Mai-with-u/MaiBot

13.6

Adjusted Score

13.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

5.8K

Stars

Python

Language

535.3K

Lines of Code

1.4K

Files

7.2K

Pattern Hits

2026-08-29

Scan Date

0.09

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 118MEDIUM 121LOW 7001

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 7241 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers4672 hits · 4261 pts

Severity	File	Line	Snippet	Context
LOW	bot.py	49	def _print_interrupt_exit_notice() -> None:	CODE
LOW	bot.py	55	def _mark_shutdown_and_interrupt(_signum: int, _frame: object) -> None:	CODE
LOW	bot.py	71	def _cancel_active_main_task_from_signal() -> None:	CODE
LOW	bot.py	302	def _is_windows_proactor_cancel_race(error: BaseException) -> bool:	CODE
LOW	bot.py	378	def _prompt_user_confirmation(eula_hash: str, privacy_hash: str) -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	86	def test_observation_window_uses_thirty_minutes_or_fifteen_messages() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	111	def test_judge_prompt_has_total_limit_and_keeps_required_ids() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	149	def test_judge_prompt_keeps_only_conversation_context_and_removes_internal_fields() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	187	def test_judge_prompt_never_truncates_followup_ids_when_candidates_are_crowded() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	203	def test_reply_effect_context_snapshot_separates_sender_metadata_from_text() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	240	async def test_transport_timeout_does_not_trigger_json_validation_retry() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	256	async def test_invalid_json_still_retries_once() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	269	async def test_evaluation_is_scheduled_only_once() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	297	async def test_evaluation_concurrency_is_limited_to_two() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	331	async def test_evaluation_total_timeout_covers_json_retry(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	352	async def test_provider_timeout_is_not_reported_as_total_timeout() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	371	async def test_start_restores_ready_pending_record() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	388	async def test_incomplete_observation_is_not_scored() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_execution_v2.py	414	async def test_reply_effect_judge_uses_isolated_utils_json_request() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	30	def test_welch_comparison_detects_clear_mean_difference() -> None:	CODE
LOW⚡	tests/maisaka/reply_effect/test_statistics.py	45	def test_welch_comparison_handles_identical_constant_samples() -> None:	CODE
LOW⚡	tests/maisaka/reply_effect/test_statistics.py	55	def test_welch_comparison_requires_two_samples_in_each_group() -> None:	CODE
LOW⚡	tests/maisaka/reply_effect/test_statistics.py	64	def test_aggregate_excludes_no_information_records_from_confidence() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	82	def test_aggregate_counts_reception_categories_without_numeric_score() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	102	def test_incomplete_historical_record_has_no_scores() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	125	def test_version_aggregate_exposes_evaluation_version() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	140	def test_score_distribution_returns_raw_samples_for_scatter_plot() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_statistics.py	151	def test_comparison_selection_does_not_mix_evaluation_versions() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	71	def test_topic_negative_does_not_reduce_reception_and_advances_chat() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	88	def test_factual_correction_reduces_reception_but_is_constructive() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	106	def test_bot_attack_is_wrong_push() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	123	def test_reception_preserves_category_counts() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	149	def test_no_associations_have_no_reception_or_confidence() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	157	def test_response_score_does_not_depend_on_latency() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	185	def test_low_confidence_emotion_keeps_category_and_reduces_confidence() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	204	def test_semantic_multi_candidate_association_reduces_confidence() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	232	def test_record_restores_evaluation_version() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	240	def test_parser_rejects_missing_locked_quote() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	275	def test_parser_rejects_candidate_unavailable_when_followup_was_received() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	317	def test_parser_accepts_empty_associations_for_unrelated_message() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	343	def test_parser_reports_missing_followup_ids() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_scoring_v2.py	369	def test_parser_rejects_unrelated_as_an_association_label() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_versioning.py	32	def test_prompt_version_fingerprint_ignores_dynamic_request_content() -> None:	CODE
LOW	tests/maisaka/reply_effect/test_versioning.py	46	def test_prompt_version_fingerprint_changes_with_system_prompt() -> None:	CODE
LOW	tests/platform_io/test_adapter_policy.py	8	def test_remove_chat_overrides_clears_matching_route_only(tmp_path: Path) -> None:	CODE
LOW	tests/platform_io/test_adapter_policy.py	52	def test_remove_chat_overrides_prunes_empty_policy(tmp_path: Path) -> None:	CODE
LOW	tests/platform_io/test_manager.py	8	async def test_send_pipeline_always_registers_webui_driver(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/webui/utils/test_toml_utils.py	6	def test_save_toml_with_format_serializes_nested_inline_table(tmp_path) -> None:	CODE
LOW⚡	dashboard/src/components/theme-provider.tsx	25	function dashboardStyleToConfigValue(style: DashboardStyle): 0 \| 1 {	CODE
LOW⚡	dashboard/src/components/theme-provider.tsx	29	function configValueToDashboardStyle(value: unknown): DashboardStyle {	CODE
LOW⚡	dashboard/src/components/theme-provider.tsx	33	function shouldSyncRemoteWebUIStyle(): boolean {	CODE
LOW	…shboard/src/components/background-effects-controls.tsx	75	export function BackgroundEffectsControls({	CODE
LOW	dashboard/src/components/CodeEditorImpl.tsx	33	function createDiffDecorationExtension(	CODE
LOW	dashboard/src/components/local-cache-image-utils.ts	18	export function formatLocalCacheCleanupDescription(result: {	CODE
LOW	…hboard/src/components/version-compatibility-dialog.tsx	29	export function VersionCompatibilityDialog() {	CODE
LOW	dashboard/src/components/ui/chart.tsx	343	function getPayloadConfigFromPayload(	CODE
LOW	…shboard/src/components/memory/MemoryEpisodeManager.tsx	75	function getEpisodeActionDescription(payload: MemoryEpisodeActionPayload): string {	CODE
LOW	…/src/components/__tests__/expression-reviewer.test.tsx	93	function getListToolbarIconButtons() {	CODE
LOW	…oard/src/components/dynamic-form/DynamicConfigForm.tsx	190	function NestedDynamicConfigSection({	CODE
LOW	dashboard/src/lib/keyboard.ts	52	export function getPlatformModifierAriaLabel(): string {	CODE
4612 more matches not shown…

Excessive Try-Catch Wrapping1277 hits · 1185 pts

Severity	File	Line	Snippet	Context
LOW	bot.py	220	except Exception as e:	CODE
LOW	bot.py	266	except Exception as e:	CODE
LOW	bot.py	271	except Exception as e:	CODE
LOW	bot.py	285	except Exception as exc:	CODE
LOW	bot.py	342	except Exception as ge:	CODE
LOW	bot.py	522	except Exception as e:	CODE
LOW	bot.py	544	except Exception as e:	CODE
LOW	plugins/hello_world_plugin/plugin.py	162	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	113	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	153	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	231	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	314	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	427	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	526	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	533	except Exception as e2:	CODE
LOW	scripts/mmipkg_tool.py	568	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	696	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	711	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	846	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	1098	except Exception as e:	CODE
LOW	scripts/mmipkg_tool.py	1114	except Exception as e:	CODE
LOW	scripts/i18n_validate.py	247	except Exception as exc:	CODE
LOW	scripts/i18n_validate.py	297	except Exception as exc:	CODE
LOW	scripts/build_io_pairs.py	68	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/build_io_pairs.py	337	except Exception:	CODE
LOW	scripts/build_io_pairs.py	349	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/jargon_learn_from_message_segments.py	334	except Exception as exc:	CODE
LOW	scripts/jargon_learn_from_planner_logs.py	455	except Exception as exc:	CODE
LOW	scripts/jargon_learn_from_planner_logs.py	524	except Exception as exc:	CODE
LOW	scripts/evaluate_bot_phrase_regex_capture.py	762	except Exception as exc:	CODE
LOW	scripts/cleanup_behavior_generic_tags.py	426	except Exception:	CODE
LOW	scripts/expression_selection/llm_judge.py	209	except Exception:	CODE
LOW	scripts/expression_selection/offline_runner.py	244	except Exception:	CODE
LOW	scripts/make_scripts/generate_requirements.py	35	except Exception as e:	CODE
MEDIUM	scripts/make_scripts/generate_requirements.py	4	def generate_requirements(pyproject_path="pyproject.toml", output_path="requirem	CODE
LOW	pytests/test_bot_account_service.py	33	except Exception:	CODE
LOW	…emorix_test/test_chat_summary_writeback_integration.py	142	except Exception:	CODE
LOW	…emorix_test/test_chat_summary_writeback_integration.py	382	except Exception:	CODE
LOW	pytests/A_memorix_test/test_maibot_migration_script.py	38	except Exception:	CODE
LOW	pytests/A_memorix_test/test_maibot_migration_script.py	77	except Exception:	CODE
LOW⚡	pytests/A_memorix_test/test_maibot_migration_script.py	306	except Exception:	CODE
LOW⚡	pytests/A_memorix_test/test_maibot_migration_script.py	310	except Exception:	CODE
LOW⚡	pytests/A_memorix_test/test_maibot_migration_script.py	314	except Exception:	CODE
LOW⚡	pytests/A_memorix_test/test_maibot_migration_script.py	318	except Exception:	CODE
LOW⚡	pytests/A_memorix_test/test_maibot_migration_script.py	327	except Exception:	CODE
LOW	pytests/A_memorix_test/test_maibot_migration_script.py	385	except Exception:	CODE
MEDIUM	pytests/A_memorix_test/test_maibot_migration_script.py	303	def _close_runner(runner) -> None:	CODE
LOW⚡	pytests/image_sys_test/image_manager_test.py	221	except Exception:	CODE
LOW	src/main.py	100	except Exception as e:	CODE
LOW	src/main.py	112	except Exception:	CODE
LOW	src/main.py	153	except Exception:	CODE
LOW	src/main.py	206	except Exception as e:	CODE
LOW⚡	src/person_info/person_info.py	64	except Exception as e:	CODE
LOW	src/person_info/person_info.py	450	except Exception as e:	CODE
LOW	src/person_info/person_info.py	505	except Exception as e:	CODE
LOW	src/person_info/person_info.py	597	except Exception as e:	CODE
MEDIUM	src/maisaka/reasoning_engine.py	505	def build_heuristic_memory_message() -> str:	CODE
MEDIUM	src/maisaka/reasoning_engine.py	514	def build_profile_messages() -> list[str]:	CODE
LOW⚡	src/maisaka/reasoning_engine.py	510	except Exception as exc:	CODE
LOW⚡	src/maisaka/reasoning_engine.py	520	except Exception as exc:	CODE
1217 more matches not shown…

