2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

21.7K

Stars

Rust

Language

181.3K

Lines of Code

290

Files

430

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 10.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 418 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 11.5/100 · LOW

Which changes need focused human review? 430 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 7LOW 423

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 430 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 Block410 hits · 396 pts

Severity	File	Line	Snippet	Context
LOW	images/repomix-output.txt	101	#	COMMENT
LOW	images/repomix-output.txt	121	# Set PlaybackSpeed <float> Set the playback speed of the recording	COMMENT
LOW	images/repomix-output.txt	141	# Down[@<time>] [number] Press the Down key	COMMENT
LOW	images/repomix-output.txt	181	# Require <string> Ensure a program is on the $PATH to proceed	COMMENT
LOW	images/repomix-output.txt	201	#	COMMENT
LOW	tests/standard_galactic_alphabet_decoder.rs	1	//! End-to-end tests for the Standard Galactic Alphabet decoder	COMMENT
LOW	tests/standard_galactic_alphabet_decoder.rs	21	/// The plaintext of the bench fixtures	COMMENT
LOW	tests/base36_decoder.rs	1	//! End-to-end tests for the Base36 decoder (<https://github.com/bee-san/Ciphey/issues/922>):	COMMENT
LOW	tests/multi_tap_decoder.rs	1	//! End-to-end tests for the Multi-tap decoder (<https://github.com/bee-san/Ciphey/issues/960>):	COMMENT
LOW	tests/backslash_escape_decoder.rs	1	//! End-to-end tests for the Backslash Escapes decoder	COMMENT
LOW	tests/punycode_decoder.rs	1	//! End-to-end tests for the Punycode decoder (<https://github.com/bee-san/Ciphey/issues/938>):	COMMENT
LOW	tests/plaintext_detection.rs	1	//! The 20 end-to-end cases from <https://github.com/bee-san/Ciphey/issues/1031>, run the way	COMMENT
LOW	tests/baudot_decoder.rs	1	//! End-to-end tests for the Baudot decoder (<https://github.com/bee-san/Ciphey/issues/956>):	COMMENT
LOW	tests/core_socialist_values_decoder.rs	1	//! End-to-end tests for the Core Socialist Values decoder	COMMENT
LOW	tests/hill_decoder_crib.rs	1	//! End-to-end test for the Hill cracker (<https://github.com/bee-san/Ciphey/issues/1011>)	COMMENT
LOW	tests/vigenere_autokey_crib.rs	1	//! End-to-end test for the Vigenère autokey cracker	COMMENT
LOW	tests/unicode_fancy_text_decoder.rs	1	//! End-to-end tests for the Unicode Fancy Text decoder	COMMENT
LOW	tests/keyboard_layout_decoder.rs	1	//! End-to-end tests for the Keyboard layout decoder	COMMENT
LOW	tests/ascii_shift_decoder.rs	1	//! End-to-end tests for the ASCII shift cracker (<https://github.com/bee-san/Ciphey/issues/994>):	COMMENT
LOW	tests/rot18_decoder.rs	1	//! End-to-end tests for the ROT5 / ROT18 cracker	COMMENT
LOW	tests/nato_phonetic_decoder_crib.rs	1	//! End-to-end tests for the NATO phonetic alphabet decoder	COMMENT
LOW	tests/hill_decoder.rs	1	//! End-to-end tests for the Hill cracker (<https://github.com/bee-san/Ciphey/issues/1011>):	COMMENT
LOW	tests/aaencode_decoder.rs	1	//! End-to-end tests for the AAEncode decoder (<https://github.com/bee-san/Ciphey/issues/988>):	COMMENT
LOW	tests/ascii_shift_crib.rs	1	//! End-to-end test for the ASCII shift cracker (<https://github.com/bee-san/Ciphey/issues/994>)	COMMENT
LOW	tests/polybius_decoder.rs	1	//! End-to-end tests for the Polybius Square decoder	COMMENT
LOW	tests/jsfuck_decoder_crib.rs	1	//! End-to-end test for the JSFuck decoder (<https://github.com/bee-san/Ciphey/issues/987>)	COMMENT
LOW	tests/yunying_decoder.rs	1	//! End-to-end tests for the 01248 (Yunying) decoder	COMMENT
LOW	tests/dna_codon_decoder.rs	1	//! End-to-end tests for the DNA Codon decoder (<https://github.com/bee-san/Ciphey/issues/966>):	COMMENT
LOW	tests/tap_code_decoder.rs	1	//! End-to-end tests for the Tap Code decoder (<https://github.com/bee-san/Ciphey/issues/962>):	COMMENT
LOW	tests/zero_width_crib.rs	1	//! End-to-end tests for the Zero-width decoder	COMMENT
LOW	tests/route_transposition_decoder.rs	1	//! End-to-end tests for the Route Transposition decoder	COMMENT
LOW	tests/ctf_corpus.rs	1	//! Real CTF strings, run through the full search.	COMMENT
LOW	tests/big_integer_decoder.rs	1	//! End-to-end tests for the Big integer to bytes decoder	COMMENT
LOW	tests/zero_width_decoder.rs	1	//! End-to-end tests for the Zero-width decoder	COMMENT
LOW	tests/nato_phonetic_decoder.rs	1	//! End-to-end tests for the NATO phonetic alphabet decoder	COMMENT
LOW	tests/leetspeak_decoder.rs	1	//! End-to-end tests for the Leetspeak decoder (<https://github.com/bee-san/Ciphey/issues/969>):	COMMENT
LOW	tests/keyboard_shift_decoder.rs	1	//! End-to-end tests for the Keyboard shift decoder (<https://github.com/bee-san/Ciphey/issues/976>):	COMMENT
LOW	tests/base92_decoder.rs	1	//! End-to-end tests for the Base92 decoder (<https://github.com/bee-san/Ciphey/issues/927>):	COMMENT
LOW	tests/test_fixtures/jsfuck.toml	1	# JSFuck test vectors for src/decoders/jsfuck_decoder.rs and tests/jsfuck_decoder.rs.	COMMENT
LOW	docs/wordlist.md	141		COMMENT
LOW	docs/wordlist.md	161	/// 1. Memory mapping (unsafe { Mmap::map(&file) }):	COMMENT
LOW	docs/changes/wordlist.md	141		COMMENT
LOW	docs/changes/wordlist.md	161	/// 1. Memory mapping (unsafe { Mmap::map(&file) }):	COMMENT
LOW	.github/workflows/release.yml	1	# Copyright 2022-2023, axodotdev	COMMENT
LOW	.github/workflows/release.yml	21	contents: write	COMMENT
LOW	benches/plaintext.rs	1	//! Plaintext-detection benchmark: how well the checkers tell plaintext from the junk a	COMMENT
LOW	benches/plaintext.rs	21	//!	COMMENT
LOW	benches/decoders.rs	1	//! Every decoder on realistic input.	COMMENT
LOW	benches/startup.rs	1	//! Startup and per-call overhead outside the search itself.	COMMENT
LOW	benches/search.rs	1	//! The A* search end to end, through `ciphey::perform_cracking`, on the corpus in	COMMENT
LOW	benches/data/decoders.toml	1	# Decoder benchmark fixtures (used by benches/decoders.rs).	COMMENT
LOW	benches/data/decoders.toml	21	# success = whether Decoder::crack reports success with the Athena checker today	COMMENT
LOW	benches/data/checkers.toml	1	# Checker benchmark fixtures (used by benches/checkers.rs and benches/crib.rs).	COMMENT
LOW	benches/data/search.toml	1	# A* search corpus (used by benches/search.rs), run end to end through	COMMENT
LOW	src/error.rs	1	use thiserror::Error;	COMMENT
LOW	src/lib.rs	1	//! ciphey is an automatic decoding and cracking tool. <https://github.com/bee-san/ciphey>	COMMENT
LOW	src/lib.rs	41	/// ```	COMMENT
LOW	src/lib.rs	101	/// // You can set the config to your liking using the Config struct	COMMENT
LOW	src/lib.rs	121	/// let mut config = Config::default();	COMMENT
LOW	src/detection.rs	1	//! Plaintext detection: is a text plaintext, and what is it?	COMMENT
350 more matches not shown…

Fake / Example Data12 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_test.rs	458	const JWT_IO_PAYLOAD: &str = r#"{"sub":"1234567890","name":"John Doe","iat":1516239022}"#;	CODE
LOW	tests/cli.rs	407	.contains(r#"{"sub":"1234567890","name":"John Doe","iat":1516239022}"#),	CODE
LOW	src/decoders/dtmf_decoder.rs	678	assert_eq!(crack("555-1234"), None);	CODE
LOW	src/decoders/jwt_decoder.rs	56	/// r#"{"sub":"1234567890","name":"John Doe","iat":1516239022}"#	COMMENT
LOW	src/decoders/jwt_decoder.rs	323	const JWT_IO_PAYLOAD: &str = r#"{"sub":"1234567890","name":"John Doe","iat":1516239022}"#;	CODE
LOW	src/decoders/brainfuck_interpreter.rs	151	"Lorem Ipsum! Oh, Happy Day! Hello World! I hope you have a lovely day!"	CODE
LOW	src/decoders/keyboard_layout_decoder.rs	867	"Lorem ipsum dolor sit amet, consectetur adipiscing elit",	CODE
LOW	src/decoders/keyboard_layout_decoder.rs	867	"Lorem ipsum dolor sit amet, consectetur adipiscing elit",	CODE
LOW	src/decoders/affine_decoder.rs	678	"Lorem ipsum dolor sit amet, consectetur adipiscing elit",	CODE
LOW	src/decoders/affine_decoder.rs	678	"Lorem ipsum dolor sit amet, consectetur adipiscing elit",	CODE
LOW	src/decoders/leetspeak_decoder.rs	818	"user@example.com",	CODE
LOW	src/decoders/api/functions.rs	563	/// assert_eq!(payload.text, r#"{"sub":"1234567890","name":"John Doe","iat":1516239022}"#);	COMMENT

AI Slop Vocabulary5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/checkers/english.rs	81	/// strictest). Chosen with the #1031 harness so that the issue's corpus	COMMENT
MEDIUM	src/checkers/english.rs	963	// Wrong-key Vigenère outputs from the #1031 harness	COMMENT
MEDIUM	src/storage/ngrams/generate.py	236	`category<TAB>split<TAB>text` lines. Pride and Prejudice's are the 200 lines the #1031 harness	STRING
MEDIUM	src/decoders/vigenere_decoder.rs	112	/// English words. In the #1031 harness the right key's output never scores	COMMENT
MEDIUM	src/decoders/quoted_printable_decoder.rs	235	// RFC 2045 §6.7 note 1: a robust decoder accepts lowercase hex	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	48	# Create the Github Release™ so the packages have something to be uploaded to	COMMENT
MEDIUM	.github/workflows/release.yml	67	# Create the Github Release™ based on what cargo-dist thinks it should be	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/storage/ngrams/generate.py	256		CODE

bee-san/Ciphey

Open-Source Code Quality, Security and Technical Debt Review