AI Slop Code RIsk Monitor

pyenv-win/pyenv-win

pyenv for Windows. pyenv is a simple python version management tool. It lets you easily switch between multiple versions of Python. It's simple, unobtrusive, and follows the UNIX tradition of single-purpose tools that do one thing well.

10.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for pyenv-win/pyenv-win, a VBScript project with 7,413 GitHub stars. SynthScan examined 7,722 lines of code across 46 source files, recording 62 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 10.8 (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.

10.8
Adjusted Signal
10.8
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
7.4K
Stars
VBScript
Language
7.7K
Lines of Code
46
Files
62
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 35.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 57 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.0/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 35.4/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 38.1/100 · MEDIUM

Which changes need focused human review? 62 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 2MEDIUM 1LOW 59

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 62 distinct pattern matches across 8 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 Identifiers51 hits · 60 pts
SeverityFileLineSnippetContext
LOWtests/test_pyenv_feature_which.py29def test_which_exists_is_global(pyenv_path, pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py41def test_which_exists_is_local(pyenv_path, pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py50def test_which_exists_is_shell(pyenv_path, pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py60def test_which_exists_is_global_not_installed(pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py66def test_which_exists_is_local_not_installed(pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py71def test_which_exists_is_shell_not_installed(pyenv):CODE
LOW⚡tests/test_pyenv_feature_which.py81def test_which_exists_is_global_other_version(pyenv):CODE
LOWtests/test_pyenv_feature_which.py100def test_which_exists_is_local_other_version(pyenv):CODE
LOWtests/test_pyenv_feature_which.py118def test_which_exists_is_shell_other_version(pyenv):CODE
LOWtests/test_pyenv_feature_which.py138def test_which_command_not_found(pyenv):CODE
LOWtests/test_pyenv_feature_which.py144def test_which_no_version_defined(pyenv):CODE
LOWtests/test_pyenv_feature_which.py163def test_which_many_local_versions(pyenv_path, pyenv):CODE
LOWtests/test_pyenv_feature_rehash.py28def test_rehash_global_version(pyenv_path, pyenv):CODE
LOWtests/test_pyenv_feature_rehash.py39def test_rehash_local_version(pyenv_path, pyenv):CODE
LOWtests/test_pyenv_feature_rehash.py50def test_rehash_shell_version(pyenv):CODE
LOWtests/test_pyenv_feature_install.py7def test_check_pyenv_install_list(pyenv):CODE
LOWtests/test_pyenv_feature_install.py37def test_check_pyenv_installation():CODE
LOWtests/test_pyenv_feature_duplicate.py3def test_check_pyenv_duplicate(pyenv):CODE
LOWtests/test_pyenv_feature_duplicate.py9def test_check_pyenv_commands_help():CODE
LOWtests/test_pyenv_feature_versions.py22def test_list_current_global_version(pyenv_path, pyenv):CODE
LOWtests/test_pyenv_feature_versions.py38def test_list_current_local_version(local_path, pyenv):CODE
LOWtests/test_pyenv_feature_versions.py54def test_list_current_local_many_versions(local_path, pyenv):CODE
LOWtests/test_pyenv_feature_versions.py70def test_list_current_shell_version(pyenv):CODE
LOWtests/test_pyenv_feature_versions.py86def test_list_uninstalled_current_global_version(pyenv):CODE
LOWtests/test_pyenv_feature_versions.py102def test_list_uninstalled_local_version(pyenv):CODE
LOWtests/test_pyenv_feature_versions.py118def test_list_uninstalled_shell_version(pyenv):CODE
LOWtests/test_pyenv_feature_global.py26def test_global_version_defined(pyenv):CODE
LOWtests/test_pyenv_feature_global.py34def test_global_set_installed_version(pyenv):CODE
LOWtests/test_pyenv_feature_global.py49def test_global_set_unknown_version(pyenv):CODE
LOW⚡tests/test_pyenv_feature_global.py65def test_global_set_many_versions(pyenv_path, pyenv):CODE
LOW⚡tests/test_pyenv_feature_global.py74def test_global_set_many_versions_one_not_installed(pyenv):CODE
LOW⚡tests/test_pyenv_feature_global.py79def test_global_many_versions_defined(pyenv):CODE
LOWtests/test_pyenv.py15def test_check_pyenv_features_list(pyenv):CODE
LOWtests/test_pyenv_feature_commands.py3def test_check_pyenv_commands_list(pyenv):CODE
LOWtests/test_pyenv_feature_commands.py9def test_check_pyenv_commands_help():CODE
LOWtests/test_pyenv_feature_shell.py36def test_shell_version_defined(pyenv):CODE
LOWtests/test_pyenv_feature_shell.py42def test_shell_set_installed_version(local_path, shell, shell_ext, run):CODE
LOW⚡tests/test_pyenv_feature_shell.py57def test_shell_set_unknown_version(pyenv):CODE
LOW⚡tests/test_pyenv_feature_shell.py66def test_shell_unset_unaffected(local_path, shell, shell_ext, run):CODE
LOW⚡tests/test_pyenv_feature_shell.py81def test_shell_set_many_versions(local_path, shell, shell_ext, run):CODE
LOWtests/test_pyenv_feature_shell.py95def test_shell_set_many_versions_one_not_installed(pyenv):CODE
LOWtests/test_pyenv_feature_shell.py99def test_shell_many_versions_defined(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py11def test_local_version_defined(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py19def test_local_set_installed_version(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py28def test_local_set_minor_version(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py39def test_local_set_unknown_version(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py44def test_local_set_many_versions(local_path, pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py50def test_local_set_many_versions_one_not_installed(pyenv):CODE
LOW⚡tests/test_pyenv_feature_local.py55def test_local_many_versions_defined(pyenv):CODE
LOWtests/test_pyenv_feature_exec.py147def test_exec_local_not_installed(pyenv):CODE
LOWtests/test_pyenv_feature_exec.py157def test_removes_shims_from_path(pyenv):CODE
Cross-Language Confusion1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH⚡tests/test_pyenv_feature_shell.py72 print(f'@call pyenv global --unset && call pyenv local --unset && call pyenv shell', file=f)CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH.github/scripts/update_versions_cache.py252except (ValueError, IndexError):CODE
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/scripts/update_versions_cache.py96CODE
LOW.github/scripts/update_versions_cache.py152CODE
LOW.github/scripts/update_versions_cache.py234CODE
Unused Imports2 hits · 2 pts
SeverityFileLineSnippetContext
LOWtests/conftest.py1CODE
LOWtests/conftest.py7CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.github/workflows/codeql-analysis.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql-analysis.yml61 # ℹ️ Command-line programs to run using the OS shell.COMMENT
Excessive Try-Catch Wrapping1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM.github/scripts/update_versions_cache.py69 print(f"Error downloading from {url}: {e}", file=sys.stderr)CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/scripts/update_versions_cache.py255 # Check if webinstall has non-web equivalentCOMMENT