AI Slop Code Risk Monitor

mbadolato/iTerm2-Color-Schemes

SlopCodeMonitor badge for mbadolato/iTerm2-Color-Schemes Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mbadolato/iTerm2-Color-Schemes, a Shell project with 27,306 GitHub stars. SynthScan examined 357,482 lines of code across 12944 source files, recording 57 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2
Adjusted Signal
0.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
27.3K
Stars
Shell
Language
357.5K
Lines of Code
12.9K
Files
57
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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 57 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 1MEDIUM 4LOW 52

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 57 distinct pattern matches across 10 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 Identifiers25 hits · 23 pts
SeverityFileLineSnippetContext
LOWtools/generate_screenshots_readme.py41def generate_screenshots_readme():CODE
LOWtools/test_set_license.py51 def test_repository_file_round_trips_unchanged(self) -> None:STRING
LOWtools/test_set_license.py55 def test_set_adds_in_alphabetical_order(self) -> None:STRING
LOW⚡tools/test_set_license.py67 def test_set_replaces_an_existing_entry(self) -> None:STRING
LOW⚡tools/test_set_license.py73 def test_rename_keeps_the_entry(self) -> None:STRING
LOW⚡tools/test_set_license.py79 def test_remove_deletes_the_entry(self) -> None:STRING
LOW⚡tools/test_set_license.py84 def test_invalid_input_leaves_the_file_untouched(self) -> None:STRING
LOWtools/wcag_check.py362def print_single_scheme_results(STRING
LOWtools/wcag_check.py379def print_bulk_console_results(STRING
LOW⚡tools/test_preview_theme.py22 def test_scheme_renders_hex_values(self) -> None:CODE
LOW⚡tools/test_preview_theme.py31 def test_clear_flag_clears_screen(self) -> None:CODE
LOW⚡tools/test_preview_theme.py36 def test_no_osc_palette_sequences(self) -> None:CODE
LOWtools/test_preview_theme.py48 def test_missing_scheme_exits_nonzero(self) -> None:CODE
LOWtools/test_preview_theme.py53 def test_static_mode_uses_truecolor(self) -> None:CODE
LOWtools/test_check_licenses.py60 def test_repository_licenses_file_is_valid(self) -> None:STRING
LOW⚡tools/test_check_licenses.py76 def test_entry_without_scheme_fails(self) -> None:STRING
LOW⚡tools/test_check_licenses.py81 def test_invalid_license_fails(self) -> None:STRING
LOW⚡tools/test_check_licenses.py86 def test_invalid_source_and_extra_key_fail(self) -> None:STRING
LOW⚡tools/test_check_licenses.py94 def test_expressions_of_listed_identifiers_are_allowed(self) -> None:STRING
LOW⚡tools/test_check_licenses.py99 def test_expressions_with_an_unlisted_part_are_refused(self) -> None:STRING
LOWtools/test_check_licenses.py113 def test_gen_redistributable_skips_unknown_and_nonfree(self) -> None:STRING
LOW⚡tools/test_wcag_check.py27 def test_single_existing_scheme(self) -> None:CODE
LOW⚡tools/test_wcag_check.py33 def test_missing_scheme_exits_nonzero(self) -> None:CODE
LOW⚡tools/test_wcag_check.py38 def test_yaml_stem_without_itermcolors_hints_gen_py(self) -> None:CODE
LOW⚡tools/test_wcag_check.py48 def test_bulk_mode_still_runs(self) -> None:CODE
Unused Imports11 hits · 11 pts
SeverityFileLineSnippetContext
LOWtools/gen.py45CODE
LOWtools/check_licenses.py12CODE
LOWtools/set_license.py16CODE
LOWtools/preview_theme/terminal.py3CODE
LOWtools/preview_theme/render.py3CODE
LOWtools/preview_theme/__init__.py3CODE
LOWtools/preview_theme/cli.py4CODE
LOWtools/preview_theme/loader.py3CODE
LOWtools/preview_theme/colors.py3CODE
LOWtools/screenshot_gen/renderer.py1CODE
LOWtools/screenshot_gen/__main__.py3CODE
Deep Nesting8 hits · 8 pts
SeverityFileLineSnippetContext
LOWtools/wcag_check.py188CODE
LOWtools/wcag_check.py226CODE
LOWtools/wcag_check.py267CODE
LOWtools/gen.py440CODE
LOWtools/preview_theme/cli.py27CODE
LOWtools/preview_theme/cli.py47CODE
LOWtools/screenshot_gen/renderer.py67CODE
LOWtools/screenshot_gen/__main__.py33CODE
Excessive Try-Catch Wrapping4 hits · 6 pts
SeverityFileLineSnippetContext
LOWtools/wcag_check.py311 except Exception as e:STRING
MEDIUMtools/wcag_check.py312 print(f"Error parsing {file_path.name}: {e}", file=sys.stderr)STRING
MEDIUMtools/check_licenses.py159 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMtools/set_license.py114 print(f"Error: {e}", file=sys.stderr)CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/iterm2terminal.py5# Usage:COMMENT
LOWtools/terminal2iterm.py5# Usage:COMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/create-release.yml104 # Create a complete archiveCOMMENT
Cross-Language Confusion1 hit · 2 pts
SeverityFileLineSnippetContext
HIGHtools/wcag_check.py284 f'YAML source exists; run `cd tools && python gen.py -s "{name}"` first.',STRING
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWlicenses.yml1# Licence of every colour scheme in this repository, one entry per scheme.COMMENT
LOWyaml/Outrun Electric.yml1# Outrun ElectricCOMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWtools/set_license.py60def set_entry(entries: dict[str, str], name: str, license_id: str, source: str, note: str | None) -> None:CODE
LOWtools/preview_theme/__init__.py5__all__ = ["render_preview"]CODE
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtools/gen.py158 # TODO: this should probably be removed, and just use the quantized sRGB values directly,COMMENT