AstrBotDevs/AstrBot

15.8

Adjusted Score

15.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

36.3K

Stars

Python

Language

342.2K

Lines of Code

1.5K

Files

4.8K

Pattern Hits

2026-07-14

Scan Date

0.08

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 20HIGH 103MEDIUM 162LOW 4497

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 4782 distinct pattern matches across 20 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 Identifiers2635 hits · 2466 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	232	def _ensure_logger_enricher_filter(cls, logger: logging.Logger) -> None:	CODE
LOW	astrbot/core/log.py	243	def _ensure_logger_intercept_handler(cls, logger: logging.Logger) -> None:	CODE
LOW	astrbot/core/zip_updator.py	57	async def fetch_github_default_branch(self, author: str, repo: str) -> str \| None:	CODE
LOW	astrbot/core/zip_updator.py	80	async def resolve_github_source_branch(	CODE
LOW	astrbot/core/zip_updator.py	210	def github_api_release_parser(self, releases: list) -> list:	CODE
LOW	astrbot/core/zip_updator.py	323	def _resolve_archive_root_dir(entries: list[str]) -> str:	CODE
LOW	astrbot/core/zip_updator.py	352	def _finalize_extracted_archive(	CODE
LOW⚡	astrbot/core/astr_main_agent.py	801	async def _compress_image_for_provider(	CODE
LOW⚡	astrbot/core/astr_main_agent.py	815	def _is_generated_compressed_image_path(	CODE
LOW	astrbot/core/astr_main_agent.py	364	async def _get_workspace_path_for_umo(umo: str, plugin_context: Context) -> Path:	CODE
LOW	astrbot/core/astr_main_agent.py	386	async def _apply_workspace_extra_prompt(	CODE
LOW	astrbot/core/astr_main_agent.py	452	def _filter_skills_for_current_config(	CODE
LOW	astrbot/core/astr_main_agent.py	484	async def _ensure_persona_and_skills(	CODE
LOW	astrbot/core/astr_main_agent.py	706	def _append_quoted_image_attachment(req: ProviderRequest, image_path: str) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	718	def _append_quoted_audio_attachment(req: ProviderRequest, audio_path: str) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	764	def _get_quoted_message_parser_settings(	CODE
LOW	astrbot/core/astr_main_agent.py	1203	def _proactive_cron_job_tools(req: ProviderRequest, plugin_context: Context) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	1244	def _apply_web_search_citation_prompt(	CODE
LOW	astrbot/core/astr_main_agent.py	1285	def _get_fallback_chat_providers(	CODE
LOW	astrbot/core/astr_main_agent.py	1320	def _provider_supports_modality(provider: Provider, modality: str) -> bool:	CODE
LOW	astrbot/core/astr_main_agent.py	1327	def _select_image_chat_provider(	CODE
LOW	astrbot/core/desktop_runtime.py	9	def is_desktop_managed_backend() -> bool:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	56	def _collect_image_urls_from_args(cls, image_urls_raw: T.Any) -> list[str]:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	75	async def _collect_image_urls_from_message(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	100	async def _collect_handoff_image_urls(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	188	def _get_runtime_computer_tools(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	376	async def _execute_handoff_background(	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	392	async def _run_handoff_in_background() -> None:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	506	async def _wake_main_agent_for_background_result(	CODE
LOW	astrbot/core/astr_agent_run_util.py	62	def _build_tool_call_status_message(tool_info: dict \| None) -> str:	CODE
LOW	astrbot/core/astr_agent_run_util.py	68	def _build_tool_result_status_message(	CODE
LOW	astrbot/core/astr_agent_run_util.py	91	def _should_buffer_llm_result(	CODE
LOW	astrbot/core/astr_agent_run_util.py	103	def _merge_buffered_llm_chains(	CODE
LOW	astrbot/core/conversation_mgr.py	28	def register_on_session_deleted(	CODE
LOW	astrbot/core/conversation_mgr.py	146	async def delete_conversations_by_user_id(self, unified_msg_origin: str) -> None:	CODE
LOW	astrbot/core/conversation_mgr.py	226	async def get_filtered_conversations(	CODE
LOW	astrbot/core/conversation_mgr.py	288	async def update_conversation_title(	CODE
LOW	astrbot/core/conversation_mgr.py	310	async def update_conversation_persona_id(	CODE
LOW	astrbot/core/conversation_mgr.py	367	async def get_human_readable_context(	CODE
LOW	astrbot/core/updator.py	57	def terminate_child_processes(self) -> None:	CODE
LOW	astrbot/core/updator.py	108	def _build_frozen_reboot_args(self) -> list[str]:	CODE
LOW	astrbot/core/updator.py	119	def _reset_pyinstaller_environment() -> None:	CODE
LOW	astrbot/core/workspace.py	21	def normalize_umo_for_workspace(umo: str) -> str:	CODE
LOW	astrbot/core/workspace.py	34	def normalize_project_workspace_type(value: Any) -> str:	CODE
LOW	astrbot/core/workspace.py	120	def resolve_project_workspace_root(project: Any, *, fallback_umo: str) -> Path:	CODE
LOW	astrbot/core/workspace.py	170	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	86	async def _init_or_reload_subagent_orchestrator(self) -> None:	CODE
LOW	astrbot/core/core_lifecycle.py	104	def _warn_about_unset_default_chat_provider(self) -> None:	CODE
LOW	astrbot/core/core_lifecycle.py	449	async def reload_pipeline_scheduler(self, conf_id: str) -> None:	CODE
LOW	astrbot/core/pipeline/bootstrap.py	34	def ensure_builtin_stages_registered() -> None:	CODE
LOW	astrbot/core/pipeline/rate_limit_check/stage.py	87	def _remove_expired_timestamps(	CODE
2575 more matches not shown…

Excessive Try-Catch Wrapping953 hits · 998 pts

Severity	File	Line	Snippet	Context
LOW	main.py	131	except Exception as e:	STRING
LOW	main.py	161	except Exception as e:	STRING
LOW	main.py	191	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	353	except Exception:	CODE
LOW	astrbot/core/log.py	380	except Exception as e:	CODE
LOW	astrbot/core/astrbot_config_mgr.py	90	except Exception:	CODE
LOW	astrbot/core/astrbot_config_mgr.py	215	except Exception as e:	CODE
LOW	astrbot/core/zip_updator.py	73	except Exception as exc:	CODE
LOW	astrbot/core/zip_updator.py	165	except Exception as e:	CODE
LOW	astrbot/core/zip_updator.py	205	except Exception as e:	CODE
LOW	astrbot/core/zip_updator.py	372	except Exception:	CODE
LOW	astrbot/core/zip_updator.py	393	except Exception:	CODE
LOW	astrbot/core/file_token_service.py	49	except Exception:	CODE
LOW⚡	astrbot/core/astr_main_agent.py	810	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	293	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	382	except Exception:	CODE
LOW	astrbot/core/astr_main_agent.py	400	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	642	except Exception:	CODE
LOW	astrbot/core/astr_main_agent.py	699	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	732	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	917	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	955	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	1074	except Exception as e:	CODE
LOW	astrbot/core/astr_main_agent.py	1506	except Exception as exc: # noqa: BLE001	CODE
LOW	astrbot/core/astr_main_agent.py	1539	except Exception as exc: # noqa: BLE001	CODE
MEDIUM	astrbot/core/astr_agent_tool_exec.py	160	def _run_in_background() -> None:	CODE
MEDIUM	astrbot/core/astr_agent_tool_exec.py	392	def _run_handoff_in_background() -> None:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	90	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	168	except Exception as e: # noqa: BLE001	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	353	except Exception:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	400	except Exception as e: # noqa: BLE001	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	444	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	485	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	688	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	767	except Exception:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	773	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	798	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	322	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	351	except Exception:	CODE
LOW	astrbot/core/astr_agent_run_util.py	481	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	515	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	575	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	590	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	626	except Exception as e:	CODE
LOW	astrbot/core/astr_agent_run_util.py	632	except Exception as e:	CODE
LOW	astrbot/core/conversation_mgr.py	53	except Exception as e:	CODE
LOW	astrbot/core/updator.py	167	except Exception as e:	CODE
LOW	astrbot/core/updator.py	281	except Exception as exc:	CODE
LOW	astrbot/core/workspace.py	158	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	101	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	190	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	336	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	382	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	399	except Exception as e:	CODE
LOW	astrbot/core/core_lifecycle.py	405	except Exception as e:	CODE
893 more matches not shown…

Unused Imports482 hits · 435 pts

Severity	File	Line	Context
LOW	astrbot/core/log.py	20	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	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
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
LOW	astrbot/core/tools/computer_tools/__init__.py	16	CODE
422 more matches not shown…

Docstring Block Structure67 hits · 335 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	178	删除指定配置文件 Args: conf_id: 配置文件的 UUID Returns: bool: 删除是否成功 Raises:	STRING
HIGH	astrbot/core/zip_updator.py	84	Resolve the GitHub branch used for repository source downloads. Args: repo_url: GitHub repository U	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/updator.py	214	Download an AstrBot core update package without applying it. Args: latest: Whether to download the	STRING
HIGH	astrbot/core/updator.py	295	Apply a previously downloaded AstrBot core update package. Args: zip_path: Core update zip archive	STRING
HIGH	astrbot/core/workspace.py	94	Resolve a custom workspace path. Args: path: Stored workspace path. Relative values are rooted under AstrBo	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	…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	astrbot/core/provider/sources/bailian_rerank_source.py	126	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	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	1229	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	1272	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	1435	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/star/star_tools.py	38	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	136	Activates a registered function-calling tool. Args: name: Tool name. Returns:	STRING
HIGH	astrbot/core/star/star_tools.py	153	Deactivates a registered function-calling tool. Args: name: Tool name. Returns:	STRING
HIGH	astrbot/core/star/star_tools.py	207	Returns the absolute path to a plugin data directory. This method creates a dedicated directory under data/plug	STRING
HIGH	astrbot/core/star/context.py	229	Run an agent loop that allows the LLM to call tools iteratively until a final answer is produced. If you do not	STRING
HIGH	astrbot/core/star/context.py	329	获取当前使用的聊天模型 Provider ID。 Args: umo: unified_message_origin。消息会话来源 ID。 Returns:	STRING
HIGH	astrbot/core/star/context.py	425	获取当前使用的用于文本生成任务的 LLM Provider(Chat_Completion 类型)。 Args: umo: unified_message_origin 值，如果传入并且用户启用了提	STRING
HIGH	astrbot/core/star/context.py	450	获取当前使用的用于 TTS 任务的 Provider。 Args: umo: unified_message_origin 值，如果传入，则使用该会话偏好的提供商。 Returns	STRING
HIGH	astrbot/core/star/context.py	470	获取当前使用的用于 STT 任务的 Provider。 Args: umo: unified_message_origin 值，如果传入，则使用该会话偏好的提供商。 Returns	STRING
HIGH	astrbot/core/star/context.py	511	根据 session(unified_msg_origin) 主动发送消息。 Args: session: 消息会话。通过 event.session 或者 event.unified_msg_or	STRING
HIGH	astrbot/core/star/updator.py	154	Inspect plugin metadata in an AstrBot plugin archive. Args: zip_path: Path to the plugin archive.	STRING
HIGH	astrbot/core/star/updator.py	191	Validate that an archive contains a valid AstrBot plugin. Args: zip_path: Path to the plugin archiv	STRING
HIGH	astrbot/core/knowledge_base/kb_helper.py	627	从 URL 上传并处理文档（带原子性保证和失败清理） Args: url: 要提取内容的网页 URL chunk_size: 文本块大小 chunk_o	STRING
HIGH	astrbot/core/knowledge_base/kb_mgr.py	378	从 URL 上传文档到指定的知识库 Args: kb_id: 知识库 ID url: 要提取内容的网页 URL chunk_size: 文本块大小	STRING
HIGH	astrbot/core/knowledge_base/parsers/url_parser.py	31	使用 Tavily API 从 URL 提取主要文本内容。这是 web_searcher 插件中 tavily_extract_web_page 方法的简化版本，专门为知识库模块设计，不	STRING
HIGH	astrbot/core/knowledge_base/parsers/text_parser.py	16	解析文本文件尝试使用多种编码解析文件内容。 Args: file_content: 文件内容 file_name: 文件名 Return	STRING
HIGH	astrbot/core/cron/manager.py	32	Normalize standard crontab weekdays for APScheduler. APScheduler treats numeric weekdays as Monday=0, while standar	STRING
HIGH	astrbot/dashboard/services/plugin_service.py	1250	Validate a marketplace install request and resolve install URLs. Args: payload: Installation reques	STRING
HIGH	astrbot/dashboard/services/plugin_service.py	1302	Resolve update information from the original marketplace source. Args: plugin_name: Installed plugi	STRING
HIGH	astrbot/dashboard/services/plugin_service.py	1367	Bind an installed plugin to a marketplace source for future updates. Args: data: Binding request pa	STRING
HIGH	astrbot/dashboard/services/plugin_service.py	1605	Validate whether a GitHub repository contains AstrBot plugin metadata. Args: data: Dashboard reques	STRING
HIGH	astrbot/dashboard/services/chat_service.py	868	Attach a new SSE subscriber to an active chat run. Args: username: Authenticated run owner.	STRING
HIGH	astrbot/dashboard/services/chatui_project_service.py	215	Normalize project workspace config from request payload. Args: payload: Request payload.	STRING
HIGH	astrbot/dashboard/services/tools_service.py	268	Set a tool permission level. Args: data: Legacy dashboard payload with ``name`` and ``permission``.	STRING
HIGH	scripts/prepare_release.py	26	Run a command and return captured stdout when requested. Args: args: Command and arguments to run.	STRING
HIGH	scripts/prepare_release.py	64	Run a git command in the repository root. Args: args: Arguments to pass after `git`. capture_output	STRING
7 more matches not shown…

Decorative Section Separators88 hits · 300 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	156	# =============================================================================	COMMENT
MEDIUM	astrbot/core/star/session_llm_manager.py	158	# =============================================================================	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	338	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	340	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	357	# ============================================================	COMMENT
MEDIUM	tests/conftest.py	359	# ============================================================	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_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
MEDIUM	tests/test_profile_aware_tools.py	161	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_computer_config.py	14	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_computer_config.py	16	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_computer_config.py	167	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	tests/test_computer_config.py	169	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	tests/unit/test_tool_permission.py	77	# ── _default_permission ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_tool_permission.py	85	# ── _check_tool_permission ───────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_tool_permission.py	371	# ── API: update_tool_permission ──────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_tool_permission.py	15	# ── helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_tool_permission.py	173	# ── _PermissionGuardedTool ───────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_tool_permission.py	307	# ── get_full_tool_set ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_tool_permission.py	336	# ── API: get_tool_list permission fields ──────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_web_search_tools.py	435	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_web_search_tools.py	437	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_aiocqhttp_reply.py	26	# ============================================================	COMMENT
MEDIUM⚡	tests/unit/test_aiocqhttp_reply.py	28	# ============================================================	COMMENT
28 more matches not shown…

Deep Nesting274 hits · 230 pts

Severity	File	Line	Context
LOW	astrbot/core/astr_main_agent.py	305	CODE
LOW	astrbot/core/astr_main_agent.py	484	CODE
LOW	astrbot/core/astr_main_agent.py	826	CODE
LOW	astrbot/core/astr_main_agent.py	1210	CODE
LOW	astrbot/core/astr_main_agent.py	1354	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	714	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	75	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	129	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	419	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	466	CODE
LOW	astrbot/core/astr_agent_tool_exec.py	618	CODE
LOW	astrbot/core/astr_agent_run_util.py	116	CODE
LOW	astrbot/core/astr_agent_run_util.py	519	CODE
LOW	astrbot/core/astr_agent_run_util.py	596	CODE
LOW	astrbot/core/conversation_mgr.py	367	CODE
LOW	astrbot/core/updator.py	206	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/message_tools.py	134	CODE
LOW	astrbot/core/tools/message_tools.py	204	CODE
LOW	astrbot/core/tools/computer_tools/fs.py	883	CODE
LOW	astrbot/core/config/astrbot_config.py	166	CODE
LOW	astrbot/core/platform/astr_message_event.py	142	CODE
LOW	astrbot/core/platform/manager.py	309	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	164	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	551	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	777	CODE
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	783	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	1153	CODE
LOW	…t/core/platform/sources/weixin_oc/weixin_oc_adapter.py	1707	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
LOW	astrbot/core/platform/sources/lark/lark_adapter.py	191	CODE
LOW	astrbot/core/platform/sources/wecom/wecom_event.py	82	CODE
LOW	astrbot/core/platform/sources/wecom/wecom_adapter.py	308	CODE
LOW	astrbot/core/platform/sources/wecom/wecom_adapter.py	358	CODE
214 more matches not shown…

Hallucination Indicators20 hits · 200 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	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	253	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	6	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_faiss_vec_db.py	6	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 Boilerplate109 hits · 106 pts

Severity	File	Line	Snippet	Context
LOW	runtime_bootstrap.py	9	logger = logging.getLogger(__name__)	CODE
LOW	astrbot/core/log.py	197	def _setup_loguru(cls) -> None:	CODE
LOW	astrbot/core/log.py	216	def _setup_root_bridge(cls) -> None:	CODE
LOW	astrbot/core/log.py	266	def set_queue_handler(cls, logger: logging.Logger, log_broker: LogBroker) -> None:	CODE
LOW	astrbot/core/astr_main_agent.py	218	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/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	129	__all__ = [	CODE
LOW	astrbot/core/tools/web_search_tools.py	1239	__all__ = [	CODE
LOW	astrbot/core/tools/cron_tools.py	258	__all__ = [	CODE
LOW	astrbot/core/tools/message_tools.py	354	__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	221	def set_extra(self, key, value) -> None:	CODE
LOW	astrbot/core/platform/astr_message_event.py	311	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	838	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	445	def _update_usage(self, token_usage: TokenUsage, usage: MessageDeltaUsage) -> None:	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	1005	def set_key(self, key: str) -> None:	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1355	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	33	async def update_llm_metadata() -> None:	CODE
LOW	astrbot/core/utils/t2i/template_manager.py	138	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/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
LOW	astrbot/core/db/vec_db/faiss_impl/document_storage.py	385	async def update_document_by_doc_id(self, doc_id: str, new_text: str) -> None:	CODE
LOW⚡	astrbot/core/db/migration/sqlite_v3.py	290	def update_conversation(self, user_id: str, cid: str, history: str) -> None:	CODE
LOW⚡	astrbot/core/db/migration/sqlite_v3.py	300	def update_conversation_title(self, user_id: str, cid: str, title: str) -> None:	CODE
LOW	astrbot/core/knowledge_base/kb_db_sqlite.py	352	async def update_kb_stats(self, kb_id: str, vec_db: "FaissVecDB") -> None:	CODE
LOW	astrbot/core/knowledge_base/parsers/__init__.py	8	__all__ = [	CODE
LOW	astrbot/core/knowledge_base/chunking/__init__.py	7	__all__ = [	CODE
LOW	astrbot/core/knowledge_base/retrieval/__init__.py	10	__all__ = [	CODE
49 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	18	"""This class represents the statistics of bot usage across different platforms.	STRING
MEDIUM	astrbot/core/db/po.py	200	"""This class represents preferences for bots."""	STRING
MEDIUM	astrbot/core/db/po.py	227	"""This class represents the message history for a specific platform.	STRING
MEDIUM	astrbot/core/db/po.py	341	"""This class represents attachments for messages in AstrBot.	STRING
MEDIUM	astrbot/core/db/po.py	424	"""This class represents projects for organizing ChatUI conversations.	STRING
MEDIUM	astrbot/core/db/po.py	464	"""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	161	# Create a test file	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	663	# Create a task that completes quickly for testing	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	713	# Create a mock handler	COMMENT
MEDIUM	tests/unit/test_core_lifecycle.py	832	# Create a mock plugin that raises exception on termination	COMMENT
MEDIUM⚡	tests/unit/test_star_base.py	21	# Create a mock context with get_config method	COMMENT
MEDIUM⚡	tests/unit/test_star_base.py	25	# 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	177	# 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	900	# Create a mock compressor	COMMENT
MEDIUM	tests/agent/test_context_manager.py	923	# Create a mock compressor	COMMENT

AI Structural Patterns35 hits · 30 pts

Severity	File	Line	Context
LOW	astrbot/core/platform/astr_message_event.py	417	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	679	CODE
LOW	astrbot/core/provider/provider.py	96	CODE
LOW	astrbot/core/provider/provider.py	135	CODE
LOW	astrbot/core/provider/entities.py	77	CODE
LOW	astrbot/core/provider/entities.py	329	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	747	CODE
LOW	astrbot/core/provider/sources/anthropic_source.py	820	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1176	CODE
LOW	astrbot/core/provider/sources/openai_source.py	1254	CODE
LOW	astrbot/core/utils/io.py	508	CODE
LOW	astrbot/core/utils/shared_preferences.py	68	CODE
LOW	astrbot/core/utils/shared_preferences.py	203	CODE
LOW	astrbot/core/agent/runners/tool_loop_agent_runner.py	206	CODE
LOW	astrbot/core/star/context.py	214	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	597	CODE
LOW	astrbot/core/db/__init__.py	690	CODE
LOW	astrbot/core/db/__init__.py	709	CODE
LOW	astrbot/core/db/sqlite.py	1321	CODE
LOW	astrbot/core/db/sqlite.py	1392	CODE
LOW	astrbot/core/db/sqlite.py	2080	CODE
LOW	astrbot/core/db/sqlite.py	2117	CODE
LOW	astrbot/core/knowledge_base/kb_helper.py	615	CODE
LOW	astrbot/core/knowledge_base/kb_mgr.py	87	CODE
LOW	astrbot/core/knowledge_base/kb_mgr.py	174	CODE
LOW	astrbot/dashboard/api/conversations.py	113	CODE
LOW	astrbot/dashboard/api/conversations.py	219	CODE
LOW	tests/test_qqofficial_group_message_create.py	34	CODE

Fake / Example Data23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_plugin_manager.py	428	zip_file_path.write_text("placeholder", encoding="utf-8")	CODE
LOW	tests/test_plugin_manager.py	468	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	73	"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	77	"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	73	"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	77	"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	73	"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	77	"placeholder": "Search commands..."	CODE
LOW	…shboard/src/i18n/locales/en-US/features/extension.json	23	"placeholder": "Search extensions...",	CODE

Over-Commented Block18 hits · 18 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	541	},	COMMENT
LOW	astrbot/core/config/default.py	3521	},	COMMENT
LOW	astrbot/core/config/default.py	3541	# "provider_settings.file_extract.enable": True,	COMMENT
LOW	…bot/core/platform/sources/dingtalk/dingtalk_adapter.py	721	# for segment in message_chain.chain:	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	201		COMMENT
LOW	astrbot/core/db/__init__.py	661	# 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	141	// component: () => import('@/views/AlkaidPage.vue'),	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	830	# 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	315	# 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

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

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	astrbot/core/platform/webhook_server.py	107	async def run_task(	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings