AI Slop Code Risk Monitor

privacyguides/privacyguides.org

SlopCodeMonitor badge for privacyguides/privacyguides.org Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Protect your data against global mass surveillance programs.

3.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for privacyguides/privacyguides.org, a Markdown project with 4,338 GitHub stars. SynthScan examined 44,324 lines of code across 293 source files, recording 107 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 3.9 (Low 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.

3.9
Adjusted Signal
3.9
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.3K
Stars
Markdown
Language
44.3K
Lines of Code
293
Files
107
Pattern Hits
2026-10-31
Scan Date
0.02
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 9.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.1/100 · LOW

Are imports declared and package/API names verified? 40 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 107 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 5MEDIUM 12LOW 90

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 107 distinct pattern matches across 6 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.

Fake / Example Data40 hits · 46 pts
SeverityFileLineSnippetContext
LOW⚡docs/meta/admonitions.md11This is an example of an admonition. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismod nulla. CuCODE
LOW⚡docs/meta/admonitions.md11This is an example of an admonition. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismod nulla. CuCODE
LOW⚡docs/meta/admonitions.md18This is an example of a collapsible admonition. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismoCODE
LOW⚡docs/meta/admonitions.md18This is an example of a collapsible admonition. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismoCODE
LOW⚡docs/meta/admonitions.md55Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md55Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md64Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md64Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md73Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md73Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md82Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md82Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md91Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md91Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md100Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md100Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md109Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md109Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md118Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md118Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md127Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md127Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md136Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md136Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md145Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md145Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md154Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md154Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡docs/meta/admonitions.md239 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md239 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md249Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md249Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md260 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md260 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md270Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOW⚡docs/meta/admonitions.md270Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla et euismodCODE
LOWblog/posts/real-name-policies.md268During an earlier purge in 2009, small-business entrepreneur Alicia Istanbul [suddenly lost access](https://www.sfgate.cCODE
LOWblog/posts/easyoptouts-review.md79*Privacy Guides* performed an initial search for personal information for each of our subjects on Google by searching foCOMMENT
LOW.vscode/ltex.hiddenFalsePositives.en-US.txt49{"rule":"MORFOLOGIK_RULE_EN_US","sentence":"^\\QLorem ipsum dolor sit amet, consectetur adipiscing elit.\\E$"}CODE
LOW.vscode/ltex.hiddenFalsePositives.en-US.txt49{"rule":"MORFOLOGIK_RULE_EN_US","sentence":"^\\QLorem ipsum dolor sit amet, consectetur adipiscing elit.\\E$"}CODE
Structural Annotation Overuse25 hits · 38 pts
SeverityFileLineSnippetContext
LOWblog/posts/installing-keepassxc-and-yubikey.md84### Step 1: Download and Install KeePassXCCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md116### Step 2: Adjust the settingsCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md145### Step 3: Create a databaseCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md208### Step 4: Prepare your YubiKey(s)COMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md216### Step 5: Add your YubiKeyCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md265### Step 6: Create a password entryCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md307### Step 7: Back up your databaseCOMMENT
LOWblog/posts/installing-keepassxc-and-yubikey.md338### Step 8: Install the browser extension (optional)COMMENT
LOWblog/posts/installing-and-using-tails.md165### Step 1: Download TailsCOMMENT
LOWblog/posts/installing-and-using-tails.md189### Step 2: Verify the file you just downloadedCOMMENT
LOWblog/posts/installing-and-using-tails.md206### Step 3: Download and install balenaEtcherCOMMENT
LOWblog/posts/installing-and-using-tails.md227### Step 4: Install Tails on your USB stick using balenaEtcherCOMMENT
LOWblog/posts/installing-and-using-tails.md298### Step 5: Continue this tutorial from paper or from another device (if you can do so safely)COMMENT
LOWblog/posts/installing-and-using-tails.md306### Step 6: Boot your computer from your Tails USB stickCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md78### Step 1: Remove your keys from all accountsCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md93### Step 2: Download and install the Yubico AuthenticatorCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md101### Step 3: Open the Yubico Authenticator and plug in your keysCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md127### Step 4: Delete your YubiKey's One-Time Password (OTP) applicationCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md151### Step 5: Reset your YubiKey's FIDO2, OATH, and PIV applicationsCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md200### Step 6: Reset your YubiKey's OpenPGP and YubiHSM Auth applicationsCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md364### Step 7: Secure your keysCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md395### Step 8: Create and register each key's OTPCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md510### Step 9: Create and clone your key's Challenge-responseCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md572### Step 10: Register and copy your key's OATH-TOTPs, Passkeys, Static passwords, and OATH-HOTPsCOMMENT
LOWblog/posts/yubikey-reset-and-backup.md684### Step 11: Generate and copy an OpenPGP key and subkeys to your YubiKeysCOMMENT
Decorative Section Separators12 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUMtheme/layouts/page.yml98# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/page.yml100# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/pride.yml76# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/pride.yml78# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/blog.yml125# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/blog.yml127# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/video.yml60# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/video.yml62# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/home.yml59# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/home.yml61# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/toolbox.yml94# -----------------------------------------------------------------------------COMMENT
MEDIUMtheme/layouts/toolbox.yml96# -----------------------------------------------------------------------------COMMENT
Synthetic Comment Markers5 hits · 28 pts
SeverityFileLineSnippetContext
HIGH…cs/activism/toolbox/tip-beware-of-privacy-snake-oil.md51- [**Biased reviews**](https://www.privacyguides.org/articles/2025/09/03/red-and-green-privacy-flags/#fake-reviews): Is CODE
HIGH…cs/activism/toolbox/tip-beware-of-privacy-snake-oil.md51- [**Biased reviews**](https://www.privacyguides.org/articles/2025/09/03/red-and-green-privacy-flags/#fake-reviews): Is CODE
HIGHblog/posts/red-and-green-privacy-flags.md164Fake reviews are a growing problem on the internet. And this was only aggravated by the arrival of generative AI. There CODE
HIGHblog/posts/red-and-green-privacy-flags.md175### :triangular_flag_on_post: Fake AI-generated contentCOMMENT
HIGHblog/posts/digital-provenance.md89[Several](https://youtu.be/E4I6K8OEyho?si=wbWAUcLsjOA7yDnO) [history](https://youtu.be/cqrHmjGD1ds?si=k60RTO9MH177ASTS) CODE
Over-Commented Block23 hits · 23 pts
SeverityFileLineSnippetContext
LOWmkdocs.yml1# Copyright (c) 2022-2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOWcrowdin.yml1# Copyright (c) 2023 Jonah Aragon <jonah@triplebit.net>COMMENT
LOWmkdocs.blog.yml1# Copyright (c) 2022-2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.markdownlint.yml1# Copyright (c) 2022 Jonah Aragon <jonah@triplebit.net>COMMENT
LOWtheme/layouts/toolbox.yml141 style: *title_font_styleCOMMENT
LOWtheme/assets/stylesheets/extra.css1/*COMMENT
LOWtheme/assets/stylesheets/home.css1/*COMMENT
LOWtheme/assets/stylesheets/lang-he.css1/*COMMENT
LOWtheme/assets/stylesheets/lang-zh-Hant.css1/*COMMENT
LOWtheme/assets/stylesheets/lang-zh-TW.css1/*COMMENT
LOWtheme/assets/stylesheets/lang-ru.css1/*COMMENT
LOW.github/workflows/upload-crowdin.yml1# Copyright (c) 2022-2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/test-lint.yml1# Copyright (c) 2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/test-build.yml1# Copyright (c) 2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/publish-release.yml1# Copyright (c) 2021-2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/update-discussions.yml1# Copyright (c) 2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/publish-mirror.yml1# Copyright (c) 2022 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/workflows/publish-immediate.yml1# Copyright (c) 2021-2025 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/ISSUE_TEMPLATE/2_Website_Issues.yml1# Copyright (c) 2023 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/ISSUE_TEMPLATE/1_Content_Correction.yml1# Copyright (c) 2023 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.github/ISSUE_TEMPLATE/config.yml1# Copyright (c) 2020-2023 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.vscode/settings.json1// Copyright (c) 2024 Jonah Aragon <jonah@triplebit.net>COMMENT
LOW.vscode/extensions.json1// Copyright (c) 2024 Jonah Aragon <jonah@triplebit.net>COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/delete-unreferenced.sh13# Check if assets directory existsCOMMENT
LOWtools/generate-topics.sh5# Check if the script is running on macOSCOMMENT