AI Slop Code RIsk Monitor

stdlib-js/stdlib

✨ The fundamental numerical library for JavaScript and TypeScript. ✨                   ⭐️ Star to support our work!

30.5 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for stdlib-js/stdlib, a JavaScript project with 6,001 GitHub stars. SynthScan examined 83,890 lines of code across 561 source files, recording 716 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 30.5 (High 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.

30.5
Adjusted Signal
30.5
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
6.0K
Stars
JavaScript
Language
83.9K
Lines of Code
561
Files
716
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 77.4/100 · CRITICAL

Can maintainers explain intent, assumptions, and trade-offs? 695 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

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

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 68.0/100 · HIGH

Which changes need focused human review? 716 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 9MEDIUM 574LOW 133

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 716 distinct pattern matches across 9 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.

Self-Referential Comments572 hits · 2354 pts
SeverityFileLineSnippetContext
MEDIUMazure-pipelines-disabled.yml19# Define the triggers which will cause a build to run:COMMENT
MEDIUMazure-pipelines-disabled.yml98 # Define a display name for use in the UI:COMMENT
MEDIUMazure-pipelines-disabled.yml114 # Define the maximum number of parallel jobs:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml151 # Define a UI display name:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml154 # Define a task-specific timeout:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml157 # Define the Node.js version to install:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml164 # Define a UI display name:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml167 # Define a task-specific timeout:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml179 # Define a UI display name:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml182 # Define a task-specific timeout:COMMENT
MEDIUM⚡azure-pipelines-disabled.yml185 # Define the task inputs:COMMENT
MEDIUM.travis.yml120# Define the build steps:COMMENT
MEDIUM.travis.yml125# Define the steps to run after completing the build steps:COMMENT
MEDIUM⚡.github/workflows/markdown_related_packages.yml44 # Define a job for updating the related packages section of READMEs:COMMENT
MEDIUM⚡.github/workflows/markdown_related_packages.yml47 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/markdown_related_packages.yml53 # Define the type of virtual host machine:COMMENT
MEDIUM⚡.github/workflows/markdown_related_packages.yml56 # Define the sequence of job steps...COMMENT
MEDIUM.github/workflows/markdown_related_packages.yml155 # Create a pull request with the changes:COMMENT
MEDIUM⚡.github/workflows/markdown_equations.yml39 # Define a job for updating equations in Markdown files...COMMENT
MEDIUM⚡.github/workflows/markdown_equations.yml42 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/markdown_equations.yml48 # Define the type of virtual host machine:COMMENT
MEDIUM⚡.github/workflows/markdown_equations.yml51 # Define the sequence of job steps...COMMENT
MEDIUM.github/workflows/markdown_equations.yml193 # Create a pull request with the updated equations:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml48 # Define a job for running unit tests on macOS...COMMENT
MEDIUM⚡.github/workflows/macos_test.yml51 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml57 # Define the type of virtual host machine on which to run the job:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml75 # Define the build matrix strategy...COMMENT
MEDIUM⚡.github/workflows/macos_test.yml81 # Define the build matrix:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml84 # Define the list of build tasks:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml87 # Define the list of Node.js versions:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml92 # Define the list of operating systems:COMMENT
MEDIUM.github/workflows/macos_test.yml133 # Define the sequence of job steps...COMMENT
MEDIUM⚡.github/workflows/macos_test.yml243 # Define a name for the uploaded artifact (ensuring a unique name for each job):COMMENT
MEDIUM⚡.github/workflows/macos_test.yml253 # Define a job for sending notifications to Zulip...COMMENT
MEDIUM⚡.github/workflows/macos_test.yml256 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/macos_test.yml259 # Define the type of virtual host machine:COMMENT
MEDIUM.github/workflows/macos_test.yml274 # Define the sequence of job steps...COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml50 # Define a job for running benchmarks on Linux...COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml53 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml56 # Define the type of virtual host machine:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml78 # Define the build matrix strategy...COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml84 # Define the build matrix:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml87 # Define the list of build tasks:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml90 # Define the list of Node.js versions on which to run this job:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml93 # Define the list of operating systems on which to run this job:COMMENT
MEDIUM.github/workflows/linux_benchmark.yml134 # Define the sequence of job steps...COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml257 # Define a name for the uploaded artifact (ensuring a unique name for each job):COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml267 # Define a job for sending notifications to Zulip...COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml270 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/linux_benchmark.yml273 # Define the type of virtual host machine:COMMENT
MEDIUM.github/workflows/linux_benchmark.yml288 # Define the sequence of job steps...COMMENT
MEDIUM.github/workflows/git_note_filter_packages.yml26 # Define the input parameters for the workflow:COMMENT
MEDIUM.github/workflows/git_note_filter_packages.yml39 # Define the input parameters for the workflow:COMMENT
MEDIUM.github/workflows/git_note_filter_packages.yml50 # Define the secrets accessible by the workflow:COMMENT
MEDIUM⚡.github/workflows/git_note_filter_packages.yml65 # Define a job to create a Git note amending a commit message:COMMENT
MEDIUM⚡.github/workflows/git_note_filter_packages.yml71 # Define the type of virtual host machine:COMMENT
MEDIUM⚡.github/workflows/git_note_filter_packages.yml74 # Define the sequence of job steps:COMMENT
MEDIUM⚡.github/workflows/markdown_tocs.yml39 # Define a job for updating namespace table of contents...COMMENT
MEDIUM⚡.github/workflows/markdown_tocs.yml42 # Define a display name:COMMENT
MEDIUM⚡.github/workflows/markdown_tocs.yml48 # Define the type of virtual host machine:COMMENT
512 more matches not shown…
Over-Commented Block99 hits · 98 pts
SeverityFileLineSnippetContext
LOW.codecov.yml1#/COMMENT
LOWazure-pipelines-disabled.yml1#/COMMENT
LOW.travis.yml1#/COMMENT
LOWtools/snippets/benchmark/python/benchmark.py1#!/usr/bin/env pythonCOMMENT
LOWtools/snippets/benchmark/python/numpy/benchmark.py1#!/usr/bin/env pythonCOMMENT
LOWtools/snippets/benchmark/python/scipy/benchmark.py1#!/usr/bin/env pythonCOMMENT
LOWtools/snippets/benchmark/r/benchmark.R1#!/usr/bin/env RscriptCOMMENT
LOWtools/snippets/benchmark/r/benchmark.R41 #'COMMENT
LOWtools/snippets/benchmark/r/benchmark.R61 #' @examplesCOMMENT
LOWtools/lint/r/linter.R1#!/usr/bin/env RscriptCOMMENT
LOWtools/scripts/install_r_pkgs.R1#!/usr/bin/env RscriptCOMMENT
LOW.github/labeler.yml1#/COMMENT
LOW.github/dependabot.yml1#/COMMENT
LOW.github/workflows/markdown_related_packages.yml1#/COMMENT
LOW.github/workflows/markdown_equations.yml1#/COMMENT
LOW.github/workflows/macos_test.yml1#/COMMENT
LOW.github/workflows/macos_test.yml101 NPM_VERSION: '>2.7.0 <10.0.0'COMMENT
LOW.github/workflows/linux_benchmark.yml1#/COMMENT
LOW.github/workflows/git_note_filter_packages.yml1#/COMMENT
LOW.github/workflows/markdown_tocs.yml1#/COMMENT
LOW.github/workflows/check_merge_conflicts_prs.yml1#/COMMENT
LOW.github/workflows/track_todos.yml1#/COMMENT
LOW.github/workflows/linux_test.yml1#/COMMENT
LOW.github/workflows/process_metadata.yml1#/COMMENT
LOW.github/workflows/labeler.yml1#/COMMENT
LOW.github/workflows/lint_copyright_years.yml1#/COMMENT
LOW.github/workflows/generate_monthly_changelog.yml1#/COMMENT
LOW.github/workflows/macos_test_cov.yml1#/COMMENT
LOW.github/workflows/check_duplicate_prs.yml1#/COMMENT
LOW.github/workflows/standalone_publish.yml1#/COMMENT
LOW.github/workflows/check_licenses.yml1#/COMMENT
LOW.github/workflows/too_many_good_first_prs.yml1#/COMMENT
LOW.github/workflows/pr_commands_comment.yml1#/COMMENT
LOW.github/workflows/publish_coverage_pr.yml1#/COMMENT
LOW.github/workflows/codeql.yml1#/COMMENT
LOW.github/workflows/codeql.yml41COMMENT
LOW.github/workflows/codeql.yml81 # CodeQL supports the following languages:COMMENT
LOW.github/workflows/update_error_databases.yml1#/COMMENT
LOW.github/workflows/create_todo_issue.yml1#/COMMENT
LOW.github/workflows/lint_random_files.yml1#/COMMENT
LOW.github/workflows/update_repl_docs.yml1#/COMMENT
LOW.github/workflows/check_tracking_issue_closure.yml1#/COMMENT
LOW.github/workflows/pr_merge_develop.yml1#/COMMENT
LOW…hub/workflows/create_address_commit_comment_issues.yml1#/COMMENT
LOW.github/workflows/lint_pr_title.yml1#/COMMENT
LOW.github/workflows/namespace_declarations.yml1#/COMMENT
LOW.github/workflows/macos_benchmark.yml1#/COMMENT
LOW.github/workflows/standalone_publish_custom.yml1#/COMMENT
LOW.github/workflows/check_required_files.yml1#/COMMENT
LOW.github/workflows/terminal.yml1#/COMMENT
LOW.github/workflows/merge_ready_prs.yml1#/COMMENT
LOW.github/workflows/update_pr_copyright_years.yml1#/COMMENT
LOW.github/workflows/markdown_pkg_urls.yml1#/COMMENT
LOW.github/workflows/ossf_scorecard.yml1#/COMMENT
LOW.github/workflows/standalone_push_changes.yml1#/COMMENT
LOW.github/workflows/generate_pr_commit_message.yml1#/COMMENT
LOW.github/workflows/linux_test_install.yml1#/COMMENT
LOW.github/workflows/label_good_first_prs.yml1#/COMMENT
LOW.github/workflows/run_tests_coverage_pr.yml1#/COMMENT
LOW.github/workflows/slash_commands.yml1#/COMMENT
39 more matches not shown…
Cross-File Repetition9 hits · 45 pts
SeverityFileLineSnippetContext
HIGHtools/snippets/benchmark/python/benchmark.py0print the benchmark summary. # arguments * `total`: total number of tests * `passing`: number of passing testsSTRING
HIGHtools/snippets/benchmark/python/numpy/benchmark.py0print the benchmark summary. # arguments * `total`: total number of tests * `passing`: number of passing testsSTRING
HIGHtools/snippets/benchmark/python/scipy/benchmark.py0print the benchmark summary. # arguments * `total`: total number of tests * `passing`: number of passing testsSTRING
HIGHtools/snippets/benchmark/python/benchmark.py0print benchmark results. # arguments * `iterations`: number of iterations * `elapsed`: elapsed time (in seconds) # exampSTRING
HIGHtools/snippets/benchmark/python/numpy/benchmark.py0print benchmark results. # arguments * `iterations`: number of iterations * `elapsed`: elapsed time (in seconds) # exampSTRING
HIGHtools/snippets/benchmark/python/scipy/benchmark.py0print benchmark results. # arguments * `iterations`: number of iterations * `elapsed`: elapsed time (in seconds) # exampSTRING
HIGHtools/snippets/benchmark/python/benchmark.py0run the benchmark and print benchmark results. # arguments * `name`: benchmark name (suffix) * `setup`: benchmark setup STRING
HIGHtools/snippets/benchmark/python/numpy/benchmark.py0run the benchmark and print benchmark results. # arguments * `name`: benchmark name (suffix) * `setup`: benchmark setup STRING
HIGHtools/snippets/benchmark/python/scipy/benchmark.py0run the benchmark and print benchmark results. # arguments * `name`: benchmark name (suffix) * `setup`: benchmark setup STRING
Structural Annotation Overuse12 hits · 20 pts
SeverityFileLineSnippetContext
LOWCONTRIBUTING.md107#### Step 0: GitHubCOMMENT
LOWCONTRIBUTING.md111#### Step 1: ForkCOMMENT
LOWCONTRIBUTING.md165#### Step 2: Initial SetupCOMMENT
LOWCONTRIBUTING.md185#### Step 3: BranchCOMMENT
LOW⚡CONTRIBUTING.md197#### Step 4: WriteCOMMENT
LOW⚡CONTRIBUTING.md201#### Step 5: CommitCOMMENT
LOWCONTRIBUTING.md223#### Step 6: SyncCOMMENT
LOWCONTRIBUTING.md239#### Step 7: TestCOMMENT
LOWCONTRIBUTING.md257#### Step 8: PushCOMMENT
LOWCONTRIBUTING.md269#### Step 9: Pull RequestCOMMENT
LOWCONTRIBUTING.md321#### Step 10: LandCOMMENT
LOWCONTRIBUTING.md327#### Step 11: CelebrateCOMMENT
Redundant / Tautological Comments9 hits · 14 pts
SeverityFileLineSnippetContext
LOW.github/workflows/lint_copyright_years.yml100 # Check if file contains stdlib copyright notice:COMMENT
LOW.github/workflows/update_error_databases.yml93 # Check if there are any changes to the error databases:COMMENT
LOW.github/workflows/update_error_databases.yml120 # Check if the table length exceeds a maximum length:COMMENT
LOW.github/workflows/namespace_declarations.yml132 # Check if there are changes:COMMENT
LOW⚡.github/workflows/check_required_files.yml153 # Iterate over the list of required files:COMMENT
LOW.github/workflows/generate_pr_commit_message.yml90 # Check if the commit message already exists in the PR comments:COMMENT
LOW⚡.github/workflows/slash_commands.yml340 # Check if any previous job failed and post a comment:COMMENT
LOW.github/workflows/update_math_scaffold_databases.yml99 # Check if there are any changes to the unary database:COMMENT
LOW.github/workflows/lint_changed_files.yml410 # Check if the test file exists and isn't already in the list:COMMENT
Fake / Example Data9 hits · 14 pts
SeverityFileLineSnippetContext
LOW⚡CONTRIBUTING.md208$ git config --global user.name "Jane Doe"CODE
LOWetc/eslint/rules/stdlib.js1332* * ## Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligulaCOMMENT
LOWetc/eslint/rules/stdlib.js1332* * ## Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligulaCOMMENT
LOWetc/eslint/rules/stdlib.js1351* * ## Lorem ipsum dolor sit amet, consectetuer adipiscing elitCOMMENT
LOWetc/eslint/rules/stdlib.js1351* * ## Lorem ipsum dolor sit amet, consectetuer adipiscing elitCOMMENT
LOWetc/eslint/rules/stdlib.js1379* * Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget * dolor. Aenean massa.COMMENT
LOWetc/eslint/rules/stdlib.js1379* * Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget * dolor. Aenean massa.COMMENT
LOWetc/eslint/rules/stdlib.js1395* * Lorem ipsum dolor sit amet, consectetuer adipiscing elit.COMMENT
LOWetc/eslint/rules/stdlib.js1395* * Lorem ipsum dolor sit amet, consectetuer adipiscing elit.COMMENT
Modern AI Meta-Vocabulary2 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMtools/make/lib/scaffold/README.md47#### scaffoldCOMMENT
MEDIUM⚡.github/workflows/update_math_scaffold_databases.yml47 # Define a job for updating databases which are used for scaffolding mathematical packages...COMMENT
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/snippets/benchmark/python/benchmark.py21CODE
LOWtools/snippets/benchmark/python/numpy/benchmark.py21CODE
LOWtools/snippets/benchmark/python/scipy/benchmark.py21CODE
Overly Generic Function Names1 hit · 2 pts
SeverityFileLineSnippetContext
LOWetc/eslint/rules/typescript.js437* export function doSomething() {}COMMENT