AstrBotDevs/AstrBot

16.3

Adjusted Score

16.3

Raw Score

100%

Time Factor

2026-08-28

Last Push

39.7K

Stars

Python

Language

379.1K

Lines of Code

1.6K

Files

5.3K

Pattern Hits

2026-08-29

Scan Date

0.11

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 22HIGH 151MEDIUM 180LOW 4962

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 5315 distinct pattern matches across 21 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 Identifiers3013 hits · 2807 pts

Severity	File	Line	Snippet	Context
LOW	runtime_bootstrap.py	12	def _try_patch_aiohttp_ssl_context(	CODE
LOW⚡	runtime_bootstrap.py	36	def configure_runtime_ca_bundle(log_obj: Any \| None = None) -> bool:	CODE
LOW⚡	runtime_bootstrap.py	47	def initialize_runtime_bootstrap(log_obj: Any \| None = None) -> bool:	CODE
LOW	astrbot/core/log.py	256	def _ensure_logger_enricher_filter(cls, logger: logging.Logger) -> None:	CODE
LOW	astrbot/core/log.py	267	def _ensure_logger_intercept_handler(cls, logger: logging.Logger) -> None:	CODE
LOW	astrbot/core/log.py	294	def _load_plugin_level_overrides(cls) -> dict[str, str]:	CODE
LOW	astrbot/core/log.py	373	def _effective_plugin_log_level(cls, plugin_name: str) -> int:	CODE
LOW⚡	astrbot/core/astr_main_agent.py	845	async def _compress_image_for_provider(	CODE
LOW⚡	astrbot/core/astr_main_agent.py	859	def _is_generated_compressed_image_path(	CODE
LOW	astrbot/core/astr_main_agent.py	382	async def _get_workspace_path_for_umo(umo: str, plugin_context: Context) -> Path:	CODE
LOW	astrbot/core/astr_main_agent.py	404	async def _apply_workspace_extra_prompt(	CODE
LOW	astrbot/core/astr_main_agent.py	490	def _filter_skills_for_current_config(	CODE
LOW	astrbot/core/astr_main_agent.py	522	async def _ensure_persona_and_skills(	CODE
LOW	astrbot/core/astr_main_agent.py	750	def _append_quoted_image_attachment(req: ProviderRequest, image_path: str) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	762	def _append_quoted_audio_attachment(req: ProviderRequest, audio_path: str) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	808	def _get_quoted_message_parser_settings(	CODE
LOW	astrbot/core/astr_main_agent.py	1249	def _proactive_cron_job_tools(req: ProviderRequest, plugin_context: Context) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	1290	def _apply_web_search_citation_prompt(	CODE
LOW	astrbot/core/astr_main_agent.py	1343	def _get_fallback_chat_providers(	CODE
LOW	astrbot/core/astr_main_agent.py	1378	def _provider_supports_modality(provider: Provider, modality: str) -> bool:	CODE
LOW	astrbot/core/astr_main_agent.py	1385	def _select_image_chat_provider(	CODE
LOW	astrbot/core/desktop_runtime.py	14	def is_desktop_managed_backend() -> bool:	CODE
LOW	astrbot/core/desktop_runtime.py	18	def get_desktop_session_secret() -> str \| None:	CODE
LOW	astrbot/core/desktop_runtime.py	29	def is_desktop_session_auth_enabled() -> bool:	CODE
LOW	astrbot/core/desktop_runtime.py	48	def verify_desktop_session_secret(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	59	def _collect_image_urls_from_args(cls, image_urls_raw: T.Any) -> list[str]:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	78	async def _collect_image_urls_from_message(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	103	async def _collect_handoff_image_urls(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	191	def _get_runtime_computer_tools(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	381	async def _execute_handoff_background(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	397	async def _run_handoff_in_background() -> None:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	511	async def _wake_main_agent_for_background_result(	CODE
LOW	astrbot/core/zip_updater.py	79	async def _fetch_repository_default_branch(	CODE
LOW	astrbot/core/zip_updater.py	110	async def _resolve_repository_source(	CODE
LOW	astrbot/core/zip_updater.py	324	def _resolve_archive_root_dir(entries: list[str]) -> str:	CODE
LOW	astrbot/core/zip_updater.py	353	def _finalize_extracted_archive(	CODE
LOW	astrbot/core/astr_agent_run_util.py	61	def _build_tool_call_status_message(tool_info: dict \| None) -> str:	CODE
LOW	astrbot/core/astr_agent_run_util.py	67	def _build_tool_result_status_message(	CODE
LOW	astrbot/core/astr_agent_run_util.py	90	def _should_buffer_llm_result(	CODE
LOW	astrbot/core/astr_agent_run_util.py	102	def _merge_buffered_llm_chains(	CODE
LOW	astrbot/core/conversation_mgr.py	30	def register_on_session_deleted(	CODE
LOW	astrbot/core/conversation_mgr.py	160	async def delete_conversations_by_user_id(self, unified_msg_origin: str) -> None:	CODE
LOW	astrbot/core/conversation_mgr.py	240	async def get_filtered_conversations(	CODE
LOW	astrbot/core/conversation_mgr.py	310	async def update_conversation_title(	CODE
LOW	astrbot/core/conversation_mgr.py	335	async def update_conversation_persona_id(	CODE
LOW	astrbot/core/conversation_mgr.py	392	async def get_human_readable_context(	CODE
LOW	astrbot/core/process_restart.py	19	def _terminate_child_processes() -> None:	CODE
LOW	astrbot/core/process_restart.py	66	def _build_frozen_restart_args() -> list[str]:	CODE
LOW	astrbot/core/process_restart.py	78	def _reset_pyinstaller_environment() -> None:	CODE
LOW	astrbot/core/workspace.py	22	def normalize_umo_for_workspace(umo: str) -> str:	CODE
LOW	astrbot/core/workspace.py	35	def normalize_project_workspace_type(value: Any) -> str:	CODE
LOW	astrbot/core/workspace.py	121	def resolve_project_workspace_root(project: Any, *, fallback_umo: str) -> Path:	CODE
LOW	astrbot/core/workspace.py	191	async def resolve_workspace_root_for_umo(	CODE
LOW⚡	astrbot/core/persona_error_reply.py	9	def normalize_persona_custom_error_message(value: object) -> str \| None:	CODE
LOW⚡	astrbot/core/persona_error_reply.py	17	def extract_persona_custom_error_message_from_persona(	CODE
LOW⚡	astrbot/core/persona_error_reply.py	26	def extract_persona_custom_error_message_from_event(event: Any) -> str \| None:	CODE
LOW⚡	astrbot/core/persona_error_reply.py	37	def set_persona_custom_error_message_on_event(	CODE
LOW⚡	astrbot/core/persona_error_reply.py	50	async def resolve_persona_custom_error_message(	CODE
LOW	astrbot/core/persona_error_reply.py	72	async def resolve_event_conversation_persona_id(	CODE
LOW	astrbot/core/core_lifecycle.py	99	async def _init_or_reload_subagent_orchestrator(self) -> None:	CODE
2953 more matches not shown…

Excessive Try-Catch Wrapping984 hits · 1026 pts

Severity	File	Line	Snippet	Context
LOW	main.py	105	except Exception as e:	STRING
LOW⚡	runtime_bootstrap.py	42	except Exception as exc:	CODE
LOW	astrbot/core/persona_mgr.py	409	except Exception as e:	CODE
LOW	astrbot/core/initial_loader.py	31	except Exception as e:	CODE
LOW	astrbot/core/log.py	360	except Exception:	CODE
LOW	astrbot/core/log.py	499	except Exception:	CODE
LOW	astrbot/core/log.py	521	except Exception:	CODE
LOW	astrbot/core/log.py	562	except Exception as e:	CODE
LOW	astrbot/core/astrbot_config_mgr.py	118	except Exception:	CODE
LOW	astrbot/core/astrbot_config_mgr.py	252	except Exception as e:	CODE
LOW	astrbot/core/file_token_service.py	49	except Exception:	CODE
LOW	astrbot/core/dashboard_assets.py	266	except Exception as exc:	CODE
LOW⚡	astrbot/core/astr_main_agent.py	854	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	311	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	400	except Exception:	CODE
LOW	astrbot/core/astr_main_agent.py	418	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	686	except Exception:	CODE
LOW	astrbot/core/astr_main_agent.py	743	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	776	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	963	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	1001	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	1120	except Exception as e:	CODE
LOW	astrbot/core/astr_main_agent.py	1564	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	1597	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/updater.py	181	except Exception:	CODE
LOW	astrbot/core/updater.py	348	except Exception as exc:	CODE
LOW	astrbot/core/updater.py	361	except Exception:	CODE
LOW	astrbot/core/updater.py	462	except Exception as exc:	CODE
MEDIUM	astrbot/core/astr_agent_tool_exec.py	163	def _run_in_background() -> None:	CODE
MEDIUM	astrbot/core/astr_agent_tool_exec.py	397	def _run_handoff_in_background() -> None:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	93	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	171	except Exception as e: # noqa: BLE001	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	358	except Exception:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	405	except Exception as e: # noqa: BLE001	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	449	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	490	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	691	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	770	except Exception:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	776	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	801	except Exception as e:	CODE
LOW	astrbot/core/zip_updater.py	97	except Exception as exc:	CODE
LOW	astrbot/core/zip_updater.py	204	except Exception as e:	CODE
LOW	astrbot/core/zip_updater.py	241	except Exception as e:	CODE
LOW	astrbot/core/zip_updater.py	373	except Exception:	CODE
LOW	astrbot/core/zip_updater.py	398	except Exception:	CODE
LOW	astrbot/core/astr_agent_run_util.py	317	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	346	except Exception:	CODE
LOW	astrbot/core/astr_agent_run_util.py	475	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	509	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	569	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	584	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	616	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	622	except Exception as e:	CODE
LOW	astrbot/core/conversation_mgr.py	55	except Exception as e:	CODE
LOW	astrbot/core/process_restart.py	145	except Exception as exc:	CODE
LOW	astrbot/core/workspace.py	179	except Exception:	CODE
LOW⚡	astrbot/core/persona_error_reply.py	33	except Exception:	CODE
LOW⚡	astrbot/core/persona_error_reply.py	45	except Exception:	CODE
LOW	astrbot/core/core_lifecycle.py	114	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	206	except Exception as e:	CODE
924 more matches not shown…

Docstring Block Structure115 hits · 575 pts

Severity	File	Line	Snippet	Context
HIGH	AGENTS.md	83	Brief description of the function. Args: user_id: Description of the ID. force_refresh: Description	STRING
HIGH	astrbot/core/astrbot_config_mgr.py	220	Delete a configuration profile. Args: conf_id: Configuration profile ID. Returns:	STRING
HIGH	astrbot/core/file_token_service.py	30	向令牌服务注册一个文件。 Args: file_path(str): 文件路径 timeout(float): 超时时间，单位秒（可选） Returns:	STRING
HIGH	astrbot/core/file_token_service.py	70	根据令牌获取文件路径，使用后令牌失效。 Args: file_token(str): 注册时返回的令牌 Returns: str: 文件路径	STRING
HIGH	astrbot/core/dashboard_assets.py	43	Normalize a Dashboard version for comparison. Args: version: Version with an optional ``v`` prefix. Re	STRING
HIGH	astrbot/core/updater.py	142	Download, validate, and apply matching Core and Dashboard packages. Args: version: Release tag or c	STRING
HIGH	astrbot/core/updater.py	387	Download an AstrBot core update package without applying it. Args: latest: Whether to download the	STRING
HIGH	astrbot/core/updater.py	476	Apply a previously downloaded AstrBot core update package. Args: zip_path: Core update zip archive	STRING
HIGH	astrbot/core/zip_updater.py	114	Resolve a repository URL to a downloadable source archive. Args: repo_url: Repository URL, optional	STRING
HIGH	astrbot/core/workspace.py	95	Resolve a custom workspace path. Args: path: Stored workspace path. Relative values are rooted under AstrBo	STRING
HIGH	astrbot/core/workspace.py	122	Resolve the workspace root from a project record. Args: project: Project-like object with workspace fields.	STRING
HIGH	astrbot/core/repository.py	59	Parse a public GitHub repository URL. Args: url: HTTP(S) GitHub URL, optionally ending in ``.git``	STRING
HIGH	astrbot/core/repository.py	133	Return a raw file URL in the resolved branch. Args: path: Repository-relative file path. R	STRING
HIGH	astrbot/core/repository.py	156	Normalize a repository locator without changing its transport. Args: url: GitHub shorthand, HTTP(S), SSH, o	STRING
HIGH	astrbot/core/repository.py	192	Parse a repository locator without exposing its transfer implementation. Args: url: GitHub shorthand, HTTP(	STRING
HIGH	astrbot/core/tools/web_search_tools.py	75	Return the current key and advance the round-robin index. Args: provider_settings: Provider setting	STRING
HIGH	astrbot/core/tools/web_search_tools.py	181	Call the Tavily Search API with API key failover. Args: provider_settings: Provider settings containing Tav	STRING
HIGH	astrbot/core/tools/web_search_tools.py	242	Call the Tavily Extract API with API key failover. Args: provider_settings: Provider settings containing Ta	STRING
HIGH	astrbot/core/tools/web_search_tools.py	301	Call the BoCha Search API with API key failover. Args: provider_settings: Provider settings containing BoCh	STRING
HIGH	astrbot/core/tools/web_search_tools.py	367	Call the Brave Search API with API key failover. Args: provider_settings: Provider settings containing Brav	STRING
HIGH	astrbot/core/tools/web_search_tools.py	428	Call the Firecrawl Search API with API key failover. Args: provider_settings: Provider settings containing	STRING
HIGH	astrbot/core/tools/web_search_tools.py	494	Call the Firecrawl Scrape API with API key failover. Args: provider_settings: Provider settings containing	STRING
HIGH	astrbot/core/platform/platform.py	171	统一 Webhook 回调入口。支持统一 Webhook 模式的平台需要实现此方法。当 Dashboard 收到 /api/platform/webhook/{uuid} 请求时，会调用此方法。	STRING
HIGH	…urces/weixin_official_account/weixin_offacc_adapter.py	514	Creates a Weixin Official Account message event. Args: message: AstrBot message object to wrap.	STRING
HIGH	astrbot/core/platform/sources/misskey/misskey_api.py	834	通用消息发送函数：统一处理文本+媒体发送 Args: message_type: 消息类型 ('chat', 'room', 'note') target_id: 目标ID	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	68	Compute the hashes required by QQ in one pass over a file. Args: file_path: Local file to hash. Return	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	101	Read exactly one requested file part. Args: file_path: Local file to read. offset: Zero-based byte	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	144	Upload a file for one C2C user. Args: file_path: Local file to upload. file_type: QQ me	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	177	Upload a file for one QQ group. Args: file_path: Local file to upload. file_type: QQ me	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	210	Run the shared QQ chunk transfer flow for one destination path. Args: file_path: Local file to uplo	STRING
HIGH	…atform/sources/qqofficial/qqofficial_chunked_upload.py	546	Call QQ directly so business error codes remain available. qq-botpy's response handler discards the structured	STRING
HIGH	…core/platform/sources/qqofficial/login_registration.py	104	Decrypt the AppSecret returned by QQ bot QR binding. Args: encrypted_secret: Base64 payload containing 12-b	STRING
HIGH	…core/platform/sources/qqofficial/login_registration.py	242	Poll a QQ Official Bot QR binding task once. Args: platform_config: Platform configuration from the dashboa	STRING
HIGH	…latform/sources/qqofficial/qqofficial_message_event.py	636	Upload media to a QQ group or C2C session. Args: file_source: Local file path or remote URL to uplo	STRING
HIGH	astrbot/core/provider/func_tool_manager.py	1079	Asynchronously activate a registered function-calling tool. Args: name: Tool name. star	STRING
HIGH	astrbot/core/provider/manager.py	224	Resolve a provider preference with configuration fallbacks. Args: provider_type: Provider type to r	STRING
HIGH	astrbot/core/provider/sources/bailian_rerank_source.py	142	解析API响应结果 Args: data: API响应数据 Returns: 重排序结果列表 Raises: Ba	STRING
HIGH	…trbot/core/provider/sources/openai_responses_source.py	304	Send a non-streaming Responses API request. Args: payloads: Prepared Responses API payload.	STRING
HIGH	…trbot/core/provider/sources/openai_responses_source.py	373	Send a streaming Responses API request. Args: payloads: Prepared Responses API payload.	STRING
HIGH	…trbot/core/provider/sources/openai_responses_source.py	491	Normalize a Responses API response into AstrBot's LLM response. Args: response: SDK Responses API r	STRING
HIGH	astrbot/core/utils/media_utils.py	278	Decode a base64 payload while tolerating omitted padding. Args: payload: Base64 payload without a data URI	STRING
HIGH	astrbot/core/utils/media_utils.py	1026	Convert a video file with ffmpeg. Args: video_path: Source video file path. output_format: Target f	STRING
HIGH	astrbot/core/utils/media_utils.py	1115	Convert an audio file to the requested format with ffmpeg. Args: audio_path: Source audio file path.	STRING
HIGH	astrbot/core/utils/media_utils.py	1234	Ensure the audio path points to wav format by extension/guess and convert when needed. If the file appears to alrea	STRING
HIGH	astrbot/core/utils/media_utils.py	1279	Ensure JPEG-compatible still images point to a JPEG file. Args: image_path: Local image path to inspect and	STRING
HIGH	astrbot/core/utils/media_utils.py	1442	Extract a JPEG cover frame from a video. Args: video_path: Source video file path. output_path: Opt	STRING
HIGH	astrbot/core/utils/toml_parser.py	7	Read one quoted TOML string value and return its tail. Args: value: Raw value text that starts with a quote	STRING
HIGH	astrbot/core/utils/toml_parser.py	35	Read a simple inline TOML string array. Args: raw_value: Raw dependency array text, including the surroundi	STRING
HIGH	astrbot/core/utils/toml_parser.py	76	Read project dependencies from a pyproject.toml file. Args: pyproject_path: Path to the pyproject.toml file	STRING
HIGH	astrbot/core/utils/tencent_record_helper.py	17	Decode a Tencent Silk file to 24 kHz mono PCM WAV. Args: silk_path: Input Tencent Silk file path. o	STRING
HIGH	astrbot/core/utils/tencent_record_helper.py	52	Encode a WAV file to Tencent Silk. Args: wav_path: Input WAV file path. output_path: Output Tencent	STRING
HIGH	astrbot/core/utils/tencent_record_helper.py	100	Convert an audio file to 24 kHz mono 16-bit PCM WAV. Args: input_path: Source audio file path. outp	STRING
HIGH	astrbot/core/agent/mcp_client.py	733	Call MCP tool with automatic reconnection on failure, max 2 retries. Args: tool_name: tool name	STRING
HIGH	astrbot/core/agent/runners/tool_loop_agent_runner.py	465	Await work while allowing a stop request to cancel it immediately. Args: awaitable: Provider or con	STRING
HIGH	astrbot/core/star/star_manager.py	1738	Inspect the important metadata exposed by a plugin repository. Args: repo_url: Supported plugin rep	STRING
HIGH	astrbot/core/star/star_manager.py	1945	Update and reload an installed plugin. Args: plugin_name: Registered plugin name. proxy	STRING
HIGH	astrbot/core/star/star_tools.py	40	Sends a message to a session by unified message origin. Args: session: Message session from event.s	STRING
HIGH	astrbot/core/star/star_tools.py	139	Activates a registered function-calling tool. Args: name: Tool name. Returns:	STRING
HIGH	astrbot/core/star/star_tools.py	156	Asynchronously activates a registered function-calling tool. Args: name: Tool name. Return	STRING
HIGH	astrbot/core/star/star_tools.py	174	Deactivates a registered function-calling tool. Args: name: Tool name. Returns:	STRING
55 more matches not shown…

Unused Imports507 hits · 455 pts

Severity	File	Line	Context
LOW	astrbot/core/log.py	32	CODE
LOW	astrbot/core/subagent_orchestrator.py	1	CODE
LOW	astrbot/core/__init__.py	7	CODE
LOW	astrbot/core/__init__.py	13	CODE
LOW	astrbot/core/__init__.py	16	CODE
LOW	astrbot/core/__init__.py	19	CODE
LOW	astrbot/core/__init__.py	25	CODE
LOW	astrbot/core/astr_main_agent.py	1	CODE
LOW	astrbot/core/exceptions.py	1	CODE
LOW	astrbot/core/workspace.py	1	CODE
LOW	astrbot/core/persona_error_reply.py	1	CODE
LOW	astrbot/core/pipeline/__init__.py	8	CODE
LOW	astrbot/core/pipeline/__init__.py	13	CODE
LOW	astrbot/core/pipeline/__init__.py	13	CODE
LOW	astrbot/core/pipeline/__init__.py	18	CODE
LOW	astrbot/core/pipeline/__init__.py	21	CODE
LOW	astrbot/core/pipeline/__init__.py	22	CODE
LOW	astrbot/core/pipeline/__init__.py	23	CODE
LOW	astrbot/core/pipeline/__init__.py	24	CODE
LOW	astrbot/core/pipeline/__init__.py	25	CODE
LOW	astrbot/core/pipeline/__init__.py	26	CODE
LOW	astrbot/core/pipeline/__init__.py	27	CODE
LOW	astrbot/core/pipeline/__init__.py	28	CODE
LOW	astrbot/core/pipeline/__init__.py	29	CODE
LOW	astrbot/core/pipeline/__init__.py	72	CODE
LOW	astrbot/core/pipeline/__init__.py	73	CODE
LOW	astrbot/core/pipeline/__init__.py	74	CODE
LOW	astrbot/core/pipeline/__init__.py	75	CODE
LOW	astrbot/core/pipeline/__init__.py	76	CODE
LOW	astrbot/core/pipeline/__init__.py	77	CODE
LOW	astrbot/core/pipeline/__init__.py	78	CODE
LOW	astrbot/core/pipeline/__init__.py	79	CODE
LOW	astrbot/core/pipeline/__init__.py	80	CODE
LOW	astrbot/core/pipeline/context.py	1	CODE
LOW	astrbot/core/pipeline/stage.py	1	CODE
LOW	astrbot/core/pipeline/process_stage/follow_up.py	1	CODE
LOW	…e/process_stage/method/agent_sub_stages/third_party.py	33	CODE
LOW	…e/process_stage/method/agent_sub_stages/third_party.py	34	CODE
LOW	astrbot/core/tools/registry.py	1	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	1	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	1	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	1	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	6	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	14	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	14	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	15	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	15	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	15	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
447 more matches not shown…

Decorative Section Separators104 hits · 364 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ore/platform/sources/wecom_ai_bot/WXBizJsonMsgCrypt.py	7	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	astrbot/core/star/session_llm_manager.py	10	# =============================================================================	COMMENT
MEDIUM⚡	astrbot/core/star/session_llm_manager.py	12	# =============================================================================	COMMENT
MEDIUM⚡	astrbot/core/star/session_llm_manager.py	81	# =============================================================================	COMMENT
MEDIUM⚡	astrbot/core/star/session_llm_manager.py	83	# =============================================================================	COMMENT
MEDIUM	astrbot/core/star/session_llm_manager.py	157	# =============================================================================	COMMENT
MEDIUM	astrbot/core/star/session_llm_manager.py	159	# =============================================================================	COMMENT
MEDIUM	astrbot/core/backup/constants.py	38	# ============================================================	COMMENT
MEDIUM	astrbot/core/backup/constants.py	40	# ============================================================	COMMENT
MEDIUM	astrbot/core/computer/booters/bay_manager.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	astrbot/core/computer/booters/bay_manager.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	astrbot/core/computer/booters/bay_manager.py	46	# ------------------------------------------------------------------	COMMENT
MEDIUM	astrbot/core/computer/booters/bay_manager.py	48	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	astrbot/core/computer/booters/bay_manager.py	233	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	astrbot/core/computer/booters/bay_manager.py	235	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/conftest.py	29	# ============================================================	COMMENT
MEDIUM⚡	tests/conftest.py	31	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	102	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	104	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	161	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	163	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	233	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	235	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	268	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	270	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	287	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	289	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	344	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	346	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	363	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	365	# ============================================================	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	11	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	13	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	137	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	139	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	224	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_shipyard_neo_booter.py	226	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_pip_installer.py	1881	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_pip_installer.py	1883	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	131	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	250	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	317	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_dashscope_embedding_source.py	319	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_dashscope_embedding_source.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_dashscope_embedding_source.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_profile_aware_tools.py	272	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/test_profile_aware_tools.py	274	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_profile_aware_tools.py	10	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_profile_aware_tools.py	12	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_profile_aware_tools.py	55	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_profile_aware_tools.py	57	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_profile_aware_tools.py	159	# ═══════════════════════════════════════════════════════════════	COMMENT
44 more matches not shown…

Deep Nesting300 hits · 254 pts

Severity	File	Line	Context
LOW	astrbot/core/platform_message_history_mgr.py	32	CODE
LOW	astrbot/core/astr_main_agent.py	323	CODE
LOW	astrbot/core/astr_main_agent.py	522	CODE
LOW	astrbot/core/astr_main_agent.py	870	CODE
LOW	astrbot/core/astr_main_agent.py	1256	CODE
LOW	astrbot/core/astr_main_agent.py	1412	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	717	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	78	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	132	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	424	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	471	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	621	CODE
LOW	astrbot/core/astr_agent_run_util.py	115	CODE
LOW	astrbot/core/astr_agent_run_util.py	513	CODE
LOW	astrbot/core/astr_agent_run_util.py	590	CODE
LOW	astrbot/core/conversation_mgr.py	392	CODE
LOW	astrbot/core/workspace.py	121	CODE
LOW	…line/process_stage/method/agent_sub_stages/internal.py	162	CODE
LOW	…e/process_stage/method/agent_sub_stages/third_party.py	62	CODE
LOW	…e/process_stage/method/agent_sub_stages/third_party.py	289	CODE
LOW	astrbot/core/pipeline/result_decorate/stage.py	104	CODE
LOW	astrbot/core/pipeline/result_decorate/stage.py	126	CODE
LOW	astrbot/core/pipeline/waking_check/stage.py	77	CODE
LOW	astrbot/core/pipeline/respond/stage.py	169	CODE
LOW	astrbot/core/pipeline/preprocess_stage/stage.py	50	CODE
LOW	astrbot/core/tools/registry.py	33	CODE
LOW	astrbot/core/tools/cron_tools.py	101	CODE
LOW	astrbot/core/tools/message_tools.py	137	CODE
LOW	astrbot/core/tools/message_tools.py	207	CODE
LOW	astrbot/core/tools/message_tools.py	403	CODE
LOW	astrbot/core/tools/computer_tools/shell.py	315	CODE
LOW	astrbot/core/tools/computer_tools/fs.py	894	CODE
LOW	astrbot/core/config/astrbot_config.py	166	CODE
LOW	astrbot/core/platform/astr_message_event.py	144	CODE
LOW	astrbot/core/platform/manager.py	319	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	164	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	562	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	792	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	798	CODE
LOW	astrbot/core/platform/sources/kook/kook_client.py	186	CODE
LOW	astrbot/core/platform/sources/kook/kook_client.py	297	CODE
LOW	astrbot/core/platform/sources/kook/kook_adapter.py	128	CODE
LOW	astrbot/core/platform/sources/kook/kook_adapter.py	208	CODE
LOW	astrbot/core/platform/sources/kook/kook_adapter.py	356	CODE
LOW	…atform/sources/qqofficial_webhook/qo_webhook_server.py	169	CODE
LOW	…t/core/platform/sources/weixin_oc/weixin_oc_adapter.py	1157	CODE
LOW	…t/core/platform/sources/weixin_oc/weixin_oc_adapter.py	1712	CODE
LOW	…ore/platform/sources/discord/discord_platform_event.py	132	CODE
LOW	…e/platform/sources/discord/discord_platform_adapter.py	192	CODE
LOW	…atform/sources/aiocqhttp/aiocqhttp_platform_adapter.py	198	CODE
LOW	…/platform/sources/aiocqhttp/aiocqhttp_message_event.py	35	CODE
LOW	…/platform/sources/aiocqhttp/aiocqhttp_message_event.py	70	CODE
LOW	…/platform/sources/aiocqhttp/aiocqhttp_message_event.py	126	CODE
LOW	…/platform/sources/aiocqhttp/aiocqhttp_message_event.py	199	CODE
LOW	astrbot/core/platform/sources/lark/lark_event.py	191	CODE
LOW	astrbot/core/platform/sources/lark/lark_event.py	311	CODE
LOW	astrbot/core/platform/sources/lark/lark_event.py	415	CODE
LOW	astrbot/core/platform/sources/lark/lark_event.py	938	CODE
LOW	astrbot/core/platform/sources/lark/lark_adapter.py	131	CODE
LOW	astrbot/core/platform/sources/lark/lark_adapter.py	156	CODE
240 more matches not shown…

Hallucination Indicators22 hits · 220 pts

Severity	File	Line	Snippet	Context
CRITICAL	astrbot/core/platform/sources/lark/lark_event.py	756	response = await self.bot.im.v1.message_reaction.acreate(request)	CODE
CRITICAL	astrbot/core/platform/sources/lark/lark_event.py	804	response = await self.bot.cardkit.v1.card.acreate(request)	CODE
CRITICAL	astrbot/core/platform/sources/lark/lark_event.py	870	response = await self.bot.cardkit.v1.card_element.acontent(request)	CODE
CRITICAL	astrbot/core/platform/sources/lark/lark_event.py	910	response = await self.bot.cardkit.v1.card.asettings(request)	CODE
CRITICAL	astrbot/core/platform/sources/lark/lark_adapter.py	116	response = await self.lark_api.im.v1.message_resource.aget(request)	CODE
CRITICAL	astrbot/core/platform/sources/lark/lark_adapter.py	354	response = await self.lark_api.im.v1.message.aget(request)	CODE
CRITICAL	astrbot/core/provider/sources/gemini_source.py	18	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	astrbot/core/provider/sources/anthropic_source.py	16	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	astrbot/core/provider/sources/openai_source.py	29	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	astrbot/core/provider/sources/openai_tts_api_source.py	51	async with self.client.audio.speech.with_streaming_response.create(	CODE
CRITICAL	…trbot/core/provider/sources/openai_responses_source.py	13	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	astrbot/core/agent/runners/tool_loop_agent_runner.py	31	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	astrbot/core/db/vec_db/faiss_impl/vec_db.py	7	from astrbot.core.exceptions import KnowledgeBaseUploadError	CODE
CRITICAL	astrbot/core/knowledge_base/kb_helper.py	13	from astrbot.core.exceptions import KnowledgeBaseUploadError	CODE
CRITICAL	astrbot/dashboard/api/chat.py	252	return ok(request.app.state.services.config_profiles.list_profiles())	CODE
CRITICAL	tests/test_openai_source.py	14	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	tests/test_anthropic_kimi_code_provider.py	10	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	tests/test_gemini_source.py	8	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	tests/test_kb_import.py	10	from astrbot.core.exceptions import KnowledgeBaseUploadError	CODE
CRITICAL	tests/test_tool_loop_agent_runner.py	22	from astrbot.core.exceptions import EmptyModelOutputError	CODE
CRITICAL	tests/unit/test_kb_upload_atomicity.py	26	from astrbot.core.exceptions import KnowledgeBaseUploadError	CODE
CRITICAL	tests/unit/test_faiss_vec_db.py	8	from astrbot.core.exceptions import KnowledgeBaseUploadError	CODE

Cross-File Repetition33 hits · 165 pts

Severity	File	Snippet	Context
HIGH	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/kook/kook_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/lark/lark_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/wecom/wecom_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	…trbot/core/platform/sources/misskey/misskey_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	…/core/platform/sources/wecom_ai_bot/wecomai_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/line/line_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/telegram/tg_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/slack/slack_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	…core/platform/sources/mattermost/mattermost_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/satori/satori_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	…trbot/core/platform/sources/webchat/webchat_adapter.py	creates a wecom ai bot message event. args: message: astrbot message object to wrap. returns: created wecom ai bot messa	STRING
HIGH	astrbot/core/platform/sources/wecom/wecom_kf_message.py	mit license copyright (c) 2021 lxns-network permission is hereby granted, free of charge, to any person obtaining a copy	STRING
HIGH	astrbot/core/platform/sources/wecom/wecom_kf.py	mit license copyright (c) 2021 lxns-network permission is hereby granted, free of charge, to any person obtaining a copy	STRING
HIGH	astrbot/core/message/components.py	mit license copyright (c) 2021 lxns-network permission is hereby granted, free of charge, to any person obtaining a copy	STRING
HIGH	astrbot/core/db/po.py	persona is a set of instructions for llms to follow. it can be used to customize the behavior of llms.	STRING
HIGH	docs/zh/dev/star/plugin.md	persona is a set of instructions for llms to follow. it can be used to customize the behavior of llms.	STRING
HIGH	docs/zh/dev/star/guides/ai.md	persona is a set of instructions for llms to follow. it can be used to customize the behavior of llms.	STRING
HIGH	docs/en/dev/star/guides/ai.md	persona is a set of instructions for llms to follow. it can be used to customize the behavior of llms.	STRING
HIGH	astrbot/core/db/po.py	a list of strings, each representing a dialog to start with	STRING
HIGH	docs/zh/dev/star/plugin.md	a list of strings, each representing a dialog to start with	STRING
HIGH	docs/zh/dev/star/guides/ai.md	a list of strings, each representing a dialog to start with	STRING
HIGH	docs/en/dev/star/guides/ai.md	a list of strings, each representing a dialog to start with	STRING
HIGH	astrbot/core/db/po.py	none means use all tools for default, empty list means no tools, otherwise a list of tool names.	STRING
HIGH	docs/zh/dev/star/plugin.md	none means use all tools for default, empty list means no tools, otherwise a list of tool names.	STRING
HIGH	docs/zh/dev/star/guides/ai.md	none means use all tools for default, empty list means no tools, otherwise a list of tool names.	STRING
HIGH	docs/en/dev/star/guides/ai.md	none means use all tools for default, empty list means no tools, otherwise a list of tool names.	STRING
HIGH	astrbot/core/db/po.py	llm 人格类。在 v4.0.0 版本及之后，推荐使用上面的 persona 类。并且， mood_imitation_dialogs 字段已被废弃。	STRING
HIGH	docs/zh/dev/star/plugin.md	llm 人格类。在 v4.0.0 版本及之后，推荐使用上面的 persona 类。并且， mood_imitation_dialogs 字段已被废弃。	STRING
HIGH	docs/zh/dev/star/guides/ai.md	llm 人格类。在 v4.0.0 版本及之后，推荐使用上面的 persona 类。并且， mood_imitation_dialogs 字段已被废弃。	STRING
HIGH	docs/zh/dev/star/plugin.md	<div style="font-size: 32px;"> <h1 style="color: black">todo list</h1> <ul> {% for item in items %} <li>{{ item }}</li>	STRING
HIGH	docs/zh/dev/star/guides/html-to-pic.md	<div style="font-size: 32px;"> <h1 style="color: black">todo list</h1> <ul> {% for item in items %} <li>{{ item }}</li>	STRING
HIGH	docs/en/dev/star/guides/html-to-pic.md	<div style="font-size: 32px;"> <h1 style="color: black">todo list</h1> <ul> {% for item in items %} <li>{{ item }}</li>	STRING

Modern Structural Boilerplate117 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	runtime_bootstrap.py	9	logger = logging.getLogger(__name__)	CODE
LOW	astrbot/core/log.py	221	def _setup_loguru(cls) -> None:	CODE
LOW	astrbot/core/log.py	240	def _setup_root_bridge(cls) -> None:	CODE
LOW	astrbot/core/log.py	324	def set_plugin_log_level(cls, plugin_name: str, level: str \| None) -> None:	CODE
LOW	astrbot/core/log.py	404	def set_queue_handler(cls, logger: logging.Logger, log_broker: LogBroker) -> None:	CODE
LOW	astrbot/core/dashboard_assets.py	13	__all__ = [	CODE
LOW	astrbot/core/astr_main_agent.py	226	def _set_llm_error_message(event: AstrMessageEvent, message: str) -> None:	CODE
LOW	astrbot/core/umop_config_router.py	63	async def update_routing_data(self, new_routing: dict[str, str]) -> None:	CODE
LOW	astrbot/core/umop_config_router.py	83	async def update_route(self, umo: str, conf_id: str) -> None:	CODE
LOW	astrbot/core/updater.py	31	__all__ = ["AstrBotUpdater", "UpdateProgress", "UpdateProgressCallback"]	CODE
LOW	astrbot/core/zip_updater.py	17	__all__ = ["ReleaseInfo"]	CODE
LOW	astrbot/core/process_restart.py	16	__all__ = ["restart_process"]	CODE
LOW	astrbot/core/repository.py	6	__all__ = [	CODE
LOW	astrbot/core/pipeline/bootstrap.py	52	__all__ = ["ensure_builtin_stages_registered"]	CODE
LOW	astrbot/core/pipeline/stage_order.py	15	__all__ = ["STAGES_ORDER"]	CODE
LOW	astrbot/core/pipeline/__init__.py	82	__all__ = [	CODE
LOW	astrbot/core/tools/registry.py	335	__all__ = [	CODE
LOW	astrbot/core/tools/knowledge_base_tools.py	145	__all__ = [	CODE
LOW	astrbot/core/tools/web_search_tools.py	1243	__all__ = [	CODE
LOW	astrbot/core/tools/cron_tools.py	324	__all__ = [	CODE
LOW	astrbot/core/tools/message_tools.py	562	__all__ = [	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	34	__all__ = [	CODE
LOW	…bot/core/tools/computer_tools/shipyard_neo/__init__.py	16	__all__ = [	CODE
LOW	astrbot/core/config/__init__.py	4	__all__ = [	CODE
LOW	astrbot/core/platform/__init__.py	6	__all__ = [	CODE
LOW	astrbot/core/platform/astr_message_event.py	222	def set_extra(self, key, value) -> None:	CODE
LOW	astrbot/core/platform/astr_message_event.py	314	def set_result(self, result: MessageEventResult \| str) -> None:	CODE
LOW	…atform/sources/qqofficial_webhook/qo_webhook_server.py	122	def _setup_connection(self) -> None:	CODE
LOW	…tform/sources/qqofficial_webhook/qo_webhook_adapter.py	30	def set_platform(self, platform: "QQOfficialWebhookPlatformAdapter") -> None:	CODE
LOW	astrbot/core/platform/sources/lark/server.py	200	def set_callback(self, callback: Callable[[dict], Awaitable[None]]) -> None:	CODE
LOW	astrbot/core/platform/sources/wecom_ai_bot/__init__.py	9	__all__ = [	CODE
LOW	…t/core/platform/sources/wecom_ai_bot/wecomai_server.py	45	def _setup_routes(self) -> None:	CODE
LOW	astrbot/core/platform/sources/slack/client.py	43	def _setup_routes(self) -> None:	CODE
LOW	…form/sources/qqofficial/qqofficial_platform_adapter.py	40	def _set_raw_message_fields(message: Any, data: dict[str, Any]) -> None:	CODE
LOW	…form/sources/qqofficial/qqofficial_platform_adapter.py	187	def set_platform(self, platform: QQOfficialPlatformAdapter) -> None:	CODE
LOW	astrbot/core/provider/provider.py	35	def set_model(self, model_name: str) -> None:	CODE
LOW	astrbot/core/provider/provider.py	87	def set_key(self, key: str) -> None:	CODE
LOW	astrbot/core/provider/entites.py	11	__all__ = [	CODE
LOW	astrbot/core/provider/__init__.py	4	__all__ = ["Provider", "ProviderMetaData", "STTProvider"]	CODE
LOW	astrbot/core/provider/manager.py	921	async def update_provider(self, origin_provider_id: str, new_config: dict) -> None:	CODE
LOW	astrbot/core/provider/sources/gemini_source.py	972	def set_key(self, key) -> None:	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	454	def _update_usage(self, token_usage: TokenUsage, usage: MessageDeltaUsage) -> None:	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	1014	def set_key(self, key: str) -> None:	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1364	def set_key(self, key) -> None:	CODE
LOW	astrbot/core/provider/sources/gsv_selfhosted_source.py	88	async def _set_model_weights(self) -> None:	CODE
LOW	astrbot/core/utils/totp.py	116	def set_pending_totp_secret(secret: str \| None) -> None:	CODE
LOW	astrbot/core/utils/totp.py	127	def set_rotation_verified(value: bool) -> None:	CODE
LOW	astrbot/core/utils/quoted_message_parser.py	8	__all__ = [	CODE
LOW	astrbot/core/utils/llm_metadata.py	38	async def update_llm_metadata() -> None:	CODE
LOW	astrbot/core/utils/t2i/template_manager.py	174	def update_template(self, name: str, content: str) -> None:	CODE
LOW	astrbot/core/utils/quoted_message/__init__.py	5	__all__ = [	CODE
LOW	astrbot/core/agent/runners/__init__.py	3	__all__ = ["BaseAgentRunner"]	CODE
LOW	astrbot/core/star/session_llm_manager.py	42	async def set_llm_status_for_session(session_id: str, enabled: bool) -> None:	CODE
LOW	astrbot/core/star/session_llm_manager.py	113	async def set_tts_status_for_session(session_id: str, enabled: bool) -> None:	CODE
LOW	astrbot/core/star/config.py	67	def update_config(namespace: str, key: str, value) -> None:	CODE
LOW	astrbot/core/star/__init__.py	10	__all__ = [	CODE
LOW	astrbot/core/star/updater.py	31	__all__ = ["PLUGIN_METADATA_FILENAMES"]	CODE
LOW	astrbot/core/star/register/__init__.py	28	__all__ = [	CODE
LOW	astrbot/core/star/filter/__init__.py	15	__all__ = ["AstrBotConfig", "AstrMessageEvent", "HandlerFilter", "MessageType"]	CODE
LOW	astrbot/core/db/vec_db/faiss_impl/__init__.py	9	__all__ = ["FaissVecDB"]	CODE
57 more matches not shown…

Self-Referential Comments25 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	astrbot/core/utils/media_utils.py	1044	# Create an output path when the caller does not provide one.	COMMENT
MEDIUM	astrbot/core/agent/mcp_client.py	559	# Create a new client session	COMMENT
MEDIUM	astrbot/core/agent/mcp_client.py	605	# Create a new client session	COMMENT
MEDIUM	astrbot/core/agent/mcp_client.py	648	# Create a new client session	COMMENT
MEDIUM	astrbot/core/db/po.py	20	"""This class represents the statistics of bot usage across different platforms.	STRING
MEDIUM	astrbot/core/db/po.py	213	"""This class represents preferences for bots."""	STRING
MEDIUM	astrbot/core/db/po.py	240	"""This class represents the message history for a specific platform.	STRING
MEDIUM	astrbot/core/db/po.py	363	"""This class represents attachments for messages in AstrBot.	STRING
MEDIUM	astrbot/core/db/po.py	446	"""This class represents projects for organizing ChatUI conversations.	STRING
MEDIUM	astrbot/core/db/po.py	486	"""This class represents the relationship between platform sessions and ChatUI projects."""	STRING
MEDIUM	tests/test_security_fixes.py	17	# Create an instance and test that random string generation works	COMMENT
MEDIUM	tests/test_security_fixes.py	62	# Create a provider with test config	COMMENT
MEDIUM	tests/test_security_fixes.py	103	# Create a context similar to what's used in io.py	COMMENT
MEDIUM	tests/unit/test_event_bus.py	77	# Create a mock event	COMMENT
MEDIUM	tests/unit/test_computer.py	164	# Create a test file	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	672	# Create a task that completes quickly for testing	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	722	# Create a mock handler	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	841	# Create a mock plugin that raises exception on termination	COMMENT
MEDIUM⚡	tests/unit/test_star_base.py	22	# Create a mock context with get_config method	COMMENT
MEDIUM⚡	tests/unit/test_star_base.py	26	# Create a concrete Star subclass for testing	COMMENT
MEDIUM⚡	tests/unit/test_tool_conflict_resolution.py	77	# Create a mock object without 'active' attribute	COMMENT
MEDIUM	tests/unit/test_config.py	179	# Create a path that definitely doesn't exist	COMMENT
MEDIUM	tests/agent/test_context_manager.py	509	# Create a mock compressor	COMMENT
MEDIUM	tests/agent/test_context_manager.py	917	# Create a mock compressor	COMMENT
MEDIUM	tests/agent/test_context_manager.py	940	# Create a mock compressor	COMMENT

AI Structural Patterns33 hits · 26 pts

Severity	File	Line	Context
LOW	astrbot/core/platform/astr_message_event.py	420	CODE
LOW	…atform/sources/qqofficial_webhook/qo_webhook_server.py	159	CODE
LOW	astrbot/core/platform/sources/discord/components.py	12	CODE
LOW	astrbot/core/platform/sources/misskey/misskey_api.py	474	CODE
LOW	…latform/sources/qqofficial/qqofficial_message_event.py	742	CODE
LOW	astrbot/core/provider/provider.py	96	CODE
LOW	astrbot/core/provider/provider.py	135	CODE
LOW	astrbot/core/provider/entities.py	79	CODE
LOW	astrbot/core/provider/entities.py	331	CODE
LOW	astrbot/core/provider/sources/gemini_source.py	816	CODE
LOW	astrbot/core/provider/sources/gemini_source.py	883	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	756	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	829	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1185	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1263	CODE
LOW	astrbot/core/utils/shared_preferences.py	299	CODE
LOW	astrbot/core/agent/runners/tool_loop_agent_runner.py	207	CODE
LOW	astrbot/core/star/context.py	215	CODE
LOW	astrbot/core/star/command_management.py	223	CODE
LOW	astrbot/core/star/filter/command.py	64	CODE
LOW	astrbot/core/db/__init__.py	617	CODE
LOW	astrbot/core/db/__init__.py	710	CODE
LOW	astrbot/core/db/__init__.py	729	CODE
LOW	astrbot/core/db/sqlite.py	1632	CODE
LOW	astrbot/core/db/sqlite.py	1703	CODE
LOW	astrbot/core/db/sqlite.py	2394	CODE
LOW	astrbot/core/db/sqlite.py	2431	CODE
LOW	astrbot/core/knowledge_base/kb_helper.py	721	CODE
LOW	astrbot/core/knowledge_base/kb_mgr.py	87	CODE
LOW	astrbot/core/knowledge_base/kb_mgr.py	187	CODE
LOW	astrbot/dashboard/api/conversations.py	124	CODE
LOW	astrbot/dashboard/api/conversations.py	250	CODE
LOW	tests/test_qqofficial_group_message_create.py	37	CODE

Fake / Example Data23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_plugin_manager.py	458	zip_file_path.write_text("placeholder", encoding="utf-8")	CODE
LOW	tests/test_plugin_manager.py	502	zip_file_path.write_text("placeholder", encoding="utf-8")	CODE
LOW	tests/test_quoted_message_parser.py	97	id="placeholder", chain=[Plain(text="quoted content")], message_str=""	CODE
LOW	tests/test_quoted_message_parser.py	347	reply = Reply(id="placeholder", chain=[Image(file=file_uri)], message_str="")	CODE
LOW	tests/test_quoted_message_parser.py	366	id="placeholder", chain=[Image(file=str(non_image_file))], message_str=""	CODE
LOW	dashboard/src/i18n/locales/ru-RU/features/chat.json	5	"placeholder": "Спросите что угодно...",	CODE
LOW	dashboard/src/i18n/locales/ru-RU/features/chat.json	74	"placeholder": "Спросить об этом фрагменте..."	CODE
LOW	dashboard/src/i18n/locales/ru-RU/features/config.json	74	"placeholder": "Поиск по настройкам (поле/описание/подсказка)",	CODE
LOW	…rc/i18n/locales/ru-RU/features/session-management.json	35	"placeholder": "Поиск сессии..."	CODE
LOW	dashboard/src/i18n/locales/ru-RU/features/command.json	79	"placeholder": "Поиск команд..."	CODE
LOW	…shboard/src/i18n/locales/ru-RU/features/extension.json	23	"placeholder": "Поиск плагинов...",	CODE
LOW	dashboard/src/i18n/locales/zh-CN/features/chat.json	5	"placeholder": "想问什么都可以",	CODE
LOW	dashboard/src/i18n/locales/zh-CN/features/chat.json	74	"placeholder": "继续追问这段内容..."	CODE
LOW	dashboard/src/i18n/locales/zh-CN/features/config.json	74	"placeholder": "搜索配置项（字段名/描述/提示）",	CODE
LOW	…rc/i18n/locales/zh-CN/features/session-management.json	35	"placeholder": "搜索会话..."	CODE
LOW	dashboard/src/i18n/locales/zh-CN/features/command.json	79	"placeholder": "搜索指令..."	CODE
LOW	…shboard/src/i18n/locales/zh-CN/features/extension.json	23	"placeholder": "搜索插件...",	CODE
LOW	dashboard/src/i18n/locales/en-US/features/chat.json	5	"placeholder": "Ask anything...",	CODE
LOW	dashboard/src/i18n/locales/en-US/features/chat.json	74	"placeholder": "Ask about this excerpt..."	CODE
LOW	dashboard/src/i18n/locales/en-US/features/config.json	74	"placeholder": "Search config items (key/description/hint)",	CODE
LOW	…rc/i18n/locales/en-US/features/session-management.json	35	"placeholder": "Search sessions..."	CODE
LOW	dashboard/src/i18n/locales/en-US/features/command.json	79	"placeholder": "Search commands..."	CODE
LOW	…shboard/src/i18n/locales/en-US/features/extension.json	23	"placeholder": "Search extensions...",	CODE

Over-Commented Block16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	k8s/astrbot/04-service-loadbalancer.yaml	21	# targetPort: 6195	COMMENT
LOW	k8s/astrbot/03-service-nodeport.yaml	21	# - name: wecom-wh	COMMENT
LOW	astrbot/core/config/default.py	3821	# "type": "object",	COMMENT
LOW	astrbot/core/platform/sources/kook/kook_config.py	81		COMMENT
LOW	astrbot/core/platform/sources/kook/kook_config.py	101	# # 日志配置	COMMENT
LOW	astrbot/core/platform/sources/kook/kook_config.py	121	# "enable_connection_pooling": True, # 是否启用连接池	COMMENT
LOW	astrbot/core/platform/sources/webchat/webchat_event.py	221	payload["text"] = text	COMMENT
LOW	astrbot/core/utils/shared_preferences.py	41	# In-memory overlay of preferences written through this process. It gives	COMMENT
LOW	astrbot/core/db/__init__.py	681	# content: list,	COMMENT
LOW	changelogs/v4.2.0.md	1	# What's Changed	COMMENT
LOW	changelogs/v4.2.1.md	1	# What's Changed	COMMENT
LOW	dashboard/src/router/MainRoutes.ts	261	path: '/alkaid/knowledge-base',	COMMENT
LOW	.github/auto_assign.yml	21		COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql.yml	61	# Initializes the CodeQL tools for scanning.	COMMENT
LOW	openspec/config.yaml	1	schema: spec-driven	COMMENT

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	astrbot/core/utils/t2i/network_strategy.py	34	"T2I Shiki runtime not found at %s. Run `cd dashboard && pnpm run build:t2i-shiki-runtime` to regenerate it.	CODE
HIGH	astrbot/core/star/filter/command_group.py	125	if self.equals(event.message_str.strip()):	CODE
HIGH	tests/test_mimo_api_sources.py	474	text = '{"choices":[{"message":null}]}'	CODE

Redundant / Tautological Comments9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	astrbot/core/tools/computer_tools/fs.py	841	# Check if file exists	COMMENT
LOW	astrbot/core/provider/sources/openai_source.py	769	# Check if this looks like OpenAI content-part format	COMMENT
LOW	astrbot/core/provider/sources/openai_source.py	788	# Check if the string is a JSON-encoded list (e.g., "[{'type': 'text', ...}]")	COMMENT
LOW	astrbot/core/utils/trace.py	53	# Check if trace recording is enabled	COMMENT
LOW	astrbot/core/agent/mcp_client.py	790	# Set running_event to unblock any waiting tasks	COMMENT
LOW	astrbot/core/computer/booters/boxlite.py	49	# Read file content	COMMENT
LOW	astrbot/cli/utils/plugin.py	316	# Check if plugin exists	COMMENT
LOW	scripts/start-with-neo.sh	198	# Check if process is still alive	COMMENT
LOW	.github/auto_assign.yml	19	# Set 0 to add all the reviewers (default: 0)	COMMENT

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…core/agent/runners/dashscope/dashscope_agent_runner.py	184	# RAG 引用脚标格式化	COMMENT
MEDIUM	…core/agent/runners/dashscope/dashscope_agent_runner.py	342	# 添加 RAG 引用	COMMENT
MEDIUM	docs/en/providers/agent-runners/dashscope.md	7	On the [Alibaba Cloud Bailian Application](https://bailian.console.aliyun.com/app-center#/app-center) website, click to	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	astrbot/core/knowledge_base/kb_helper.py	89	# More robust regex to handle potential LLM formatting errors (spaces, newlines in tags)	STRING
MEDIUM	dashboard/src/components/chat/LiveOrb.vue	187	// Repeat once to make it seamless	COMMENT

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	astrbot/core/platform/webhook_server.py	107	async def run_task(	CODE
LOW⚡	tests/test_updater_socks.py	1288	def handle_request(request: httpx.Request) -> httpx.Response: # noqa: ARG001	CODE
LOW	tests/test_updater_socks.py	1233	def handle_request(request: httpx.Request) -> httpx.Response:	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	55	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/start-with-neo.sh	5	# Usage:	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_kb_upload_atomicity.py	80		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings