AI Slop Code RIsk Monitor

yokoffing/Betterfox

Firefox user.js for optimal privacy and security. Your favorite browser, but better.

25.1 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for yokoffing/Betterfox, a JavaScript project with 10,919 GitHub stars. SynthScan examined 4,220 lines of code across 13 source files, recording 135 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 25.1 (Elevated 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.

25.1
Adjusted Signal
25.1
Raw Pattern Score
100%
Time Factor
2026-09-07
Last Push
10.9K
Stars
JavaScript
Language
4.2K
Lines of Code
13
Files
135
Pattern Hits
2026-10-12
Scan Date
0.15
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 69.2/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 132 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.8/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 6.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 82.1/100 · CRITICAL

Which changes need focused human review? 135 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 0LOW 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 135 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 Block127 hits · 94 pts
SeverityFileLineSnippetContext
LOWFastfox.js21// [4] https://reddit.com/r/browsers/s/wvNB7UVCpxCOMMENT
LOWFastfox.js41COMMENT
LOWFastfox.js61//user_pref("content.switch.threshold", 300000); // HIDDEN; default= 750000; alt=500000COMMENT
LOWFastfox.js81// false=Tabs begin to load immediately.COMMENT
LOWFastfox.js101//user_pref("gfx.webrender.compositor", true); // DEFAULT WINDOWS macOSCOMMENT
LOWFastfox.js121// by utilizing WebGL instead of relying upon Direct2D.COMMENT
LOWFastfox.js141// (ICs) to both speed up execution and collect type info for the Ion optimizing JIT.COMMENT
LOWFastfox.js161// Example (24-thread CPU): divisor 1 → 24 threads | 2 → 12 | 4 (default) → 6 | 12 → 2COMMENT
LOWFastfox.js181COMMENT
LOWFastfox.js201// often a page has been accessed and is used by Firefox's cache algorithm.COMMENT
LOWFastfox.js221// 3 = when-appropriate/automatically (default)COMMENT
LOWFastfox.js241// PREF: strategy to use for when the bytecode should be encoded and saved [TESTING ONLY]COMMENT
LOWFastfox.js261// Value can be up to the max size of an unsigned 64-bit integer.COMMENT
LOWFastfox.js281//user_pref("browser.sessionstore.max_tabs_undo", 10); // default=25COMMENT
LOWFastfox.js301// PREF: Media Source Extensions (MSE) web standardCOMMENT
LOWFastfox.js321user_pref("image.mem.decode_bytes_at_a_time", 32768); // default=16384; chunk size for calls to the image decodersCOMMENT
LOWFastfox.js341// [3] https://ra1ahq.blog/en/optimizaciya-proizvoditelnosti-mozilla-firefoxCOMMENT
LOWFastfox.js361// If you have a fast machine and internet connection, disabling pacingCOMMENT
LOWFastfox.js381//user_pref("network.dns.max_any_priority_threads", 24); // DEFAULT [FF 123?]COMMENT
LOWFastfox.js401// this value (in MiB).COMMENT
LOWFastfox.js421COMMENT
LOWFastfox.js441// OPTION 1: isolate all websitesCOMMENT
LOWFastfox.js461// similar to the non-Fission behavior; however, remote subframes may stillCOMMENT
LOWSecurefox.js21// [3] https://www.reddit.com/r/firefox/comments/l7xetb/network_priority_for_firefoxs_enhanced_tracking/gle2mqn/?web2x&cCOMMENT
LOWSecurefox.js41//user_pref("privacy.bounceTrackingProtection.mode", 1); // [FF131+] [ETP FF133+]COMMENT
LOWSecurefox.js61//user_pref("privacy.trackingprotection.allow_list.baseline.enabled", true); // [DEFAULT: true]COMMENT
LOWSecurefox.js81// [2] https://www.youtube.com/watch?v=VE8SrClOTgwCOMMENT
LOWSecurefox.js101// [5] https://hg.mozilla.org/mozilla-central/file/tip/dom/ipc/ProcessIsolation.cpp#l53COMMENT
LOWSecurefox.js121// Alt-Svc cache, and TLS certificate cache.COMMENT
LOWSecurefox.js141// [3] https://blog.mozilla.org/security/2021/01/26/supercookie-protections/COMMENT
LOWSecurefox.js161// Currently, the absence of the SameSite attribute implies that cookies will beCOMMENT
LOWSecurefox.js181//user_pref("browser.send_pings", false); // DEFAULTCOMMENT
LOWSecurefox.js201// PREF: remove temp files opened from non-PB windows with an external applicationCOMMENT
LOWSecurefox.js221// [SETTING] Privacy & Security > Website Privacy Preferences > Tell websites not to sell or share my dataCOMMENT
LOWSecurefox.js241// OCSP is vulnerable to replay attacks when nonce is not configured on the OCSP responder.COMMENT
LOWSecurefox.js261// PREF: set OCSP fetch failures to hard-failCOMMENT
LOWSecurefox.js281// 3 = consult CRLite and enforce "Not Revoked" results, but defer to OCSP for "Revoked" (removed FF145)COMMENT
LOWSecurefox.js301// [1] https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/16206COMMENT
LOWSecurefox.js341// PREF: require safe negotiationCOMMENT
LOWSecurefox.js361// [TEST] https://expired.badssl.com/COMMENT
LOWSecurefox.js381COMMENT
LOWSecurefox.js401//user_pref("privacy.window.maxInnerWidth", 1600);COMMENT
LOWSecurefox.js421// PREF: disk cacheCOMMENT
LOWSecurefox.js441// Work has been done to mitigate potential performance drawbacks of frequent session saving [3].COMMENT
LOWSecurefox.js461//user_pref("browser.shell.shortcutFavicons", false);COMMENT
LOWSecurefox.js481// [SETTING] Privacy & Security>Browser Privacy>Cookies and Site Data>Clear DataCOMMENT
LOWSecurefox.js501//user_pref("privacy.clearHistory.cookiesAndStorage", false);COMMENT
LOWSecurefox.js521COMMENT
LOWSecurefox.js541//user_pref("privacy.clearOnShutdown_v2.cache", true); // [FF128+] [DEFAULT]COMMENT
LOWSecurefox.js561//user_pref("privacy.clearOnShutdown.cookies", true); // CookiesCOMMENT
LOWSecurefox.js581COMMENT
LOWSecurefox.js601// [1] https://support.mozilla.org/en-US/kb/how-stop-firefox-making-automatic-connections?redirectslug=how-stop-firefox-COMMENT
LOWSecurefox.js621// Disable speculative DNS calls to prevent Firefox from resolvingCOMMENT
LOWSecurefox.js641// PREF: mousedown speculative connections on bookmarks and history [FF98+]COMMENT
LOWSecurefox.js661// The browser prefetches links with the prefetch-link tag, fetching resourcesCOMMENT
LOWSecurefox.js681//user_pref("network.fetchpriority.enabled", true);COMMENT
LOWSecurefox.js701// PREF: darken certain parts of the URL [FF75+]COMMENT
LOWSecurefox.js721//user_pref("security.insecure_connection_text.pbmode.enabled", true); // [DEFAULT FF136+]COMMENT
LOWSecurefox.js741// [2] https://www.mozilla.org/en-US/firefox/140.0/releasenotes/COMMENT
LOWSecurefox.js761// hide Firefox Suggest label in URL dropdown boxCOMMENT
67 more matches not shown…
Cross-Language Confusion2 hits · 5 pts
SeverityFileLineSnippetContext
HIGHinstall.py37 - CMD: `pyinstaller --onefile --name install-betterfox install.py && move %cd%\\dist\\install-betterfox.exe %cd% && dSTRING
HIGHinstall.py38 - BASH: `pyinstaller --onefile --name install-betterfox install.py && && mv dist/install-betterfox.exe . && rm installSTRING
Hyper-Verbose Identifiers3 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡install.py81def _get_default_firefox_version_and_root():CODE
LOW⚡install.py96def _get_default_profile_folder(firefox_root):CODE
LOWinstall.py156def _get_latest_compatible_release(releases):CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWinstall.py96CODE
LOWinstall.py124CODE
Excessive Try-Catch Wrapping1 hit · 2 pts
SeverityFileLineSnippetContext
LOW⚡install.py90 except Exception:CODE