1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

15.1K

Stars

TypeScript

Language

112.4K

Lines of Code

275

Files

136

Pattern Hits

2026-10-31

Scan Date

0.01

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 120 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 3.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 7.3/100 · LOW

Which changes need focused human review? 136 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 1HIGH 2MEDIUM 8LOW 125

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 136 distinct pattern matches across 11 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 Block72 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	research/brotli_decoder.c	1	/* Copyright 2018 Google Inc. All Rights Reserved.	COMMENT
LOW	research/brotlidump.py	1341	#chop it up, and check if the colon is properly placed	COMMENT
LOW	python/_brotli.c	1	#include <assert.h>	COMMENT
LOW	scripts/dictionary/step-04-generate-java-literals.py	1	# Step 04 - generate Java literals.	COMMENT
LOW	.github/workflows/fuzz.yml	41	# fuzz-seconds: 600	COMMENT
LOW	.github/workflows/scorecard.yml	41	with:	COMMENT
LOW	csharp/org/brotli/dec/BrotliInputStream.cs	21	private int remainingBufferBytes;	COMMENT
LOW	csharp/org/brotli/dec/BrotliInputStream.cs	41	/// <exception cref="System.IO.IOException">in case of corrupted data or source stream problems</exception>	COMMENT
LOW	csharp/org/brotli/dec/BrotliInputStream.cs	61	/// </param>	COMMENT
LOW	csharp/org/brotli/dec/Dictionary.cs	1	/* Copyright 2015 Google Inc. All Rights Reserved.	COMMENT
LOW	csharp/org/brotli/dec/Context.cs	41	// UTF8 continuation byte range.	COMMENT
LOW	c/tools/brotli.c	21	#include <sys/types.h>	COMMENT
LOW	c/tools/brotli.c	41	#define S_IWUSR S_IWRITE	COMMENT
LOW	c/tools/brotli.c	81	#define HAVE_UTIMENSAT 1	COMMENT
LOW	c/include/brotli/port.h	21	#define BROTLI_GNUC_VERSION \	COMMENT
LOW	c/include/brotli/port.h	41	BROTLI_MAKE_VERSION((_MSC_FULL_VER / 1000000), \	COMMENT
LOW	c/include/brotli/port.h	61		COMMENT
LOW	c/include/brotli/port.h	81	#define BROTLI_PGI_VERSION \	COMMENT
LOW	c/include/brotli/port.h	121	#endif	COMMENT
LOW	c/include/brotli/port.h	141		COMMENT
LOW	c/include/brotli/port.h	161	#if defined(__TI_COMPILER_VERSION__)	COMMENT
LOW	c/include/brotli/port.h	181	#else	COMMENT
LOW	c/include/brotli/port.h	201	#else	COMMENT
LOW	c/include/brotli/port.h	221	#if defined(__has_feature)	COMMENT
LOW	c/include/brotli/port.h	261	#define BROTLI_ARRAY_PARAM(name) (name)	COMMENT
LOW	c/include/brotli/port.h	281	#define BROTLI_ENC_API __declspec(dllexport)	COMMENT
LOW	c/enc/backward_references_hq.c	1	/* Copyright 2013 Google Inc. All Rights Reserved.	COMMENT
LOW	c/enc/block_splitter.c	81	static BROTLI_INLINE double BitCost(size_t count) {	COMMENT
LOW	c/enc/hash_longest_match_quickly_inc.h	261	}	COMMENT
LOW	c/enc/encode.c	1	/* Copyright 2013 Google Inc. All Rights Reserved.	COMMENT
LOW	c/enc/encode.c	21	#include "compound_dictionary.h"	COMMENT
LOW	c/enc/encoder_dict.c	1	/* Copyright 2017 Google Inc. All Rights Reserved.	COMMENT
LOW	c/enc/cluster.c	41	#undef FN	COMMENT
LOW	c/enc/backward_references.c	141	#define EXPAND_CAT(a, b) CAT(a, b)	COMMENT
LOW	c/enc/backward_references.c	161	#include "backward_references_inc.h"	COMMENT
LOW	c/enc/backward_references.c	181	#include "backward_references_inc.h"	COMMENT
LOW	c/enc/backward_references.c	201	#include "backward_references_inc.h"	COMMENT
LOW	c/enc/backward_references.c	221	/* NOLINTNEXTLINE(build/include) */	COMMENT
LOW	c/enc/backward_references.c	241	#include "backward_references_inc.h"	COMMENT
LOW	c/enc/backward_references.c	261	#include "backward_references_inc.h"	COMMENT
LOW	c/enc/histogram.h	21		COMMENT
LOW	c/enc/memory.h	21	#endif	COMMENT
LOW	c/enc/bit_cost.c	41	}	COMMENT
LOW	c/enc/state.h	1	/* Copyright 2022 Google Inc. All Rights Reserved.	COMMENT
LOW	c/enc/hash.h	241		COMMENT
LOW	c/enc/hash.h	261	#define HASH_LEN 5	COMMENT
LOW	c/enc/hash.h	281	#include "hash_longest_match_quickly_inc.h" /* NOLINT(build/include) */	COMMENT
LOW	c/enc/hash.h	301	#define HASHER() H59	COMMENT
LOW	c/enc/hash.h	321	#define HASHER() H41	COMMENT
LOW	c/enc/hash.h	341	#define BUCKET_BITS 20	COMMENT
LOW	c/enc/hash.h	361	#undef HASHER	COMMENT
LOW	c/enc/hash.h	381	#define HASHER() H55	COMMENT
LOW	c/common/static_init.h	21	#define THIRD_PARTY_BROTLI_COMMON_STATIC_INIT_H_	COMMENT
LOW	c/common/static_init.h	41	(BROTLI_STATIC_INIT != BROTLI_STATIC_INIT_EARLY) && \	COMMENT
LOW	c/common/version.h	41	#endif	COMMENT
LOW	c/common/platform.h	21	* BROTLI_ENABLE_DUMP overrides default "dump" behaviour	COMMENT
LOW	c/common/platform.h	121	#elif BROTLI_MSVC_VERSION_CHECK(12, 0, 0)	COMMENT
LOW	c/common/platform.h	141	#elif BROTLI_PGI_VERSION_CHECK(10, 2, 0)	COMMENT
LOW	c/common/platform.h	161	#define BROTLI_ALIGNED(N) __attribute__((aligned(N)))	COMMENT
LOW	c/common/platform.h	181	#endif /* ARMv8 */	COMMENT
12 more matches not shown…

Decorative Section Separators8 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	csharp/transpile.sh	25	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	33	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	42	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	49	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	64	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	73	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	83	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	csharp/transpile.sh	90	#-------------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers34 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/decompressor_test.py	37	def test_decompress_with_limit(compressed_name, original_name):	CODE
LOW⚡	python/tests/decompressor_test.py	114	def _thread_concurrent_process(decompressor, results):	CODE
LOW⚡	python/tests/decompressor_test.py	122	def _thread_concurrent_can_accept_more_data(decompressor, results):	CODE
LOW⚡	python/tests/decompressor_test.py	130	def _thread_concurrent_is_finished(decompressor, results):	CODE
LOW	python/tests/compressor_test.py	45	def test_multiple_process_and_flush(quality, text_name):	CODE
LOW	python/tests/compressor_test.py	97	def _thread_concurrent_process(compressor, results):	CODE
LOW	python/tests/compressor_test.py	113	def _thread_concurrent_finish(compressor, results):	CODE
LOW	js/decode.ts	39	function calculateDistanceAlphabetSize(npostfix: number, ndirect: number, maxndistbits: number): number {	CODE
LOW	js/decode.ts	42	function calculateDistanceAlphabetLimit(s: State, maxDistance: number, npostfix: number, ndirect: number): number {	CODE
LOW	js/decode.ts	277	function inverseMoveToFrontTransform(v: Int8Array, vLen: number): void {	CODE
LOW	js/decode.ts	581	function decodeDistanceBlockSwitch(s: State): void {	CODE
LOW	js/decode.ts	585	function maybeReallocateRingBuffer(s: State): void {	CODE
LOW	js/decode.ts	704	function readMetablockHuffmanCodesAndContextMaps(s: State): number {	CODE
LOW	js/decode.ts	856	function huffmanTreeGroupAllocSize(alphabetSizeLimit: number, n: number): number {	CODE
LOW	js/decode.ts	921	function initializeCompoundDictionary(s: State): void {	CODE
LOW	js/decode.ts	939	function initializeCompoundDictionaryCopy(s: State, address: number, length: number): number {	CODE
LOW	js/decode.ts	959	function copyFromCompoundDictionary(s: State, fence: number): number {	CODE
LOW	js/decode.js	67	function calculateDistanceAlphabetSize(npostfix, ndirect, maxndistbits) {	CODE
LOW	js/decode.js	77	function calculateDistanceAlphabetLimit(s, maxDistance, npostfix, ndirect) {	CODE
LOW	js/decode.js	371	function inverseMoveToFrontTransform(v, vLen) {	CODE
LOW	js/decode.js	736	function decodeDistanceBlockSwitch(s) {	CODE
LOW	js/decode.js	744	function maybeReallocateRingBuffer(s) {	CODE
LOW	js/decode.js	882	function readMetablockHuffmanCodesAndContextMaps(s) {	CODE
LOW	js/decode.js	1047	function huffmanTreeGroupAllocSize(alphabetSizeLimit, n) {	CODE
LOW	js/decode.js	1133	function initializeCompoundDictionary(s) {	CODE
LOW	js/decode.js	1157	function initializeCompoundDictionaryCopy(s, address, length) {	CODE
LOW	js/decode.js	1182	function copyFromCompoundDictionary(s, fence) {	CODE
LOW	tests/regression/t01/copystat_regression_test.py	98	def test_modes_propagate_on_compress_and_decompress(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	121	def test_special_mode_bits_are_masked(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	138	def test_no_copy_stat_flag_suppresses_mode_copy(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	168	def test_stdin_input_has_no_path_to_copy_from(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	178	def test_stdout_path_skips_copystat(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	214	def test_fclose_swap_does_not_redirect_copystat(self):	CODE
LOW	tests/regression/t01/copystat_regression_test.py	224	def test_fclose_swap_with_no_copy_stat_leaves_target_unchanged(self):	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	csharp/org/brotli/dec/Dictionary.cs	61	string[] chunks = new string[] { Org.Brotli.Dec.Dictionary.DataHolder0.GetData(), Org.Brotli.Dec.Dictionary.DataHold	CODE

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	research/brotlidump.py	25	CODE
LOW	research/brotlidump.py	1217	CODE
LOW	research/brotlidump.py	1390	CODE
LOW	research/brotlidump.py	1463	CODE
LOW	research/brotlidump.py	1786	CODE
LOW	python/tests/compressor_test.py	59	CODE
LOW	tests/regression/t01/copystat_regression_test.py	186	CODE
LOW	scripts/dictionary/step-04-generate-java-literals.py	50	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/dictionary/step-01-download-rfc.py	1	# Step 01 - download RFC7932.	COMMENT
LOW	scripts/dictionary/step-04-generate-java-literals.py	1	# Step 04 - generate Java literals.	COMMENT
LOW	scripts/dictionary/step-02-rfc-to-bin.py	1	# Step 02 - parse RFC.	COMMENT
LOW	scripts/dictionary/step-03-validate-bin.py	1	# Step 03 - validate raw dictionary file.	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	research/brotlidump.py	2366	except ImportError: pass	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	python/brotli.py	26	Compress a byte string. Args: string (bytes): The input data. mode (int, optional): The compression mod	STRING

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	research/brotlidump.py	12	CODE
LOW	research/brotlidump.py	13	CODE
LOW	research/brotlidump.py	13	CODE
LOW	research/brotlidump.py	14	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/cli_test.sh	16	echo "Lorem ipsum dolor sit amet. " > ipsum.orig	CODE
LOW	tests/cli_test.sh	16	echo "Lorem ipsum dolor sit amet. " > ipsum.orig	CODE

Slop Phrases1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	research/brotlidump.py	352	"""Don't forget to set either alphabetSize or decodeTable	STRING

google/brotli

Open-Source Code Quality, Security and Technical Debt Review