AI Slop Code Risk Monitor

GyulyVGC/sniffnet

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

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2.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for GyulyVGC/sniffnet, a Rust project with 41,787 GitHub stars. SynthScan examined 58,620 lines of code across 223 source files, recording 107 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 2.2 (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.

2.2
Adjusted Signal
2.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
41.8K
Stars
Rust
Language
58.6K
Lines of Code
223
Files
107
Pattern Hits
2026-10-31
Scan Date
0.00
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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 93 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 4.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 11.0/100 · 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 0MEDIUM 15LOW 92

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 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 Block91 hits · 72 pts
SeverityFileLineSnippetContext
LOW.github/workflows/rust.yml81# if: matrix.os == 'ubuntu'COMMENT
LOWsrc/networking/types/info_address_port_pair.rs21 // TODO: overridden with the latest values, should be a list of all MAC addresses with their counts?COMMENT
LOWsrc/chart/types/traffic_chart.rs301 AreaSeries::new(data, 0.0, color.mix(alpha.into()))COMMENT
LOWsrc/chart/types/traffic_chart.rs321 // let x_range = chart.ticks - 30..chart.ticks;COMMENT
LOWsrc/chart/types/traffic_chart.rs341 // x_rangeCOMMENT
LOWsrc/utils/types/web_page.rs1/// This enum defines the possible web pages to be opened.COMMENT
LOWsrc/utils/types/icon.rs161 // _ => Icon::Update1.to_text(),COMMENT
LOWsrc/gui/types/conf.rs21use crate::utils::error_logger::{ErrorLogger, Location};COMMENT
LOWsrc/gui/types/conf.rs41/// - this populates missing fields from the struct's `Default` implementationCOMMENT
LOWsrc/gui/types/conf.rs61 /// Remembers the last opened running pageCOMMENT
LOWsrc/gui/types/conf.rs81 pub host_favorites_filter: bool,COMMENT
LOWsrc/gui/types/conf.rs101 /// BPF filter program to be applied to the captureCOMMENT
LOWsrc/gui/styles/radio.rs1// //! Radios styleCOMMENT
LOWsrc/gui/styles/radio.rs21// let ext = self.get_extension();COMMENT
LOWsrc/gui/styles/radio.rs41// }COMMENT
LOWsrc/translations/translations.rs1use iced::widget::Text;COMMENT
LOWsrc/translations/translations.rs21// Language::RU => "Выберите сетевой адаптер для инспекции",COMMENT
LOWsrc/translations/translations.rs41// Language::CS => "Aplikační protokol",COMMENT
LOWsrc/translations/translations.rs61// Language::UZ => "Ilova protokoli",COMMENT
LOWsrc/translations/translations.rs81// Language::RO => "Selectați filtre pentru traficul de rețea",COMMENT
LOWsrc/translations/translations.rs161// Language::EN => "Addresses",COMMENT
LOWsrc/translations/translations.rs181// Language::UZ => "Manzillar",COMMENT
LOWsrc/translations/translations.rs201// Language::RO => "Versiune IP",COMMENT
LOWsrc/translations/translations.rs221// pub fn transport_protocol_translation(language: Language) -> &'static str {COMMENT
LOWsrc/translations/translations.rs301 Language::VI => "Lưu lượng truy cập",COMMENT
LOWsrc/translations/translations.rs321// Language::ZH_TW => "相關連線:",COMMENT
LOWsrc/translations/translations.rs821 // هل أنت متأكد من اتصالك بالإنترنت واختيارك محول الشبكة الصحيح؟"COMMENT
LOWsrc/translations/translations.rs841// Některé pakety byly zachyceny, ale žádný z nich nebyl vybrán podle nastavených filtrCOMMENT
LOWsrc/translations/translations.rs861// Niektóre pakiety zostały przechwycone, ale żaden nie został wybrany zgodnie z wskazaCOMMENT
LOWsrc/translations/translations.rs881// 已攔截到部分封包,但尚未有任何封包符合您指定的篩選條件..."COMMENT
LOWsrc/translations/translations.rs901// Сетевые пакеты были перехвачены, но ни один из них не соответствует заданным фильтраCOMMENT
LOWsrc/translations/translations.rs921// Language::SV => format!(COMMENT
LOWsrc/translations/translations.rs941// Language::VI => format!(COMMENT
LOWsrc/translations/translations.rs961// Language::AR => format!(COMMENT
LOWsrc/translations/translations.rs981// Language::RO => "Pachete filtrate",COMMENT
LOWsrc/translations/translations.rs1001// pub fn filtered_bytes_translation(language: Language) -> &'static str {COMMENT
LOWsrc/translations/translations.rs1021// Language::FI => "Suodatettuja tavuja",COMMENT
LOWsrc/translations/translations.rs1041// Language::UK => {COMMENT
LOWsrc/translations/translations.rs1061// format!("({percentage} do total)")COMMENT
LOWsrc/translations/translations.rs1081// Text::new(match language {COMMENT
LOWsrc/translations/translations.rs1101// Language::UZ => "Har bir dastur protokoli uchun filtrlangan paketlar:",COMMENT
LOWsrc/translations/translations.rs1121// Language::PL => "Nie ma nic do pokazania w tej chwili.\n\COMMENT
LOWsrc/translations/translations.rs1141// Για να προσθέσεις μια σύνδεση στα αγαπημένα σου, κλίκαρε στο σύμβολο με το αστέρι δίπλα στη COMMENT
LOWsrc/translations/translations.rs1201// Language::IT => "entrambi",COMMENT
LOWsrc/translations/translations.rs1221// Language::NL => "beide",COMMENT
LOWsrc/translations/translations.rs1241// Language::UZ => "Barcha protokollar",COMMENT
LOWsrc/translations/translations.rs1261// Language::ZH_TW => "全部",COMMENT
LOWsrc/translations/translations.rs1301 Language::JA => "パケット",COMMENT
LOWsrc/translations/translations.rs1321// Language::ZH => "数据包",COMMENT
LOWsrc/translations/translations.rs1381// Language::ES | Language::PT => "bytes por segundo",COMMENT
LOWsrc/translations/translations.rs1401// Language::HU => "Másodpercenkénti bájtok",COMMENT
LOWsrc/translations/translations.rs1421// Language::RU => "новейшие",COMMENT
LOWsrc/translations/translations.rs1441// Language::IT => "più pacchetti",COMMENT
LOWsrc/translations/translations.rs1461// Language::ID => "paket terbanyak",COMMENT
LOWsrc/translations/translations.rs1481// Language::KO => "대부분의 바이트",COMMENT
LOWsrc/translations/translations.rs1501// Language::CS => "oblíbené",COMMENT
LOWsrc/translations/translations.rs1621 // Language::AR => "المرشحات النشطة",COMMENT
LOWsrc/translations/translations.rs1641// Language::PT => "nenhum",COMMENT
LOWsrc/translations/translations.rs1661// Language::CS => "Původní tmavý motiv Sniffnetu",COMMENT
LOWsrc/translations/translations.rs1681// Language::UZ => "Sniffnet-ning asl qora mavzusi",COMMENT
31 more matches not shown…
Decorative Section Separators13 hits · 51 pts
SeverityFileLineSnippetContext
MEDIUM⚡Cargo.toml31#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡Cargo.toml39#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡Cargo.toml44#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUMCargo.toml83#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMCargo.toml90#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMCargo.toml103#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUMCargo.toml108#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUMCargo.toml139#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡Cargo.toml171#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡Cargo.toml176#═══════════════════════════════════════════════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡Cargo.toml182#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡Cargo.toml191#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡Cargo.toml197#───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/gui/types/conf.rs37/// In order to load it in a robust, fault-tolerant, backward-compatible way,COMMENT
Self-Referential Comments1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMresources/services/services.sh9echo -e "# This file is automatically generated from the port-to-service mappings provided by nmap\n# Available at: httpCODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWresources/test/ip_blacklist_invalid.txt1Lorem ipsum dolorCODE