AI Slop Code Risk Monitor

walter201230/Python

Name: walter201230/Python — Python Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

小白 python 教程

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for walter201230/Python, a Python project with 28,439 GitHub stars. SynthScan examined 26,351 lines of code across 113 source files, recording 45 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.0 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

28.4K

Stars

Python

Language

26.4K

Lines of Code

113

Files

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 9.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 9.9/100 · LOW

Which changes need focused human review? 45 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 5LOW 40

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 45 distinct pattern matches across 4 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Excessive Try-Catch Wrapping23 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	Article/PythonBasis/python20/1.md	393	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	226	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	702	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	723	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	772	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	907	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	962	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	966	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	977	except Exception as e:	CODE
LOW	Article/PythonBasis/python19/1.md	1050	except Exception:	CODE
LOW	Article/PythonBasis/python19/1.md	1063	except Exception:	CODE
LOW	Article/PythonBasis/python19/1.md	1077	except Exception:	CODE
LOW	Article/PythonBasis/python19/1.md	1276	except Exception:	CODE
MEDIUM	Article/PythonBasis/python19/1.md	138	def parse_age(s):	CODE
LOW	Article/PythonBasis/python26/1.md	471	except Exception as e:	CODE
LOW	Article/PythonBasis/python26/1.md	495	except Exception:	CODE
LOW	Article/PythonBasis/python26/1.md	937	except Exception:	CODE
LOW	Article/PythonBasis/python26/1.md	979	except Exception:	CODE
LOW	Article/PythonBasis/python26/1.md	1073	except Exception as e:	CODE
LOW	Article/PythonBasis/python26/1.md	1126	except Exception:	CODE
MEDIUM	Article/PythonBasis/python26/1.md	468	def divide(a, b):	CODE
MEDIUM	Article/PythonBasis/python26/1.md	492	def divide(a, b):	CODE
LOW	Article/PythonBasis/python21/1.md	1056	except Exception as e:	CODE

Hyper-Verbose Identifiers18 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tools/test_pages_redirects.py	33	def test_every_existing_article_has_a_target(self):	CODE
LOW	tools/test_pages_redirects.py	45	def test_unmapped_sources_fail_closed(self):	CODE
LOW	tools/test_pages_redirects.py	50	def test_html_refresh_and_manual_fallback(self):	CODE
LOW	tools/test_pages_redirects.py	62	def test_early_replace_preserves_all_chapter_targets(self):	CODE
LOW	tools/test_pages_redirects.py	77	def test_search_content_is_migration_notice(self):	CODE
LOW	tools/test_course_targets.py	12	def test_missing_or_renamed_target(self):	CODE
LOW	tools/test_course_targets.py	18	def test_new_course_does_not_need_a_legacy_url(self):	CODE
LOW	examples/study_tracker/test_tracker.py	13	def test_subject_is_trimmed_and_zero_is_allowed(self):	CODE
LOW⚡	examples/study_tracker/test_tracker.py	49	def test_round_trip_with_chinese(self):	CODE
LOW⚡	examples/study_tracker/test_tracker.py	55	def test_corrupt_file_is_not_overwritten(self):	CODE
LOW⚡	examples/study_tracker/test_tracker.py	63	def test_invalid_schema_and_data(self):	CODE
LOW	examples/study_tracker/test_tracker.py	74	def test_invalid_record_is_not_saved(self):	CODE
LOW	examples/study_tracker/test_tracker.py	82	def test_cli_add_list_total_and_negative_minutes(self):	CODE
LOW	Article/PythonBasis/python23/1.md	883	def test_check_url_returns_int():	CODE
LOW	Article/PythonBasis/python25/1.md	736	def test_divide_by_zero_message():	CODE
LOW	Article/PythonBasis/python25/1.md	746	def test_divide_by_zero_detail():	CODE
LOW	Article/PythonBasis/python25/1.md	1151	def test_negative_initial_raises():	CODE
LOW	Article/PythonBasis/python25/1.md	1207	def test_save_and_load_roundtrip(rich_wallet, tmp_path):	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	Article/codeSpecification/codeSpecification_second.md	39	# =====================================	COMMENT
MEDIUM	Article/codeSpecification/codeSpecification_second.md	41	# =====================================	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/example_runner.py	59		CODE
LOW	examples/study_tracker/tracker.py	57		CODE