crazyguitar/pysheeet

17.6

Adjusted Score

17.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

8.2K

Stars

Python

Language

14.8K

Lines of Code

Files

139

Pattern Hits

2026-07-14

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

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 16MEDIUM 9LOW 114

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 139 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.

Cross-Language Confusion16 hits · 110 pts

Severity	File	Line	Snippet	Context
HIGH⚡	src/basic/heap.py	258	h.push("a", 3)	CODE
HIGH⚡	src/basic/heap.py	259	h.push("b", 1)	CODE
HIGH⚡	src/basic/heap.py	260	h.push("c", 2)	CODE
HIGH⚡	src/basic/heap.py	265	h.push("task1", 3)	CODE
HIGH⚡	src/basic/heap.py	266	h.push("task2", 1)	CODE
HIGH⚡	src/basic/heap.py	267	h.push("task1", 0) # update priority	CODE
HIGH⚡	src/basic/list.py	181	s.push(1)	CODE
HIGH⚡	src/basic/list.py	182	s.push(2)	CODE
HIGH⚡	src/basic/list.py	188	s.push(1)	CODE
HIGH⚡	src/basic/list.py	195	s.push(1)	CODE
HIGH	src/basic/typing_.py	202	s.push(1)	CODE
HIGH	src/basic/typing_.py	203	s.push(2)	CODE
HIGH	src/cext/test_cext.py	8	mkdir build && cd build && cmake .. && make	STRING
HIGH⚡	src/cext/test_cext.py	85	assert abs(v.length() - 5.0) < 1e-10	CODE
HIGH⚡	src/cext/test_cext.py	88	assert v.length() == 0	CODE
HIGH⚡	src/cext/test_cext.py	98	assert abs(n.length() - 1.0) < 1e-10	CODE

Hyper-Verbose Identifiers52 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	app_test.py	62	def test_index_redirection_req(self):	CODE
LOW	app_test.py	152	def test_legacy_rtd_path_redirect(self):	CODE
LOW⚡	app_test.py	169	def test_redirect_legacy_rtd_paths_passthrough(self):	CODE
LOW⚡	app_test.py	174	def test_redirect_legacy_rtd_paths_match(self):	CODE
LOW⚡	app_test.py	181	def test_resolve_legacy_flat_target_known(self):	CODE
LOW⚡	app_test.py	231	def test_resolve_legacy_flat_target_unknown(self):	CODE
LOW⚡	app_test.py	241	def test_redirect_legacy_flat_paths_passthrough(self):	CODE
LOW⚡	app_test.py	246	def test_redirect_legacy_flat_paths_match(self):	CODE
LOW	app_test.py	257	def test_redirect_canonical_host_bare(self):	CODE
LOW	app_test.py	271	def test_redirect_canonical_host_preserves_query(self):	CODE
LOW	app_test.py	284	def test_redirect_canonical_host_passthrough(self):	CODE
LOW	app.py	134	def _resolve_legacy_flat_target(path):	CODE
LOW	app.py	223	def redirect_legacy_rtd_paths():	CODE
LOW	app.py	231	def redirect_legacy_flat_paths():	CODE
LOW	src/security/vulnerability_.py	69	def test_vulnerable_query_building(self):	CODE
LOW	src/security/vulnerability_.py	101	def test_vulnerable_shell_command(self):	CODE
LOW	src/security/vulnerability_.py	136	def test_pickle_code_execution(self):	CODE
LOW	src/security/vulnerability_.py	169	def test_environment_variables(self):	CODE
LOW	src/security/vulnerability_.py	189	def test_ecb_mode_pattern_leak(self):	CODE
LOW	src/security/vulnerability_.py	212	def test_cbc_needs_authentication(self):	CODE
LOW	src/security/vulnerability_.py	240	def test_secure_password_hash(self):	CODE
LOW	src/basic/object.py	364	def test_abstract_instantiation(self):	CODE
LOW	src/basic/fileio_.py	253	def test_zipfile_create_extract(tmp_path):	CODE
LOW	src/basic/fileio_.py	346	def test_shutil_copytree_ignore(tmp_path):	CODE
LOW	src/basic/fileio_.py	362	def test_shutil_copytree_dirs_exist_ok(tmp_path):	CODE
LOW	src/basic/fileio_.py	450	def test_shutil_unpack_archive(tmp_path):	CODE
LOW	src/basic/asyncio_.py	58	def test_wait_first_completed(self):	CODE
LOW	src/basic/asyncio_.py	132	def test_async_context_manager(self):	CODE
LOW	src/basic/asyncio_.py	154	def test_asynccontextmanager_decorator(self):	CODE
LOW	src/basic/asyncio_.py	299	def test_gather_return_exceptions(self):	CODE
LOW⚡	src/basic/sqlalchemy_core.py	46	def test_create_sqlite_memory(self):	CODE
LOW	src/basic/socket_.py	17	def test_gethostbyname_localhost(self):	CODE
LOW	src/basic/concurrency_.py	52	def test_thread_with_return_value(self):	CODE
LOW	src/basic/concurrency_.py	398	def test_basic_producer_consumer(self):	CODE
LOW	src/basic/cext_.py	297	def test_python_fib_iterative(self):	CODE
LOW	src/basic/unicode_.py	87	def test_encode_errors_ignore(self):	CODE
LOW	src/basic/unicode_.py	90	def test_encode_errors_replace(self):	CODE
LOW	src/basic/unicode_.py	121	def test_normalization_equality(self):	CODE
LOW	src/basic/dict.py	22	def create_dict_comprehension(n: int) -> dict:	CODE
LOW	src/basic/dict.py	76	def dict_comprehension_filter(n: int) -> dict:	CODE
LOW	src/basic/future_.py	94	def test_annotations_are_strings(self):	CODE
LOW	src/basic/set.py	36	def set_comprehension_squares(n: int) -> set:	CODE
LOW	src/basic/set.py	219	def test_symmetric_difference(self):	CODE
LOW	src/basic/datetime_.py	34	def test_timestamp_conversion():	CODE
LOW	src/basic/datetime_.py	68	def test_timedelta_arithmetic():	CODE
LOW	src/basic/func.py	231	def test_keyword_only_default(self):	CODE
LOW	src/basic/crypto_.py	89	def test_hmac_tamper_detection(self):	CODE
LOW	src/basic/crypto_.py	158	def test_with_associated_data(self):	CODE
LOW	src/basic/crypto_.py	238	def test_oaep_encrypt_decrypt(self):	CODE
LOW	src/basic/crypto_.py	329	def test_hybrid_encrypt_decrypt(self):	CODE
LOW	src/cext/test_cext.py	149	def test_add_arrays_length_mismatch(self):	CODE
LOW	src/cext/test_cext.py	173	def test_slow_operation_parallel(self):	CODE

Unused Imports41 hits · 41 pts

Severity	File	Line	Context
LOW	app.py	19	CODE
LOW	src/llm/vllm/offline_bench.py	25	CODE
LOW	src/llm/vllm/offline_bench.py	28	CODE
LOW	src/security/vulnerability_.py	116	CODE
LOW	src/basic/heap.py	8	CODE
LOW	src/basic/list.py	12	CODE
LOW	src/basic/sqlalchemy_core.py	3	CODE
LOW	src/basic/sqlalchemy_core.py	4	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	5	CODE
LOW	src/basic/sqlalchemy_core.py	29	CODE
LOW	src/basic/sqlalchemy_core.py	29	CODE
LOW	src/basic/sqlalchemy_core.py	29	CODE
LOW	src/basic/sqlalchemy_core.py	29	CODE
LOW	src/basic/sqlalchemy_core.py	29	CODE
LOW	src/basic/sqlalchemy_core.py	36	CODE
LOW	src/basic/socket_.py	5	CODE
LOW	src/basic/socket_.py	6	CODE
LOW	src/basic/generator.py	10	CODE
LOW	src/basic/sqlalchemy_orm.py	3	CODE
LOW	src/basic/sqlalchemy_orm.py	4	CODE
LOW	src/basic/sqlalchemy_query.py	3	CODE
LOW	src/basic/sqlalchemy_query.py	4	CODE
LOW	src/basic/sqlalchemy_query.py	20	CODE
LOW	src/basic/rexp.py	9	CODE
LOW	src/basic/cext_.py	10	CODE
LOW	src/basic/cext_.py	13	CODE
LOW	src/basic/unicode_.py	6	CODE
LOW	src/basic/dict.py	6	CODE
LOW	src/basic/future_.py	9	CODE
LOW	src/basic/typing_.py	6	CODE
LOW	src/basic/typing_.py	7	CODE
LOW	src/basic/func.py	8	CODE
LOW	src/cext/test_cext.py	11	CODE
LOW	src/cext/setup.py	10	CODE
LOW	src/megatron/viztracer_plugin.py	15	CODE
LOW	src/megatron/viztracer_plugin.py	18	CODE

Decorative Section Separators6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/basic/sqlalchemy_core.py	38	# ============================================================================	COMMENT
MEDIUM⚡	src/basic/sqlalchemy_core.py	40	# ============================================================================	COMMENT
MEDIUM	src/basic/sqlalchemy_orm.py	27	# ============================================================================	COMMENT
MEDIUM	src/basic/sqlalchemy_orm.py	29	# ============================================================================	COMMENT
MEDIUM	src/basic/sqlalchemy_query.py	27	# ============================================================================	COMMENT
MEDIUM	src/basic/sqlalchemy_query.py	29	# ============================================================================	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/conf.py	81	# General information about the project.	COMMENT
LOW	docs/conf.py	101	language = 'en'	COMMENT
LOW	docs/conf.py	121	# unit titles (such as .. function::).	COMMENT
LOW	docs/conf.py	221	#html_domain_indices = True	COMMENT
LOW	docs/conf.py	241	#html_use_opensearch = ''	COMMENT
LOW	docs/conf.py	261	htmlhelp_basename = 'python-cheatsheetdoc'	COMMENT
LOW	docs/conf.py	281	# author, documentclass [howto, manual, or own class]).	COMMENT
LOW	src/llm/vllm/sweep.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/cpp_from_python/cpp_from_py.cpp	1	/*	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	src/basic/dict.py	11	# Create a Dictionary	COMMENT
MEDIUM	src/basic/set.py	9	# Create a Set	COMMENT

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	src/nixl/bench.sh	3	# Usage:	COMMENT
LOW	src/llm/vllm/bench.sh	3	# Usage:	COMMENT
LOW	src/llm/vllm/sweep.sh	8	# Usage:	COMMENT
LOW	src/llm/vllm/offline_bench.sh	3	# Usage:	COMMENT
LOW	src/llm/tensorrt-llm/bench.sh	4	# Usage:	COMMENT
LOW	src/llm/sglang/bench.sh	3	# Usage:	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/basic/rexp.py	281	assert find_before_at("user@example.com") == ["user"]	CODE
LOW	src/basic/rexp.py	304	assert is_valid_email("user@example.com")	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/llm/vllm/offline_bench.py	328	# Check if detailed metrics are available	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/security/vulnerability_.py	144	# For safety, we just return a harmless function	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/basic/object.py	198	except Exception:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings