AI Slop Code RIsk Monitor

chubin/cheat.sh

the only cheat sheet you need

5.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for chubin/cheat.sh, a Python project with 41,801 GitHub stars. SynthScan examined 11,314 lines of code across 81 source files, recording 46 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 5.7 (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.

5.7
Adjusted Signal
5.7
Raw Pattern Score
100%
Time Factor
2026-09-22
Last Push
41.8K
Stars
Python
Language
11.3K
Lines of Code
81
Files
46
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.5/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 10.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 25.3/100 · MEDIUM

Which changes need focused human review? 46 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 4MEDIUM 0LOW 42

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 46 distinct pattern matches across 9 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.

Unused Imports15 hits · 15 pts
SeverityFileLineSnippetContext
LOWbin/release.py3CODE
LOWbin/app.py17CODE
LOWlib/fetch.py13CODE
LOWlib/standalone.py5CODE
LOWlib/config.py44CODE
LOWlib/globals.py7CODE
LOWlib/cache.py15CODE
LOWlib/fmt/comments.py21CODE
LOWlib/panela/panela_colors.py22CODE
LOWlib/panela/panela_colors.py22CODE
LOWlib/adapter/internal.py8CODE
LOWlib/adapter/question.py9CODE
LOWlib/adapter/__init__.py18CODE
LOWlib/adapter/__init__.py19CODE
LOWlib/adapter/learnxiny.py11CODE
Empty Error Handlers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHbin/app.py184except IndexError:CODE
HIGHlib/cache.py61except (ValueError, TypeError):CODE
HIGHlib/adapter/rosetta.py99except ValueError:CODE
Deep Nesting11 hits · 11 pts
SeverityFileLineSnippetContext
LOWlib/post.py31CODE
LOWlib/routing.py86CODE
LOWlib/routing.py92CODE
LOWlib/frontend/ansi.py126CODE
LOWlib/panela/panela_colors.py210CODE
LOWlib/panela/panela_colors.py406CODE
LOWlib/panela/panela_colors.py643CODE
LOWlib/adapter/tldr.py31CODE
LOWlib/adapter/internal.py90CODE
LOWlib/adapter/learnxiny.py120CODE
LOWlib/adapter/learnxiny.py142CODE
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOWlib/config.py192def _load_config_from_environ(config):CODE
LOWlib/limits.py100 def _clear_counters_if_needed(self):CODE
LOWlib/languages_data.py227def rewrite_editor_section_name(section_name):CODE
LOWlib/postprocessing.py36def _answer_filter_by_keyword(answer, keyword, options, request_options=None):CODE
LOWlib/fmt/comments.py47def _remove_empty_lines_from_beginning(lines):CODE
LOWlib/fmt/comments.py55def _remove_empty_lines_from_end(lines):CODE
LOWlib/adapter/adapter.py162 def local_repository_location(cls, cheat_sheets_location=False):CODE
LOWlib/adapter/cheat_sheets.py15def _remove_initial_underscore(filename):CODE
Cross-Language Confusion1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHlib/fmt/comments.py149 # everything what is still undefined, change to code typeCOMMENT
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWtests/run-tests.sh1#!/bin/bashCOMMENT
LOWshare/cht.sh.txt1#!/bin/bashCOMMENT
LOWshare/cht.sh.txt21# read json from fileCOMMENT
LOWshare/ansi2html.sh1#!/bin/shCOMMENT
LOWshare/ansi2html.sh21# Support `grep --color=always` by strippingCOMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWdocker-compose.debug.yml7# Usage:COMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbin/app.py251CODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWlib/adapter/__init__.py12__all__ = [CODE