simonlin1212/Vibe-Research

13.1

Adjusted Score

13.1

Raw Score

100%

Time Factor

2026-08-09

Last Push

1.9K

Stars

TypeScript

Language

23.5K

Lines of Code

Files

229

Pattern Hits

2026-08-09

Scan Date

0.00

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0MEDIUM 35LOW 194

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 229 distinct pattern matches across 7 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.

Decorative Section Separators29 hits · 96 pts

Severity	File	Line	Snippet	Context
MEDIUM	a-stock-data/SKILL.md	529	# ── 东财防封：全局节流 + 会话复用 ────────────────────────────────────	COMMENT
MEDIUM	backend/chat.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/chat.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/astock.py	493	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/astock.py	497	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	251	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	281	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/astock.py	415	# ===========================================================================	COMMENT
MEDIUM	backend/astock.py	424	# ===========================================================================	COMMENT
MEDIUM⚡	backend/app.py	552	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/app.py	555	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_fixes.py	18	# ── VR_API_KEY 鉴权中间件 ───────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/test_fixes.py	29	# ── 持仓：本地 JSON CRUD（不联网，行情打桩） ────────────────────────	COMMENT
MEDIUM	backend/tests/test_fixes.py	120	# ── full_valuation：一致预期缺「均值」/ '-' 占位不再 502 ─────────────	COMMENT
MEDIUM	backend/tests/test_fixes.py	149	# ── 短线情绪：涨停池脏数值（'-' 占位）不再让排序崩溃 ────────────────	COMMENT
MEDIUM	backend/tests/test_fixes.py	170	# ── 缓存：数据源故障的空结果不缓存 5 分钟 ───────────────────────────	COMMENT
MEDIUM⚡	backend/tests/test_fixes.py	187	# ── akshare 未安装：market 降级返回空，不挡服务 ─────────────────────	COMMENT
MEDIUM⚡	backend/tests/test_fixes.py	198	# ── 流式工具调用：非标网关不带 index 时按 id 归位、不串参数 ──────────	COMMENT
MEDIUM	backend/tests/test_fixes.py	230	# ── CLI 流式：子进程挂起时超时真正生效（不再无限期阻塞） ────────────	COMMENT
MEDIUM	backend/tests/test_gstock_search.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_gstock_search.py	79	# ---------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping95 hits · 95 pts

Severity	File	Line	Snippet	Context
LOW	a-stock-data/SKILL.md	327	except Exception:	CODE
LOW	a-stock-data/SKILL.md	341	except Exception:	CODE
LOW	a-stock-data/SKILL.md	360	except Exception:	CODE
LOW	a-stock-data/SKILL.md	367	except Exception:	CODE
LOW	a-stock-data/SKILL.md	546	except Exception:	CODE
LOW	a-stock-data/SKILL.md	1277	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	1337	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	1945	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2287	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2385	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2468	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2695	except Exception: return x	CODE
LOW	a-stock-data/SKILL.md	2713	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2791	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2824	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2854	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	2874	except Exception as e:	CODE
LOW	a-stock-data/SKILL.md	3039	except Exception as e:	CODE
LOW	global-stock-data/SKILL.md	1384	except Exception: # Windows 上 zoneinfo 可能缺 tzdata	CODE
LOW	backend/gstock.py	48	except Exception:	CODE
LOW	backend/gstock.py	130	except Exception as e: # noqa: BLE001 — 网络/HTTP/JSON 解析都可能	CODE
LOW	backend/market.py	46	except Exception:	CODE
LOW	backend/market.py	77	except Exception:	CODE
MEDIUM	backend/market.py	33	def _num(v) -> int:	CODE
LOW	backend/reflection.py	68	except Exception as e: # noqa: BLE001 — 运行时错误以流内事件上报	CODE
LOW	backend/tools.py	163	except Exception: # noqa: BLE001 — 网络问题转备用源	CODE
LOW	backend/tools.py	168	except Exception: # noqa: BLE001	CODE
LOW	backend/tools.py	230	except Exception: # noqa: BLE001	CODE
LOW	backend/tools.py	253	except Exception: # noqa: BLE001 — 热门概念是加分项，挂了不该拖垮板块归属	CODE
LOW	backend/tools.py	270	except Exception: # noqa: BLE001 — 上游接口不稳，转降级源	CODE
LOW	backend/tools.py	279	except Exception: # noqa: BLE001 — 行业是加分项，拿不到不影响主体	CODE
LOW	backend/tools.py	394	except Exception as e: # noqa: BLE001 — 工具错误回喂给模型，不中断循环	CODE
LOW	backend/newsradar.py	44	except Exception:	CODE
LOW	backend/newsradar.py	47	except Exception:	CODE
LOW	backend/newsradar.py	97	except Exception:	CODE
LOW	backend/debate.py	129	except Exception as e: # noqa: BLE001 — 单项失败只记缺口	CODE
LOW	backend/debate.py	138	except Exception as e: # noqa: BLE001	CODE
LOW	backend/debate.py	293	except Exception as e: # noqa: BLE001 — 单个角色失败不该毁掉整场辩论	CODE
MEDIUM	backend/astock.py	188	def _akshare():	CODE
LOW⚡	backend/astock.py	485	except Exception:	CODE
LOW	backend/astock.py	356	except Exception:	CODE
LOW	backend/astock.py	461	except Exception:	CODE
LOW	backend/astock.py	513	except Exception:	CODE
LOW	backend/astock.py	541	except Exception:	CODE
LOW	backend/astock.py	561	except Exception:	CODE
LOW	backend/astock.py	640	except Exception:	CODE
LOW	backend/astock.py	743	except Exception:	CODE
LOW	backend/astock.py	763	except Exception:	CODE
LOW	backend/astock.py	783	except Exception:	CODE
LOW	backend/astock.py	805	except Exception:	CODE
MEDIUM	backend/app.py	119	def gen():	CODE
MEDIUM	backend/app.py	148	def gen():	CODE
LOW⚡	backend/app.py	297	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	306	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	315	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	324	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	337	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	346	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	355	except Exception as e: # noqa: BLE001	CODE
LOW⚡	backend/app.py	548	except Exception as e: # noqa: BLE001	CODE
35 more matches not shown…

Hyper-Verbose Identifiers69 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	a-stock-data/SKILL.md	893	def eastmoney_industry_reports(industry_code: str = "*", max_pages: int = 5,	CODE
LOW	a-stock-data/SKILL.md	1214	def _save_northbound_snapshot(date: str, hgt: float, sgt: float):	CODE
LOW	a-stock-data/SKILL.md	1315	def eastmoney_fund_flow_minute(code: str) -> list[dict]:	CODE
LOW	global-stock-data/SKILL.md	993	def financial_statements_eastmoney(secucode: str, statement: str = "balance",	CODE
LOW	global-stock-data/SKILL.md	1229	def financial_statements_yahoo(symbol: str,	CODE
LOW	backend/astock.py	153	def eastmoney_industry_reports(keywords: list[str] \| None = None, days: int = 90, max_pages: int = 3) -> list[dict]:	CODE
LOW⚡	backend/tests/test_version_source.py	8	def test_reads_version_from_package_json():	CODE
LOW⚡	backend/tests/test_version_source.py	12	def test_missing_file_returns_unknown_not_a_stale_version(monkeypatch):	CODE
LOW⚡	backend/tests/test_version_source.py	18	def test_warning_never_goes_to_stdout(monkeypatch):	CODE
LOW	backend/tests/test_version_source.py	32	def test_mcp_server_reports_the_same_version():	CODE
LOW	backend/tests/test_version_source.py	37	def test_turnover_projection_keeps_every_documented_field():	CODE
LOW	backend/tests/test_pure.py	53	def test_parse_gtimg_bad_line_ignored():	CODE
LOW	backend/tests/test_mcp_stdio_encoding.py	21	def test_gbk_stdout_would_crash_without_the_fix(monkeypatch):	CODE
LOW⚡	backend/tests/test_live.py	20	def test_full_valuation_shape():	CODE
LOW⚡	backend/tests/test_live.py	27	def test_reports_and_announcements():	CODE
LOW⚡	backend/tests/test_live.py	36	def test_financials_and_percentile():	CODE
LOW	backend/tests/test_live.py	57	def test_concept_blocks_and_industry():	CODE
LOW	backend/tests/test_live.py	65	def test_short_term_emotion_shape():	CODE
LOW	backend/tests/test_live.py	94	def test_global_indices_and_stock():	CODE
LOW	backend/tests/test_fixes.py	39	def test_portfolio_crud_roundtrip(tmp_pf):	CODE
LOW	backend/tests/test_fixes.py	63	def test_portfolio_add_validation(tmp_pf):	CODE
LOW	backend/tests/test_fixes.py	68	def test_portfolio_corrupt_file_returns_empty(tmp_pf):	CODE
LOW	backend/tests/test_fixes.py	86	def test_portfolio_legacy_migration(tmp_path, monkeypatch):	CODE
LOW	backend/tests/test_fixes.py	101	def test_myreports_legacy_migration(tmp_path, monkeypatch):	CODE
LOW	backend/tests/test_fixes.py	125	def test_full_valuation_dirty_forecast(monkeypatch):	CODE
LOW	backend/tests/test_fixes.py	137	def test_full_valuation_string_numbers(monkeypatch):	CODE
LOW	backend/tests/test_fixes.py	151	def test_emotion_dirty_amount(monkeypatch):	CODE
LOW⚡	backend/tests/test_fixes.py	189	def test_market_degrades_without_akshare(monkeypatch):	CODE
LOW⚡	backend/tests/test_fixes.py	200	def test_stream_tool_calls_without_index(monkeypatch):	CODE
LOW	backend/tests/test_fixes.py	232	def test_run_cli_stream_timeout(monkeypatch):	CODE
LOW	backend/tests/test_api.py	63	def test_gstock_quote_full_null_shape():	CODE
LOW	backend/tests/test_reports_and_security.py	24	def test_classify_by_filename():	CODE
LOW	backend/tests/test_reports_and_security.py	30	def test_report_roundtrip_and_delete():	CODE
LOW⚡	backend/tests/test_reports_and_security.py	76	def test_ssrf_public_mode_blocks_internal(monkeypatch):	CODE
LOW⚡	backend/tests/test_reports_and_security.py	86	def test_negative_cost_accepted():	CODE
LOW⚡	backend/tests/test_reports_and_security.py	92	def test_zero_shares_rejected():	CODE
LOW	backend/tests/test_gstock_search.py	25	def test_falls_back_to_second_endpoint(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	42	def test_all_endpoints_down_raises_instead_of_returning_none(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	56	def test_unknown_symbol_still_returns_none(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	66	def test_malformed_payload_is_not_treated_as_not_found(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	91	def test_missing_table_falls_through_to_backup(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	111	def test_all_endpoints_return_bad_shape_raises(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	122	def test_http_error_with_json_body_is_not_a_match(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	133	def test_empty_data_with_valid_shape_is_still_not_found(monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	145	def test_malformed_payload_falls_through_instead_of_crashing(payload, monkeypatch):	CODE
LOW	backend/tests/test_gstock_search.py	160	def test_malformed_primary_still_uses_backup(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	42	def test_chat_reexports_tools():	CODE
LOW⚡	backend/tests/test_agents.py	48	def test_pick_trims_and_tolerates():	CODE
LOW⚡	backend/tests/test_agents.py	55	def test_exec_tool_never_raises():	CODE
LOW⚡	backend/tests/test_agents.py	61	def test_exec_tool_wraps_handler_exception(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	89	def test_referee_sees_everyone():	CODE
LOW⚡	backend/tests/test_agents.py	95	def test_referee_prompt_forbids_recommendation():	CODE
LOW⚡	backend/tests/test_agents.py	102	def test_dossier_spec_marks_rate_limited_sources_serial():	CODE
LOW⚡	backend/tests/test_agents.py	119	def test_payload_empty_sees_through_wrappers(value, empty):	CODE
LOW⚡	backend/tests/test_agents.py	123	def test_structurally_empty_counts_as_gap(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	133	def test_legitimately_empty_section_is_not_a_gap(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	191	def test_debate_aborts_when_no_data(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	199	def test_no_record_wording_does_not_claim_certainty(monkeypatch):	CODE
LOW⚡	backend/tests/test_agents.py	206	def test_reflection_rejects_empty():	CODE
LOW⚡	backend/tests/test_agents.py	211	def test_reflection_truncates_long_source(monkeypatch):	CODE
9 more matches not shown…

Unused Imports20 hits · 18 pts

Severity	File	Line	Context
LOW	backend/version.py	10	CODE
LOW	backend/gstock.py	16	CODE
LOW	backend/market.py	7	CODE
LOW	backend/reflection.py	11	CODE
LOW	backend/tools.py	14	CODE
LOW	backend/newsradar.py	10	CODE
LOW	backend/debate.py	17	CODE
LOW	backend/myreports.py	12	CODE
LOW	backend/chat.py	10	CODE
LOW	backend/chat.py	20	CODE
LOW	backend/chat.py	22	CODE
LOW	backend/astock.py	12	CODE
LOW	backend/astock.py	17	CODE
LOW	backend/astock.py	21	CODE
LOW	backend/app.py	10	CODE
LOW	backend/portfolio.py	12	CODE
LOW	backend/cli_runtime.py	10	CODE
LOW	backend/mcp_server.py	13	CODE
LOW	backend/tests/test_pure.py	2	CODE
LOW	backend/tests/test_reports_and_security.py	10	CODE

Deep Nesting9 hits · 8 pts

Severity	File	Line	Context
LOW	backend/market.py	40	CODE
LOW	backend/reflection.py	37	CODE
LOW	backend/newsradar.py	56	CODE
LOW	backend/debate.py	65	CODE
LOW	backend/debate.py	253	CODE
LOW	backend/chat.py	247	CODE
LOW	backend/astock.py	658	CODE
LOW	backend/cli_runtime.py	93	CODE
LOW	backend/cli_runtime.py	149	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	a-stock-data/SKILL.md	3046	# Step 1: iwencai 多 query 语义搜索	COMMENT
LOW	a-stock-data/SKILL.md	3063	# Step 2: 东财补充同标的研报 + PDF	COMMENT
LOW	global-stock-data/SKILL.md	231	# Step 1: 获取 cookie	COMMENT
LOW	global-stock-data/SKILL.md	234	# Step 2: 获取 crumb	COMMENT

Over-Commented Block3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	a-stock-data/SKILL.md	601	min5 = client.bars(symbol='688017', frequency=0, offset=48) # 5分钟	COMMENT
LOW	frontend/src/hooks/useLiveQuotes.ts	1	// 自选股实时行情轮询。	COMMENT
LOW	backend/debate.py	21		COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings