HKUDS/DeepCode

24.4

Adjusted Score

24.4

Raw Score

100%

Time Factor

2026-07-11

Last Push

16.0K

Stars

Python

Language

86.5K

Lines of Code

379

Files

1.7K

Pattern Hits

2026-07-14

Scan Date

0.05

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 7HIGH 13MEDIUM 141LOW 1525

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 1686 distinct pattern matches across 22 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 Identifiers444 hits · 464 pts

Severity	File	Line	Snippet	Context
LOW	deepcode.py	452	def _check_docker_prerequisites():	CODE
LOW⚡	ui/handlers.py	404	def handle_processing_workflow(	CODE
LOW⚡	ui/handlers.py	791	def handle_guided_mode_processing():	CODE
LOW	ui/handlers.py	81	def _safe_register_signal_handlers():	CODE
LOW	ui/handlers.py	624	def update_session_state_with_result(result: Dict[str, Any], input_type: str):	CODE
LOW	ui/handlers.py	688	async def handle_requirement_analysis_workflow(	CODE
LOW	ui/handlers.py	733	async def handle_requirement_modification_workflow(	CODE
LOW	ui/handlers.py	885	def _background_workflow_runner(	CODE
LOW	ui/handlers.py	899	def background_progress_callback(progress: int, message: str):	CODE
LOW	ui/handlers.py	938	def handle_start_processing_button(input_source: str, input_type: str):	CODE
LOW	ui/handlers.py	999	def check_background_workflow_status():	CODE
LOW	ui/components.py	51	def clear_guided_answer_inputs():	CODE
LOW	ui/components.py	189	def enhanced_progress_display_component(	STRING
LOW	ui/components.py	346	def results_display_component(result: Any, task_counter: int):	CODE
LOW	ui/components.py	421	def error_troubleshooting_component():	CODE
LOW	ui/components.py	656	def reset_guided_workflow_state(preserve_initial: bool = False):	STRING
LOW	ui/components.py	684	def requirement_mode_selector() -> str:	STRING
LOW	ui/components.py	710	def guided_requirement_workflow() -> Tuple[Optional[str], bool]:	STRING
LOW	new_ui/backend/settings.py	130	def get_document_segmentation() -> Dict[str, Any]:	CODE
LOW	new_ui/backend/services/workflow_service.py	171	async def _create_progress_callback(	CODE
LOW	new_ui/backend/services/workflow_service.py	203	def _create_plan_review_callback(	CODE
LOW	tools/code_implementation_server.py	1002	def _extract_file_section_from_summary(	CODE
LOW	tools/code_implementation_server.py	1122	def _extract_file_section_alternative(	CODE
LOW	tools/command_executor.py	389	def generate_execution_summary(	CODE
LOW	tools/command_executor.py	417	def format_single_command_result(	CODE
LOW⚡	tools/pdf_downloader.py	619	def process_markdown_with_images(	CODE
LOW	tools/pdf_downloader.py	1286	# async def convert_document_to_markdown(	COMMENT
LOW	tools/pdf_downloader.py	81	async def perform_document_conversion(	CODE
LOW	tools/pdf_downloader.py	163	def format_file_operation_result(	CODE
LOW⚡	tools/document_segmentation_server.py	1110	def _identify_research_paper_sections(self, content: str) -> List[Dict]:	CODE
LOW⚡	tools/document_segmentation_server.py	1115	def _enhance_section_with_context(self, section: Dict, content: str) -> Dict:	CODE
LOW⚡	tools/document_segmentation_server.py	1119	def _identify_concept_implementation_pairs(self, content: str) -> List[Dict]:	CODE
LOW⚡	tools/document_segmentation_server.py	1123	def _merge_concept_with_implementation(self, pair: Dict, content: str) -> Dict:	CODE
LOW⚡	tools/document_segmentation_server.py	1127	def _detect_semantic_boundaries(self, content: str) -> List[Dict]:	CODE
LOW	tools/document_segmentation_server.py	204	def _calculate_weighted_score(	CODE
LOW	tools/document_segmentation_server.py	226	def detect_segmentation_strategy(self, content: str, doc_type: str) -> str:	CODE
LOW	tools/document_segmentation_server.py	249	def _calculate_algorithm_density(self, content: str) -> float:	CODE
LOW	tools/document_segmentation_server.py	273	def _calculate_concept_complexity(self, content: str) -> float:	CODE
LOW	tools/document_segmentation_server.py	286	def _calculate_implementation_detail_level(self, content: str) -> float:	CODE
LOW	tools/document_segmentation_server.py	397	def _segment_preserve_algorithm_integrity(	CODE
LOW	tools/document_segmentation_server.py	431	def _segment_research_paper_semantically(	CODE
LOW	tools/document_segmentation_server.py	456	def _segment_concept_implementation_hybrid(	CODE
LOW	tools/document_segmentation_server.py	481	def _segment_by_enhanced_semantic_chunks(	CODE
LOW	tools/document_segmentation_server.py	585	def _detect_academic_sections(self, content: str) -> List[Dict]:	CODE
LOW	tools/document_segmentation_server.py	644	def _segment_by_semantic_chunks(self, content: str) -> List[DocumentSegment]:	CODE
LOW	tools/document_segmentation_server.py	743	def _identify_algorithm_blocks(self, content: str) -> List[Dict]:	CODE
LOW	tools/document_segmentation_server.py	883	def _merge_related_content_blocks(	CODE
LOW	tools/document_segmentation_server.py	1008	def _extract_enhanced_keywords(self, content: str, content_type: str) -> List[str]:	CODE
LOW	tools/document_segmentation_server.py	1063	def _calculate_enhanced_relevance_scores(	CODE
LOW	tools/document_segmentation_server.py	1173	def _calculate_paragraph_importance(	CODE
LOW	tools/document_segmentation_server.py	1198	def _calculate_optimal_chunk_size(self, content: str) -> int:	CODE
LOW	tools/document_segmentation_server.py	1209	def _create_content_aware_chunks(self, content: str, chunk_size: int) -> List[Dict]:	CODE
LOW	tools/document_segmentation_server.py	1354	def _calculate_relevance_scores(	CODE
LOW	tools/document_segmentation_server.py	1431	def ensure_segments_dir_exists(segments_dir: str):	CODE
LOW	tools/document_segmentation_server.py	1467	async def analyze_and_segment_document(	CODE
LOW	tools/document_segmentation_server.py	1813	def _calculate_adaptive_char_limit(	CODE
LOW	tools/document_segmentation_server.py	1838	def _calculate_enhanced_keyword_score(	CODE
LOW	tools/document_segmentation_server.py	1869	def _calculate_completeness_bonus(	CODE
LOW	tools/document_segmentation_server.py	1892	def _select_segments_with_integrity(	CODE
LOW	tools/code_reference_indexer.py	69	def load_index_files_from_directory(indexes_directory: str) -> Dict[str, Dict]:	CODE
384 more matches not shown…

Excessive Try-Catch Wrapping381 hits · 374 pts

Severity	File	Line	Snippet	Context
LOW	deepcode.py	101	except Exception:	CODE
LOW	deepcode.py	191	except Exception as e:	CODE
LOW⚡	deepcode.py	352	except Exception:	CODE
LOW⚡	deepcode.py	355	except Exception:	CODE
LOW⚡	deepcode.py	361	except Exception:	CODE
LOW⚡	deepcode.py	365	except Exception:	CODE
LOW	deepcode.py	386	except Exception as e:	CODE
LOW	deepcode.py	447	except Exception as e:	CODE
LOW	deepcode.py	623	except Exception as e:	CODE
LOW	deepcode.py	788	except Exception as e:	CODE
LOW⚡	ui/handlers.py	221	except Exception:	CODE
LOW⚡	ui/handlers.py	230	except Exception as e:	CODE
LOW⚡	ui/handlers.py	237	except Exception:	CODE
LOW⚡	ui/handlers.py	287	except Exception:	CODE
LOW⚡	ui/handlers.py	293	except Exception as backup_error:	CODE
LOW⚡	ui/handlers.py	301	except Exception:	CODE
LOW⚡	ui/handlers.py	365	except Exception as e:	CODE
LOW⚡	ui/handlers.py	373	except Exception:	CODE
LOW⚡	ui/handlers.py	380	except Exception:	CODE
LOW⚡	ui/handlers.py	388	except Exception as backup_error:	CODE
LOW⚡	ui/handlers.py	395	except Exception:	CODE
LOW⚡	ui/handlers.py	783	except Exception as e:	CODE
LOW⚡	ui/handlers.py	1231	except Exception:	CODE
LOW⚡	ui/handlers.py	1237	except Exception as e:	CODE
LOW⚡	ui/handlers.py	1244	except Exception:	CODE
LOW	ui/handlers.py	59	except Exception:	CODE
LOW	ui/handlers.py	69	except Exception:	CODE
LOW	ui/handlers.py	104	except Exception:	CODE
LOW	ui/handlers.py	175	except Exception as e:	CODE
LOW	ui/handlers.py	252	except Exception:	CODE
LOW	ui/handlers.py	272	except Exception as e:	CODE
LOW	ui/handlers.py	337	except Exception as e:	CODE
LOW	ui/handlers.py	344	except Exception:	CODE
LOW	ui/handlers.py	539	except Exception as e:	CODE
LOW	ui/handlers.py	552	except Exception as backup_error:	CODE
LOW	ui/handlers.py	679	except Exception as e:	CODE
LOW	ui/handlers.py	725	except Exception as e:	CODE
LOW	ui/handlers.py	819	except Exception as e:	CODE
LOW	ui/handlers.py	848	except Exception as e:	CODE
LOW	ui/handlers.py	881	except Exception as e:	CODE
LOW	ui/handlers.py	929	except Exception as e:	CODE
LOW	ui/handlers.py	976	except Exception as e:	CODE
LOW	ui/handlers.py	1174	except Exception:	CODE
LOW	ui/handlers.py	1179	except Exception:	CODE
LOW	ui/handlers.py	1206	except Exception:	CODE
LOW	ui/handlers.py	1217	except Exception:	CODE
LOW	ui/handlers.py	1220	except Exception:	CODE
LOW	ui/sidebar_feed.py	52	except Exception:	CODE
LOW	ui/sidebar_feed.py	74	except Exception:	CODE
LOW	ui/components.py	293	except Exception as exc:	CODE
LOW	ui/components.py	417	except Exception:	CODE
LOW	ui/components.py	578	except Exception as exc:	CODE
LOW	new_ui/backend/main.py	83	except Exception as exc:	CODE
LOW	new_ui/backend/main.py	93	except Exception as exc:	CODE
LOW	new_ui/backend/main.py	113	except Exception:	CODE
LOW	new_ui/backend/api/websockets/workflow_ws.py	40	except Exception:	CODE
LOW	new_ui/backend/api/websockets/agent_ws.py	34	except Exception as exc: # noqa: BLE001 - surface, never crash the socket	CODE
LOW	new_ui/backend/api/websockets/agent_ws.py	49	except Exception: # noqa: BLE001	CODE
LOW	new_ui/backend/api/routes/files.py	96	except Exception as e:	CODE
LOW	new_ui/backend/api/routes/files.py	141	except Exception as e:	CODE
321 more matches not shown…

Decorative Section Separators114 hits · 362 pts

Severity	File	Line	Snippet	Context
MEDIUM	run.sh	66	# ============================================	COMMENT
MEDIUM	new_ui/backend/settings.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	new_ui/backend/settings.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	new_ui/backend/settings.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	new_ui/backend/settings.py	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	new_ui/backend/main.py	13	# ============================================================	COMMENT
MEDIUM⚡	new_ui/backend/main.py	15	# ============================================================	COMMENT
MEDIUM⚡	new_ui/backend/main.py	24	# ============================================================	COMMENT
MEDIUM	new_ui/backend/main.py	155	# ============================================================	COMMENT
MEDIUM	new_ui/backend/main.py	158	# ============================================================	COMMENT
MEDIUM	new_ui/backend/services/workflow_service.py	743	# ------------------------------------------------------------------	COMMENT
MEDIUM	new_ui/backend/services/workflow_service.py	745	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	122	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	180	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	461	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	463	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	537	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/config.py	539	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/catalog.py	59	# --------------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/catalog.py	66	# --------------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	366	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	368	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	552	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	554	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	998	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/openai_compat.py	1000	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	129	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	131	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	299	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	301	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	345	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	347	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	388	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	390	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	454	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	456	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	522	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/providers/anthropic.py	524	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/observability/bus.py	159	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/observability/bus.py	161	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	191	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/observability/bus.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	core/sessions/store.py	65	# ------------------------------------------------------------------	COMMENT
MEDIUM	core/sessions/store.py	67	# ------------------------------------------------------------------	COMMENT
54 more matches not shown…

Unused Imports348 hits · 340 pts

Severity	File	Line	Context
LOW	__init__.py	14	CODE
LOW	ui/__init__.py	19	CODE
LOW	ui/__init__.py	20	CODE
LOW	ui/__init__.py	20	CODE
LOW	ui/__init__.py	20	CODE
LOW	ui/__init__.py	21	CODE
LOW	ui/__init__.py	22	CODE
LOW	ui/__init__.py	26	CODE
LOW	ui/__init__.py	33	CODE
LOW	ui/sidebar_feed.py	5	CODE
LOW	ui/components.py	8	CODE
LOW	new_ui/backend/settings.py	9	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	3	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/models/__init__.py	13	CODE
LOW	new_ui/backend/api/websockets/logs_ws.py	15	CODE
LOW	new_ui/backend/api/websockets/agent_ws.py	16	CODE
LOW	new_ui/backend/api/routes/sessions.py	11	CODE
LOW	new_ui/backend/api/routes/agent_chats.py	9	CODE
LOW	new_ui/backend/api/routes/config.py	9	CODE
LOW	new_ui/backend/api/routes/agent_fs.py	16	CODE
LOW	new_ui/backend/services/agent_chat_service.py	19	CODE
LOW	new_ui/backend/services/openrouter_models.py	8	CODE
LOW	new_ui/backend/services/session_service.py	10	CODE
LOW	new_ui/backend/services/session_service.py	12	CODE
LOW	new_ui/backend/services/session_service.py	12	CODE
LOW	new_ui/backend/services/session_service.py	12	CODE
LOW	new_ui/backend/services/session_service.py	12	CODE
LOW	tools/pdf_converter.py	13	CODE
LOW	core/config.py	25	CODE
LOW	core/agent_setup.py	17	CODE
LOW	core/platform_compat.py	9	CODE
LOW	core/llm_runtime.py	9	CODE
LOW	core/llm_runtime.py	20	CODE
LOW	core/llm_runtime.py	20	CODE
LOW	core/schedule/keepalive.py	11	CODE
LOW	core/schedule/__init__.py	15	CODE
LOW	core/schedule/__init__.py	15	CODE
LOW	core/schedule/__init__.py	16	CODE
LOW	core/schedule/scheduler.py	10	CODE
LOW	core/compat/mcp_app.py	16	CODE
LOW	core/compat/request_params.py	16	CODE
LOW	core/compat/__init__.py	26	CODE
LOW	core/compat/__init__.py	26	CODE
LOW	core/compat/__init__.py	26	CODE
LOW	core/compat/__init__.py	26	CODE
LOW	core/compat/__init__.py	26	CODE
LOW	core/compat/__init__.py	33	CODE
288 more matches not shown…

Deep Nesting156 hits · 124 pts

Severity	File	Line	Context
LOW	deepcode.py	149	CODE
LOW	deepcode.py	330	CODE
LOW	deepcode.py	628	CODE
LOW	setup.py	15	CODE
LOW	ui/layout.py	82	CODE
LOW	ui/handlers.py	182	CODE
LOW	ui/handlers.py	309	CODE
LOW	ui/handlers.py	791	CODE
LOW	ui/handlers.py	1142	CODE
LOW	ui/handlers.py	209	CODE
LOW	ui/components.py	242	CODE
LOW	ui/components.py	529	CODE
LOW	ui/components.py	710	CODE
LOW	new_ui/backend/api/websockets/code_stream_ws.py	17	CODE
LOW	new_ui/backend/api/websockets/logs_ws.py	38	CODE
LOW	new_ui/backend/api/websockets/workflow_ws.py	57	CODE
LOW	new_ui/backend/api/websockets/agent_ws.py	54	CODE
LOW	new_ui/backend/api/routes/agent_fs.py	38	CODE
LOW	new_ui/backend/services/workflow_service.py	416	CODE
LOW	tools/code_implementation_server.py	176	CODE
LOW	tools/code_implementation_server.py	471	CODE
LOW	tools/code_implementation_server.py	1122	CODE
LOW	tools/code_implementation_server.py	1172	CODE
LOW	tools/code_implementation_server.py	1297	CODE
LOW	tools/code_implementation_server.py	1323	CODE
LOW	tools/pdf_utils.py	9	CODE
LOW	tools/command_executor.py	31	CODE
LOW	tools/command_executor.py	231	CODE
LOW	tools/pdf_downloader.py	887	CODE
LOW	tools/pdf_downloader.py	293	CODE
LOW	tools/pdf_downloader.py	333	CODE
LOW	tools/pdf_downloader.py	438	CODE
LOW	tools/pdf_downloader.py	566	CODE
LOW	tools/git_command.py	165	CODE
LOW	tools/git_command.py	27	CODE
LOW	tools/document_segmentation_server.py	1467	CODE
LOW	tools/document_segmentation_server.py	1627	CODE
LOW	tools/document_segmentation_server.py	158	CODE
LOW	tools/document_segmentation_server.py	226	CODE
LOW	tools/document_segmentation_server.py	309	CODE
LOW	tools/document_segmentation_server.py	327	CODE
LOW	tools/document_segmentation_server.py	585	CODE
LOW	tools/document_segmentation_server.py	1063	CODE
LOW	tools/document_segmentation_server.py	1156	CODE
LOW	tools/document_segmentation_server.py	1173	CODE
LOW	tools/document_segmentation_server.py	1328	CODE
LOW	tools/code_reference_indexer.py	202	CODE
LOW	tools/pdf_converter.py	86	CODE
LOW	tools/pdf_converter.py	319	CODE
LOW	tools/pdf_converter.py	616	CODE
LOW	tools/code_indexer.py	450	CODE
LOW	tools/code_indexer.py	473	CODE
LOW	tools/code_indexer.py	658	CODE
LOW	tools/code_indexer.py	770	CODE
LOW	tools/code_indexer.py	975	CODE
LOW	tools/code_indexer.py	1094	CODE
LOW	tools/code_indexer.py	477	CODE
LOW	core/platform_compat.py	26	CODE
LOW	core/compat/agent.py	36	CODE
LOW	core/compat/agent.py	104	CODE
96 more matches not shown…

Redundant / Tautological Comments71 hits · 102 pts

Severity	File	Line	Snippet	Context
LOW	deepcode.py	413	# Check if Streamlit is installed	COMMENT
LOW	deepcode.py	524	# Check if image exists (auto-build on first run)	COMMENT
LOW	deepcode.py	568	# Check if image exists (auto-build on first run)	COMMENT
LOW	deepcode.py	729	# Check if new_ui directory exists	COMMENT
LOW	deepcode.py	777	# Check if processes are still running	COMMENT
LOW⚡	ui/handlers.py	793	# Check if questions need to be generated	COMMENT
LOW	ui/handlers.py	84	# Check if running in main thread	COMMENT
LOW	ui/handlers.py	822	# Check if detailed requirements need to be generated	COMMENT
LOW	ui/handlers.py	851	# Check if requirements need to be edited	COMMENT
LOW	ui/handlers.py	967	# Display result status	COMMENT
LOW	ui/handlers.py	1013	# Check if background thread has finished	COMMENT
LOW	ui/handlers.py	1027	# Display result status	COMMENT
LOW	ui/sidebar_feed.py	30	# Check if we're in a Streamlit context	COMMENT
LOW	new_ui/backend/main.py	60	# Check if running in Docker/production mode	COMMENT
LOW	new_ui/backend/main.py	177	# Check if a static file exists at the requested path	COMMENT
LOW	new_ui/backend/api/websockets/workflow_ws.py	192	# Check if workflow is complete	COMMENT
LOW	new_ui/backend/api/routes/workflows.py	147	# Check if plugin integration is available	COMMENT
LOW	new_ui/backend/services/workflow_service.py	497	# Check if workflow was cancelled by user	COMMENT
LOW	new_ui/scripts/start_dev.sh	17	# Check if we're in the right directory	COMMENT
LOW	new_ui/scripts/start_dev.sh	35	# Check if pydantic-settings is installed	COMMENT
LOW	new_ui/scripts/start_dev.sh	51	# Check if node_modules exists	COMMENT
LOW	tools/code_implementation_server.py	428	# Write file	COMMENT
LOW	tools/code_implementation_server.py	577	# Write file	COMMENT
LOW	tools/code_implementation_server.py	1032	# Check if paths match using multiple strategies	COMMENT
LOW	tools/code_implementation_server.py	1143	# Check if this matches our target	COMMENT
LOW	tools/document_segmentation_server.py	338	# Check if line is a header	COMMENT
LOW	tools/document_segmentation_server.py	900	# Check if can merge with the next block	COMMENT
LOW	tools/document_segmentation_server.py	1497	# Check if analysis already exists and is recent	COMMENT
LOW	tools/document_segmentation_server.py	1859	# Check if in important position (first 25% of content)	COMMENT
LOW	tools/pdf_converter.py	125	# Check if LibreOffice is available	COMMENT
LOW	tools/code_indexer.py	617	# Check if it's in the selected list	COMMENT
LOW	tools/code_indexer.py	1465	# Display results	STRING
LOW	nanobot/nanobot/cli/commands.py	589	# Check if already built	COMMENT
LOW	nanobot/nanobot/heartbeat/service.py	117	# Check if agent said "nothing to do"	COMMENT
LOW⚡	workflows/agent_orchestration_engine.py	1085	# Check if file is actually a PDF by reading the first few bytes	COMMENT
LOW	workflows/agent_orchestration_engine.py	1023	# Check if reference analysis already exists	COMMENT
LOW	workflows/agent_orchestration_engine.py	1285	# Check if plan is empty or invalid	COMMENT
LOW	workflows/agent_orchestration_engine.py	1352	# Verify if any repositories were actually downloaded	COMMENT
LOW	workflows/agent_orchestration_engine.py	1418	# Check if code_base directory exists and has content	COMMENT
LOW	workflows/agent_orchestration_engine.py	1427	# Check if there are any repositories in the code_base directory	COMMENT
LOW	workflows/agent_orchestration_engine.py	1558	# Check if initial plan file exists	COMMENT
LOW⚡	workflows/plugins/plan_review.py	59	# Check if disabled	COMMENT
LOW⚡	workflows/plugins/plan_review.py	63	# Check if already reviewed	COMMENT
LOW⚡	workflows/plugins/plan_review.py	67	# Check if we have a plan to review	COMMENT
LOW⚡	workflows/plugins/requirement_analysis.py	69	# Check if disabled in context	COMMENT
LOW⚡	workflows/plugins/requirement_analysis.py	73	# Check if already processed	COMMENT
LOW⚡	workflows/plugins/requirement_analysis.py	77	# Check if we have user input to analyze	COMMENT
LOW	workflows/plugins/base.py	309	# Check if plugin should trigger	COMMENT
LOW⚡	workflows/agents/code_implementation_agent.py	459	# Check if result is a CallToolResult object	COMMENT
LOW	workflows/agents/code_implementation_agent.py	173	# Check if read tools are disabled	COMMENT
LOW	workflows/agents/code_implementation_agent.py	296	# Check if a summary exists for this file using read_code_mem MCP tool	COMMENT
LOW	workflows/agents/code_implementation_agent.py	311	# Check if any summaries were found in the results	COMMENT
LOW	workflows/agents/code_implementation_agent.py	632	# Check if we should trigger summary / 检查是否应触发总结	COMMENT
LOW	workflows/agents/code_implementation_agent.py	869	# Check if recent calls are all read_file or search_reference_code / 检查最近的调用是否都是read_file或search_reference_code	COMMENT
LOW	workflows/agents/memory_agent_concise.py	320	# Check if file has a code extension	COMMENT
LOW	workflows/agents/memory_agent_concise.py	546	# Check if it's a known file extension	COMMENT
LOW	workflows/agents/memory_agent_concise.py	703	# Check if it looks like a file (has extension)	COMMENT
LOW	workflows/agents/memory_agent_concise.py	987	# Check if we've already seen this file (exact match)	COMMENT
LOW	workflows/agents/memory_agent_concise.py	1386	# Check if file exists to determine if we need header	STRING
LOW	workflows/agents/memory_agent_concise.py	1588	"read_file", # Read file contents	STRING
11 more matches not shown…

Hallucination Indicators7 hits · 75 pts

Severity	File	Line	Snippet	Context
CRITICAL	nanobot/nanobot/config/loader.py	17	from nanobot.utils.helpers import get_data_path	CODE
CRITICAL	nanobot/nanobot/utils/__init__.py	3	from nanobot.utils.helpers import ensure_dir, get_data_path, get_workspace_path	CODE
CRITICAL	nanobot/nanobot/agent/memory.py	6	from nanobot.utils.helpers import ensure_dir, today_date	CODE
CRITICAL⚡	nanobot/nanobot/cli/commands.py	196	from nanobot.utils.helpers import get_workspace_path	CODE
CRITICAL	nanobot/nanobot/channels/feishu.py	147	response = self._client.im.v1.message_reaction.create(request)	CODE
CRITICAL	nanobot/nanobot/channels/feishu.py	251	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	nanobot/nanobot/session/manager.py	11	from nanobot.utils.helpers import ensure_dir, safe_filename	CODE

Modern Structural Boilerplate54 hits · 55 pts

Severity	File	Line	Snippet	Context
LOW	__init__.py	16	__all__ = [	CODE
LOW	ui/__init__.py	35	__all__ = [	CODE
LOW	ui/app.py	10	__all__ = ["main"]	CODE
LOW	new_ui/backend/models/__init__.py	23	__all__ = [	CODE
LOW	new_ui/backend/services/session_service.py	25	__all__ = [	CODE
LOW	tools/code_implementation_server.py	41	logger = logging.getLogger(__name__)	CODE
LOW	tools/document_segmentation_server.py	79	logger = logging.getLogger(__name__)	CODE
LOW	tools/code_reference_indexer.py	35	logger = logging.getLogger(__name__)	CODE
LOW	core/config.py	639	__all__ = [	CODE
LOW	core/schedule/__init__.py	18	__all__ = ["Continuation", "ContinuationDecision", "run_scheduled"]	CODE
LOW	core/compat/__init__.py	42	__all__ = [	CODE
LOW	core/compat/runtime.py	126	def set_runtime(runtime: DeepCodeRuntime \| None) -> None:	CODE
LOW	core/providers/__init__.py	25	__all__ = [	CODE
LOW	core/providers/openai_compat.py	239	def _setup_env(self, api_key: str, api_base: str \| None) -> None:	CODE
LOW	core/providers/openai_responses/__init__.py	18	__all__ = [	CODE
LOW	core/observability/records.py	182	__all__ = [	CODE
LOW	core/observability/__init__.py	49	__all__ = [	CODE
LOW⚡	core/observability/bus.py	164	def set_task_dir(task_id: str, task_dir: Path \| str) -> None:	CODE
LOW	core/observability/bus.py	392	__all__ = [	CODE
LOW	core/observability/context.py	78	__all__ = [	CODE
LOW	core/harness/__init__.py	29	__all__ = [	CODE
LOW	core/harness/tools/__init__.py	27	__all__ = [	CODE
LOW	core/sessions/store.py	677	__all__ = [	CODE
LOW	core/sessions/models.py	237	__all__ = [	CODE
LOW	core/sessions/__init__.py	36	__all__ = [	CODE
LOW	core/team/__init__.py	30	__all__ = [	CODE
LOW	core/agent_runtime/__init__.py	24	__all__ = [	CODE
LOW	core/agent_runtime/tools/__init__.py	12	__all__ = [	CODE
LOW	core/events/__init__.py	60	__all__ = [	CODE
LOW	core/loop/__init__.py	22	__all__ = [	CODE
LOW	nanobot/nanobot/config/__init__.py	6	__all__ = ["Config", "load_config", "get_config_path"]	CODE
LOW	nanobot/nanobot/providers/__init__.py	6	__all__ = ["LLMProvider", "LLMResponse", "LiteLLMProvider"]	CODE
LOW	nanobot/nanobot/providers/litellm_provider.py	52	def _setup_env(self, api_key: str, api_base: str \| None, model: str) -> None:	CODE
LOW	nanobot/nanobot/bus/__init__.py	6	__all__ = ["MessageBus", "InboundMessage", "OutboundMessage"]	CODE
LOW	nanobot/nanobot/utils/__init__.py	5	__all__ = ["ensure_dir", "get_workspace_path", "get_data_path"]	CODE
LOW	nanobot/nanobot/agent/__init__.py	8	__all__ = ["AgentLoop", "ContextBuilder", "MemoryStore", "SkillsLoader"]	CODE
LOW	nanobot/nanobot/agent/tools/cron.py	18	def set_context(self, channel: str, chat_id: str) -> None:	CODE
LOW	nanobot/nanobot/agent/tools/__init__.py	6	__all__ = ["Tool", "ToolRegistry"]	CODE
LOW	nanobot/nanobot/agent/tools/message.py	22	def set_context(self, channel: str, chat_id: str) -> None:	CODE
LOW	nanobot/nanobot/agent/tools/message.py	27	def set_send_callback(self, callback: Callable[[OutboundMessage], Awaitable[None]]) -> None:	CODE
LOW	nanobot/nanobot/agent/tools/spawn.py	24	def set_context(self, channel: str, chat_id: str) -> None:	CODE
LOW	nanobot/nanobot/heartbeat/__init__.py	5	__all__ = ["HeartbeatService"]	CODE
LOW	nanobot/nanobot/cron/__init__.py	6	__all__ = ["CronService", "CronJob", "CronSchedule"]	CODE
LOW	nanobot/nanobot/channels/__init__.py	6	__all__ = ["BaseChannel", "ChannelManager"]	CODE
LOW	nanobot/nanobot/session/__init__.py	5	__all__ = ["SessionManager", "Session"]	CODE
LOW	workflows/__init__.py	19	__all__ = [	CODE
LOW	workflows/plan_review_runtime.py	90	def update_plan_review_meta(paper_dir: str \| Path, **updates: Any) -> None:	CODE
LOW	workflows/plugins/__init__.py	6	__all__ = [	CODE
LOW	workflows/plugins/base.py	263	def set_interaction_callback(self, callback: InteractionCallback) -> None:	CODE
LOW	workflows/agents/__init__.py	12	__all__ = ["CodeImplementationAgent", "MemoryAgent"]	CODE
LOW	utils/__init__.py	11	__all__ = [	CODE
LOW	utils/llm_utils.py	166	__all__ = [	CODE
LOW⚡	cli/tui/session_bridge.py	72	def set_title_from(self, first_message: str) -> None:	CODE
LOW	eval/swebench/__init__.py	28	__all__ = ["Instance", "load_local_instances", "Report", "ResultRow"]	CODE

Structural Annotation Overuse29 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	ui/handlers.py	515	# Step 1: Initialization	COMMENT
LOW	tools/code_reference_indexer.py	356	# Step 1: Load index files from specified directory	COMMENT
LOW⚡	tools/code_reference_indexer.py	369	# Step 2: Parse keywords	COMMENT
LOW⚡	tools/code_reference_indexer.py	374	# Step 3: Find relevant reference code	COMMENT
LOW⚡	tools/code_reference_indexer.py	379	# Step 4: Find direct relationships	COMMENT
LOW⚡	tools/code_reference_indexer.py	382	# Step 5: Format output	COMMENT
LOW⚡	tools/code_indexer.py	876	# Step 1: Generate file tree	COMMENT
LOW⚡	tools/code_indexer.py	880	# Step 2: Get all files	COMMENT
LOW⚡	tools/code_indexer.py	884	# Step 3: LLM pre-filtering of relevant files	COMMENT
LOW⚡	tools/code_indexer.py	892	# Step 4: Filter file list based on filtering results	COMMENT
LOW	tools/code_indexer.py	904	# Step 5: Analyze filtered files (concurrent or sequential)	COMMENT
LOW	tools/code_indexer.py	918	# Step 6: Create repository index	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	222	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	239	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	263	### Step 3: Initializing the Skill	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	294	### Step 4: Edit the Skill	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	335	### Step 5: Packaging a Skill	COMMENT
LOW	nanobot/nanobot/skills/skill-creator/SKILL.md	362	### Step 6: Iterate	COMMENT
LOW⚡	workflows/codebase_index_workflow.py	424	# Step 1: Determine initial plan file path	STRING
LOW⚡	workflows/codebase_index_workflow.py	428	# Step 2: Load target structure	STRING
LOW⚡	workflows/codebase_index_workflow.py	443	# Step 3: Check codebase path	STRING
LOW⚡	workflows/codebase_index_workflow.py	453	# Step 4: Create output directory	STRING
LOW⚡	workflows/codebase_index_workflow.py	457	# Step 5: Load configuration	STRING
LOW⚡	workflows/codebase_index_workflow.py	463	# Step 6: Create code indexer	STRING
LOW⚡	workflows/codebase_index_workflow.py	580	# Step 7: Build all indexes	STRING
LOW⚡	workflows/codebase_index_workflow.py	583	# Step 8: Generate summary report	STRING
LOW⚡	workflows/agent_orchestration_engine.py	1061	# Step 1: Check if any markdown files exist	COMMENT
LOW⚡	workflows/agent_orchestration_engine.py	1082	# Step 2: Read document content to determine size	COMMENT
LOW	workflows/agent_orchestration_engine.py	1129	# Step 3: Determine if segmentation should be used	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	tools/pdf_downloader.py	888	Download files from URLs or move local files mentioned in natural language instructions. Args: instruc	STRING
HIGH	tools/pdf_downloader.py	1289	# Convert a document to Markdown format with image extraction support. # Supports both local files and URLs. U	STRING
HIGH	tools/git_command.py	166	Download GitHub repositories from natural language instructions. Args: instruction: Natural language t	STRING
HIGH	nanobot/nanobot/agent/tools/registry.py	39	Execute a tool by name with given parameters. Args: name: Tool name. params: T	STRING
HIGH	utils/cross_platform_file_handler.py	96	Create a temporary file with proper cross-platform handling. This method addresses Windows file handle	STRING
HIGH	utils/cross_platform_file_handler.py	193	Safely copy a file with proper error handling. This method uses copy instead of move to preserve the o	STRING
HIGH	utils/cross_platform_file_handler.py	256	Safely move a file (only if explicitly needed). Note: Prefer safe_copy_file to preserve originals.	STRING
HIGH	utils/file_processor.py	172	Read the content of a file asynchronously. Args: file_path: Path to the file to read	STRING

Verbosity Indicators23 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	ui/handlers.py	515	# Step 1: Initialization	COMMENT
LOW	tools/code_reference_indexer.py	356	# Step 1: Load index files from specified directory	COMMENT
LOW⚡	tools/code_reference_indexer.py	369	# Step 2: Parse keywords	COMMENT
LOW⚡	tools/code_reference_indexer.py	374	# Step 3: Find relevant reference code	COMMENT
LOW⚡	tools/code_reference_indexer.py	379	# Step 4: Find direct relationships	COMMENT
LOW⚡	tools/code_reference_indexer.py	382	# Step 5: Format output	COMMENT
LOW⚡	tools/code_indexer.py	876	# Step 1: Generate file tree	COMMENT
LOW⚡	tools/code_indexer.py	880	# Step 2: Get all files	COMMENT
LOW⚡	tools/code_indexer.py	884	# Step 3: LLM pre-filtering of relevant files	COMMENT
LOW⚡	tools/code_indexer.py	892	# Step 4: Filter file list based on filtering results	COMMENT
LOW	tools/code_indexer.py	904	# Step 5: Analyze filtered files (concurrent or sequential)	COMMENT
LOW	tools/code_indexer.py	918	# Step 6: Create repository index	COMMENT
LOW⚡	workflows/codebase_index_workflow.py	424	# Step 1: Determine initial plan file path	STRING
LOW⚡	workflows/codebase_index_workflow.py	428	# Step 2: Load target structure	STRING
LOW⚡	workflows/codebase_index_workflow.py	443	# Step 3: Check codebase path	STRING
LOW⚡	workflows/codebase_index_workflow.py	453	# Step 4: Create output directory	STRING
LOW⚡	workflows/codebase_index_workflow.py	457	# Step 5: Load configuration	STRING
LOW⚡	workflows/codebase_index_workflow.py	463	# Step 6: Create code indexer	STRING
LOW⚡	workflows/codebase_index_workflow.py	580	# Step 7: Build all indexes	STRING
LOW⚡	workflows/codebase_index_workflow.py	583	# Step 8: Generate summary report	STRING
LOW⚡	workflows/agent_orchestration_engine.py	1061	# Step 1: Check if any markdown files exist	COMMENT
LOW⚡	workflows/agent_orchestration_engine.py	1082	# Step 2: Read document content to determine size	COMMENT
LOW	workflows/agent_orchestration_engine.py	1129	# Step 3: Determine if segmentation should be used	COMMENT

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	ui/handlers.py	43	# Import necessary modules	COMMENT
MEDIUM	ui/handlers.py	703	# Import required modules	COMMENT
MEDIUM	ui/handlers.py	747	# Import required modules	COMMENT
MEDIUM	ui/handlers.py	898	# Create a simple progress callback that only logs (no Streamlit UI calls)	COMMENT
MEDIUM	tools/code_indexer.py	430	# Create a hash of the prompt for filename	COMMENT
MEDIUM	workflows/agent_orchestration_engine.py	1651	# Create the chat planning agent	COMMENT
MEDIUM	workflows/agent_orchestration_engine.py	1952	# Create a skipped indexing result	COMMENT
MEDIUM	workflows/agents/code_implementation_agent.py	991	# Create a simulated read_file tool call	COMMENT
MEDIUM	workflows/agents/memory_agent_concise.py	1104	# Create the formatted summary for file saving (without Next Steps)	COMMENT
MEDIUM	utils/cli_interface.py	160	# Create a hidden root window	COMMENT

AI Slop Vocabulary7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	ui/sidebar_feed.py	34	# Running in background thread, just use Python logging	COMMENT
MEDIUM	core/loop/backpressure.py	50	"""A stable digest of failure output, robust to volatile noise.	STRING
MEDIUM	nanobot/nanobot/channels/dingtalk.py	49	# Parse using SDK's ChatbotMessage for robust handling	COMMENT
MEDIUM⚡	workflows/agent_orchestration_engine.py	1679	# Set higher token output for comprehensive planning	COMMENT
MEDIUM	workflows/agent_orchestration_engine.py	1690	formatted_message = f"""Please analyze the following coding requirements and generate a comprehensive implem	CODE
MEDIUM	prompts/code_prompts.py	463	CODE_PLANNING_PROMPT = """You are creating a DETAILED, COMPLETE reproduction plan by integrating comprehensive analysis	CODE
MEDIUM	prompts/code_prompts.py	1556	CODE_PLANNING_PROMPT_TRADITIONAL = """You are creating a DETAILED, COMPLETE reproduction plan by integrating comprehensi	CODE

Over-Commented Block16 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tools/pdf_downloader.py	141	# "\n [INFO] Document converted to Markdown (docling)"	COMMENT
LOW	tools/pdf_downloader.py	1281	else:	COMMENT
LOW	tools/pdf_downloader.py	1301	# Status message about the conversion operation with preview of converted content	COMMENT
LOW	tools/pdf_downloader.py	1321	# if (	COMMENT
LOW	tools/pdf_downloader.py	1341	# (".pdf", ".docx", ".pptx", ".html", ".md", ".txt")	COMMENT
LOW	tools/pdf_downloader.py	1361		COMMENT
LOW	core/team/worktree.py	21	"-c",	COMMENT
LOW	workflows/agents/memory_agent_concise.py	1301	llm_summary: LLM-generated summary content	COMMENT
LOW	workflows/agents/memory_agent_concise.py	1721	knowledge_base_message["content"] += (	COMMENT
LOW	workflows/agents/memory_agent_concise.py	1741	# # If no tool results yet, add guidance for next steps	COMMENT
LOW	prompts/code_prompts.py	861	# - CONTINUOUS: Implement files continuously until plan completion	COMMENT
LOW	prompts/code_prompts.py	881	# ```	COMMENT
LOW	prompts/code_prompts.py	901	# - Apply: Found patterns while maintaining project requirements	COMMENT
LOW	prompts/code_prompts.py	921	# Next Target: [next_file_to_implement]	COMMENT
LOW	prompts/code_prompts.py	1061		COMMENT
LOW	prompts/code_prompts.py	1081		COMMENT

Modern AI Meta-Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	252	- [nanobot](https://github.com/HKUDS/nanobot) nanobot now powers your agentic coding & engineering! 🤖💻	CODE
MEDIUM	ui/handlers.py	160	# Use traditional multi-agent research pipeline for files/URLs	COMMENT
MEDIUM⚡	tests/test_loop.py	129	# -- LoopTask (orchestration, real test backpressure) ------------------------	COMMENT
MEDIUM	workflows/__init__.py	25	"execute_multi_agent_research_pipeline", # Main multi-agent pipeline function	CODE

Cross-Language Confusion3 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	new_ui/backend/api/websockets/code_stream_ws.py	28	"filename": str \| null, # For file_start/file_end	STRING
HIGH	new_ui/backend/api/websockets/workflow_ws.py	73	"result": dict \| null, # Only for complete type	STRING
HIGH	tests/test_exec_sandbox_wiring.py	104	f"cat ~/.aws/credentials > {stolen} 2>/dev/null \|\| echo done", timeout=30	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README_ZH.md	1070	"api_key": "your_api_key",	CODE

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	core/compat/request_params.py	86	CODE
LOW	core/providers/base.py	520	CODE
LOW	core/providers/base.py	558	CODE
LOW	core/observability/bus.py	194	CODE
LOW	nanobot/nanobot/cli/commands.py	716	CODE

Synthetic Comment Markers1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	ui/components.py	864	st.markdown("#### 3 · AI-generated requirement document")	STRING

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_session_compaction.py	69	big = "lorem ipsum dolor sit amet " * 250 # ~6.7K chars ≈ 1.7K tokens each	CODE
LOW	tests/test_session_compaction.py	69	big = "lorem ipsum dolor sit amet " * 250 # ~6.7K chars ≈ 1.7K tokens each	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	utils/cross_platform_file_handler.py	427	# Example usage	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	utils/file_processor.py	136	# Don't forget to save the last section	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings