Repository Analysis

Ragnt/AngryOxide

802.11 Attack Tool

8.6 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of Ragnt/AngryOxide, a Rust project with 1,912 GitHub stars. SynthScan v2.0 examined 19,192 lines of code across 71 source files, recording 110 pattern matches distributed across 4 syntactic categories. The overall adjusted score of 8.6 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

8.6
Adjusted Score
8.6
Raw Score
100%
Time Factor
2026-07-14
Last Push
1.9K
Stars
Rust
Language
19.2K
Lines of Code
71
Files
110
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 27LOW 83

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 110 distinct pattern matches across 4 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators26 hits · 98 pts
SeverityFileLineSnippetContext
MEDIUMsrc/tabbedblock/tabbedblock.rs34 /// ┌───────┐ ┌───────┐ ┌───────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs36 /// ┘ └─┴───────┴─┴───────┴COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs46 /// ┘ └─┴───────┴─┴───────┴COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs62 /// ┌───────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs64 /// └───────┘COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs73 /// ╭───────╮COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs75 /// ╰───────╯COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs85 /// ╔═══════╗COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs87 /// ╚═══════╝COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs95 /// ┏━━━━━━━┓COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs97 /// ┗━━━━━━━┛COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs300 /// ┌───────┐ ┌───────┐ ┌───────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs302 /// ┌┘ └─┴───────┴─┴───────┴───COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs305 /// ┌───────┐ ┌───────┐ ┌───────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs307 /// ┘ └─┴───────┴─┴───────┴───COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs552 /// // ┌Outer────────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs553 /// // │┌Inner──────┐│COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs555 /// // │└───────────┘│COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs556 /// // └─────────────┘COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs334 /// // ┌tab─Left────Center─────────Right┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs507 /// // ╰───────────╯COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs527 /// // ╚═══════════╝COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs633 /// // ┌───────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs635 /// // └───────┘COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs646 /// // ┌───────────┐COMMENT
MEDIUMsrc/tabbedblock/tabbedblock.rs648 /// // └───────────┘COMMENT
Over-Commented Block81 hits · 62 pts
SeverityFileLineSnippetContext
LOWlibs/pcap-file/src/pcap/writer.rs21///COMMENT
LOWlibs/pcap-file/src/pcap/writer.rs41COMMENT
LOWlibs/pcap-file/src/pcap/reader.rs1use std::io::Read;COMMENT
LOWlibs/pcap-file/src/pcap/reader.rs21/// // Read test.pcapCOMMENT
LOWlibs/pcap-file/src/pcap/parser.rs1use byteorder_slice::{BigEndian, LittleEndian};COMMENT
LOWlibs/pcap-file/src/pcap/parser.rs21/// // Creates a new parser and parse the pcap headerCOMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs21/// let file_in = File::open("test.pcapng").expect("Error opening file");COMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs41COMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs81COMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs101 /// };COMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs141 Endianness::Big => block.write_to::<BigEndian, _>(&mut self.writer).map_err(PcapError::IoError),COMMENT
LOWlibs/pcap-file/src/pcapng/writer.rs161 /// let interface = InterfaceDescriptionBlock {COMMENT
LOWlibs/pcap-file/src/pcapng/reader.rs21/// let mut pcapng_reader = PcapNgReader::new(file_in).unwrap();COMMENT
LOWlibs/pcap-file/src/pcapng/parser.rs21/// use pcap_file::PcapError;COMMENT
LOWlibs/pcap-file/src/pcapng/blocks/block_common.rs41// 0 1 2 3COMMENT
LOWlibs/libwifi_macros/src/lib.rs1use proc_macro::TokenStream;COMMENT
LOWlibs/libwifi_macros/src/lib.rs21///COMMENT
LOWsrc/attack.rs201 }COMMENT
LOWsrc/attack.rs361 format!("M1 Retrieval - Sent Association Req [{}]", ap_mac),COMMENT
LOWsrc/attack.rs461 format!("Sending Deauth: {} => {}", ap_mac, deauth_client),COMMENT
LOWsrc/advancedtable/advtable.rs21///COMMENT
LOWsrc/advancedtable/advtable.rs41/// # Setter methodsCOMMENT
LOWsrc/advancedtable/advtable.rs61/// // Columns widths are constrained in the same way as Layout...COMMENT
LOWsrc/advancedtable/advtable.rs81/// // The selected row and its content can also be styled.COMMENT
LOWsrc/advancedtable/advtable.rs101/// Cell::from("Row32").style(Style::default().fg(Color::Yellow)),COMMENT
LOWsrc/advancedtable/advtable.rs121/// # use ratatui::{prelude::*, widgets::*};COMMENT
LOWsrc/advancedtable/advtable.rs141/// Constraint::Length(5),COMMENT
LOWsrc/advancedtable/advtable.rs161/// Row::new(vec!["Row11", "Row12", "Row13"]),COMMENT
LOWsrc/advancedtable/advtable.rs201COMMENT
LOWsrc/advancedtable/advtable.rs221///COMMENT
LOWsrc/advancedtable/advtable.rs241/// ```COMMENT
LOWsrc/advancedtable/advtable.rs261/// let cells = vec!["Cell1", "Cell2", "Cell3"];COMMENT
LOWsrc/advancedtable/advtable.rs281/// You can create a `Cell` from anything that can be converted to a [`Text`].COMMENT
LOWsrc/advancedtable/advtable.rs301/// ```rustCOMMENT
LOWsrc/advancedtable/advtable.rs321 ///COMMENT
LOWsrc/advancedtable/advtable.rs341/// The state consists of two fields:COMMENT
LOWsrc/advancedtable/advtable.rs361/// # let widths = [Constraint::Length(5), Constraint::Length(5)];COMMENT
LOWsrc/advancedtable/advtable.rs381 /// [`Constraint`]s, this holds the widths of each column. This parameter was added in 0.25.0.COMMENT
LOWsrc/advancedtable/advtable.rs421 /// This method does not currently set the column widths. You will need to set them manually byCOMMENT
LOWsrc/advancedtable/advtable.rs441 self.rows = rows.into_iter().collect();COMMENT
LOWsrc/advancedtable/advtable.rs461 #[must_use = "method moves the value of self and returns the modified value"]COMMENT
LOWsrc/advancedtable/advtable.rs501 /// # ExamplesCOMMENT
LOWsrc/advancedtable/advtable.rs521 ///COMMENT
LOWsrc/advancedtable/advtable.rs541 ///COMMENT
LOWsrc/advancedtable/advtable.rs561 /// ```COMMENT
LOWsrc/advancedtable/advtable.rs581 /// let table = Table::new(rows, widths).highlight_style(Style::new().red().italic());COMMENT
LOWsrc/advancedtable/advtable.rs601 #[must_use = "method moves the value of self and returns the modified value"]COMMENT
LOWsrc/advancedtable/advtable.rs621 /// is selected or not. This means that the highlight symbol will never be drawn.COMMENT
LOWsrc/advancedtable/advtable.rs641 /// This determines how the space is distributed when the constraints are satisfied. By default,COMMENT
LOWsrc/advancedtable/advtable.rs721COMMENT
LOWsrc/advancedtable/advtable.rs761 /// # use ratatui::{prelude::*, widgets::*};COMMENT
LOWsrc/advancedtable/advtable.rs781 /// Any [`Cell`] whose content has more lines than this height will see its content truncated.COMMENT
LOWsrc/advancedtable/advtable.rs801 ///COMMENT
LOWsrc/advancedtable/advtable.rs821 /// This [`Style`] can be overridden by the [`Style`] of a any individual [`Cell`] or by theirCOMMENT
LOWsrc/advancedtable/advtable.rs841 /// ```COMMENT
LOWsrc/advancedtable/advtable.rs881 ///COMMENT
LOWsrc/advancedtable/advtable.rs901 }COMMENT
LOWsrc/tabbedblock/tabbedblock.rs21COMMENT
LOWsrc/tabbedblock/tabbedblock.rs41 ///COMMENT
LOWsrc/tabbedblock/tabbedblock.rs61 /// ```plainCOMMENT
21 more matches not shown…
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWlibs/pcap-file/src/pcap/parser.rs30/// // Don't forget to update srcCOMMENT
LOWlibs/pcap-file/src/pcapng/parser.rs34/// // Don't forget to update srcCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/attack.rs259 // Ensure the AP uses PSK (from the robust security ie)COMMENT