Docstring Block Structure101 hits · 505 pts

Severity	File	Line	Snippet	Context
HIGH	src/person_info/person_info.py	23	将数据库中的群名片 JSON 转换为 `Person` 内部使用的结构。 Args: group_cardname_json: 数据库存储的群名片 JSON 字符串。 Returns: l	STRING
HIGH	src/chat/message_receive/chat_manager.py	105	获取会话，如果不存在则创建一个新会话；一个封装方法。 Args: platform: 平台 user_id: 用户ID group_id: 群ID（如	STRING
HIGH	src/chat/image_system/image_manager.py	87	获取图片描述的封装方法如果图片已存在于数据库中，则直接返回描述如果不存在，则保存图片并生成描述后返回 Args: image	STRING
HIGH	src/chat/image_system/image_manager.py	396	保存图片并生成描述 Args: image_bytes (bytes): 图片的字节数据 Returns: return (MaiImage	STRING
HIGH	src/A_memorix/core/storage/graph_store.py	356	添加节点 Args: nodes: 节点名称列表 attributes: 节点属性字典 {node_name: {attr: value}}	STRING
HIGH	src/emoji_system/emoji_manager.py	308	根据表情包哈希获取表情包描述和情感列表的封装方法 Args: emoji_bytes (Optional[bytes]): 表情包的字节数据，如果提供了字节数据但数据库中没有找到对	STRING
HIGH	src/platform_io/dedupe.py	62	标记一条去重键已经出现过。 Args: dedupe_key: 能稳定标识一条外部入站消息的去重键。 Returns: bool: 若该键在当前 TTL 窗	STRING
HIGH	src/platform_io/outbound_tracker.py	120	开始跟踪一次出站投递。 Args: internal_message_id: 正在投递的内部消息 ID。 route_key: 这次出站投递选择的路由键。	STRING
HIGH	src/platform_io/route_key_factory.py	70	从消息字典中提取 ``RouteKey``。 Args: message_dict: Host 与插件之间传输的消息字典。 Returns: RouteKe	STRING
HIGH	src/platform_io/manager.py	146	从运行中的 Broker 停止并移除一个驱动。如果 Broker 尚未启动，则该方法等价于 ``unregister_driver()``。 Args: driver_id: 要	STRING
HIGH	src/platform_io/manager.py	256	从 Broker 注销一个驱动。 Args: driver_id: 要移除的驱动 ID。 Returns: Optional[PlatformIODrive	STRING
HIGH	src/platform_io/manager.py	581	构造用于入站抑制的去重键。 Args: envelope: 当前正在处理的入站封装。 Returns: Optional[str]: 若可以构造稳定去重键则	STRING
HIGH	src/common/data_models/person_info_data_model.py	35	解析数据库中的群名片 JSON 字段。 Args: group_cardname_json: 数据库存储的群名片 JSON 字符串。 Returns: Optional[List[Grou	STRING
HIGH	src/common/database/database.py	159	获取数据库会话的上下文管理器 (推荐使用,自动提交)。 Examples: ---- .. code-block:: python # 方式1: 自动提交 (推荐 - 默认行为)	STRING
HIGH	src/common/utils/utils_image.py	79	将GIF图片水平拼接为静态图像，跳过相似帧 Args: gif_bytes (bytes): 输入的GIF图片字节数据 similarity_thresho	STRING
HIGH	src/common/utils/utils_image.py	217	将图片字节数据转换为Base64编码字符串 Args: image_bytes (bytes): 输入的图片字节数据 Returns: st	STRING
HIGH	src/common/utils/utils_session.py	16	计算session_id Args: platform: 平台名称 user_id: 用户ID（如果是私聊） group_id: 群ID（如果是群聊）	STRING
HIGH	src/plugin_runtime/local_sdk.py	20	解析并校验环境变量指定的本地 SDK 路径。 Args: environ: 环境变量映射；留空时读取 ``os.environ``。 project_root: 相对路径解析基准；留空时使用当前工作	STRING
HIGH	src/plugin_runtime/integration.py	1145	请求运行时按插件自身配置模型校验配置。 Args: plugin_id: 目标插件 ID。 config_data: 待校验的配置内容。 Returns:	STRING
HIGH	src/plugin_runtime/integration.py	1188	请求运行时解析插件配置元数据。 Args: plugin_id: 目标插件 ID。 config_data: 可选的配置内容。 use_provide	STRING
HIGH	src/plugin_runtime/hook_payloads.py	33	从 Hook 载荷恢复会话消息。 Args: raw_message: Hook 返回的消息字典。 Returns: SessionMessage: 恢复后的会话消息对象。 Ra	STRING
HIGH	src/plugin_runtime/hook_payloads.py	77	从 Hook 载荷恢复工具调用列表。 Args: raw_tool_calls: Hook 返回的工具调用列表。 Returns: List[ToolCall]: 恢复后的工具调用列表。	STRING
HIGH	src/plugin_runtime/hook_payloads.py	143	从 Hook 载荷恢复 Items；未修改的 Item 保留原 replay，修改项仅自身失效。 Args: raw_items: Hook 返回的 Item 列表。 item_schema_ver	STRING
HIGH	src/plugin_runtime/host/message_gateway.py	28	将标准消息字典转换为 ``SessionMessage``。 Args: external_message: 外部消息的字典格式数据。 Returns: S	STRING
HIGH	src/plugin_runtime/host/component_registry.py	283	规范化 Hook 异常处理策略。 Args: raw_value: 原始异常处理策略值。 Returns: str: 规范化后的异常处理策略。	STRING
HIGH	src/plugin_runtime/host/component_registry.py	303	规范化命名 Hook 名称。 Args: raw_value: 原始 Hook 名称。 Returns: str: 去空白后的 Hook 名称。	STRING
HIGH	src/plugin_runtime/host/component_registry.py	322	规范化 Hook 处理模式。 Args: raw_value: 原始模式值。 Returns: str: 规范化后的模式。 Raises:	STRING
HIGH	src/plugin_runtime/host/component_registry.py	342	规范化 Hook 顺序槽位。 Args: raw_value: 原始顺序值。 Returns: str: 规范化后的顺序槽位。 Raise	STRING
HIGH	src/plugin_runtime/host/component_registry.py	362	规范化 Hook 超时配置。 Args: raw_value: 原始超时值。 Returns: int: 规范化后的超时毫秒数。 Rais	STRING
HIGH	src/plugin_runtime/host/component_registry.py	416	规范化消息网关路由类型。 Args: raw_value: 原始路由类型值。 Returns: str: 规范化后的路由类型。 Raise	STRING
HIGH	src/plugin_runtime/host/component_registry.py	563	规范化组件类型输入。 Args: component_type: 原始组件类型字符串。 Returns: ComponentTypes: 规范化后的组件类型	STRING
HIGH	src/plugin_runtime/host/component_registry.py	655	根据声明构造组件条目。 Args: name: 组件名称。 component_type: 组件类型。 plugin_id: 插件 ID。	STRING
HIGH	src/plugin_runtime/host/component_registry.py	798	注册单个组件。 Args: name: 组件名称（不含插件 ID 前缀）。 component_type: 组件类型（如 ``ACTION``、``COMMAND`` 等）。	STRING
HIGH	src/plugin_runtime/host/component_registry.py	825	批量替换一个插件的组件集合。该方法会先完整校验所有组件声明，只有全部通过后才会替换旧组件，从而避免插件进入半注册状态。 Args: plugin_id: 插件	STRING
HIGH	src/plugin_runtime/host/supervisor.py	867	请求 Runner 使用插件自身配置模型校验配置。 Args: plugin_id: 目标插件 ID。 config_data: 待校验的配置内容。 Ret	STRING
HIGH	src/plugin_runtime/host/supervisor.py	907	请求 Runner 解析插件配置元数据。 Args: plugin_id: 目标插件 ID。 config_data: 可选的配置内容。 use_pr	STRING
HIGH	src/plugin_runtime/host/supervisor.py	991	等待 Runner 完成启动初始化。 Args: timeout_sec: 超时时间，单位秒。 Returns: RunnerReadyPayload: R	STRING
HIGH	src/plugin_runtime/host/supervisor.py	1400	根据消息网关运行时状态构造路由键。 Args: gateway_entry: 消息网关组件条目。 payload: 网关上报的运行时状态。 Returns:	STRING
HIGH	src/plugin_runtime/host/hook_dispatcher.py	375	规范化命名 Hook 名称。 Args: hook_name: 原始 Hook 名称。 Returns: str: 规范化后的 Hook 名称。	STRING
HIGH	src/plugin_runtime/host/hook_spec_registry.py	45	规范化 Hook 名称。 Args: hook_name: 原始 Hook 名称。 Returns: str: 规范化后的 Hook 名称。	STRING
HIGH	src/plugin_runtime/host/hook_spec_registry.py	64	规范化 Hook 参数模型。 Args: raw_schema: 原始参数模型。 Returns: Dict[str, Any]: 规范化后的对象级 JSO	STRING
HIGH	src/plugin_runtime/host/rpc_server.py	186	向 Runner 发送 RPC 请求并等待响应 Args: method: RPC 方法名 plugin_id: 目标插件 ID payload: 请	STRING
HIGH	src/plugin_runtime/capabilities/core.py	39	校验并规范化插件传入的提示参数。 Args: prompt: 原始提示参数。 Returns: str \| List[Dict[str, Any]]: 规范化后的提示输入。 Ra	STRING
HIGH	src/plugin_runtime/runner/runner_main.py	275	提取插件配置中的版本号。 Args: config_data: 插件配置字典。 Returns: str: ``plugin.config_version`` 的规范化字符串值。	STRING
HIGH	src/plugin_runtime/runner/runner_main.py	979	基于配置版本决定是否需要重建插件配置。 Args: raw_config: 当前磁盘上的插件配置。 default_config: 插件最新默认配置。 Re	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	211	校验作者名称。 Args: value: 原始作者名称。 Returns: str: 规范化后的作者名称。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	229	校验作者主页地址。 Args: value: 原始主页地址。 Returns: str: 规范化后的主页地址。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	258	校验仓库地址。 Args: value: 原始仓库地址。 Returns: str: 规范化后的仓库地址。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	278	校验可选链接字段。 Args: value: 原始链接值。 Returns: Optional[str]: 合法的链接值。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	307	校验版本号格式。 Args: value: 原始版本号。 Returns: str: 合法的版本号。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	347	校验默认语言。 Args: value: 原始默认语言。 Returns: str: 规范化后的默认语言。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	365	校验语言资源目录。 Args: value: 原始语言资源目录。 Returns: Optional[str]: 合法的目录值。 Rais	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	385	校验支持语言列表。 Args: value: 原始语言列表。 Returns: List[str]: 去重后的语言列表。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	430	校验依赖插件 ID。 Args: value: 原始依赖插件 ID。 Returns: str: 合法的依赖插件 ID。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	448	校验插件依赖版本约束。 Args: value: 原始版本约束表达式。 Returns: str: 合法的版本约束表达式。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	478	校验 Python 包名。 Args: value: 原始包名。 Returns: str: 合法的包名。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	496	校验 Python 包版本约束。 Args: value: 原始版本约束表达式。 Returns: str: 合法的版本约束表达式。 Ra	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	531	校验客户端类型标识。 Args: value: 原始客户端类型标识。 Returns: str: 合法的客户端类型标识。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	652	校验插件版本号格式。 Args: value: 原始插件版本号。 Returns: str: 合法的插件版本号。 Raises:	STRING
HIGH	src/plugin_runtime/runner/manifest_validator.py	670	校验必填字符串字段。 Args: value: 原始字段值。 info: Pydantic 字段上下文。 Returns: str:	STRING
41 more matches not shown…

Unused Imports509 hits · 454 pts

Severity	File	Line	Context
LOW	scripts/i18n_validate.py	1	CODE
LOW	scripts/analyze_tool_usage_by_chat.py	1	CODE
LOW	scripts/evaluate_bot_phrase_regex_capture.py	1	CODE
LOW	scripts/i18n_extract_candidates.py	1	CODE
LOW	scripts/run_a_memorix_webui_backend.py	1	CODE
LOW	scripts/analyze_maisaka_prompt_sections.py	1	CODE
LOW	scripts/expression_selection/vector_index_tools.py	9	CODE
LOW	scripts/expression_selection/cluster_count_benchmark.py	8	CODE
LOW	scripts/expression_selection/llm_judge.py	7	CODE
LOW	scripts/expression_selection/offline_runner.py	9	CODE
LOW	.github/scripts/update_dashboard_dependency.py	1	CODE
LOW	.github/scripts/update_dashboard_stable_dependency.py	1	CODE
LOW	…s/A_memorix_test/test_dual_pool_compatibility_edges.py	1	CODE
LOW	…emorix_test/test_chat_summary_writeback_integration.py	1	CODE
LOW	…ests/A_memorix_test/test_dual_vector_pool_retrieval.py	1	CODE
LOW	…s/A_memorix_test/test_migration_runtime_integration.py	1	CODE
LOW	…ests/A_memorix_test/test_real_storage_delete_outbox.py	1	CODE
LOW	…sts/A_memorix_test/test_embedding_dimension_control.py	1	CODE
LOW	…tests/A_memorix_test/test_algorithm_mechanism_fixes.py	1	CODE
LOW	pytests/A_memorix_test/test_admin_contracts.py	1	CODE
LOW	…ests/A_memorix_test/test_memory_graph_search_kernel.py	1	CODE
LOW	pytests/A_memorix_test/test_format_migration.py	1	CODE
LOW	pytests/A_memorix_test/test_graph_store_persistence.py	1	CODE
LOW	pytests/A_memorix_test/test_vector_recovery_runtime.py	1	CODE
LOW	pytests/A_memorix_test/test_maibot_migration_script.py	1	CODE
LOW	…/A_memorix_test/test_format_migration_large_dataset.py	1	CODE
LOW	pytests/A_memorix_test/test_vector_store_consistency.py	1	CODE
LOW	pytests/A_memorix_test/test_vector_rebuild_runtime.py	1	CODE
LOW	pytests/prompt_test/test_prompt_i18n.py	1	CODE
LOW	pytests/i18n_test/test_i18n_validate.py	1	CODE
LOW	pytests/i18n_test/test_i18n.py	1	CODE
LOW	pytests/webui/test_memory_routes_integration.py	1	CODE
LOW	src/__init__.py	1	CODE
LOW	src/maisaka/reasoning_engine.py	97	CODE
LOW	src/maisaka/reasoning_engine.py	98	CODE
LOW	src/maisaka/idle_backoff.py	11	CODE
LOW	src/maisaka/turn_gates.py	18	CODE
LOW	src/maisaka/turn_scheduler.py	12	CODE
LOW	src/maisaka/reply_effect/scoring.py	3	CODE
LOW	src/maisaka/reply_effect/judge.py	3	CODE
LOW	src/maisaka/reply_effect/tracker.py	3	CODE
LOW	src/maisaka/context/history.py	19	CODE
LOW	src/maisaka/memory/heuristic_injector.py	3	CODE
LOW	src/maisaka/memory/person_profile.py	3	CODE
LOW	src/maisaka/utils/tool_record_payload.py	3	CODE
LOW	src/maisaka/utils/tool_post_execution.py	3	CODE
LOW	src/maisaka/focus/__init__.py	3	CODE
LOW	src/maisaka/focus/__init__.py	3	CODE
LOW	src/maisaka/focus/__init__.py	4	CODE
LOW	src/maisaka/focus/manager.py	3	CODE
LOW	src/maisaka/display/preview_path_utils.py	3	CODE
LOW	src/maisaka/display/prompt_cli_renderer.py	3	CODE
LOW	src/maisaka/display/__init__.py	3	CODE
LOW	src/maisaka/display/__init__.py	3	CODE
LOW	src/maisaka/display/__init__.py	3	CODE
LOW	src/maisaka/display/__init__.py	3	CODE
LOW	src/maisaka/display/__init__.py	9	CODE
LOW	src/maisaka/display/__init__.py	10	CODE
LOW	src/maisaka/display/__init__.py	11	CODE
LOW	src/maisaka/display/__init__.py	11	CODE
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Deep Nesting346 hits · 258 pts

Severity	File	Line	Context
LOW	bot.py	79	CODE
LOW	bot.py	211	CODE
LOW	scripts/mmipkg_tool.py	118	CODE
LOW	scripts/mmipkg_tool.py	736	CODE
LOW	scripts/mmipkg_tool.py	766	CODE
LOW	scripts/mmipkg_tool.py	789	CODE
LOW	scripts/mmipkg_tool.py	947	CODE
LOW	scripts/mmipkg_tool.py	1076	CODE
LOW	scripts/mmipkg_tool.py	176	CODE
LOW	scripts/mmipkg_tool.py	324	CODE
LOW	scripts/mmipkg_tool.py	441	CODE
LOW	scripts/mmipkg_tool.py	578	CODE
LOW	scripts/replay_llm_request.py	133	CODE
LOW	scripts/evaluate_bot_phrase_regex_capture.py	256	CODE
LOW	scripts/evaluate_bot_phrase_regex_capture.py	439	CODE
LOW	scripts/evaluate_bot_phrase_regex_capture.py	459	CODE
LOW	scripts/cleanup_behavior_generic_tags.py	219	CODE
LOW	.github/scripts/update_dashboard_dependency.py	92	CODE
LOW	.github/scripts/update_dashboard_stable_dependency.py	120	CODE
LOW	pytests/A_memorix_test/test_maibot_migration_script.py	332	CODE
LOW	src/person_info/person_info.py	99	CODE
LOW	src/person_info/person_info.py	404	CODE
LOW	src/maisaka/reasoning_engine.py	449	CODE
LOW	src/maisaka/reasoning_engine.py	874	CODE
LOW	src/maisaka/reasoning_engine.py	999	CODE
LOW	src/maisaka/runtime.py	1527	CODE
LOW	src/maisaka/reply_necessity.py	136	CODE
LOW	src/maisaka/reply_effect/tracker.py	115	CODE
LOW	src/maisaka/reply_effect/tracker.py	409	CODE
LOW	src/maisaka/monitor/events.py	49	CODE
LOW	src/maisaka/context/post_processor.py	328	CODE
LOW	src/maisaka/context/messages.py	163	CODE
LOW	src/maisaka/memory/heuristic_injector.py	324	CODE
LOW	src/maisaka/memory/person_profile.py	146	CODE
LOW	src/maisaka/visual/chat_history_refresher.py	222	CODE
LOW	src/maisaka/visual/chat_history_refresher.py	267	CODE
LOW	src/maisaka/visual/chat_history_refresher.py	287	CODE
LOW	src/maisaka/display/prompt_cli_renderer.py	192	CODE
LOW	src/maisaka/display/prompt_cli_renderer.py	378	CODE
LOW	src/maisaka/display/prompt_preview_logger.py	20	CODE
LOW	src/core/config_types.py	79	CODE
LOW	src/core/types.py	238	CODE
LOW	src/core/types.py	291	CODE
LOW	src/core/tooling.py	363	CODE
LOW	src/chat/event_helpers.py	48	CODE
LOW	src/chat/utils/typo_generator.py	46	CODE
LOW	src/chat/utils/typo_generator.py	231	CODE
LOW	src/chat/utils/typo_generator.py	288	CODE
LOW	src/chat/utils/utils.py	145	CODE
LOW	src/chat/utils/utils.py	279	CODE
LOW	src/chat/utils/utils.py	526	CODE
LOW	src/chat/utils/utils.py	567	CODE
LOW	src/chat/utils/utils.py	813	CODE
LOW	src/chat/utils/utils.py	849	CODE
LOW	src/chat/utils/utils.py	180	CODE
LOW	src/chat/utils/statistic.py	244	CODE
LOW	src/chat/utils/statistic.py	658	CODE
LOW	src/chat/utils/statistic.py	842	CODE
LOW	src/chat/utils/statistic.py	882	CODE
LOW	src/chat/utils/statistic.py	936	CODE
286 more matches not shown…

Decorative Section Separators79 hits · 255 pts

Severity	File	Line	Snippet	Context
MEDIUM	.devcontainer/setup-dood-override.sh	2	# ============================================================================	COMMENT
MEDIUM	.devcontainer/setup-dood-override.sh	4	# ============================================================================	COMMENT
MEDIUM	.devcontainer/setup-dood-override.sh	16	# ============================================================================	COMMENT
MEDIUM	dashboard/electron/main/index.ts	48	// ── Window control ───────────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/electron/main/index.ts	57	// ── Backend CRUD ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/electron/main/index.ts	70	// ── App state ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	dashboard/electron/preload/index.ts	12	// ── Platform detection ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	dashboard/electron/preload/index.ts	15	// ── Window control ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	dashboard/electron/preload/index.ts	21	// ── Window event listeners ───────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/electron/preload/index.ts	33	// ── Backend CRUD ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/electron/preload/index.ts	44	// ── App state ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/electron/preload/index.ts	50	// ── Backend event listener ──────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/lib/maisaka-monitor-client.ts	10	// ─── 事件数据类型 ───────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/lib/maisaka-monitor-client.ts	286	// ─── 统一事件联合类型 ─────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/lib/maisaka-monitor-client.ts	308	// ─── 客户端 ───────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	61	// ─── 工具函数 ──────────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	219	// ─── 会话侧边栏 ──────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	315	// ─── 单条时间线事件渲染 ──────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	1239	// ─── 可折叠文本组件 ────────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	1287	// ─── 回复器响应卡片 ──────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	1338	// ─── 时间线入口渲染器 ──────────────────────────────────────────	COMMENT
MEDIUM	dashboard/src/routes/monitor/maisaka-monitor.tsx	1395	// ─── 主组件 ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	125	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	127	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	356	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	358	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	485	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	487	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	513	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	pytests/config_test/test_config_base.py	515	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	9	# -------------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	11	# -------------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	47	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	49	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	149	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	151	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	230	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	232	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	300	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	302	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	402	# ---------------------------------------------------------	COMMENT
MEDIUM	pytests/config_test/test_config_base.py	404	# ---------------------------------------------------------	COMMENT
MEDIUM	src/A_memorix/requirements.txt	4	# ==================	COMMENT
MEDIUM	src/A_memorix/requirements.txt	28	# ==================	COMMENT
MEDIUM	src/A_memorix/requirements.txt	41	# ==================	COMMENT
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	3577	# =========================================================================	COMMENT
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	3579	# =========================================================================	COMMENT
MEDIUM	src/A_memorix/core/storage/metadata_store.py	4113	# =========================================================================	COMMENT
MEDIUM	src/A_memorix/core/storage/metadata_store.py	4115	# =========================================================================	COMMENT
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	4476	# =========================================================================	STRING
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	4478	# =========================================================================	STRING
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	4480	# =========================================================================	STRING
MEDIUM⚡	src/A_memorix/core/storage/metadata_store.py	4482	# =========================================================================	STRING
MEDIUM	src/A_memorix/core/storage/graph_store.py	1253	# =========================================================================	COMMENT
MEDIUM	src/A_memorix/core/storage/graph_store.py	1255	# =========================================================================	COMMENT
MEDIUM	src/common/message_server/api.py	46	# ---------------------------------------------------------------------	COMMENT
MEDIUM	src/common/message_server/api.py	48	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/plugin_runtime/integration.py	155	# ─── 插件目录 ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	src/plugin_runtime/integration.py	1856	# ─── 能力实现注册 ──────────────────────────────────────────	COMMENT
MEDIUM⚡	src/plugin_runtime/integration.py	1867	# ─── 单例 ──────────────────────────────────────────────────	COMMENT
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Fake / Example Data69 hits · 89 pts

Severity	File	Line	Snippet	Context
LOW	dashboard/src/i18n/locales/zh.json	208	"placeholder": "输入消息...",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	781	"placeholder": "请输入一个安全且容易保存的密码",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	790	"placeholder": "请选择平台",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	798	"placeholder": "请输入平台名称，如 matrix"	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	802	"placeholder": "请输入机器人的 QQ 账号",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	807	"placeholder": "请输入机器人的账号 ID",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	812	"placeholder": "请输入机器人的昵称",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	817	"placeholder": "输入别名后按回车添加",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	826	"placeholder": "描述机器人的人格特质和身份特征（建议 120 字以内）",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	831	"placeholder": "描述机器人说话的表达风格、表达习惯",	CODE
LOW⚡	dashboard/src/i18n/locales/zh.json	836	"placeholder": "每行输入一种备用表达风格",	CODE
LOW	dashboard/src/i18n/locales/zh.json	871	"placeholder": "例如：符合公序良俗",	CODE
LOW	dashboard/src/i18n/locales/zh.json	884	"placeholder": "例如 OpenAI、DeepSeek、自建服务",	CODE
LOW	dashboard/src/i18n/locales/zh.json	988	"placeholder": "搜索页面、配置或描述想解决的问题...",	CODE
LOW	dashboard/src/i18n/locales/ja.json	136	"placeholder": "メッセージを入力...",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	709	"placeholder": "安全に保管できる Token を入力してください",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	718	"placeholder": "プラットフォームを選択",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	726	"placeholder": "matrix などのプラットフォーム名を入力"	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	730	"placeholder": "ボットの QQ アカウントを入力",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	735	"placeholder": "ボットのアカウント ID を入力",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	740	"placeholder": "ボットのニックネームを入力",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	745	"placeholder": "別名を入力して Enter で追加",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	754	"placeholder": "ボットの人格や設定を説明してください（120文字以内推奨）",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	759	"placeholder": "ボットの話し方や表現の癖を説明してください",	CODE
LOW⚡	dashboard/src/i18n/locales/ja.json	764	"placeholder": "1行につき1つの代替返信スタイルを入力",	CODE
LOW	dashboard/src/i18n/locales/ja.json	799	"placeholder": "例：公序良俗に反しないこと",	CODE
LOW	dashboard/src/i18n/locales/ja.json	812	"placeholder": "例: OpenAI、DeepSeek、自ホストサービス",	CODE
LOW	dashboard/src/i18n/locales/ja.json	917	"placeholder": "ページ、設定、または解決したい問題を検索...",	CODE
LOW	dashboard/src/i18n/locales/en.json	208	"placeholder": "Type a message...",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	781	"placeholder": "Enter a secure token you can store safely",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	790	"placeholder": "Select a platform",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	798	"placeholder": "Enter a platform name, such as matrix"	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	802	"placeholder": "Enter the bot's QQ account",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	807	"placeholder": "Enter the bot's account ID",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	812	"placeholder": "Enter the bot's nickname",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	817	"placeholder": "Type an alias and press Enter to add it",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	826	"placeholder": "Describe the bot's personality and identity traits (recommended within 120 characters)",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	831	"placeholder": "Describe how the bot speaks and expresses itself",	CODE
LOW⚡	dashboard/src/i18n/locales/en.json	836	"placeholder": "Enter one alternate reply style per line",	CODE
LOW	dashboard/src/i18n/locales/en.json	871	"placeholder": "For example: appropriate and safe for general audiences",	CODE
LOW	dashboard/src/i18n/locales/en.json	884	"placeholder": "For example OpenAI, DeepSeek, or self-hosted",	CODE
LOW	dashboard/src/i18n/locales/en.json	989	"placeholder": "Search pages, settings, or describe a problem...",	CODE
LOW	dashboard/src/i18n/locales/ko.json	132	"placeholder": "메시지 입력...",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	699	"placeholder": "안전하게 보관할 수 있는 Token을 입력하세요",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	708	"placeholder": "플랫폼 선택",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	716	"placeholder": "예: matrix 와 같은 플랫폼 이름 입력"	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	720	"placeholder": "봇의 QQ 계정을 입력하세요",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	725	"placeholder": "봇의 계정 ID를 입력하세요",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	730	"placeholder": "봇의 닉네임을 입력하세요",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	735	"placeholder": "별칭을 입력하고 Enter 로 추가",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	744	"placeholder": "봇의 성격과 설정을 설명해 주세요 (권장 120자 이내)",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	749	"placeholder": "봇이 말하는 방식과 표현 습관을 설명해 주세요",	CODE
LOW⚡	dashboard/src/i18n/locales/ko.json	754	"placeholder": "한 줄에 하나씩 대체 답변 스타일을 입력하세요",	CODE
LOW	dashboard/src/i18n/locales/ko.json	789	"placeholder": "예: 공공질서와 미풍양속에 어긋나지 않음",	CODE
LOW	dashboard/src/i18n/locales/ko.json	802	"placeholder": "예: OpenAI, DeepSeek, 자체 호스팅",	CODE
LOW	dashboard/src/i18n/locales/ko.json	907	"placeholder": "페이지, 설정 또는 해결하려는 문제 검색...",	CODE
LOW	dashboard/src/routes/plugin-config.tsx	155	resolveLocalizedText(field.placeholder, language, '', field.i18n, 'placeholder') \|\|	CODE
LOW	dashboard/src/routes/plugin-config.tsx	173	'placeholder'	CODE
LOW	…/src/routes/resource/behavior/__tests__/index.test.tsx	745	'placeholder',	CODE
LOW	…/src/routes/resource/behavior/__tests__/index.test.tsx	821	expect(screen.getByLabelText('搜索')).toHaveAttribute('placeholder', 'tag 或 cluster_key')	CODE
9 more matches not shown…

Modern Structural Boilerplate91 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	…ests/A_memorix_test/test_runtime_service_boundaries.py	576	def set_runtime_sparse_only(self, enabled: bool) -> None:	CODE
LOW⚡	src/maisaka/chat_loop_service.py	867	def set_extra_tools(self, tools: Sequence[ToolDefinitionInput]) -> None:	CODE
LOW⚡	src/maisaka/chat_loop_service.py	876	def set_tool_registry(self, tool_registry: ToolRegistry \| None) -> None:	CODE
LOW⚡	src/maisaka/chat_loop_service.py	885	def set_interrupt_flag(self, interrupt_flag: asyncio.Event \| None) -> None:	CODE
LOW⚡	src/maisaka/runtime.py	1463	def set_current_action_tool_names(self, tool_names: Sequence[str]) -> None:	CODE
LOW⚡	src/maisaka/runtime.py	1474	def update_deferred_tool_specs(self, deferred_tool_specs: Sequence[ToolSpec]) -> None:	CODE
LOW	src/maisaka/runtime.py	286	def _update_stage_status(self, stage: str, detail: str = "", *, round_text: str = "") -> None:	CODE
LOW	src/maisaka/runtime.py	1205	def _update_message_trigger_state(self, message: SessionMessage) -> None:	CODE
LOW	src/maisaka/reply_effect/__init__.py	8	__all__ = ["ReplyEffectTracker"]	CODE
LOW	src/maisaka/focus/__init__.py	6	__all__ = [	CODE
LOW	src/maisaka/display/__init__.py	16	__all__ = [	CODE
LOW	src/chat/__init__.py	10	__all__ = [	CODE
LOW	src/chat/message_receive/__init__.py	5	__all__ = ["chat_manager", "emoji_manager"]	CODE
LOW	src/chat/replyer/maisaka_expression_selector.py	553	def _update_last_active_time(self, selected_ids: List[int]) -> None:	CODE
LOW	src/A_memorix/__init__.py	5	__all__ = ["__version__"]	CODE
LOW	src/A_memorix/plugin.py	40	def set_plugin_config(self, config: Dict[str, Any]) -> None:	CODE
LOW	src/A_memorix/runtime_registry.py	8	def set_runtime_kernel(kernel: Any \| None) -> None:	CODE
LOW	src/A_memorix/core/__init__.py	48	__all__ = [	CODE
LOW	src/A_memorix/core/embedding/__init__.py	11	__all__ = [	CODE
LOW	src/A_memorix/core/runtime/lifecycle_orchestrator.py	49	def _set_runtime_vector_pools_ready(plugin: Any, ready: bool) -> None:	CODE
LOW	src/A_memorix/core/runtime/__init__.py	9	__all__ = [	CODE
LOW⚡	src/A_memorix/core/runtime/sdk_memory_kernel.py	586	def _set_vector_health(self, **patch: Any) -> None:	CODE
LOW⚡	src/A_memorix/core/runtime/sdk_memory_kernel.py	655	def _set_embedding_degraded(self, *, active: bool, reason: str = "", checked_at: Optional[float] = None) -> None:	CODE
LOW	src/A_memorix/core/runtime/sdk_memory_kernel.py	273	def _set_cfg(self, key: str, value: Any) -> None:	CODE
LOW	src/A_memorix/core/runtime/sdk_memory_kernel.py	308	def _set_runtime_capability(self, channel: str, available: bool) -> None:	CODE
LOW	src/A_memorix/core/runtime/sdk_memory_kernel.py	1091	def _update_dual_vector_auto_migration_stage(self, stage: str, **progress: Any) -> None:	CODE
LOW⚡	…morix/core/runtime/services/embedding_state_service.py	198	def _set_embedding_degraded(self, *, active: bool, reason: str = "", checked_at: Optional[float] = None) -> None:	CODE
LOW	src/A_memorix/core/runtime/services/__init__.py	29	__all__ = [	CODE
LOW	…core/runtime/services/dual_vector_migration_service.py	91	def _update_dual_vector_auto_migration_stage(self, stage: str, **progress: Any) -> None:	CODE
LOW	…morix/core/runtime/services/vector_recovery_service.py	127	def _set_vector_health(self, **patch: Any) -> None:	CODE
LOW	src/A_memorix/core/utils/__init__.py	17	__all__ = [	CODE
LOW	src/A_memorix/core/utils/web_import_manager.py	423	def set_write_changed_callback(self, callback: Optional[Callable[[Dict[str, Any]], Any]]) -> None:	CODE
LOW	src/A_memorix/core/utils/web_import_manager.py	4084	async def _set_file_strategy(self, task_id: str, file_id: str, strategy: Any) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4137	async def _set_file_state(self, task_id: str, file_id: str, status: str, step: str) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4180	async def _set_file_failed(self, task_id: str, file_id: str, error: str) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4195	async def _set_file_cancelled(self, task_id: str, file_id: str, reason: str) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4259	async def _set_chunk_completed(self, task_id: str, file_id: str, chunk_id: str) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4281	async def _set_chunk_failed(self, task_id: str, file_id: str, chunk_id: str, error: str) -> None:	STRING
LOW	src/A_memorix/core/utils/web_import_manager.py	4311	async def _set_chunk_cancelled(self, task_id: str, file_id: str, chunk_id: str, reason: str) -> None:	STRING
LOW	src/A_memorix/core/storage/metadata_store.py	2876	def set_schema_version(self, version: int = SCHEMA_VERSION) -> None:	CODE
LOW	src/A_memorix/core/storage/metadata_store.py	2915	def update_relation_timestamp(self, hash_value: str, access_count_delta: int = 1) -> None:	CODE
LOW	src/A_memorix/core/storage/__init__.py	35	__all__ = [	CODE
LOW	src/A_memorix/core/retrieval/dual_path.py	402	def set_runtime_sparse_only(self, enabled: bool) -> None:	CODE
LOW	src/A_memorix/core/retrieval/__init__.py	37	__all__ = [	CODE
LOW	src/A_memorix/scripts/import_lpmm_json.py	171	def update_progress(step: int = 1, current_task_id=task_id) -> None:	CODE
LOW	src/A_memorix/scripts/migrate_maibot_memory.py	414	def _set_nested_dict_value(target: Dict[str, Any], dotted_key: str, value: Dict[str, Any]) -> None:	CODE
LOW⚡	src/config/config.py	385	def _update_config_file_fingerprints(self, scopes: Sequence[str]) -> None:	CODE
LOW	src/config/config_base.py	11	__all__ = ["ConfigBase", "Field", "AttributeData"]	CODE
LOW	src/platform_io/__init__.py	22	__all__ = [	CODE
LOW	src/platform_io/adapter_policy.py	214	def set_default_action(self, chat_type: str, action: str) -> None:	CODE
LOW	src/platform_io/adapter_policy.py	639	def _set_or_remove_id_list(policy: Table, key: str, ids: List[str]) -> None:	CODE
LOW	src/platform_io/manager.py	208	def set_inbound_dispatcher(self, dispatcher: InboundDispatcher) -> None:	CODE
LOW	src/platform_io/drivers/__init__.py	7	__all__ = [	CODE
LOW	src/platform_io/drivers/base.py	48	def set_inbound_handler(self, handler: InboundHandler) -> None:	CODE
LOW	src/common/runtime_loop.py	12	def set_main_loop(loop: Optional[asyncio.AbstractEventLoop]) -> None:	CODE
LOW	src/common/data_models/planned_action_data_models.py	100	__all__ = ["PlannedAction", "PlanningContext", "PlanningResult"]	CODE
LOW	src/common/data_models/embedding_service_data_models.py	19	__all__ = [	CODE
LOW	src/common/data_models/llm_service_data_models.py	285	__all__ = [	CODE
LOW	src/common/data_models/reply_generation_data_models.py	270	__all__ = [	CODE
LOW⚡	src/common/data_models/image_data_model.py	42	def _set_full_path(self, full_path: Path) -> None:	CODE
31 more matches not shown…

Cross-Language Confusion10 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	src/chat/utils/statistic.py	2766	datasets.push({{	CODE
HIGH⚡	src/A_memorix/core/utils/web_import_manager.py	4011	"event_time": null,	CODE
HIGH⚡	src/A_memorix/core/utils/web_import_manager.py	4012	"event_time_start": null,	CODE
HIGH⚡	src/A_memorix/core/utils/web_import_manager.py	4013	"event_time_end": null,	CODE
HIGH⚡	src/A_memorix/core/utils/web_import_manager.py	4014	"time_range": null,	CODE
HIGH⚡	src/A_memorix/core/utils/web_import_manager.py	4015	"time_granularity": null,	CODE
HIGH⚡	src/A_memorix/scripts/process_knowledge.py	327	"event_time": null,	CODE
HIGH⚡	src/A_memorix/scripts/process_knowledge.py	328	"event_time_start": null,	CODE
HIGH⚡	src/A_memorix/scripts/process_knowledge.py	329	"event_time_end": null,	CODE
HIGH⚡	src/A_memorix/scripts/process_knowledge.py	330	"time_range": null,	CODE

AI Structural Patterns56 hits · 42 pts

Severity	File	Line	Context
LOW	pytests/statistics_test/test_statistics_memory_usage.py	12	CODE
LOW	src/maisaka/chat_loop_service.py	983	CODE
LOW	src/maisaka/runtime.py	1363	CODE
LOW	src/maisaka/display/runtime_mixin.py	34	CODE
LOW	src/maisaka/display/runtime_mixin.py	309	CODE
LOW	src/core/tooling.py	99	CODE
LOW	src/chat/message_receive/chat_manager.py	38	CODE
LOW	src/chat/replyer/maisaka_generator_base.py	985	CODE
LOW	src/A_memorix/plugin.py	106	CODE
LOW	src/A_memorix/plugin.py	186	CODE
LOW	src/A_memorix/core/runtime/sdk_memory_kernel.py	873	CODE
LOW	src/A_memorix/core/runtime/sdk_memory_kernel.py	904	CODE
LOW	src/A_memorix/core/runtime/services/ingest_service.py	243	CODE
LOW	src/A_memorix/core/runtime/services/ingest_service.py	310	CODE
LOW	…_memorix/core/runtime/services/delete_admin_service.py	812	CODE
LOW	src/A_memorix/core/utils/person_profile_service.py	54	CODE
LOW	src/A_memorix/core/utils/episode_retrieval_service.py	49	CODE
LOW	src/A_memorix/core/utils/profile_text.py	70	CODE
LOW	src/A_memorix/core/storage/metadata_store.py	1968	CODE
LOW	src/A_memorix/core/storage/metadata_profile.py	173	CODE
LOW	src/A_memorix/core/storage/metadata_fact.py	284	CODE
LOW	src/common/message_repository.py	67	CODE
LOW	src/common/message_repository.py	111	CODE
LOW	src/common/message_repository.py	228	CODE
LOW	src/common/data_models/chat_session_data_model.py	10	CODE
LOW	src/common/data_models/jargon_data_model.py	17	CODE
LOW	src/common/utils/utils_message.py	396	CODE
LOW	src/plugin_runtime/host/supervisor.py	116	CODE
LOW	src/llm_models/utils_model.py	389	CODE
LOW	src/llm_models/utils_model.py	458	CODE
LOW	src/llm_models/utils_model.py	1169	CODE
LOW	src/webui/routers/behavior.py	611	CODE
LOW	src/webui/routers/memory.py	2560	CODE
LOW	src/webui/routers/memory.py	3169	CODE
LOW	src/webui/routers/model.py	227	CODE
LOW	src/webui/routers/model.py	598	CODE
LOW	src/webui/routers/jargon.py	756	CODE
LOW	src/webui/routers/reply_effects.py	160	CODE
LOW	src/webui/routers/reply_effects.py	217	CODE
LOW	src/webui/routers/reply_effects.py	280	CODE
LOW	src/webui/routers/expression.py	1230	CODE
LOW	src/webui/routers/plugin/progress.py	56	CODE
LOW	src/webui/routers/emoji/routes.py	221	CODE
LOW	src/services/send_service.py	937	CODE
LOW	src/services/send_service.py	971	CODE
LOW	src/services/send_service.py	1022	CODE
LOW	src/services/send_service.py	1054	CODE
LOW	src/services/send_service.py	1324	CODE
LOW	src/services/send_service.py	1352	CODE
LOW	src/services/send_service.py	1399	CODE
LOW	src/services/send_service.py	1426	CODE
LOW	src/services/generator_service.py	93	CODE
LOW	src/services/generator_service.py	171	CODE
LOW	src/services/memory_service.py	204	CODE
LOW	src/services/memory_service.py	270	CODE
LOW	src/services/memory_service.py	307	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	…A_memorix/core/runtime/services/graph_admin_service.py	select distinct p.source from paragraph_entities pe join paragraphs p on p.hash = pe.paragraph_hash where pe.entity_hash	STRING
HIGH	…_memorix/core/runtime/services/delete_admin_service.py	select distinct p.source from paragraph_entities pe join paragraphs p on p.hash = pe.paragraph_hash where pe.entity_hash	STRING
HIGH	src/A_memorix/core/storage/metadata_store.py	select distinct p.source from paragraph_entities pe join paragraphs p on p.hash = pe.paragraph_hash where pe.entity_hash	STRING
HIGH	…_memorix/core/runtime/services/delete_admin_service.py	insert or ignore into paragraph_relations (paragraph_hash, relation_hash) values (?, ?)	STRING
HIGH	src/A_memorix/core/storage/metadata_store.py	insert or ignore into paragraph_relations (paragraph_hash, relation_hash) values (?, ?)	STRING
HIGH	src/A_memorix/scripts/migrate_maibot_memory.py	insert or ignore into paragraph_relations (paragraph_hash, relation_hash) values (?, ?)	STRING

Over-Commented Block22 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	41	# restart: always	COMMENT
LOW	docker-compose.yml	81	- maim_bot	COMMENT
LOW	.devcontainer/setup-dood-override.sh	1	#!/bin/sh	COMMENT
LOW	scripts/run.sh	901	# [Unit]	COMMENT
LOW	src/chat/message_receive/uni_message_sender.py	301	message.raw_message.components.insert(0, ReplyComponent(reply_message_id))	COMMENT
LOW	src/chat/message_receive/uni_message_sender.py	321		COMMENT
LOW	src/A_memorix/requirements.txt	41	# ==================	COMMENT
LOW	src/learners/learner_utils_old.py	221		COMMENT
LOW	src/learners/learner_utils_old.py	241	# messages=context_messages,	COMMENT
LOW	src/learners/learner_utils_old.py	261	# """判断消息是否来自机器人自身"""	COMMENT
LOW	src/learners/learner_utils_old.py	281	# platform_accounts = parse_platform_accounts(getattr(bot_config, "platforms", []) or [])	COMMENT
LOW	src/learners/learner_utils_old.py	301		COMMENT
LOW	src/learners/learner_utils_old.py	321	# raw = response.strip()	COMMENT
LOW	src/learners/learner_utils_old.py	341	# parsed = json.loads(raw)	COMMENT
LOW	src/learners/learner_utils_old.py	361	# char = text[i]	COMMENT
LOW	src/learners/learner_utils_old.py	381	# i += 1	COMMENT
LOW	src/learners/learner_utils_old.py	401		COMMENT
LOW	src/learners/learner_utils_old.py	421	# parsed_list = parsed	COMMENT
LOW	src/learners/learner_utils_old.py	441	# source_id = str(item.get("source_id", "")).strip()	COMMENT
LOW	src/common/data_models/llm_data_model.py	1	# from dataclasses import dataclass	COMMENT
LOW	src/common/data_models/llm_data_model.py	21	# processed_output: Optional[List[str]] = None	COMMENT
LOW	src/webui/middleware/anti_crawler.py	121		COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/chat/utils/statistic.py	1911	const items = chart.options.plugins.legend.labels.generateLabels(chart);	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/config/default_model_config.py	12	"api_key": "your-api-key",	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	pytests/test_bot_account_service.py	98		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings