your-api-key",
HIGH	docs/zh/guides/06-mcp-integration.md	50	"Authorization": "Bearer your-api-key-here"
HIGH	docs/zh/guides/06-mcp-integration.md	64	--header "Authorization: Bearer your-api-key-here"
HIGH	docs/zh/guides/06-mcp-integration.md	76	"Authorization": "Bearer your-api-key-here"
HIGH	docs/zh/agent-integrations/03-openclaw.md	103	openclaw config set plugins.entries.openviking.config.apiKey your-api-key
HIGH	docs/zh/agent-integrations/06-mcp-clients.md	15	"Authorization": "Bearer your-api-key-here"
HIGH	docs/zh/agent-integrations/06-mcp-clients.md	33	--header "Authorization: Bearer your-api-key-here"
HIGH	docs/zh/api/01-overview.md	41	"api_key": "<your-api-key>",
HIGH	docs/zh/api/01-overview.md	49	"api_key": "<your-api-key>",
59 more matches not shown…

Cross-File Repetition120 hits · 600 pts

Severity	File	Line	Snippet
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: #
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: #
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: #
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
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
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
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	load locomo json and optionally filter to one sample.
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	load locomo json and optionally filter to one sample.
HIGH	benchmark/locomo/openclaw/eval.py	0	load locomo json and optionally filter to one sample.
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	load locomo json and optionally filter to one sample.
HIGH	benchmark/locomo/vikingbot/import_to_ov.py	0	check if a specific session has already been successfully ingested.
HIGH	benchmark/locomo/openclaw/import_to_ov.py	0	check if a specific session has already been successfully ingested.
HIGH	benchmark/locomo/openclaw/eval.py	0	check if a specific session has already been successfully ingested.
HIGH	benchmark/locomo/claudecode/import_to_ov.py	0	check if a specific session has already been successfully ingested.
HIGH	benchmark/locomo/vikingbot/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer
HIGH	benchmark/locomo/openclaw/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer
HIGH	benchmark/locomo/hermes/judge.py	0	you are an expert grader that determines if answers to questions match a gold standard answer
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
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
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
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
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
HIGH	openviking/async_client.py	0	check whether a session exists in storage. args: session_id: session id to check returns: true if the session exists, fa
HIGH	openviking/client/local.py	0	check whether a session exists in storage. args: session_id: session id to check returns: true if the session exists, fa
HIGH	openviking_cli/client/http.py	0	check whether a session exists in storage. args: session_id: session id to check returns: true if the session exists, fa
HIGH	openviking_cli/client/base.py	0	check whether a session exists in storage. args: session_id: session id to check returns: true if the session exists, fa
HIGH	openviking/async_client.py	0	create a new session. args: session_id: optional session id. if provided, creates a session with the given id. if none,
HIGH	openviking/sync_client.py	0	create a new session. args: session_id: optional session id. if provided, creates a session with the given id. if none,
HIGH	openviking/client/local.py	0	create a new session. args: session_id: optional session id. if provided, creates a session with the given id. if none,
HIGH	openviking_cli/client/http.py	0	create a new session. args: session_id: optional session id. if provided, creates a session with the given id. if none,
HIGH	openviking_cli/client/sync_http.py	0	create a new session. args: session_id: optional session id. if provided, creates a session with the given id. if none,
HIGH	openviking/async_client.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking/sync_client.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking/client/local.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking_cli/client/http.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking_cli/client/sync_http.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking_cli/client/base.py	0	write text content to an existing file and refresh semantics/vectors.
HIGH	openviking/async_client.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking/sync_client.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking/server/routers/system.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking/service/core.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking/client/local.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking_cli/client/http.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking_cli/client/sync_http.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking_cli/client/base.py	0	check filesystem/vector-index consistency for a uri subtree.
HIGH	openviking/async_client.py	0	get system status. returns: systemstatus containing health status of all components.
HIGH	openviking/sync_client.py	0	get system status. returns: systemstatus containing health status of all components.
HIGH	openviking/client/local.py	0	get system status. returns: systemstatus containing health status of all components.
HIGH	openviking/sync_client.py	0	back up public scopes as a restore-only .ovpack file.
HIGH	openviking/client/local.py	0	back up public scopes as a restore-only .ovpack file.
HIGH	openviking_cli/client/http.py	0	back up public scopes as a restore-only .ovpack file.
HIGH	openviking_cli/client/sync_http.py	0	back up public scopes as a restore-only .ovpack file.
HIGH	openviking_cli/client/base.py	0	back up public scopes as a restore-only .ovpack file.
HIGH	openviking/metrics/core/registry.py	0	normalize label input and enforce the family label contract.
HIGH	openviking/metrics/core/registry.py	0	normalize label input and enforce the family label contract.
HIGH	openviking/metrics/core/registry.py	0	normalize label input and enforce the family label contract.
HIGH	openviking/metrics/core/registry.py	0	ensure subsequent family lookups use the original declared label keys.
HIGH	openviking/metrics/core/registry.py	0	ensure subsequent family lookups use the original declared label keys.
HIGH	openviking/metrics/core/registry.py	0	ensure subsequent family lookups use the original declared label keys.
HIGH	openviking/metrics/core/registry.py	0	ensure a concrete series write uses exactly the configured label keys.
60 more matches not shown…

Deep Nesting565 hits · 492 pts

Severity	File	Line
LOW	setup.py	189
LOW	setup.py	261
LOW	benchmark/skillsbench/skill_bench_eval.py	88
LOW	benchmark/skillsbench/skill_bench_eval.py	196
LOW	benchmark/skillsbench/skill_bench_eval.py	442
LOW	benchmark/skillsbench/skill_bench_eval.py	664
LOW	benchmark/tau2/llm/scripts/run_eval.py	488
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	493
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	652
LOW	benchmark/tau2/llm/scripts/run_memory_v2_eval.py	675
LOW	benchmark/locomo/vikingbot/run_eval.py	60
LOW	benchmark/locomo/vikingbot/run_eval.py	349
LOW	benchmark/locomo/vikingbot/run_eval.py	519
LOW	benchmark/locomo/vikingbot/import_to_ov.py	300
LOW	benchmark/locomo/vikingbot/import_to_ov.py	534
LOW	benchmark/locomo/vikingbot/preflight_eval_config.py	160
LOW	benchmark/locomo/vikingbot/stat_judge_result.py	25
LOW	benchmark/locomo/vikingbot/preflight_eval_runtime.py	46
LOW	benchmark/locomo/openclaw/import_to_ov.py	243
LOW	benchmark/locomo/openclaw/stat_judge_result.py	56
LOW	benchmark/locomo/openclaw/eval.py	216
LOW	benchmark/locomo/openclaw/eval.py	357
LOW	benchmark/locomo/openclaw/eval.py	376
LOW	benchmark/locomo/openclaw/eval.py	475
LOW	benchmark/locomo/openclaw/eval.py	752
LOW	benchmark/locomo/openclaw/eval.py	1042
LOW	benchmark/locomo/openclaw/eval.py	1125
LOW	benchmark/locomo/claudecode/ingest_e2e.py	120
LOW	benchmark/locomo/claudecode/import_to_ov.py	243
LOW	benchmark/locomo/claudecode/stat_judge_result.py	60
LOW	benchmark/locomo/claudecode/eval.py	105
LOW	benchmark/locomo/claudecode/eval.py	171
LOW	benchmark/locomo/mem0/ingest.py	214
LOW	benchmark/locomo/mem0/eval.py	203
LOW	benchmark/locomo/mem0/eval.py	292
LOW	benchmark/locomo/mem0/eval.py	321
LOW	benchmark/locomo/mem0/eval.py	352
LOW	benchmark/locomo/mem0/eval.py	542
LOW	benchmark/locomo/hermes/import_to_ov.py	297
LOW	benchmark/locomo/hermes/import_e2e.py	474
LOW	benchmark/locomo/hermes/stat_judge_result.py	315
LOW	benchmark/locomo/hermes/import_to_native.py	211
LOW	benchmark/locomo/hermes/eval.py	419
LOW	benchmark/locomo/supermemory/eval.py	176
LOW	benchmark/locomo/supermemory/eval.py	265
LOW	benchmark/locomo/supermemory/eval.py	294
LOW	benchmark/locomo/supermemory/eval.py	323
LOW	benchmark/locomo/supermemory/eval.py	504
LOW	benchmark/RAG/scripts/download_dataset.py	76
LOW	benchmark/RAG/scripts/download_dataset.py	108
LOW	benchmark/RAG/scripts/sample_dataset.py	96
LOW	benchmark/RAG/scripts/sample_dataset.py	321
LOW	benchmark/RAG/scripts/sample_dataset.py	496
LOW	benchmark/RAG/scripts/sample_dataset.py	714
LOW	benchmark/RAG/scripts/sample_dataset.py	998
LOW	benchmark/RAG/src/adapters/qasper_adapter.py	116
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	166
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	211
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	291
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	356
505 more matches not shown…

Cross-Language Confusion78 hits · 464 pts

Severity	File	Line	Snippet
HIGH	openviking/session/memory/graph_view.py	480	rendered.push(`<ul>${{listItems.join('')}}</ul>`);
HIGH	openviking/session/memory/graph_view.py	488	rendered.push(line);
HIGH	openviking/session/memory/graph_view.py	492	listItems.push(`<li>${{line.replace(/^[-*]\s+/, '')}}</li>`);
HIGH	openviking/session/memory/graph_view.py	500	rendered.push(`<p>${{line}}</p>`);
HIGH	openviking/session/memory/graph_view.py	538	detailTitle.textContent = node.label \|\| node.id;
HIGH	openviking/session/memory/graph_view.py	540	detailContent.innerHTML = renderMarkdown(node.content_full \|\| node.content_preview \|\| '', node.uri \|\| '');
HIGH	openviking/session/memory/graph_view.py	546	const sourceUri = edge.from \|\| edge.source \|\| '';
HIGH	openviking/session/memory/graph_view.py	547	const targetUri = edge.to \|\| edge.target \|\| '';
HIGH	openviking/session/memory/graph_view.py	610	if (activeMemoryTypes.size === 0 && activeLinkTypes.size === 0) {{
HIGH	openviking/session/memory/graph_view.py	615	const visibleNodes = originalNodes.filter(node => activeMemoryTypes.size === 0 \|\| activeMemoryTypes.has(node.memory_ty
HIGH	openviking/session/memory/graph_view.py	617	const visibleEdges = originalEdges.filter(edge => (activeLinkTypes.size === 0 \|\| activeLinkTypes.has(edge.link_type))
HIGH	openviking/session/memory/graph_view.py	381	values.size = Math.max(values.size \|\| 18, 34);
HIGH	openviking/session/memory/graph_view.py	390	values.size = Math.max(values.size \|\| 12, 18);
HIGH	openviking/session/memory/graph_view.py	418	if (!segment \|\| segment === '.') {{
HIGH	openviking/session/memory/graph_view.py	427	baseParts.push(segment);
HIGH	openviking/session/memory/graph_view.py	455	codeBlocks.push(`<pre><code>${{code.trim()}}</code></pre>`);
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
HIGH	openviking/session/memory/graph_view.py	660	showTooltip(params.event.srcEvent.clientX, params.event.srcEvent.clientY, edge.description \|\| edge.link_type, meta, ed
HIGH	tests/parse/test_ast_extractor.py	196	return null;
HIGH	tests/parse/test_ast_extractor.py	1317	return title.length > 0 && title.length < 100;
HIGH	tests/cli/conftest.py	144	["bash", "-lc", "command -v openviking \|\| command -v ov"],
HIGH	tests/api_test/conftest.py	577	if (!aFailed && bFailed) return 1;
HIGH	tests/api_test/conftest.py	582	if (row.nextElementSibling && row.nextElementSibling.classList.contains('extras-row')) {
HIGH	tests/api_test/resources/test_add_resource.py	42	f"Expected error to be null, got {data.get('error')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
HIGH	tests/api_test/filesystem/test_link_relations.py	15	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
HIGH	tests/api_test/filesystem/test_link_relations.py	37	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
HIGH	tests/api_test/filesystem/test_link_relations.py	48	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
HIGH	tests/api_test/filesystem/test_link_relations.py	59	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
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')}"
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')}"
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')}"
HIGH	tests/api_test/filesystem/test_fs_mkdir_basic.py	27	f"Expected error to be null, got {data.get('error')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
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')}"
HIGH	tests/api_test/sessions/test_session_used_commit.py	22	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
HIGH	tests/api_test/sessions/test_session_used_commit.py	33	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
HIGH	tests/api_test/sessions/test_session_used_commit.py	45	assert data.get("error") is None, f"Expected error to be null, got {data.get('error')}"
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')}"
18 more matches not shown…

Docstring Block Structure90 hits · 450 pts

Severity	File	Line	Snippet
HIGH	benchmark/RAG/src/adapters/qasper_adapter.py	67	Load raw data and convert to OpenViking-friendly format. Converts each paper to Markdown docum
HIGH	benchmark/RAG/src/adapters/syllabusqa_adapter.py	110	Load raw docx files and convert to OpenViking-friendly format. Only process syllabus documents
HIGH	openviking/metrics/core/types.py	38	Normalize a label mapping into the canonical internal representation. Args: labels: Optional label dic
HIGH	openviking/core/path_variables.py	144	Resolve variables in a URI template. Args: uri_template: URI template with variables (e.g.
HIGH	openviking/parse/custom.py	119	Parse the source using the custom parser. Args: source: File path or content string
HIGH	openviking/parse/custom.py	142	Parse content string. Note: Most custom parsers work with file paths, so this may not be suppo
HIGH	openviking/parse/directory_scan.py	184	Traverse directory tree and classify every file (phase-one validation). - Skips directories in IGNORE_DIRS (or
HIGH	openviking/parse/base.py	80	Unified lazy import utility. Args: module_name: Module name package_name: pip package name (if
HIGH	openviking/parse/parsers/pdf.py	92	Parse PDF file. Args: source: Path to PDF file **kwargs: Additional options (r
HIGH	openviking/parse/parsers/pdf.py	172	Convert PDF to Markdown using configured strategy. Args: pdf_path: Path to PDF file
HIGH	openviking/parse/parsers/pdf.py	642	Convert PDF to Markdown using MinerU API. Args: pdf_path: Path to PDF file res
HIGH	openviking/parse/parsers/pdf.py	715	Convert table data to Markdown table format. Args: table: 2D array of table cells
HIGH	openviking/parse/parsers/media/audio.py	66	Parse audio file - only copy original file and extract basic metadata, no content understanding. Args:
HIGH	openviking/parse/parsers/media/audio.py	390	Parse audio from base64 content string. Args: content: Audio content (base64 or binary str
HIGH	openviking/parse/parsers/media/video.py	57	Parse video file - only copy original file and extract basic metadata, no content understanding. Args:
HIGH	openviking/parse/parsers/media/video.py	242	Parse video from content string - Not yet implemented. Args: content: Video content (base6
HIGH	openviking/parse/parsers/media/image.py	78	Parse image file - only copy original file and extract basic metadata, no content understanding. Args:
HIGH	openviking/parse/parsers/media/image.py	286	Parse image from content string - Not yet implemented. Args: content: Image content (base6
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
HIGH	openviking/pyagfs/helpers.py	19	Copy a file or directory within AGFS. Args: client: AGFSClient instance src: Source path in AGFS
HIGH	openviking/pyagfs/helpers.py	55	Upload a file or directory from local filesystem to AGFS. Args: client: AGFSClient instance local_p
HIGH	openviking/pyagfs/helpers.py	93	Download a file or directory from AGFS to local filesystem. Args: client: AGFSClient instance remot
HIGH	openviking/server/config.py	200	Load server configuration from ov.conf. Reads the ``server`` section of ov.conf and also ensures the full ov.co
HIGH	openviking/models/embedder/openai_embedders.py	295	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th
HIGH	openviking/models/embedder/openai_embedders.py	349	Batch embedding (OpenAI native support) Args: texts: List of texts is_query: Flag to in
HIGH	openviking/models/embedder/volcengine_embedders.py	146	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th
HIGH	openviking/models/embedder/volcengine_embedders.py	217	Batch embedding Args: texts: List of texts is_query: Flag to indicate if these are quer
HIGH	openviking/models/embedder/volcengine_embedders.py	374	Perform sparse embedding on text Args: text: Input text is_query: Flag to indicate if t
HIGH	openviking/models/embedder/volcengine_embedders.py	437	Batch sparse embedding Args: texts: List of texts is_query: Flag to indicate if these a
HIGH	openviking/models/embedder/volcengine_embedders.py	563	Perform hybrid embedding on text Args: text: Input text is_query: Flag to indicate if t
HIGH	openviking/models/embedder/volcengine_embedders.py	635	Batch hybrid embedding Args: texts: List of texts is_query: Flag to indicate if these a
HIGH	openviking/models/embedder/litellm_embedders.py	170	Perform dense embedding on text via litellm. Args: text: Input text is_query: Flag to i
HIGH	openviking/models/embedder/litellm_embedders.py	221	Batch embedding via litellm. Args: texts: List of texts is_query: Flag to indicate if t
HIGH	openviking/models/embedder/jina_embedders.py	180	Perform dense embedding on text Args: text: Input text is_query: Flag to indicate if th
HIGH	openviking/models/embedder/jina_embedders.py	248	Batch embedding (Jina native support) Args: texts: List of texts is_query: Flag to indi
HIGH	openviking/models/embedder/base.py	588	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
HIGH	openviking/models/vlm/base.py	286	Create VLM instance Args: config: VLM config, must contain 'provider' field Returns:
HIGH	openviking/models/vlm/base.py	377	Execute a VLM method with failover support. Args: method_name: Name of the method to call on VLM in
HIGH	openviking/models/vlm/base.py	419	Execute an async VLM method with failover support. Args: method_name: Name of the async method to c
HIGH	…nviking/observability/http_observability_middleware.py	745	Execute the request with optional span context management. This function encapsulates the common logic for bot
HIGH	…nviking/storage/vectordb/collection/http_collection.py	27	Create or retrieve a Collection via HTTP. Args: host: Host address of the HTTP service. port: Port
HIGH	…viking/storage/vectordb/collection/local_collection.py	66	Create or retrieve a local Collection. Args: meta_data: Collection metadata configuration path: Per
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
HIGH	openviking/storage/vectordb/meta/index_meta.py	18	Create an IndexMeta instance. Args: collection_meta (CollectionMeta): The metadata of the collection this i
HIGH	openviking/storage/vectordb/project/http_project.py	149	Create a new collection Args: collection_name: Collection name meta_data: Coll
HIGH	openviking/storage/vectordb/project/http_project.py	212	Get or create collection Args: collection_name: Collection name meta_data: Col
HIGH	openviking/storage/vectordb/project/project_group.py	179	Create new project Args: project_name: Project name Returns: Newly cr
HIGH	…nviking/storage/vectordb/project/volcengine_project.py	121	Create a new collection Args: collection_name: Collection name meta_data: Coll
HIGH	openviking/storage/vectordb/project/local_project.py	162	Create new collection. Args: collection_name: Collection name meta_data: Collection met
HIGH	openviking/storage/vectordb/project/local_project.py	225	Get or create collection. Args: collection_name: Collection name meta_data: Collection
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
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
HIGH	openviking/storage/vectordb/index/index.py	135	Perform aggregation operations on the index data. Computes aggregate statistics over index records, optionally
HIGH	openviking/storage/vectordb/index/index.py	335	Perform a similarity search on the index using dense vector, sparse vector, and/or filtered criteria.
HIGH	openviking/storage/vectordb/index/index.py	464	Perform aggregation operations on the index. Args: filters: Aggregation configuration containing:
HIGH	…ng/storage/vectordb/vectorize/volcengine_vectorizer.py	185	Text vectorization core method Args: data: Data list to vectorize Returns:
HIGH	openviking/storage/vectordb/store/store.py	20	Retrieve a value by its key. Args: key: The key to retrieve the value for. Returns:
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.
HIGH	openviking/storage/vectordb/store/store.py	179	Read all key-value pairs from a table. Args: table_name (str): Table name prefix. Returns:
HIGH	openviking/storage/vectordb/store/store.py	194	Retrieve all entries from a starting key to the end of the table. Args: key (str): Starting key for
30 more matches not shown…

Over-Commented Block446 hits · 444 pts

Severity	File	Line	Snippet
LOW	.pr_agent.toml	1	# =============================================================================
LOW	docker-compose.yml	1	version: "3.8"
LOW	docker-compose.yml	61	# Uncomment for public HTTPS:
LOW	benchmark/tau2/vikingbot/setup_env.sh	1	#!/usr/bin/env bash
LOW	benchmark/tau2/vikingbot/setup_env.sh	21	# (or when --reinstall is passed); later sources just activate + export.
LOW	benchmark/locomo/vikingbot/run_full_eval.sh	1	#!/bin/bash
LOW	benchmark/locomo/claudecode/run_e2e.sh	1	#!/bin/bash
LOW	benchmark/locomo/claudecode/run_sdk_iso.sh	1	#!/bin/bash
LOW	benchmark/locomo/claudecode/run_prompted.sh	1	#!/bin/bash
LOW	benchmark/RAG/config/config.yaml	21	# Number of concurrent worker threads for document ingestion
LOW	crates/ov_cli/src/main.rs	221	//
LOW	crates/ov_cli/src/main.rs	241	reason: String,
LOW	crates/ov_cli/src/main.rs	261	#[arg(long)]
LOW	crates/ov_cli/src/main.rs	281	timeout: Option<f64>,
LOW	crates/ov_cli/src/main.rs	381	/// Viking URI
LOW	crates/ov_cli/src/main.rs	461	/// Only include results on or before this time (e.g. 24h, 2026-03-15, ISO-8601)
LOW	crates/ov_cli/src/main.rs	581	/// Input backup .ovpack file path
LOW	crates/ov_cli/src/main.rs	601	message: Option<String>,
LOW	crates/ov_cli/src/main.rs	861	/// task_id (UUID) or to_uri (viking:// URI)
LOW	crates/ov_cli/src/main.rs	901	/// Privacy config category
LOW	crates/ragfs-python/src/lib.rs	201	/// RAGFS Python Binding Client.
LOW	crates/ragfs/src/lib.rs	1	//! RAGFS - Rust implementation of AGFS (Aggregated File System)
LOW	crates/ragfs/src/lib.rs	21	//! async fn main() -> ragfs::core::Result<()> {
LOW	crates/ragfs/src/core/filesystem.rs	81	#[async_trait]
LOW	crates/ragfs/src/core/filesystem.rs	101	/// * `Error::AlreadyExists` - If a directory already exists at the path
LOW	crates/ragfs/src/core/filesystem.rs	121	/// * `Error::NotFound` - If the path doesn't exist
LOW	crates/ragfs/src/core/filesystem.rs	141	/// # Arguments
LOW	crates/ragfs/src/core/filesystem.rs	161	/// A vector of FileInfo for each entry in the directory
LOW	crates/ragfs/src/core/filesystem.rs	181	///
LOW	crates/ragfs/src/core/filesystem.rs	201	/// Truncate a file to a specified size
LOW	crates/ragfs/src/core/filesystem.rs	221	/// * `path` - The path to check
LOW	crates/ragfs/src/core/errors.rs	1	//! Error types for RAGFS
LOW	crates/ragfs/src/core/mountable.rs	141	/// List all mount points
LOW	crates/ragfs/src/core/mountable.rs	181	result.insert(path.clone(), (info.plugin_name.clone(), stats));
LOW	crates/ragfs/src/core/plugin.rs	1	//! Plugin system for RAGFS
LOW	crates/ragfs/src/core/plugin.rs	41	/// and any special considerations.
LOW	crates/ragfs/src/core/plugin.rs	61	///
LOW	crates/ragfs/src/core/plugin.rs	121
LOW	crates/ragfs/src/plugins/s3fs/mod.rs	1	//! S3FS - S3-backed File System
LOW	crates/ragfs/src/server/handlers.rs	121
LOW	web-studio/public/service-worker.js	1	// OpenViking Studio service worker.
LOW	openviking/parse/parsers/code/code.py	181	content_path=None,
LOW	openviking/parse/parsers/code/ast/languages/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/parse/parsers/media/utils.py	21
LOW	openviking/parse/parsers/media/utils.py	41	# except OSError:
LOW	openviking/parse/accessors/http_accessor.py	101	# === IANA Media Type to URL type mapping ===
LOW	openviking/parse/resource_detector/visit.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/parse/resource_detector/recursive.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/parse/resource_detector/size.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/models/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/collection_schemas.py	81	# - URI 包含 "memories" → "memory"
LOW	openviking/storage/vectordb/meta/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/utils/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/project/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/index/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/service/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/vectorize/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/storage/vectordb/store/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
LOW	openviking/session/memory/graph_view.py	281	#detail-content p, #detail-content ul, #detail-content ol, #detail-content pre, #detail-content blockquote, #detail-co
LOW	tests/unit/__init__.py	1	# Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
386 more matches not shown…

Hallucination Indicators25 hits · 250 pts

Severity	File	Line	Snippet
CRITICAL	…chmark/tau2/vikingbot/scripts/vikingbot_tau2_runner.py	35	from vikingbot.utils.helpers import get_source_workspace_path
CRITICAL	bot/vikingbot/config/loader.py	38	from vikingbot.utils.helpers import get_data_path
CRITICAL	bot/vikingbot/providers/openai_compatible_provider.py	18	from vikingbot.utils.helpers import cal_str_tokens
CRITICAL	bot/vikingbot/providers/litellm_provider.py	14	from vikingbot.utils.helpers import cal_str_tokens
CRITICAL	bot/vikingbot/agent/subagent.py	17	from vikingbot.utils.helpers import ensure_non_empty_assistant_content
CRITICAL	bot/vikingbot/agent/memory.py	12	from vikingbot.utils.helpers import ensure_dir
CRITICAL	bot/vikingbot/agent/context.py	17	from vikingbot.utils.helpers import ensure_non_empty_assistant_content
CRITICAL	bot/vikingbot/agent/context.py	68	from vikingbot.utils.helpers import ensure_workspace_templates
CRITICAL	bot/vikingbot/agent/loop.py	41	from vikingbot.utils.helpers import cal_str_tokens, ensure_non_empty_assistant_content
CRITICAL	bot/vikingbot/openviking_mount/session_integration.py	18	from vikingbot.utils.helpers import get_workspace_path
CRITICAL	bot/vikingbot/openviking_mount/manager.py	16	from vikingbot.utils.helpers import get_mounts_path, get_bot_data_path
CRITICAL	bot/vikingbot/hooks/builtins/openviking_hooks.py	18	from vikingbot.utils.helpers import cal_str_tokens
CRITICAL	bot/vikingbot/channels/telegram.py	322	from vikingbot.utils.helpers import get_media_path
CRITICAL	bot/vikingbot/channels/discord.py	207	from vikingbot.utils.helpers import get_media_path
CRITICAL	bot/vikingbot/channels/mochat.py	19	from vikingbot.utils.helpers import get_data_path
CRITICAL	bot/vikingbot/channels/feishu.py	191	response = await self._client.im.v1.message_resource.aget(request)
CRITICAL	bot/vikingbot/channels/feishu.py	195	response = await self._client.im.v1.image.aget(request)
CRITICAL	bot/vikingbot/channels/feishu.py	229	response = await self._client.im.v1.chat.aget(request)
CRITICAL	bot/vikingbot/channels/feishu.py	344	response = self._client.im.v1.message_reaction.create(request)
CRITICAL	bot/vikingbot/channels/feishu.py	640	response = self._client.im.v1.message.reply(request)
CRITICAL	bot/vikingbot/channels/feishu.py	655	response = self._client.im.v1.message.create(request)
CRITICAL	bot/vikingbot/channels/feishu.py	844	response = await self._client.im.v1.chat_members.aget(request)
CRITICAL	bot/vikingbot/channels/feishu.py	908	user_response = self._client.contact.v3.user.get(user_request)
CRITICAL	bot/vikingbot/session/manager.py	15	from vikingbot.utils.helpers import ensure_dir, ensure_non_empty_assistant_content
CRITICAL	bot/vikingbot/session/manager.py	182	from vikingbot.utils.helpers import ensure_session_workspace

Redundant / Tautological Comments89 hits · 140 pts

Severity	File	Line	Snippet
LOW	.pr_agent.toml	122	require_tests_review = true # Check if tests are present (default: true)
LOW	benchmark/locomo/openclaw/eval.py	451	# Check if session_path is already a full path
LOW	benchmark/locomo/openclaw/eval.py	477	# Check if jsonl_filename is already a full path
LOW	benchmark/RAG/scripts/download_dataset.py	182	# Check if path exists (either file or directory)
LOW	benchmark/RAG/scripts/download_dataset.py	291	# Check if any datasets are configured
LOW	benchmark/RAG/src/adapters/qasper_adapter.py	162	# Check if all answers are marked as unanswerable
LOW	benchmark/RAG/src/adapters/syllabusqa_adapter.py	238	# Check if heading style
LOW	benchmark/RAG/src/adapters/financebench_adapter.py	54	# Check if pdfs is in data directory or parent directory
LOW	openviking/crypto/config.py	69	# Check if file exists or can be created
LOW	openviking/crypto/config.py	77	# Check if parent directory exists or can be written to
LOW	openviking/crypto/config.py	83	# Check if we can write to the closest existing ancestor directory
LOW	openviking/crypto/providers.py	240	# Write file with permissions 0600
LOW	openviking/crypto/providers.py	329	# Check if transit engine is already enabled
LOW	openviking/parse/registry.py	229	# Check if source looks like a file path (short enough and no newlines)
LOW	openviking/parse/tree_builder.py	69	# Check if it's a media file first
LOW	openviking/parse/tree_builder.py	129	# Check if source_path is a GitHub/GitLab URL and extract org/repo
LOW	openviking/parse/vlm.py	328	# Check if we have images to process
LOW	openviking/parse/parsers/markdown.py	333	# Check if in excluded range
LOW	openviking/parse/parsers/markdown.py	338	# Check if escaped \#
LOW	openviking/parse/parsers/zip_parser.py	59	# Check if it's a valid ZIP file (non-blocking)
LOW	openviking/parse/parsers/zip_parser.py	76	# Check if extracted content has a single root directory (non-blocking)
LOW	openviking/parse/parsers/directory.py	90	# Check if this is a git repository, delegate to CodeRepositoryParser
LOW	openviking/parse/parsers/directory.py	172	# Check if this is a media parser and we should directly upload
LOW	openviking/parse/parsers/code/code.py	129	# Check if source is already a local directory (should always be true)
LOW	openviking/pyagfs/client.py	234	# Check if it's a server error (5xx) which might be retryable
LOW	openviking/pyagfs/helpers.py	36	# Check if source exists and get its type
LOW	openviking/pyagfs/helpers.py	110	# Check if remote path exists and get its type
LOW	openviking/pyagfs/helpers.py	177	# Read file in chunks for memory efficiency
LOW	openviking/pyagfs/helpers.py	272	# Check if directory already exists
LOW	openviking/server/bootstrap.py	325	# Check if vikingbot is available
LOW	openviking/server/bootstrap.py	373	# Set environment to ensure it uses the same Python environment
LOW	openviking/server/auth.py	298	# Check if this is an admin path without identity
LOW	openviking/server/api_keys/legacy.py	114	# Check if it's a hashed key
LOW	openviking/utils/network_guard.py	133	# Check if private networks are allowed globally
LOW	openviking/utils/network_guard.py	137	# Check if host is in allowed code hosting domains
LOW	openviking/models/embedder/cohere_embedders.py	67	# Check if server-side dimension reduction is supported
LOW	openviking/observability/log_trace_bridge.py	73	# Check if all elements are of the same primitive type
LOW	openviking/storage/viking_fs.py	605	# Check if it's temp directory (files already encrypted)
LOW	openviking/storage/queuefs/semantic_processor.py	189	# Check if file is a code file
LOW	openviking/storage/queuefs/semantic_processor.py	194	# Check if file is a documentation file
LOW	…viking/storage/vectordb/collection/local_collection.py	811	# Check if the index needs rebuilding
LOW	openviking/storage/vectordb/project/local_project.py	91	# Check if it's a collection directory (should contain collection_meta.json)
LOW	openviking/storage/vectordb/service/api_fastapi.py	210	# Check if exists before deleting? The original code didn't check existence explicitly before calling drop,
LOW	openviking/storage/vectordb/store/file_store.py	64	# Open file in binary read-only mode
LOW	openviking/storage/vectordb/store/serializable.py	84	# Check if it's the correct C++ enum type
LOW	openviking/session/memory/extract_loop.py	209	# Check if this is the last iteration - force final result
LOW	openviking/session/memory/extract_loop.py	242	# Check if any write_uris target existing files that weren't read
LOW	openviking/session/memory/memory_type_registry.py	270	# Check if any field has init_value
LOW	openviking/session/memory/memory_type_registry.py	298	# Check if file already exists
LOW	openviking/session/memory/memory_type_registry.py	319	# Write the file
LOW	openviking/session/memory/utils/uri.py	165	# Check if URI starts with any allowed directory
LOW	openviking/session/memory/utils/uri.py	169	# Check if URI matches any allowed pattern
LOW	openviking/session/memory/merge_op/patch_handler.py	762	# Check if all results are successful (including no-change cases)
LOW	openviking/session/memory/merge_op/patch_handler.py	818	# Check if first line is :start_line:
LOW	openviking/session/memory/merge_op/patch_handler.py	1152	# Check if all results are successful (including no-change cases)
LOW	openviking_cli/utils/logger.py	557	# Check if this logger should be excluded
LOW	openviking_cli/utils/logger.py	561	# Check if log level is below the minimum threshold for span events
LOW	openviking_cli/utils/logger.py	565	# Check if OTel is available
LOW	openviking_cli/utils/logger.py	386	# Check if the handler has already been added
LOW	tests/debug_trace.py	265	# Check if any descendant is an error
29 more matches not shown…

Verbosity Indicators63 hits · 112 pts

Severity	File	Line	Snippet
LOW	benchmark/locomo/openclaw/run_full_eval.sh	77	# Step 1: 导入数据
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）
LOW	benchmark/locomo/openclaw/run_full_eval.sh	105	# Step 3: 裁判打分
LOW	benchmark/locomo/openclaw/run_full_eval.sh	109	# Step 4: 计算结果
LOW	benchmark/RAG/scripts/prepare_dataset.py	38	# Step 1: Download
LOW	benchmark/RAG/scripts/prepare_dataset.py	53	# Step 2: Sample
LOW	openviking/parse/parsers/pdf.py	123	# Step 1: Convert PDF to Markdown
LOW	openviking/parse/parsers/pdf.py	129	# Step 2: Parse Markdown using MarkdownParser, pass through resource name
LOW	openviking/parse/parsers/pdf.py	138	# Step 3: Update metadata for PDF origin
LOW	openviking/parse/parsers/pdf.py	484	# Step 1: Sample font size distribution (every 5th page)
LOW	openviking/parse/parsers/pdf.py	499	# Step 2: Determine body font size and heading font sizes
LOW	openviking/parse/parsers/pdf.py	525	# Step 3: Extract heading text page by page
LOW	openviking/parse/parsers/pdf.py	585	# Step 4: Deduplicate - filter headers appearing on >30% of pages
LOW	…iking/prompts/templates/retrieval/intent_analysis.yaml	138	### Step 1: Identify Task Type
LOW	…iking/prompts/templates/retrieval/intent_analysis.yaml	163	### Step 2: Check Context Coverage
LOW	…iking/prompts/templates/retrieval/intent_analysis.yaml	173	### Step 3: Generate Queries
LOW	openviking/retrieve/hierarchical_retriever.py	143	# Step 1: Determine starting directories based on target_directories or context_type
LOW	openviking/retrieve/hierarchical_retriever.py	149	# Step 2: Global vector search to supplement starting points
LOW	openviking/retrieve/hierarchical_retriever.py	177	# Step 3: Merge starting points
LOW	openviking/retrieve/hierarchical_retriever.py	197	# Step 4: Recursive search
LOW	openviking/retrieve/hierarchical_retriever.py	215	# Step 6: Convert results
LOW	…ing/session/memory/session_extract_context_provider.py	407	# Step 1: Separate schemas into multi-file (ls) and single-file (direct read)
LOW	…ing/session/memory/session_extract_context_provider.py	440	# Step 2: Execute search for each ls directory (instead of ls)
LOW	tests/vectordb/test_recall.py	504	# We need to check if the data came back.
LOW	tests/oc2ov_test/upgrade_openviking.sh	444	# Step 1: Stop OpenClaw gateway completely
LOW	tests/oc2ov_test/upgrade_openviking.sh	472	# Step 2: Clean up OpenClaw stale state (lock files, session locks, cache)
LOW	tests/oc2ov_test/upgrade_openviking.sh	563	# Step 3: Verify OpenViking installation path before starting
LOW	tests/oc2ov_test/upgrade_openviking.sh	759	# Step 4: Clean up stale OV sessions with failed archives
LOW	tests/oc2ov_test/upgrade_openviking.sh	788	# Step 5: Start OpenClaw gateway
LOW	tests/oc2ov_test/upgrade_openviking.sh	849	# Step 5: Verify OpenViking is correctly loaded by OpenClaw
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1244	// Step 1: integer promotion & Schubfach multiplier calculation.
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1299	// Step 2: Try larger divisor; remove trailing zeros if necessary.
LOW	…/spdlog-1.14.1/include/spdlog/fmt/bundled/format-inl.h	1331	// Step 3: Find the significand with the smaller divisor.
LOW	examples/openclaw-plugin/setup-helper/install.js	2602	// Step 1: Stop gateway
LOW	examples/openclaw-plugin/setup-helper/install.js	2606	// Step 2: Backup config
LOW	examples/openclaw-plugin/setup-helper/install.js	2611	// Step 3: Clean plugin config from openclaw.json
LOW	examples/openclaw-plugin/setup-helper/install.js	2615	// Step 4: Backup and remove plugin directories
LOW	examples/openclaw-plugin/setup-helper/install.js	2625	// Step 5: Remove env files
LOW	examples/openclaw-plugin/setup-helper/install.js	2647	// Step 6: Write uninstall audit
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	110	# Step 1: 停止 OpenClaw gateway
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	121	# Step 2: 备份当前配置
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	130	# Step 3: 清理 openclaw.json 中的新版插件配置
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	253	# Step 4: 恢复 OpenClaw memory 为 memory-core
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	261	# Step 5: 备份插件目录
LOW	…aw-plugin/upgrade_scripts/uninstall-openclaw-plugin.sh	275	# Step 6: 保留 OpenViking 服务/运行时
LOW	…aw-plugin/upgrade_scripts/cleanup-memory-openviking.sh	62	# Step 1: 停止 OpenClaw gateway
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
LOW	…aw-plugin/upgrade_scripts/cleanup-memory-openviking.sh	92	# Step 3: 清理 openclaw.json 中的旧版插件配置
LOW	examples/common/recipe.py	179	# Step 1: Search for relevant content (timed)
LOW	examples/common/recipe.py	186	# Step 2: Build context from search results
LOW	examples/common/recipe.py	200	# Step 3: Build messages array for chat completion API
LOW	examples/common/recipe.py	225	# Step 4: Call LLM with messages array (timed)
LOW	bot/scripts/test_restart_openviking_server.sh	42	# Step 0: Clean up test data directory
LOW	bot/scripts/test_restart_openviking_server.sh	51	# Step 1: Clean up test data directory (skip vikingbot kill)
LOW	bot/scripts/test_restart_openviking_server.sh	55	# Step 2: Kill existing openviking-server on specific port
LOW	bot/scripts/test_restart_openviking_server.sh	74	# Step 3: Wait for port to be released
LOW	bot/scripts/test_restart_openviking_server.sh	85	# Step 4: Verify test config exists
LOW	bot/scripts/test_restart_openviking_server.sh	99	# Step 5: Start openviking-server with test config
LOW	bot/scripts/test_restart_openviking_server.sh	115	# Step 6: Wait for server to start
LOW	bot/scripts/restart_openviking_server.sh	38	# Step 0: Kill process on port and delete data directory
3 more matches not shown…

