Android in docker solution with noVNC supported and video recording
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | cli/src/tests/device/test_emulator.py | 36 | def test_invalid_android_version(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 42 | def test_initialisation_config_not_exist(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 47 | def test_initialisation_device_not_exist(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 52 | def test_initialisation_device_exists(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 60 | def test_check_adb_command_out_of_attempts(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 66 | def test_use_override_config_no_env(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 70 | def test_use_override_config_file_not_exist(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 75 | def test_use_override_config_file_not_readable(self): | CODE |
| LOW⚡ | cli/src/tests/device/test_emulator.py | 81 | def test_use_override_config_malformed_content(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 9 | def test_boolean_converter_with_valid_str(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 19 | def test_boolean_converter_with_empty(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 23 | def test_boolean_converter_with_invalid_str(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 27 | def test_boolean_converter_with_invalid_format(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 31 | def test_get_env_value_from_valid_key(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 37 | def test_get_env_value_with_empty_string(self): | CODE |
| LOW⚡ | cli/src/tests/helper/test_helper.py | 44 | def test_get_env_value_from_invalid_key(self): | CODE |
| LOW | cli/src/tests/helper/test_helper.py | 56 | def test_symlink_already_exist(self): | CODE |
| LOW | cli/src/tests/helper/test_helper.py | 65 | def test_symlink_file_not_exists(self): | CODE |
| LOW | cli/src/device/__init__.py | 74 | def _prepare_analytics_payload(self) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cli/src/device/geny_saas.py | 74 | except Exception as e: | CODE |
| LOW | cli/src/device/geny_saas.py | 79 | except Exception as e: | CODE |
| LOW | cli/src/device/geny_saas.py | 105 | except Exception as e: | CODE |
| LOW | cli/src/device/geny_saas.py | 116 | except Exception as e: | CODE |
| LOW | cli/src/device/geny_saas.py | 133 | except Exception as e: | CODE |
| LOW | cli/src/device/emulator.py | 134 | except Exception as e: | CODE |
| LOW | cli/src/device/__init__.py | 151 | except Exception as e: | CODE |
| LOW | cli/src/device/geny_aws.py | 174 | except Exception as e: | STRING |
| LOW | cli/src/device/geny_aws.py | 203 | except Exception as e: | STRING |
| MEDIUM | cli/src/device/geny_aws.py | 56 | def create_tf_files(self) -> None: | CODE |
| MEDIUM | cli/src/device/geny_aws.py | 178 | def deploy_tf(self) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cli/src/app.py | 139 | CODE | |
| LOW | cli/src/app.py | 163 | CODE | |
| LOW | cli/src/tests/device/test_emulator.py | 81 | CODE | |
| LOW | cli/src/device/geny_saas.py | 28 | CODE | |
| LOW | cli/src/device/geny_saas.py | 120 | CODE | |
| LOW | cli/src/device/emulator.py | 192 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cli/src/tests/helper/test_helper.py | 2 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cli/src/device/__init__.py | 67 | def set_status(self, current_status) -> None: | CODE |