AI Slop Code RIsk Monitor

ungoogled-software/ungoogled-chromium

Google Chromium, sans integration with Google

12.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ungoogled-software/ungoogled-chromium, a Python project with 27,940 GitHub stars. SynthScan examined 7,022 lines of code across 72 source files, recording 60 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 12.3 (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.

12.3
Adjusted Signal
12.3
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
27.9K
Stars
Python
Language
7.0K
Lines of Code
72
Files
60
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 26.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.2/100 · LOW

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

Agent Over-Engineering Ratio 27.7/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 47.3/100 · MEDIUM

Which changes need focused human review? 60 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 6MEDIUM 0LOW 54

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 60 distinct pattern matches across 7 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.

Empty Error Handlers6 hits · 30 pts
SeverityFileLineSnippetContext
HIGHutils/third_party/schema.py255except SchemaError:CODE
HIGHdevutils/validate_patches.py364except _NotInRepoError:CODE
HIGHdevutils/validate_patches.py379except _NotInRepoError:CODE
HIGHdevutils/validate_patches.py308except ValueError:CODE
HIGHdevutils/update_lists.py285except ValueError:CODE
HIGHdevutils/update_platform_patches.py61except FileNotFoundError:CODE
Deep Nesting20 hits · 20 pts
SeverityFileLineSnippetContext
LOWutils/filescfg.py52CODE
LOWutils/prune_binaries.py187CODE
LOWutils/downloads.py308CODE
LOWutils/downloads.py339CODE
LOWutils/downloads.py90CODE
LOWutils/domain_substitution.py182CODE
LOWutils/clone.py48CODE
LOWutils/_extraction.py141CODE
LOWutils/third_party/schema.py234CODE
LOWdevutils/validate_patches.py183CODE
LOWdevutils/validate_patches.py406CODE
LOWdevutils/validate_patches.py486CODE
LOWdevutils/validate_patches.py553CODE
LOWdevutils/validate_patches.py610CODE
LOWdevutils/validate_patches.py623CODE
LOWdevutils/run_other_pylint.py33CODE
LOWdevutils/update_lists.py238CODE
LOWdevutils/update_lists.py263CODE
LOWdevutils/check_patch_files.py50CODE
LOWdevutils/third_party/unidiff/patch.py217CODE
Hyper-Verbose Identifiers12 hits · 14 pts
SeverityFileLineSnippetContext
LOWutils/downloads.py248def _chromium_hashes_generator(hashes_path):CODE
LOWutils/patches.py141def generate_patches_from_series(patches_dir, resolve=False):CODE
LOWutils/make_domsub_script.py17def make_domain_substitution_script(regex_path, files_path, backup_type, output_path):CODE
LOWutils/tests/test_patches.py16def test_find_and_check_patch():CODE
LOWdevutils/validate_patches.py146def _download_googlesource_file(download_session, repo_url, version, relative_path):CODE
LOW⚡devutils/validate_patches.py225def _get_last_chromium_modification():CODE
LOW⚡devutils/validate_patches.py234def _get_gitiles_git_log_date(log_entry):CODE
LOW⚡devutils/validate_patches.py239def _get_gitiles_commit_before_date(repo_url, target_branch, target_datetime):CODE
LOWdevutils/validate_patches.py318def _get_target_file_deps_node(download_session, root_deps_tree, target_file):CODE
LOWdevutils/tests/test_check_patch_files.py24def test_check_series_duplicates():CODE
LOWdevutils/third_party/unidiff/patch.py281 def _add_no_newline_marker_to_last_hunk(self):CODE
LOWdevutils/third_party/unidiff/patch.py289 def _append_trailing_empty_line(self):CODE
Unused Imports12 hits · 12 pts
SeverityFileLineSnippetContext
LOWdevutils/third_party/unidiff/patch.py27CODE
LOWdevutils/third_party/unidiff/constants.py27CODE
LOWdevutils/third_party/unidiff/__init__.py27CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/__init__.py30CODE
LOWdevutils/third_party/unidiff/errors.py27CODE
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOWdevutils/pytest.ini1[pytest]COMMENT
LOWdevutils/third_party/unidiff/patch.py1# -*- coding: utf-8 -*-COMMENT
LOWdevutils/third_party/unidiff/constants.py1# -*- coding: utf-8 -*-COMMENT
LOWdevutils/third_party/unidiff/__init__.py1# -*- coding: utf-8 -*-COMMENT
LOWdevutils/third_party/unidiff/__version__.py1# -*- coding: utf-8 -*-COMMENT
LOWdevutils/third_party/unidiff/errors.py1# -*- coding: utf-8 -*-COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWutils/downloads.py330 # Read file in chunks. Default is 262144 bytes.COMMENT
LOWdevutils/validate_patches.py541 # Write file to patchCOMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWutils/domain_substitution.py161def _update_timestamp(path: os.PathLike, set_new: bool) -> None:CODE
LOWutils/third_party/schema.py8__all__ = ['Schema',CODE