Self-Referential Comments31 hits · 96 pts

Severity	File	Line	Snippet
MEDIUM	openviking/core/path_variables.py	162	# Create a temporary resolver with the custom datetime
MEDIUM	openviking/parse/tree_builder.py	193	# Create a minimal Context object for the root so that tree.root is not None
MEDIUM	openviking/storage/vectordb/project/http_project.py	168	# Create a new dict with required fields without modifying the input dict
MEDIUM	openviking/telemetry/execution.py	144	# Create a new instance from the snapshot
MEDIUM	openviking/session/memory/schema_model_generator.py	144	# Create the model
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	587	# Initialize search variables
MEDIUM	openviking/session/memory/merge_op/patch_handler.py	978	# Initialize search variables
MEDIUM	tests/test_edge_cases.py	92	# Create a filename that's exactly 255 bytes in UTF-8
MEDIUM	tests/misc/test_zip_safe.py	137	# Create a zip with raw bytes: write CJK UTF-8 bytes as the filename
MEDIUM	tests/unit/crypto/test_providers_mock.py	110	# Create a minimal mock provider that just needs type detection
MEDIUM	tests/unit/crypto/test_providers_mock.py	120	# Create a minimal mock provider that just needs type detection
MEDIUM	tests/integration/test_encryption_integration.py	679	# Create a test directory
MEDIUM	tests/integration/test_quick_start_lite.py	79	# Create a temporary config file
MEDIUM	tests/integration/test_quick_start_lite.py	83	# Create a dummy config structure (minimal valid config for Volcengine provider)
MEDIUM	tests/vectordb/test_bytes_row.py	20	# Define a complex data structure for testing consistency
MEDIUM	tests/server/test_api_sessions.py	142	# Create a session first
MEDIUM	tests/server/test_api_relations.py	18	# Create a second resource to link to
MEDIUM	tests/server/test_api_search.py	528	# Create a session first
MEDIUM	tests/storage/mock_backend.py	39	# Create a dummy collection wrapping MockCollection
MEDIUM	tests/storage/test_vectordb_adaptor.py	24	# Create a valid config file
MEDIUM	tests/telemetry/test_observability_context.py	487	# Create a custom context
MEDIUM	tests/client/test_windows_path_handling.py	20	# Create a directory structure with nested subdirectories
MEDIUM	tests/client/test_windows_path_handling.py	52	# Create a complex directory structure
MEDIUM	tests/client/test_windows_path_handling.py	91	# Create a ZIP with backslash paths (simulating Windows-created ZIP)
MEDIUM	tests/session/memory/test_schema_models.py	359	# Create a temporary YAML file for a new memory type
MEDIUM	examples/multi_tenant/admin_workflow.sh	233	# Create a second account to test that ADMIN of one account cannot manage another
MEDIUM	examples/basic-usage/basic_usage.py	240	# Create a new session
MEDIUM	bot/vikingbot/providers/openai_compatible_provider.py	60	# Create a copy to avoid modifying the original list
MEDIUM	bot/vikingbot/providers/litellm_provider.py	117	# Create a copy to avoid modifying the original list
MEDIUM	bot/tests/test_chat_functionality.py	64	# Create a test response
MEDIUM	bot/tests/test_chat_functionality.py	154	# Create a test response

AI Slop Vocabulary14 hits · 28 pts

Severity	File	Line	Snippet
MEDIUM	web-studio/package-lock.json	12869	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",
MEDIUM	openviking/utils/media_processor.py	26	# 1. IANA media type mappings (comprehensive)
LOW	openviking/storage/vectordb/utils/validation.py	202	# Let's normalize everything to lower case if the Literal allows it, or just pass through.
MEDIUM	openviking/prompts/templates/memory/tools.yaml	96	- "## Guidelines" - best practices
MEDIUM	openviking/prompts/templates/memory/skills.yaml	90	- "## Guidelines" - best practices
LOW	openviking/eval/ragas/generator.py	66	# For demonstration, we'll just return an empty dataset or mock some logic
MEDIUM	tests/vectordb/test_crash_recovery.py	72	"""Helper to setup collection config for robust test"""
MEDIUM	tests/server/oauth/test_auth_integration.py	342	# Token's USER role is preserved — promotion doesn't auto-elevate.
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."
LOW	tests/session/memory/test_compressor_v2.py	48	# For testing purposes, we'll just return the URI as-is
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
MEDIUM	bot/vikingbot/channels/dingtalk.py	49	# Parse using SDK's ChatbotMessage for robust handling
LOW	bot/vikingbot/channels/base.py	344	# Fallback: just return a link if we have it
LOW	bot/demo/werewolf/werewolf_server.py	896	# We don't have the date, just use current time

Synthetic Comment Markers2 hits · 12 pts

Severity	File	Line	Snippet
HIGH	examples/opencode/plugin/skills/openviking/SKILL.md	14	OpenViking stores content in a virtual filesystem under the `viking://` namespace. Each URI maps to a file or directory,
HIGH	examples/opencode/plugin/skills/openviking/SKILL.md	55	# Directories: AI-generated summaries

Example Usage Blocks6 hits · 8 pts

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

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet
LOW	docs/design/memory-link-design.md	853	title: "Acme Corp"
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra
LOW	third_party/spdlog-1.14.1/bench/bench.cpp	223	const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "
LOW	third_party/spdlog-1.14.1/bench/latency.cpp	21	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "

Overly Generic Function Names5 hits · 3 pts

Severity	File	Line	Snippet
LOW	benchmark/skillsbench/skill_bench_eval.py	442	def run_task(
LOW	openviking/telemetry/tracer.py	385	async def my_function():
LOW	openviking/telemetry/tracer.py	642	async def my_function():
LOW	tests/parse/test_ast_extractor.py	1249	assert "def helper(x: int) -> bool" in text
LOW	tests/parse/test_code_tools.py	289	def helper(self):

Score History

Severity Breakdown

Pattern Findings