AI Slop Code RIsk Monitor

budtmo/docker-android

Android in docker solution with noVNC supported, video recording, mcp server and AI-agent

14.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for budtmo/docker-android, a Python project with 15,958 GitHub stars. SynthScan examined 4,008 lines of code across 87 source files, recording 48 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 14.7 (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.

14.7
Adjusted Signal
14.7
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
16.0K
Stars
Python
Language
4.0K
Lines of Code
87
Files
48
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 41.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 33 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

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

Agent Over-Engineering Ratio 47.7/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 41 finding(s).

PR Review Velocity Impact 47.7/100 · MEDIUM

Which changes need focused human review? 48 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 2LOW 46

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 48 distinct pattern matches across 5 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 Identifiers27 hits · 37 pts
SeverityFileLineSnippetContext
LOW⚡mcp/src/tests/test_adb.py24def test_successfully_connected():CODE
LOW⚡mcp/src/tests/test_adb.py31def test_connect_to_connected_client():CODE
LOW⚡mcp/src/tests/test_adb.py36def test_connect_retry_and_success(monkeypatch):CODE
LOWmcp/src/tests/test_adb.py76def test_visit_url_with_url_injection():CODE
LOWmcp/src/tests/test_adb.py88def test_press_hardware_supported_buttons():CODE
LOWmcp/src/tests/test_adb.py96def test_press_hardware_unknown_button():CODE
LOWmcp/src/tests/test_device.py12def test_device_with_empty_extra():CODE
LOW⚡cli/src/tests/device/test_emulator.py36 def test_invalid_android_version(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py42 def test_initialisation_config_not_exist(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py47 def test_initialisation_device_not_exist(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py52 def test_initialisation_device_exists(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py60 def test_check_adb_command_out_of_attempts(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py66 def test_deploy_preserves_spaces_in_quoted_additional_args(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py78 def test_use_override_config_no_env(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py82 def test_use_override_config_file_not_exist(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py87 def test_use_override_config_file_not_readable(self):CODE
LOW⚡cli/src/tests/device/test_emulator.py93 def test_use_override_config_malformed_content(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py9 def test_boolean_converter_with_valid_str(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py19 def test_boolean_converter_with_empty(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py23 def test_boolean_converter_with_invalid_str(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py27 def test_boolean_converter_with_invalid_format(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py31 def test_get_env_value_from_valid_key(self):CODE
LOW⚡cli/src/tests/helper/test_helper.py37 def test_get_env_value_with_empty_string(self):CODE
LOW⚡cli/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.py135 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.py93CODE
LOWcli/src/device/geny_saas.py28CODE
LOWcli/src/device/geny_saas.py120CODE
LOWcli/src/device/emulator.py193CODE
Modern Structural Boilerplate3 hits · 3 pts
SeverityFileLineSnippetContext
LOWmcp/src/server.py10logger = logging.getLogger(__name__)CODE
LOWmcp/src/adb.py9logger = logging.getLogger(__name__)CODE
LOWcli/src/device/__init__.py67 def set_status(self, current_status) -> None:CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcli/src/tests/helper/test_helper.py2CODE