AI Slop Code RIsk Monitor

x-hw/amazing-qr

💮 amazing QRCode generator (supporting animated gif) - amazing 二维码生成器(支持 gif 动态图片二维码)

16.8 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for x-hw/amazing-qr, a Python project with 10,831 GitHub stars. SynthScan examined 4,463 lines of code across 31 source files, recording 60 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 16.8 (Elevated 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.

16.8
Adjusted Signal
16.8
Raw Pattern Score
100%
Time Factor
2026-09-17
Last Push
10.8K
Stars
Python
Language
4.5K
Lines of Code
31
Files
60
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 55.9/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 58 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 47.8/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 50.1/100 · HIGH

Which changes need focused human review? 60 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 1LOW 59

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 60 distinct pattern matches across 7 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 Identifiers43 hits · 56 pts
SeverityFileLineSnippetContext
LOWamzqr/mylibs/matrix.py194def add_format_and_version_string(ver, ecl, mask_num, m):CODE
LOWtests/test_gif.py45def test_gif_per_frame_duration_preserved(tmp_path):CODE
LOW⚡tests/test_combine_mask.py24def test_mask_allows_clear_data_pixel():CODE
LOW⚡tests/test_combine_mask.py31def test_mask_reserves_finder_corners():CODE
LOW⚡tests/test_combine_mask.py39def test_mask_reserves_timing():CODE
LOW⚡tests/test_combine_mask.py47def test_mask_reserves_only_module_centers():CODE
LOW⚡tests/test_combine_mask.py57def test_mask_reserves_alignment_blocks():CODE
LOWtests/test_combine_mask.py118def test_mask_parity_with_original_loop(ver):CODE
LOWtests/test_constant_layout.py11def test_layout_constants_values():CODE
LOWtests/test_constant_layout.py21def test_layout_constants_derive_from_roots():CODE
LOWtests/test_matrix.py33def test_matrix_size_scales_with_version():CODE
LOWtests/test_matrix.py39def test_finder_pattern_top_left():CODE
LOWtests/test_matrix.py51def test_three_finder_patterns():CODE
LOWtests/test_matrix.py71def test_dark_module_is_fixed_dark():CODE
LOWtests/test_combine_layout.py73def test_combine_respects_reserved_modules(tmp_path):CODE
LOWtests/test_combine_layout.py122def test_combine_scaling_preserves_aspect_ratio(tmp_path):CODE
LOWtests/test_combine_layout.py202def test_combine_fully_transparent_bg_keeps_qr(tmp_path):CODE
LOW⚡tests/test_run_smoke.py16def test_run_plain_writes_png(tmp_path):CODE
LOW⚡tests/test_run_smoke.py25def test_run_rejects_unsupported_chars(tmp_path):CODE
LOW⚡tests/test_run_smoke.py30def test_run_rejects_bad_version(tmp_path):CODE
LOW⚡tests/test_run_smoke.py52def test_run_accepts_jpeg_extension(tmp_path):CODE
LOW⚡tests/test_run_smoke.py59def test_run_accepts_uppercase_extension(tmp_path):CODE
LOW⚡tests/test_run_smoke.py67def test_run_rejects_unsupported_picture_extension(tmp_path):CODE
LOW⚡tests/test_run_smoke.py75def test_run_rejects_unsupported_save_name_extension(tmp_path):CODE
LOW⚡tests/test_run_smoke.py82def test_run_accepts_jpeg_save_name(tmp_path):CODE
LOW⚡tests/test_run_smoke.py88def test_run_accepts_uppercase_save_name(tmp_path):CODE
LOW⚡tests/test_run_smoke.py95def test_run_gif_picture_requires_gif_save_name(tmp_path):CODE
LOW⚡tests/test_run_smoke.py102def test_run_gif_picture_accepts_uppercase_gif_save_name(tmp_path):CODE
LOWtests/test_data.py16def test_numeric_encoding_groups_of_three():CODE
LOWtests/test_data.py21def test_numeric_encoding_single_and_double_digit_groups():CODE
LOWtests/test_data.py39def test_alphanumeric_single_char():CODE
LOWtests/test_data.py45def test_byte_encoding_two_chars():CODE
LOW⚡tests/test_data.py63def test_encode_chooses_alphanumeric_for_mixed():CODE
LOW⚡tests/test_data.py70def test_encode_uses_version_one_at_exact_capacity(content):CODE
LOW⚡tests/test_data.py76def test_encode_accepts_version_forty_at_exact_capacity():CODE
LOW⚡tests/test_data.py83def test_oversized_content_raises():CODE
LOW⚡tests/test_pipeline.py26def test_pipeline_version_and_size():CODE
LOW⚡tests/test_pipeline.py33def test_pipeline_finder_patterns():CODE
LOW⚡tests/test_pipeline.py43def test_pipeline_timing_patterns():CODE
LOW⚡tests/test_pipeline.py51def test_pipeline_dark_module_is_fixed_dark():CODE
LOW⚡tests/test_pipeline.py58def test_get_qrcode_writes_png(tmp_path):CODE
LOW⚡tests/test_pipeline.py68def test_pipeline_is_deterministic():CODE
LOWbenchmarks/test_bench_combine_static.py28def test_bench_combine_static(benchmark, tmp_path, bg_size, colorized, version, ecl, words_key):CODE
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOWamzqr/amzqr.py12CODE
LOWamzqr/amzqr.py80CODE
LOWamzqr/mylibs/matrix.py37CODE
LOWamzqr/mylibs/matrix.py50CODE
LOWamzqr/mylibs/matrix.py83CODE
LOWamzqr/mylibs/matrix.py109CODE
LOWamzqr/mylibs/matrix.py142CODE
LOWamzqr/mylibs/matrix.py110CODE
LOWamzqr/mylibs/matrix.py164CODE
LOWamzqr/mylibs/matrix.py165CODE
LOWtests/test_combine_mask.py75CODE
LOWtests/test_combine_layout.py38CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_combine_layout.py134 # Create a portrait bg (width < height) with distinct top/bottom colors.COMMENT
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWamzqr/amzqr.py61 draw.point(pts, fill=0)COMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWamzqr/amzqr.py80CODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWamzqr/__init__.py3__all__ = ["__version__"]CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWamzqr/__init__.py1CODE