666ghj/MiroFish

10.7

Adjusted Score

10.7

Raw Score

100%

Time Factor

2026-08-17

Last Push

71.7K

Stars

Python

Language

57.7K

Lines of Code

104

Files

564

Pattern Hits

2026-08-29

Scan Date

0.16

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 0HIGH 17MEDIUM 12LOW 535

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

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

Hyper-Verbose Identifiers189 hits · 186 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_local_star_history.py	98	def test_backfill_writes_hand_computed_completed_daily_history(self):	CODE
LOW	tests/test_local_star_history.py	168	def test_backfill_fails_closed_on_cursor_or_count_inconsistency(self):	CODE
LOW	tests/test_local_star_history.py	219	def test_backfill_accepts_exact_rate_limit_reserve_after_first_page(self):	CODE
LOW	tests/test_local_star_history.py	242	def test_backfill_refuses_dangling_output_symlink(self):	CODE
LOW	tests/test_local_star_history.py	259	def test_initialize_starts_from_one_honest_aggregate_snapshot(self):	CODE
LOW	tests/test_local_star_history.py	282	def test_due_boundary_matches_configured_interval(self):	CODE
LOW	tests/test_local_star_history.py	346	def test_record_before_due_does_not_write(self):	CODE
LOW	tests/test_local_star_history.py	374	def test_record_applies_count_file_without_github_credentials(self):	CODE
LOW	tests/test_local_star_history.py	415	def test_count_file_rejects_symlinks_malformed_and_extreme_values(self):	CODE
LOW	tests/test_local_star_history.py	443	def test_force_same_day_same_count_is_idempotent(self):	CODE
LOW	tests/test_local_star_history.py	469	def test_force_same_day_changed_count_replaces_snapshot(self):	CODE
LOW	tests/test_local_star_history.py	495	def test_new_date_appends_even_when_count_is_unchanged(self):	CODE
LOW	tests/test_local_star_history.py	522	def test_schema_rejects_unknown_identity_fields_and_boolean_counts(self):	CODE
LOW	tests/test_local_star_history.py	553	def test_svg_is_accessible_self_contained_and_deterministic(self):	CODE
LOW	tests/test_local_star_history.py	780	def test_svg_validator_rejects_unreviewed_or_active_content(self):	CODE
LOW	tests/test_local_star_history.py	851	def test_check_detects_svg_tampering(self):	CODE
LOW	tests/test_local_star_history.py	868	def test_graphql_gateway_uses_identity_free_paginated_query(self):	CODE
LOW	tests/test_local_star_history.py	924	def test_graphql_gateway_rejects_malformed_nested_shape(self):	STRING
LOW	tests/test_local_star_history.py	944	def test_graphql_gateway_does_not_echo_failed_command_stderr(self):	STRING
LOW	tests/test_local_star_count_fetch.py	78	def test_fetcher_is_standalone_stdlib_only_and_has_fixed_api(self):	CODE
LOW	tests/test_local_star_count_fetch.py	95	def test_success_stdout_is_only_one_decimal_count(self):	CODE
LOW	tests/test_local_star_count_fetch.py	110	def test_redirect_is_refused_without_forwarding_token(self):	CODE
LOW	tests/test_local_star_count_fetch.py	126	def test_malformed_oversized_and_invalid_counts_are_sanitized(self):	CODE
LOW	tests/test_local_star_count_fetch.py	148	def test_status_and_network_errors_do_not_echo_exception_data(self):	CODE
LOW	tests/test_local_star_count_fetch.py	169	def test_missing_or_newline_token_is_rejected_without_stdout(self):	CODE
LOW	tests/test_local_star_count_fetch.py	185	def test_workflow_keeps_credentials_out_of_record_and_render_steps(self):	CODE
LOW	tests/test_local_star_count_fetch.py	248	def test_workflow_submits_a_verified_pull_request_for_manual_merge(self):	CODE
LOW	backend/app/utils/zep.py	33	def normalize_zep_search_query(query: Any) -> str:	CODE
LOW	backend/app/utils/zep.py	44	def normalize_zep_search_limit(limit: Any) -> int:	CODE
LOW	backend/app/utils/llm_client.py	27	def _is_response_format_unsupported(error: Exception) -> bool:	CODE
LOW	backend/app/utils/llm_client.py	77	def _contains_additional_json_container(content: str) -> bool:	CODE
LOW	backend/app/utils/openai_chat_compat.py	60	def extract_chat_completion_text(response: Any) -> str:	CODE
LOW	backend/app/utils/ontology.py	26	def normalize_ontology_attribute(attribute: Any) -> Optional[Dict[str, Any]]:	CODE
LOW	backend/app/utils/ontology.py	52	def normalize_ontology_attributes(attributes: Any) -> List[Dict[str, Any]]:	CODE
LOW	backend/app/utils/ontology.py	73	def normalize_ontology_source_targets(	CODE
LOW	backend/app/models/project.py	228	def find_projects_by_graph_id(cls, graph_id: str) -> List[Project]:	CODE
LOW	backend/app/api/simulation.py	58	def optimize_interview_prompt(prompt: str) -> str:	CODE
LOW	backend/app/api/simulation.py	270	def _check_simulation_prepared(simulation_id: str) -> tuple:	CODE
LOW	backend/app/api/simulation.py	852	def _get_report_id_for_simulation(simulation_id: str) -> str:	CODE
LOW	backend/app/api/simulation.py	1064	def get_simulation_profiles_realtime(simulation_id: str):	CODE
LOW	backend/app/api/simulation.py	1179	def get_simulation_config_realtime(simulation_id: str):	CODE
LOW	backend/app/api/simulation.py	1345	def download_simulation_config(simulation_id: str):	CODE
LOW	backend/app/api/simulation.py	1374	def download_simulation_script(script_name: str):	CODE
LOW	backend/app/api/graph.py	76	def _delete_cloud_graph_if_present(graph_id: str \| None) -> None:	CODE
LOW	backend/app/api/graph.py	97	def _clear_project_graph_reference(project) -> None:	CODE
LOW	backend/app/api/graph.py	110	def _project_has_active_build(project) -> bool:	CODE
LOW	backend/app/api/report.py	1103	def get_graph_statistics_tool():	CODE
LOW	backend/app/services/report_agent.py	258	def log_section_full_complete(	CODE
LOW	backend/app/services/report_agent.py	1975	def _get_report_markdown_path(cls, report_id: str) -> str:	CODE
LOW	backend/app/services/simulation_runner.py	882	def _check_all_platforms_completed(cls, state: SimulationRunState) -> bool:	CODE
LOW	backend/app/services/simulation_runner.py	1925	def _get_interview_history_from_db(	CODE
LOW	backend/app/services/zep_tools.py	1483	def _clean_tool_call_response(response: str) -> str:	CODE
LOW	backend/app/services/zep_tools.py	1549	def _select_agents_for_interview(	CODE
LOW	backend/app/services/zep_tools.py	1632	def _generate_interview_questions(	CODE
LOW	backend/app/services/zep_tools.py	1681	def _generate_interview_summary(	CODE
LOW	backend/app/services/oasis_profile_generator.py	274	def generate_profile_from_entity(	CODE
LOW	backend/app/services/oasis_profile_generator.py	540	def _generate_profile_with_llm(	CODE
LOW	backend/app/services/oasis_profile_generator.py	721	def _build_individual_persona_prompt(	CODE
LOW	backend/app/services/oasis_profile_generator.py	818	def _generate_profile_rule_based(	CODE
LOW	backend/app/services/oasis_profile_generator.py	895	def generate_profiles_from_entities(	CODE
129 more matches not shown…

Excessive Try-Catch Wrapping176 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/utils/file_parser.py	42	except Exception:	CODE
LOW	backend/app/utils/file_parser.py	51	except Exception:	CODE
LOW	backend/app/utils/file_parser.py	155	except Exception as e:	CODE
LOW	backend/app/utils/zep.py	143	except Exception as error:	CODE
LOW	backend/app/utils/retry.py	226	except Exception as e:	CODE
LOW	backend/app/utils/llm_client.py	197	except Exception as error:	CODE
LOW	backend/app/api/simulation.py	48	except Exception:	CODE
LOW	backend/app/api/simulation.py	114	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	147	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	184	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	261	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	363	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	385	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	516	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	634	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	668	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	782	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	814	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	843	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	896	except Exception:	CODE
LOW	backend/app/api/simulation.py	906	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1016	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1054	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1150	except Exception:	CODE
LOW	backend/app/api/simulation.py	1169	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1264	except Exception:	CODE
LOW	backend/app/api/simulation.py	1299	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1335	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1364	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1416	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1490	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1641	except Exception as error:	CODE
LOW	backend/app/api/simulation.py	1779	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1846	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	1914	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	2015	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	2069	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	2109	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	2136	except Exception as e:	CODE
LOW	backend/app/api/simulation.py	2216	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2293	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2424	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2562	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2665	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2737	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2802	except Exception as e:	STRING
LOW	backend/app/api/simulation.py	2872	except Exception as e:	STRING
LOW	backend/app/api/graph.py	394	except Exception as error:	CODE
LOW	backend/app/api/graph.py	430	except Exception:	CODE
LOW	backend/app/api/graph.py	801	except Exception as e:	CODE
LOW	backend/app/api/graph.py	834	except Exception as e:	CODE
LOW	backend/app/api/graph.py	899	except Exception as e:	CODE
LOW	backend/app/api/graph.py	958	except Exception as e:	CODE
LOW	backend/app/api/report.py	288	except Exception as e:	CODE
LOW	backend/app/api/report.py	297	except Exception:	CODE
LOW	backend/app/api/report.py	313	except Exception as e:	CODE
LOW	backend/app/api/report.py	386	except Exception as e:	CODE
LOW	backend/app/api/report.py	429	except Exception as e:	CODE
LOW	backend/app/api/report.py	468	except Exception as e:	CODE
LOW	backend/app/api/report.py	508	except Exception as e:	CODE
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Unused Imports79 hits · 69 pts

Severity	File	Line	Context
LOW	backend/app/utils/file_parser.py	6	CODE
LOW	backend/app/utils/file_parser.py	8	CODE
LOW	backend/app/utils/__init__.py	5	CODE
LOW	backend/app/utils/__init__.py	6	CODE
LOW	backend/app/utils/__init__.py	7	CODE
LOW	backend/app/utils/__init__.py	7	CODE
LOW	backend/app/utils/__init__.py	7	CODE
LOW	backend/app/utils/__init__.py	7	CODE
LOW	backend/app/utils/zep.py	3	CODE
LOW	backend/app/utils/zep_paging.py	3	CODE
LOW	backend/app/utils/openai_chat_compat.py	8	CODE
LOW	backend/app/models/__init__.py	5	CODE
LOW	backend/app/models/__init__.py	5	CODE
LOW	backend/app/models/__init__.py	6	CODE
LOW	backend/app/models/__init__.py	6	CODE
LOW	backend/app/models/__init__.py	6	CODE
LOW	backend/app/models/project.py	13	CODE
LOW	backend/app/api/__init__.py	11	CODE
LOW	backend/app/api/__init__.py	12	CODE
LOW	backend/app/api/__init__.py	13	CODE
LOW	backend/app/api/report.py	12	CODE
LOW	backend/app/services/report_agent.py	14	CODE
LOW	backend/app/services/report_agent.py	17	CODE
LOW	backend/app/services/report_agent.py	25	CODE
LOW	backend/app/services/report_agent.py	25	CODE
LOW	backend/app/services/report_agent.py	25	CODE
LOW	backend/app/services/report_agent.py	25	CODE
LOW	backend/app/services/simulation_runner.py	10	CODE
LOW	backend/app/services/simulation_runner.py	15	CODE
LOW	backend/app/services/simulation_runner.py	21	CODE
LOW	backend/app/services/simulation_runner.py	29	CODE
LOW	backend/app/services/simulation_runner.py	29	CODE
LOW	backend/app/services/simulation_runner.py	1387	CODE
LOW	backend/app/services/zep_tools.py	11	CODE
LOW	backend/app/services/text_processor.py	5	CODE
LOW	backend/app/services/__init__.py	5	CODE
LOW	backend/app/services/__init__.py	6	CODE
LOW	backend/app/services/__init__.py	7	CODE
LOW	backend/app/services/__init__.py	8	CODE
LOW	backend/app/services/__init__.py	8	CODE
LOW	backend/app/services/__init__.py	8	CODE
LOW	backend/app/services/__init__.py	9	CODE
LOW	backend/app/services/__init__.py	9	CODE
LOW	backend/app/services/__init__.py	10	CODE
LOW	backend/app/services/__init__.py	10	CODE
LOW	backend/app/services/__init__.py	10	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	11	CODE
LOW	backend/app/services/__init__.py	19	CODE
LOW	backend/app/services/__init__.py	19	CODE
LOW	backend/app/services/__init__.py	19	CODE
LOW	backend/app/services/__init__.py	19	CODE
LOW	backend/app/services/__init__.py	19	CODE
LOW	backend/app/services/__init__.py	26	CODE
LOW	backend/app/services/__init__.py	26	CODE
LOW	backend/app/services/__init__.py	26	CODE
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Deep Nesting65 hits · 50 pts

Severity	File	Line	Context
LOW	backend/app/utils/file_parser.py	161	CODE
LOW	backend/app/utils/llm_client.py	159	CODE
LOW	backend/app/utils/openai_chat_compat.py	60	CODE
LOW	backend/app/api/simulation.py	270	CODE
LOW	backend/app/api/simulation.py	678	CODE
LOW	backend/app/api/simulation.py	852	CODE
LOW	backend/app/api/simulation.py	1064	CODE
LOW	backend/app/api/simulation.py	1179	CODE
LOW	backend/app/api/simulation.py	1502	CODE
LOW	backend/app/api/graph.py	266	CODE
LOW	backend/app/api/graph.py	460	CODE
LOW	backend/app/api/report.py	33	CODE
LOW	backend/app/services/report_agent.py	962	CODE
LOW	backend/app/services/report_agent.py	1260	CODE
LOW	backend/app/services/report_agent.py	2066	CODE
LOW	backend/app/services/report_agent.py	2179	CODE
LOW	backend/app/services/report_agent.py	2348	CODE
LOW	backend/app/services/report_agent.py	2547	CODE
LOW	backend/app/services/report_agent.py	2568	CODE
LOW	backend/app/services/simulation_runner.py	620	CODE
LOW	backend/app/services/simulation_runner.py	767	CODE
LOW	backend/app/services/simulation_runner.py	965	CODE
LOW	backend/app/services/simulation_runner.py	1087	CODE
LOW	backend/app/services/simulation_runner.py	1365	CODE
LOW	backend/app/services/simulation_runner.py	1449	CODE
LOW	backend/app/services/simulation_runner.py	1554	CODE
LOW	backend/app/services/simulation_runner.py	1585	CODE
LOW	backend/app/services/zep_tools.py	309	CODE
LOW	backend/app/services/zep_tools.py	457	CODE
LOW	backend/app/services/zep_tools.py	542	CODE
LOW	backend/app/services/zep_tools.py	1483	CODE
LOW	backend/app/services/zep_tools.py	1503	CODE
LOW	backend/app/services/oasis_profile_generator.py	34	CODE
LOW	backend/app/services/oasis_profile_generator.py	58	CODE
LOW	backend/app/services/oasis_profile_generator.py	348	CODE
LOW	backend/app/services/oasis_profile_generator.py	457	CODE
LOW	backend/app/services/oasis_profile_generator.py	540	CODE
LOW	backend/app/services/oasis_profile_generator.py	818	CODE
LOW	backend/app/services/oasis_profile_generator.py	895	CODE
LOW	backend/app/services/oasis_profile_generator.py	933	CODE
LOW	backend/app/services/simulation_manager.py	483	CODE
LOW	backend/app/services/simulation_ipc.py	117	CODE
LOW	backend/app/services/zep_entity_reader.py	221	CODE
LOW	backend/app/services/graph_builder.py	218	CODE
LOW	backend/app/services/graph_builder.py	270	CODE
LOW	backend/app/services/graph_builder.py	407	CODE
LOW	backend/app/services/graph_builder.py	777	CODE
LOW	backend/app/services/zep_graph_memory_updater.py	142	CODE
LOW	backend/app/services/zep_graph_memory_updater.py	410	CODE
LOW	backend/app/services/zep_graph_memory_updater.py	560	CODE
LOW	backend/app/services/simulation_config_generator.py	435	CODE
LOW	backend/app/services/simulation_config_generator.py	730	CODE
LOW	backend/app/services/simulation_config_generator.py	910	CODE
LOW	backend/scripts/run_reddit_simulation.py	523	CODE
LOW	backend/scripts/run_parallel_simulation.py	749	CODE
LOW	backend/scripts/run_parallel_simulation.py	857	CODE
LOW	backend/scripts/run_parallel_simulation.py	938	CODE
LOW	backend/scripts/run_parallel_simulation.py	1101	CODE
LOW	backend/scripts/run_parallel_simulation.py	1293	CODE
LOW	backend/scripts/run_parallel_simulation.py	1492	CODE
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Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet	Context
HIGH	backend/app/services/simulation_runner.py	select user_id, info, created_at from trace where action = ? and user_id = ? order by created_at desc limit 1	STRING
HIGH	backend/scripts/run_reddit_simulation.py	select user_id, info, created_at from trace where action = ? and user_id = ? order by created_at desc limit 1	STRING
HIGH	backend/scripts/run_parallel_simulation.py	select user_id, info, created_at from trace where action = ? and user_id = ? order by created_at desc limit 1	STRING
HIGH	backend/scripts/run_twitter_simulation.py	select user_id, info, created_at from trace where action = ? and user_id = ? order by created_at desc limit 1	STRING
HIGH	backend/scripts/run_reddit_simulation.py	过滤掉 camel-ai 关于 max_tokens 的警告（我们故意不设置 max_tokens，让模型自行决定）	STRING
HIGH	backend/scripts/run_parallel_simulation.py	过滤掉 camel-ai 关于 max_tokens 的警告（我们故意不设置 max_tokens，让模型自行决定）	STRING
HIGH	backend/scripts/run_twitter_simulation.py	过滤掉 camel-ai 关于 max_tokens 的警告（我们故意不设置 max_tokens，让模型自行决定）	STRING

Decorative Section Separators9 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	backend/requirements.txt	1	# ===========================================	COMMENT
MEDIUM⚡	backend/requirements.txt	3	# ===========================================	COMMENT
MEDIUM⚡	backend/requirements.txt	6	# ===========================================	COMMENT
MEDIUM	backend/app/services/report_agent.py	470	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/app/services/report_agent.py	472	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/app/services/report_agent.py	866	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/app/services/report_agent.py	868	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/scripts/run_parallel_simulation.py	28	# ============================================================	COMMENT
MEDIUM	backend/scripts/run_parallel_simulation.py	31	# ============================================================	COMMENT

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/services/report_agent.py	963	执行工具调用 Args: tool_name: 工具名称 parameters: 工具参数 report_conte	STRING
HIGH	backend/app/services/simulation_runner.py	1702	采访单个Agent Args: simulation_id: 模拟ID agent_id: Agent ID prompt: 采访问	STRING
HIGH	backend/app/services/simulation_runner.py	1765	批量采访多个Agent Args: simulation_id: 模拟ID interviews: 采访列表，每个元素包含 {"agent_id": int	STRING
HIGH	backend/app/services/simulation_ipc.py	124	发送命令并等待响应 Args: command_type: 命令类型 args: 命令参数 timeout: 超时时	STRING
HIGH	backend/app/services/simulation_config_generator.py	256	智能生成完整的模拟配置（分步生成） Args: simulation_id: 模拟ID project_id: 项目ID	STRING

Verbosity Indicators10 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/app/services/zep_tools.py	979	# Step 1: 使用LLM生成子问题	COMMENT
LOW⚡	backend/app/services/zep_tools.py	989	# Step 2: 对每个子问题进行语义搜索	COMMENT
LOW⚡	backend/app/services/zep_tools.py	1069	# Step 4: 构建所有关系链（不限制数量）	COMMENT
LOW⚡	backend/app/services/zep_tools.py	1472	# Step 6: 生成采访摘要	COMMENT
LOW	backend/app/services/zep_tools.py	1024	# Step 3: 从边中提取相关实体UUID，只获取这些实体的信息（不获取全部节点）	COMMENT
LOW	backend/app/services/zep_tools.py	1314	# Step 1: 读取人设文件	COMMENT
LOW	backend/app/services/zep_tools.py	1325	# Step 2: 使用LLM选择要采访的Agent（返回agent_id列表）	COMMENT
LOW	backend/app/services/zep_tools.py	1337	# Step 3: 生成采访问题（如果没有提供）	COMMENT
LOW	backend/app/services/zep_tools.py	1363	# Step 4: 调用真实的采访API（不指定platform，默认双平台同时采访）	COMMENT
LOW	backend/app/services/zep_tools.py	1393	# Step 5: 解析API返回结果，构建AgentInterview对象	COMMENT

Cross-Language Confusion3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/api/simulation.py	1950	"result": null,	STRING
HIGH	backend/app/services/ontology_generator.py	447	# occasionally emit a bare string, null, or another scalar.	COMMENT
HIGH⚡	backend/tests/test_profile_field_normalization.py	16	assert _coerce_to_str({"unexpected": None}) == '{"unexpected": null}'	CODE

Structural Annotation Overuse10 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/app/services/zep_tools.py	979	# Step 1: 使用LLM生成子问题	COMMENT
LOW⚡	backend/app/services/zep_tools.py	989	# Step 2: 对每个子问题进行语义搜索	COMMENT
LOW⚡	backend/app/services/zep_tools.py	1069	# Step 4: 构建所有关系链（不限制数量）	COMMENT
LOW⚡	backend/app/services/zep_tools.py	1472	# Step 6: 生成采访摘要	COMMENT
LOW	backend/app/services/zep_tools.py	1024	# Step 3: 从边中提取相关实体UUID，只获取这些实体的信息（不获取全部节点）	COMMENT
LOW	backend/app/services/zep_tools.py	1314	# Step 1: 读取人设文件	COMMENT
LOW	backend/app/services/zep_tools.py	1325	# Step 2: 使用LLM选择要采访的Agent（返回agent_id列表）	COMMENT
LOW	backend/app/services/zep_tools.py	1337	# Step 3: 生成采访问题（如果没有提供）	COMMENT
LOW	backend/app/services/zep_tools.py	1363	# Step 4: 调用真实的采访API（不指定platform，默认双平台同时采访）	COMMENT
LOW	backend/app/services/zep_tools.py	1393	# Step 5: 解析API返回结果，构建AgentInterview对象	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	121	LLM_API_KEY=your_api_key	CODE
HIGH	README-ZH.md	121	LLM_API_KEY=your_api_key	CODE

Modern Structural Boilerplate5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/utils/__init__.py	9	__all__ = ['FileParser', 'LLMClient', 't', 'get_locale', 'set_locale', 'get_language_instruction']	CODE
LOW	backend/app/utils/llm_client.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/models/__init__.py	8	__all__ = ['TaskManager', 'TaskStatus', 'Project', 'ProjectStatus', 'ProjectManager']	CODE
LOW	backend/app/services/__init__.py	40	__all__ = [	CODE
LOW	backend/app/services/ontology_generator.py	19	logger = logging.getLogger(__name__)	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/package-lock.json	2010	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/services/simulation_runner.py	1362		CODE
LOW	backend/app/services/ontology_generator.py	248		CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	backend/requirements.txt	1	# ===========================================	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings