akfamily/akshare

9.0

Adjusted Score

9.0

Raw Score

100%

Time Factor

2026-08-28

Last Push

22.3K

Stars

Python

Language

188.7K

Lines of Code

483

Files

1.9K

Pattern Hits

2026-08-29

Scan Date

0.19

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 94MEDIUM 34LOW 1738

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 1866 distinct pattern matches across 11 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.

Unused Imports1108 hits · 564 pts

Severity	File	Line	Context
LOW	akshare/__init__.py	3305	CODE
LOW	akshare/__init__.py	3311	CODE
LOW	akshare/__init__.py	3311	CODE
LOW	akshare/__init__.py	3311	CODE
LOW	akshare/__init__.py	3320	CODE
LOW	akshare/__init__.py	3325	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3330	CODE
LOW	akshare/__init__.py	3342	CODE
LOW	akshare/__init__.py	3342	CODE
LOW	akshare/__init__.py	3347	CODE
LOW	akshare/__init__.py	3352	CODE
LOW	akshare/__init__.py	3357	CODE
LOW	akshare/__init__.py	3362	CODE
LOW	akshare/__init__.py	3367	CODE
LOW	akshare/__init__.py	3372	CODE
LOW	akshare/__init__.py	3372	CODE
LOW	akshare/__init__.py	3377	CODE
LOW	akshare/__init__.py	3377	CODE
LOW	akshare/__init__.py	3382	CODE
LOW	akshare/__init__.py	3382	CODE
LOW	akshare/__init__.py	3387	CODE
LOW	akshare/__init__.py	3387	CODE
LOW	akshare/__init__.py	3387	CODE
LOW	akshare/__init__.py	3396	CODE
LOW	akshare/__init__.py	3396	CODE
LOW	akshare/__init__.py	3396	CODE
LOW	akshare/__init__.py	3396	CODE
LOW	akshare/__init__.py	3405	CODE
LOW	akshare/__init__.py	3405	CODE
LOW	akshare/__init__.py	3405	CODE
LOW	akshare/__init__.py	3410	CODE
LOW	akshare/__init__.py	3415	CODE
LOW	akshare/__init__.py	3415	CODE
LOW	akshare/__init__.py	3415	CODE
LOW	akshare/__init__.py	3424	CODE
LOW	akshare/__init__.py	3424	CODE
LOW	akshare/__init__.py	3429	CODE
LOW	akshare/__init__.py	3429	CODE
LOW	akshare/__init__.py	3434	CODE
LOW	akshare/__init__.py	3434	CODE
LOW	akshare/__init__.py	3439	CODE
LOW	akshare/__init__.py	3439	CODE
LOW	akshare/__init__.py	3444	CODE
LOW	akshare/__init__.py	3444	CODE
LOW	akshare/__init__.py	3452	CODE
LOW	akshare/__init__.py	3452	CODE
LOW	akshare/__init__.py	3457	CODE
LOW	akshare/__init__.py	3462	CODE
LOW	akshare/__init__.py	3467	CODE
LOW	akshare/__init__.py	3472	CODE
LOW	akshare/__init__.py	3477	CODE
LOW	akshare/__init__.py	3477	CODE
LOW	akshare/__init__.py	3477	CODE
LOW	akshare/__init__.py	3482	CODE
LOW	akshare/__init__.py	3482	CODE
1048 more matches not shown…

Hyper-Verbose Identifiers485 hits · 474 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_registry.py	18	def test_tokenize_splits_on_whitespace_and_punctuation():	CODE
LOW⚡	tests/test_registry.py	23	def test_tokenize_drops_empty():	CODE
LOW⚡	tests/test_registry.py	27	def test_score_exact_name_match_dominates():	CODE
LOW⚡	tests/test_registry.py	31	def test_score_desc_hit_lower_than_name_hit():	CODE
LOW⚡	tests/test_registry.py	37	def test_score_matches_output_column():	CODE
LOW⚡	tests/test_registry.py	41	def test_score_all_tokens_hit_gets_bonus():	CODE
LOW⚡	tests/test_registry.py	47	def test_score_undocumented_is_downweighted():	CODE
LOW⚡	tests/test_registry.py	51	def test_score_no_hit_returns_zero():	CODE
LOW⚡	tests/test_registry.py	187	def test_search_returns_dataframe_with_expected_columns():	CODE
LOW⚡	tests/test_registry.py	194	def test_search_empty_result_keeps_columns():	CODE
LOW⚡	tests/test_registry.py	200	def test_search_respects_limit():	CODE
LOW⚡	tests/test_registry.py	204	def test_search_filters_by_category():	CODE
LOW⚡	tests/test_registry.py	209	def test_search_documented_only_excludes_undocumented():	CODE
LOW⚡	tests/test_registry.py	215	def test_interface_info_returns_full_record():	CODE
LOW⚡	tests/test_registry.py	221	def test_interface_info_unknown_name_suggests_candidates():	CODE
LOW⚡	tests/test_registry.py	227	def test_interface_info_deepcopy_isolates_nested_structures(monkeypatch):	CODE
LOW⚡	tests/test_registry.py	265	def test_list_categories_counts():	CODE
LOW⚡	tests/test_registry.py	271	def test_bigrams_single_char_returns_empty():	CODE
LOW⚡	tests/test_registry.py	275	def test_bigrams_compresses_whitespace_before_splitting():	CODE
LOW⚡	tests/test_registry.py	279	def test_search_exact_name_is_ranked_first():	CODE
LOW⚡	tests/test_registry.py	315	def test_search_exact_name_survives_trailing_punctuation(suffix, monkeypatch):	CODE
LOW⚡	tests/test_registry.py	321	def test_search_unspaced_query_recalls_via_bigram_fallback():	CODE
LOW⚡	tests/test_registry.py	330	def test_search_negative_limit_raises():	CODE
LOW⚡	tests/test_registry.py	335	def test_search_empty_query_returns_empty_with_columns():	CODE
LOW	tests/test_registry.py	67	def test_score_normalizes_whitespace_between_latin_and_cjk():	CODE
LOW	tests/test_registry.py	87	def test_score_does_not_match_across_adjacent_column_boundary():	CODE
LOW	tests/test_registry.py	102	def test_score_category_only_hit_is_positive():	CODE
LOW	tests/test_registry.py	106	def test_score_desc_gt_category_gt_output_when_each_hits_alone():	CODE
LOW⚡	tests/test_registry_integration.py	12	def test_public_api_is_exported():	CODE
LOW⚡	tests/test_registry_integration.py	20	def test_real_search_returns_callable_interfaces():	CODE
LOW⚡	tests/test_registry_integration.py	30	def test_every_registry_entry_is_reachable():	CODE
LOW	tests/test_check_release.py	39	def test_parse_tag_extracts_version():	CODE
LOW	tests/test_check_release.py	47	def test_parse_tag_rejects_malformed(tag):	CODE
LOW⚡	tests/test_check_release.py	59	def test_read_version_without_declaration_raises(tmp_path):	CODE
LOW⚡	tests/test_check_release.py	66	def test_has_version_entry_requires_line_start():	CODE
LOW⚡	tests/test_check_release.py	74	def test_collect_problems_passes_when_all_aligned(tmp_path):	CODE
LOW⚡	tests/test_check_release.py	79	def test_collect_problems_detects_tag_version_mismatch(tmp_path):	CODE
LOW⚡	tests/test_check_release.py	86	def test_collect_problems_detects_missing_changelog_entry(tmp_path):	CODE
LOW⚡	tests/test_check_release.py	92	def test_collect_problems_detects_missing_init_history(tmp_path):	CODE
LOW⚡	tests/test_check_release.py	98	def test_collect_problems_reports_every_problem_at_once(tmp_path):	CODE
LOW⚡	tests/test_build_registry.py	85	def test_parse_table_missing_header_returns_empty():	CODE
LOW⚡	tests/test_build_registry.py	89	def test_parse_table_pads_missing_desc_when_row_has_two_cells():	CODE
LOW⚡	tests/test_build_registry.py	95	def test_parse_table_truncates_extra_column_when_row_has_four_cells():	CODE
LOW	tests/test_build_registry.py	169	def test_collect_doc_records_category_from_parent_dir_name(tmp_path):	CODE
LOW	tests/test_build_registry.py	179	def test_collect_doc_records_supports_fullwidth_colon(tmp_path):	CODE
LOW⚡	tests/test_build_registry.py	65	def test_parse_table_reads_rows():	STRING
LOW⚡	tests/test_build_registry.py	73	def test_parse_table_picks_correct_header():	STRING
LOW⚡	tests/test_build_registry.py	78	def test_parse_table_stops_at_blank_line_not_next_table():	STRING
LOW⚡	tests/test_build_registry.py	314	def test_serialize_has_no_timestamp_or_version():	STRING
LOW⚡	tests/test_build_registry.py	320	def test_serialize_ends_with_single_newline():	STRING
LOW⚡	tests/test_build_registry.py	329	def test_baseline_allows_known_gaps():	STRING
LOW⚡	tests/test_build_registry.py	335	def test_baseline_rejects_new_undocumented():	STRING
LOW⚡	tests/test_build_registry.py	343	def test_baseline_rejects_new_orphan():	STRING
LOW⚡	tests/test_build_registry.py	351	def test_baseline_rejects_stale_entry():	STRING
LOW⚡	tests/test_build_registry.py	360	def test_baseline_rejects_fixed_orphan():	STRING
LOW⚡	tests/test_build_registry.py	369	def test_collect_all_names_includes_non_data_public_api(tmp_path):	STRING
LOW⚡	tests/test_build_registry.py	382	def test_collect_all_names_excludes_dunder_and_third_party(tmp_path):	STRING
LOW⚡	tests/test_build_registry.py	391	def test_collect_all_names_is_sorted_and_unique(tmp_path):	STRING
LOW⚡	tests/test_build_registry.py	399	def test_render_all_block_is_valid_python_and_round_trips():	STRING
LOW⚡	tests/test_build_registry.py	409	def test_replace_all_block_appends_when_marker_absent():	STRING
425 more matches not shown…

Cross-Language Confusion65 hits · 315 pts

Severity	File	Line	Snippet	Context
HIGH⚡	akshare/utils/demjson.py	239	# ECMAScript has an undefined value (similar to yet distinct from null).	COMMENT
HIGH⚡	akshare/utils/demjson.py	240	# Neither Python or strict JSON have support undefined, but to allow	COMMENT
HIGH	akshare/utils/demjson.py	260	syntax_error = _undefined_class() # same as undefined, but has separate identity	CODE
HIGH	akshare/utils/demjson.py	3164	"Arrays may have omitted/elided elements, e.g., [1,,3] == [1,undefined,3]",	CODE
HIGH	akshare/utils/demjson.py	5201	obj.append(undefined)	CODE
HIGH⚡	akshare/stock/cons.py	101	c.push(c0);	CODE
HIGH⚡	akshare/stock/cons.py	102	if (c.length == 3 \|\| i == s.length - 1)	CODE
HIGH⚡	akshare/stock/cons.py	106	c.push(0);	CODE
HIGH⚡	akshare/stock/cons.py	108	a.push((c[0] >> 2) & 63);	CODE
HIGH⚡	akshare/stock/cons.py	109	a.push(((c[1] >> 4) \| (c[0] << 6)) & 63);	CODE
HIGH⚡	akshare/stock/cons.py	110	a.push(((c[1] << 4) \| (c[2] >> 2)) & 63);	CODE
HIGH⚡	akshare/stock/cons.py	111	a.push(c[2] & 63);	CODE
HIGH⚡	akshare/stock/cons.py	117	a.push(0);	CODE
HIGH⚡	akshare/stock/cons.py	437	t = 0; !(e >= n) && (e != n - 1 \|\| 7 & (r.c ^ t)); t++) {	CODE
HIGH⚡	akshare/stock/cons.py	445	u = "v" == m && r.rv ? y() : 1,	CODE
HIGH⚡	akshare/stock/cons.py	449	if (!(l[h[m]] = a) && (s > 1 \|\| 241 > t) && (r.zv ? !y() : 1)) {	CODE
HIGH⚡	akshare/stock/cons.py	459	c.push(l)	CODE
HIGH⚡	akshare/stock/cons.py	665	t.push(i)	CODE
HIGH⚡	akshare/stock/cons.py	670	if (t = (t \|\| 0).toString(),	CODE
HIGH⚡	akshare/stock/cons.py	675	n.push(Math.floor(e * Math.pow(10, -e) + .5) - 0);	CODE
HIGH⚡	akshare/stock/cons.py	883	t = 0; !(e >= i) && (e != i - 1 \|\| 7 & (o.c ^ t)); t++) {	CODE
HIGH⚡	akshare/stock/cons.py	891	c = "v" == p && o.rv ? _() : 1,	CODE
HIGH⚡	akshare/stock/cons.py	895	if (!(l[d[p]] = r) && (s > 1 \|\| 241 > t) && (o.zv ? !_() : 1)) {	CODE
HIGH⚡	akshare/stock/cons.py	905	u.push(l)	CODE
HIGH⚡	akshare/stock/cons.py	1114	t.push(n)	CODE
HIGH⚡	akshare/stock/cons.py	1121	if (t = (t \|\| 0).toString(),	CODE
HIGH⚡	akshare/stock/cons.py	1126	i.push(Math.floor(e * Math.pow(10, -e) + .5) - 0);	CODE
HIGH	akshare/stock/cons.py	249	for (c.push("+", "/"),	CODE
HIGH	akshare/stock/cons.py	331	(3 == n \|\| 4 == n) && (r.d += 5 - n);	CODE
HIGH	akshare/stock/cons.py	337	for (n = r.wd \|\| 62,	CODE
HIGH	akshare/stock/cons.py	351	e && n[e - 1]++,	CODE
HIGH	akshare/stock/cons.py	405	i.push(l),	CODE
HIGH	akshare/stock/cons.py	406	!(e >= n) && (e != n - 1 \|\| 63 & (r.c ^ t + 1)); t++)	CODE
HIGH	akshare/stock/cons.py	519	l & 1 << 4 - e && i.l_l[e]++,	CODE
HIGH	akshare/stock/cons.py	533	t.push(n)	CODE
HIGH	akshare/stock/cons.py	548	n--)) : t.push(e),	CODE
HIGH	akshare/stock/cons.py	563	for (t = 0; !(e >= n) && (e != n - 1 \|\| 7 & (r.c ^ t)); t++) {	CODE
HIGH	akshare/stock/cons.py	569	a.push(o)	CODE
HIGH	akshare/stock/cons.py	628	!r.b_avp && a.a && (r.u_a = P(i && i.amount \|\| 0, 0, r.p_a))	CODE
HIGH	akshare/stock/cons.py	628	!r.b_avp && a.a && (r.u_a = P(i && i.amount \|\| 0, 0, r.p_a))	CODE
HIGH	akshare/stock/cons.py	641	y() ? y() ? y() ? a.d = x() : r.l_v += N() : r.b_ph && y() ? r["l_" + "et".charAt(r.b_phx &&	CODE
HIGH	akshare/stock/cons.py	695	for (u.push("+", "/"),	CODE
HIGH	akshare/stock/cons.py	777	(3 == i \|\| 4 == i) && (o.d += 5 - i);	CODE
HIGH	akshare/stock/cons.py	783	for (i = o.wd \|\| 62,	CODE
HIGH	akshare/stock/cons.py	797	e && i[e - 1]++,	CODE
HIGH	akshare/stock/cons.py	851	n.push(l),	CODE
HIGH	akshare/stock/cons.py	852	!(e >= i) && (e != i - 1 \|\| 63 & (o.c ^ t + 1)); t++)	CODE
HIGH	akshare/stock/cons.py	965	l & 1 << 4 - e && n.l_l[e]++,	CODE
HIGH	akshare/stock/cons.py	979	t.push(i)	CODE
HIGH	akshare/stock/cons.py	994	i--)) : t.push(e),	CODE
HIGH	akshare/stock/cons.py	1010	for (t = 0; !(e >= i) && (e != i - 1 \|\| 7 & (o.c ^ t)); t++) {	CODE
HIGH	akshare/stock/cons.py	1016	r.push(a)	CODE
HIGH	akshare/stock/cons.py	1077	!o.b_avp && r.a && (o.u_a = C(n && n.amount \|\| 0, 0, o.p_a))	CODE
HIGH	akshare/stock/cons.py	1077	!o.b_avp && r.a && (o.u_a = C(n && n.amount \|\| 0, 0, o.p_a))	CODE
HIGH	akshare/stock/cons.py	1090	_() ? _() ? _() ? r.d = x() : o.l_v += y() : o.b_ph && _() ? o["l_" + "et".charAt(o.b_phx &&	CODE
HIGH	akshare/stock_feature/stock_cyq_em.py	62	yrange.push((minprice + accuracy * i).toFixed(2) / 1);	CODE
HIGH	akshare/stock_feature/stock_cyq_em.py	77	turnoverRate = Math.min(1, eles.hsl / 100 \|\| 0);	CODE
HIGH	akshare/stock_feature/stock_cyq_em.py	185	if (percent > 1 \|\| percent < 0) throw 'argument "percent" out of range';	CODE
HIGH	akshare/stock_feature/stock_cyq_em.py	214	array.push(0);	CODE
HIGH	akshare/stock_feature/stock_a_pe_and_pb.py	20	if (n && n.length) {	CODE
5 more matches not shown…

Cross-File Repetition29 hits · 145 pts

Severity	File	Snippet	Context
HIGH	akshare/movie/movie_yien.py	get js file path :param name: file name :type name: str :param module_file: filename :type module_file: str :return: 路径	STRING
HIGH	akshare/movie/video_yien.py	get js file path :param name: file name :type name: str :param module_file: filename :type module_file: str :return: 路径	STRING
HIGH	akshare/movie/artist_yien.py	get js file path :param name: file name :type name: str :param module_file: filename :type module_file: str :return: 路径	STRING
HIGH	akshare/movie/movie_yien.py	read the file content :param file_name: filename :type file_name: str :return: file content :rtype: str	STRING
HIGH	akshare/movie/video_yien.py	read the file content :param file_name: filename :type file_name: str :return: file content :rtype: str	STRING
HIGH	akshare/movie/artist_yien.py	read the file content :param file_name: filename :type file_name: str :return: file content :rtype: str	STRING
HIGH	akshare/bond/bond_issue_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_industry_pe_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_hold_num_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_dividend_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_rank_forecast.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_cg_guarantee.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_hold_control_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_ipo_summary_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_allotment_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_profile_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_industry_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_cg_equity_mortgage.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_share_changes_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock/stock_new_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock_feature/stock_board_industry_ths.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock_feature/stock_technology_ths.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock_feature/stock_board_concept_ths.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/stock_feature/stock_fund_flow.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/fund/fund_report_cninfo.py	获取 js 文件的内容 :param file: js 文件名 :type file: str :return: 文件内容 :rtype: str	STRING
HIGH	akshare/economic/macro_china_hk.py	东方财富-数据中心-经济数据一览-宏观经济-德国-核心代码 https://data.eastmoney.com/cjsj/foreign_1_0.html :param symbol: 代码 :type symbol: str :retu	STRING
HIGH	akshare/economic/macro_japan.py	东方财富-数据中心-经济数据一览-宏观经济-德国-核心代码 https://data.eastmoney.com/cjsj/foreign_1_0.html :param symbol: 代码 :type symbol: str :retu	STRING
HIGH	akshare/economic/macro_swiss.py	东方财富-数据中心-经济数据一览-宏观经济-德国-核心代码 https://data.eastmoney.com/cjsj/foreign_1_0.html :param symbol: 代码 :type symbol: str :retu	STRING
HIGH	akshare/economic/macro_germany.py	东方财富-数据中心-经济数据一览-宏观经济-德国-核心代码 https://data.eastmoney.com/cjsj/foreign_1_0.html :param symbol: 代码 :type symbol: str :retu	STRING

Deep Nesting102 hits · 86 pts

Severity	File	Line	Context
LOW	scripts/check_punctuation.py	326	CODE
LOW	scripts/check_punctuation.py	419	CODE
LOW	akshare/request.py	10	CODE
LOW	akshare/request.py	65	CODE
LOW	akshare/stock_fundamental/stock_profit_forecast_ths.py	17	CODE
LOW	akshare/stock_fundamental/stock_notice.py	17	CODE
LOW	…re/stock_fundamental/stock_profit_forecast_hk_etnet.py	15	CODE
LOW	akshare/stock_fundamental/stock_finance_ths.py	194	CODE
LOW	akshare/stock_fundamental/stock_finance_ths.py	291	CODE
LOW	akshare/stock_fundamental/stock_finance_ths.py	380	CODE
LOW	akshare/stock_fundamental/stock_finance_ths.py	477	CODE
LOW	akshare/futures/futures_comm_qihuo.py	172	CODE
LOW	akshare/futures/futures_daily_bar.py	24	CODE
LOW	akshare/futures/futures_daily_bar.py	341	CODE
LOW	akshare/futures/futures_daily_bar.py	637	CODE
LOW	akshare/futures/futures_warehouse_receipt.py	104	CODE
LOW	akshare/futures/futures_basis.py	79	CODE
LOW	akshare/futures/futures_basis.py	146	CODE
LOW	akshare/futures/futures_roll_yield.py	74	CODE
LOW	akshare/futures/requests_fun.py	16	CODE
LOW	akshare/futures/requests_fun.py	53	CODE
LOW	akshare/futures/cot.py	110	CODE
LOW	akshare/futures/cot.py	566	CODE
LOW	akshare/futures/cot.py	818	CODE
LOW	akshare/futures/cot.py	1052	CODE
LOW	akshare/futures/receipt.py	82	CODE
LOW	akshare/futures/receipt.py	386	CODE
LOW	akshare/futures/receipt.py	571	CODE
LOW	akshare/futures/futures_settle.py	59	CODE
LOW	akshare/futures/futures_settle.py	481	CODE
LOW	akshare/futures/cons.py	522	CODE
LOW	akshare/bank/bank_cbirc_2020.py	111	CODE
LOW	akshare/bond/bond_zh_cov.py	542	CODE
LOW	akshare/economic/macro_china_nbs.py	300	CODE
LOW	akshare/economic/macro_china_nbs.py	385	CODE
LOW	akshare/economic/macro_china_nbs.py	566	CODE
LOW	akshare/economic/macro_china.py	318	CODE
LOW	akshare/other/other_car_cpca.py	13	CODE
LOW	akshare/other/other_car_cpca.py	163	CODE
LOW	akshare/other/other_car_cpca.py	276	CODE
LOW	akshare/other/other_car_cpca.py	412	CODE
LOW	akshare/other/other_car_cpca.py	528	CODE
LOW	akshare/other/other_car_cpca.py	685	CODE
LOW	akshare/other/other_car_cpca.py	722	CODE
LOW	akshare/utils/demjson.py	79	CODE
LOW	akshare/utils/demjson.py	275	CODE
LOW	akshare/utils/demjson.py	3068	CODE
LOW	akshare/utils/demjson.py	6182	CODE
LOW	akshare/utils/demjson.py	718	CODE
LOW	akshare/utils/demjson.py	853	CODE
LOW	akshare/utils/demjson.py	943	CODE
LOW	akshare/utils/demjson.py	1270	CODE
LOW	akshare/utils/demjson.py	1516	CODE
LOW	akshare/utils/demjson.py	2234	CODE
LOW	akshare/utils/demjson.py	2715	CODE
LOW	akshare/utils/demjson.py	2835	CODE
LOW	akshare/utils/demjson.py	3265	CODE
LOW	akshare/utils/demjson.py	3456	CODE
LOW	akshare/utils/demjson.py	3521	CODE
LOW	akshare/utils/demjson.py	3647	CODE
42 more matches not shown…

Decorative Section Separators30 hits · 77 pts

Severity	File	Line	Snippet	Context
MEDIUM	akshare/other/other_taptap.py	15	# ============================================================	COMMENT
MEDIUM	akshare/other/other_taptap.py	17	# ============================================================	COMMENT
MEDIUM⚡	akshare/utils/demjson.py	236	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	akshare/utils/demjson.py	784	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	akshare/utils/demjson.py	786	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	akshare/utils/demjson.py	1042	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	akshare/utils/demjson.py	1044	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	43	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	62	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	264	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	681	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	738	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	1590	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	1592	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	1753	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	1755	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2182	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2184	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2400	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2402	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2453	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2455	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2602	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2604	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2869	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	2871	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	3706	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	3708	# ----------------------------------------------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	6106	# ------------------------------	COMMENT
MEDIUM	akshare/utils/demjson.py	6408	# ======================================================================	STRING

Excessive Try-Catch Wrapping28 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	docs/registry.md	154	except Exception as e:	CODE
LOW	akshare/stock_fundamental/stock_ipo_review.py	66	except Exception as e:	CODE
LOW	akshare/stock_fundamental/stock_finance_sina.py	603	except Exception as e:	CODE
LOW	akshare/stock_fundamental/stock_finance_sina.py	673	except Exception as e:	CODE
LOW	akshare/stock_fundamental/stock_finance_sina.py	745	except Exception as e:	CODE
LOW	akshare/stock_fundamental/stock_ipo_tutor.py	68	except Exception as e:	CODE
LOW	akshare/futures/futures_basis.py	132	except Exception as e: # noqa: E722	CODE
MEDIUM	akshare/economic/macro_bank.py	77	print(f"Error fetching data: {e}")	CODE
MEDIUM	akshare/utils/demjson.py	1797	def restore_position(self):	CODE
LOW	akshare/utils/demjson.py	1838	except Exception as err:	CODE
LOW	akshare/utils/demjson.py	2657	except Exception as err:	CODE
LOW	akshare/utils/demjson.py	3954	except Exception as err:	CODE
LOW	akshare/utils/demjson.py	5784	except Exception:	CODE
LOW	akshare/utils/demjson.py	6599	except Exception as err:	CODE
LOW	akshare/utils/demjson.py	6378	except Exception:	STRING
LOW	akshare/utils/demjson.py	6396	except Exception:	STRING
LOW	akshare/news/news_baidu.py	124	except Exception as e:	CODE
LOW⚡	akshare/stock/stock_us_sina.py	174	except Exception:	CODE
LOW⚡	akshare/stock/stock_us_sina.py	178	except Exception as e:	CODE
LOW⚡	akshare/stock/stock_us_sina.py	183	except Exception:	CODE
LOW⚡	akshare/stock/stock_us_sina.py	187	except Exception as e:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	156	except Exception:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	160	except Exception as e:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	197	except Exception:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	201	except Exception as e:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	228	except Exception:	CODE
LOW	akshare/stock/stock_zh_kcb_sina.py	232	except Exception as e:	CODE
LOW	akshare/fund/fund_fee_em.py	55	except Exception as e:	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	61		COMMENT
LOW	pyproject.toml	181		COMMENT
LOW	docs/requirements.txt	1	# 文档构建依赖的唯一声明处，由 .readthedocs.yaml 的 python.install 直接引用。	COMMENT
LOW	docs/conf.py	61	# Markdown 表格，而 myst_parser 原生渲染 GFM 表格（本文档有 16000+ 行表格）。	COMMENT
LOW	docs/conf.py	81	# The theme to use for HTML and HTML Help pages. See the documentation for	COMMENT
LOW	scripts/build_registry.py	101	record = parse_segment(text[match.end() : end])	COMMENT
LOW	.github/dependabot.yml	1	# Dependabot 配置	COMMENT
LOW	akshare/cal/rv.py	121	# yang_zhang_rv formula is give as:	COMMENT
LOW	akshare/fund/fund_etf_em.py	341	:rtype: pandas.DataFrame	COMMENT

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	akshare/movie/movie_yien.py	77	CODE
LOW	akshare/movie/video_yien.py	62	CODE
LOW	akshare/movie/artist_yien.py	62	CODE
LOW	akshare/futures/cot.py	405	CODE
LOW	akshare/bond/bond_info_cm.py	65	CODE
LOW	akshare/utils/demjson.py	6179	CODE
LOW	akshare/utils/demjson.py	6565	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	akshare/__init__.py	5993	__all__ = [	CODE

Self-Referential Comments2 hits · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	akshare/utils/demjson.py	6062	"""This method is used to encode user-defined class objects.	STRING
MEDIUM	akshare/utils/demjson.py	6287	# Initialize the JSON object	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings