AI Slop Code RIsk Monitor

ossf/scorecard

OpenSSF Scorecard - Security health metrics for Open Source

7.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ossf/scorecard, a Go project with 5,749 GitHub stars. SynthScan examined 116,266 lines of code across 910 source files, recording 790 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 7.0 (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.

7.0
Adjusted Signal
7.0
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
5.7K
Stars
Go
Language
116.3K
Lines of Code
910
Files
790
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 28.6/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 784 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 29.4/100 · MEDIUM

Which changes need focused human review? 790 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 2HIGH 0MEDIUM 0LOW 788

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 790 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.

Over-Commented Block782 hits · 782 pts
SeverityFileLineSnippetContext
LOWsecurity-insights.yml1# Copyright 2025 OpenSSF Scorecard AuthorsCOMMENT
LOWcodeql.js1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWmain.go1// Copyright 2020 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/webhook.go1// Copyright 2022 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/release.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/pull_request.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/user.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/user.go41 // FirstTimer: Author has not previously committed to the VCS.COMMENT
LOWclients/cii_response_test.go1// Copyright 2023 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/cii_client.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/branch.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/cii_response.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/commit.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/cii_http_client.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/search.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/workflows.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/osv.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/repo.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/statuses.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/cii_blob_client.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/checkruns.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/osv_test.go1// Copyright 2022 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/languages.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/issue.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/repo_client.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/vulnerabilities.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/licenses.go1// Copyright 2021 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/commits.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/contributors_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/webhooks_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/branches.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/search_e2e_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/branches_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/audit.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/policy_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/audit_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/languages_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/commits_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/contributors.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/work_items.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/work_items_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/search_commits_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/releases_e2e_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/azure_devops_suite_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/audit_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/policy.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/builds.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/client.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/webhooks_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/commits_e2e_test.go1// Copyright 2026 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/search.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/zip_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/search_commits_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/branches_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/builds_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/search_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/work_items_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/repo.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/builds_e2e_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
LOWclients/azuredevopsrepo/repo_test.go1// Copyright 2024 OpenSSF Scorecard AuthorsCOMMENT
722 more matches not shown…
Hallucination Indicators2 hits · 25 pts
SeverityFileLineSnippetContext
CRITICALprobes/unsafeblock/testdata/safe-no-imports.java10 jdk.internal.misc.Unsafe.class.getInstance();CODE
CRITICALprobes/unsafeblock/testdata/safe-no-imports.java12 // jdk.internal.misc.Unsafe.class.getInstance();COMMENT
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWclients/gitlabrepo/contributors_test.go42 Name: "John Doe",CODE
LOWclients/gitlabrepo/contributors_test.go47 Name: "John Doe",CODE
LOWchecks/raw/security_policy_test.go213 Match: "security@example.org",CODE
LOWinternal/gitfile/gitfile_test.go110 Name: "John Doe",CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.goreleaser.yml47 # Set it to true if you wish to skip the changelog generation.COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWchecks/raw/branch_protection_test.go255 // TODO: Add tests for commitSHA regex matching.COMMENT