AI Slop Code RIsk Monitor

zhaoolee/ChineseBQB

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9.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for zhaoolee/ChineseBQB, a Python project with 16,254 GitHub stars. SynthScan examined 3,878 lines of code across 32 source files, recording 21 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 9.7 (Moderate 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.

9.7
Adjusted Signal
9.7
Raw Pattern Score
100%
Time Factor
2026-09-25
Last Push
16.3K
Stars
Python
Language
3.9K
Lines of Code
32
Files
21
Pattern Hits
2026-10-12
Scan Date
0.06
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 24.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 18 finding(s).

Hallucinated Dependency & Supply Chain Risk 13.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 27.1/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 36.3/100 · MEDIUM

Which changes need focused human review? 21 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 1HIGH 1MEDIUM 0LOW 19

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 21 distinct pattern matches across 6 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.

Hyper-Verbose Identifiers16 hits · 20 pts
SeverityFileLineSnippetContext
LOWtests/test_site.py42 def test_add_rename_remove_and_folder_name_url(self):CODE
LOWtests/test_site.py70 def test_hidden_non_images_symlinks_empty_and_duplicate_content(self):CODE
LOW⚡tests/test_site.py87 def test_duplicate_category_numbers_fail_before_deployment(self):CODE
LOW⚡tests/test_site.py93 def test_mixed_language_names_are_not_truncated(self):CODE
LOW⚡tests/test_site.py97 def test_lowercase_folder_suffix_and_search_category_url(self):CODE
LOWtests/test_site.py123 def test_corrupt_image_fails_instead_of_publishing_broken_gallery(self):CODE
LOWtests/test_site.py130 def test_animated_gif_is_preserved(self):CODE
LOWtests/test_site.py146 def test_readme_tracks_add_rename_delete_and_preserves_manual_content(self):CODE
LOWtests/test_site.py178 def test_direct_zip_original_bytes_names_and_stable_content_versions(self):CODE
LOW⚡tests/test_site.py205 def test_readme_empty_category_and_special_characters(self):CODE
LOW⚡tests/test_site.py215 def test_invalid_markers_fail_without_replacing_manual_content(self):CODE
LOW⚡tests/test_site.py222 def test_preview_address_is_rejected_for_readme(self):CODE
LOW⚡tests/test_site.py228 def test_upload_uses_github_supported_label_without_changing_manifest(self):CODE
LOWtests/test_site.py242 def test_cleanup_preserves_current_readme_and_unmanaged_assets(self):CODE
LOWtests/test_site.py253 def test_corrupt_existing_asset_is_not_overwritten_or_accepted(self):CODE
LOWtests/test_site.py267 def test_browser_zip_roundtrip_chinese_emoji_nested_and_binary(self):CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsite/static/v2fy/cdn/jquery.min.js5if(c&&u[c]&&(i||u[c].data)||r!==t||"string"!=typeof n)return c||(c=l?e[s]=p.pop()||x.guid++:s),u[c]||(u[c]=l?{}:{toJSON:CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHscripts/build_site.py238except KeyboardInterrupt:CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/verify_site.py14CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/build_site.py3CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsite/static/v2fy/cdn/zepto.min.js1// Zepto.jsCOMMENT