Repository Analysis

budtmo/docker-android

Android in docker solution with noVNC supported and video recording

13.5 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of budtmo/docker-android, a Python project with 15,622 GitHub stars. SynthScan v2.0 examined 3,471 lines of code across 75 source files, recording 38 pattern matches distributed across 5 syntactic categories. The overall adjusted score of 13.5 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

13.5
Adjusted Score
13.5
Raw Score
100%
Time Factor
2026-07-27
Last Push
15.6K
Stars
Python
Language
3.5K
Lines of Code
75
Files
38
Pattern Hits
2026-08-02
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 2LOW 36

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 38 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers19 hits · 27 pts
SeverityFileLineSnippetContext
LOWcli/src/tests/device/test_emulator.py36 def test_invalid_android_version(self):CODE
LOWcli/src/tests/device/test_emulator.py42 def test_initialisation_config_not_exist(self):CODE
LOWcli/src/tests/device/test_emulator.py47 def test_initialisation_device_not_exist(self):CODE
LOWcli/src/tests/device/test_emulator.py52 def test_initialisation_device_exists(self):CODE
LOWcli/src/tests/device/test_emulator.py60 def test_check_adb_command_out_of_attempts(self):CODE
LOWcli/src/tests/device/test_emulator.py66 def test_use_override_config_no_env(self):CODE
LOWcli/src/tests/device/test_emulator.py70 def test_use_override_config_file_not_exist(self):CODE
LOWcli/src/tests/device/test_emulator.py75 def test_use_override_config_file_not_readable(self):CODE
LOWcli/src/tests/device/test_emulator.py81 def test_use_override_config_malformed_content(self):CODE
LOWcli/src/tests/helper/test_helper.py9 def test_boolean_converter_with_valid_str(self):CODE
LOWcli/src/tests/helper/test_helper.py19 def test_boolean_converter_with_empty(self):CODE
LOWcli/src/tests/helper/test_helper.py23 def test_boolean_converter_with_invalid_str(self):CODE
LOWcli/src/tests/helper/test_helper.py27 def test_boolean_converter_with_invalid_format(self):CODE
LOWcli/src/tests/helper/test_helper.py31 def test_get_env_value_from_valid_key(self):CODE
LOWcli/src/tests/helper/test_helper.py37 def test_get_env_value_with_empty_string(self):CODE
LOWcli/src/tests/helper/test_helper.py44 def test_get_env_value_from_invalid_key(self):CODE
LOWcli/src/tests/helper/test_helper.py56 def test_symlink_already_exist(self):CODE
LOWcli/src/tests/helper/test_helper.py65 def test_symlink_file_not_exists(self):CODE
LOWcli/src/device/__init__.py74 def _prepare_analytics_payload(self) -> None:CODE
Excessive Try-Catch Wrapping11 hits · 12 pts
SeverityFileLineSnippetContext
LOWcli/src/device/geny_saas.py74 except Exception as e:CODE
LOWcli/src/device/geny_saas.py79 except Exception as e:CODE
LOWcli/src/device/geny_saas.py105 except Exception as e:CODE
LOWcli/src/device/geny_saas.py116 except Exception as e:CODE
LOWcli/src/device/geny_saas.py133 except Exception as e:CODE
LOWcli/src/device/emulator.py134 except Exception as e:CODE
LOWcli/src/device/__init__.py151 except Exception as e:CODE
LOWcli/src/device/geny_aws.py174 except Exception as e:STRING
LOWcli/src/device/geny_aws.py203 except Exception as e:STRING
MEDIUMcli/src/device/geny_aws.py56def create_tf_files(self) -> None:CODE
MEDIUMcli/src/device/geny_aws.py178def deploy_tf(self) -> None:CODE
Deep Nesting6 hits · 6 pts
SeverityFileLineSnippetContext
LOWcli/src/app.py139CODE
LOWcli/src/app.py163CODE
LOWcli/src/tests/device/test_emulator.py81CODE
LOWcli/src/device/geny_saas.py28CODE
LOWcli/src/device/geny_saas.py120CODE
LOWcli/src/device/emulator.py192CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcli/src/tests/helper/test_helper.py2CODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcli/src/device/__init__.py67 def set_status(self, current_status) -> None:CODE