1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-08

Last Push

10.3K

Stars

Language

217.1K

Lines of Code

651

Files

375

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 371 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 375 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 3MEDIUM 1LOW 371

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 375 distinct pattern matches across 8 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 Block363 hits · 358 pts

Severity	File	Line	Snippet	Context
LOW	utils/install_server.sh	1	#!/bin/sh	COMMENT
LOW	utils/install_server.sh	21	# OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF	COMMENT
LOW	utils/install_server.sh	161	REDISPORT=\"$REDIS_PORT\"\n\n	COMMENT
LOW	utils/install_server.sh	201	PIDFILE=$PIDFILE	COMMENT
LOW	utils/hyperloglog/hll-gnuplot-graph.rb	1	# hll-err.rb - Copyright (C) 2014 Salvatore Sanfilippo	COMMENT
LOW	deps/jemalloc-5.2.1/msvc/test_threads/test_threads.cpp	1	// jemalloc C++ threaded test	COMMENT
LOW	deps/jemalloc-5.2.1/test/unit/arena_reset_prof.c	1	#include "test/jemalloc_test.h"	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params2281.h	41	#define SL2 1	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params2281.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params.h	101		COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params.h	121	#include "test/SFMT-params216091.h"	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params1279.h	41	#define SL2 3	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params1279.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params44497.h	41	#define SL2 3	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params44497.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/test.h	21	!=, "p", __VA_ARGS__)	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/test.h	41	#define assert_x_gt(a, b, ...) assert_cmp(int, a, b, >, <=, "#x", __VA_ARGS__)	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params4253.h	41	#define SL2 1	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params4253.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params11213.h	41	#define SL2 3	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params11213.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params86243.h	41	#define SL2 7	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params86243.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…s/jemalloc-5.2.1/test/include/test/SFMT-params132049.h	41	#define SL2 1	COMMENT
LOW	…s/jemalloc-5.2.1/test/include/test/SFMT-params132049.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…s/jemalloc-5.2.1/test/include/test/SFMT-params216091.h	41	#define SL2 3	COMMENT
LOW	…s/jemalloc-5.2.1/test/include/test/SFMT-params216091.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params19937.h	41	#define SL2 1	COMMENT
LOW	…ps/jemalloc-5.2.1/test/include/test/SFMT-params19937.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params607.h	41	#define SL2 3	COMMENT
LOW	deps/jemalloc-5.2.1/test/include/test/SFMT-params607.h	61	#define ALTI_SL2_PERM \	COMMENT
LOW	deps/jemalloc-5.2.1/test/src/math.c	1	#define MATH_C_	COMMENT
LOW	deps/jemalloc-5.2.1/test/src/SFMT.c	41	* @author Makoto Matsumoto (Hiroshima University)	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle.h	1	/*	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle.h	21	# define malloc_message je_malloc_message	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle.h	41	*/	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle.h	61	# undef je_sallocx	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	61	#ifndef JEMALLOC_NO_RENAME	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	81	# define je_sdallocx je_sdallocx	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	141	# define JEMALLOC_CXX_THROW	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	161	# else	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	181	# ifndef JEMALLOC_EXPORT	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	201	#else	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	381	# define mallctlbymib je_mallctlbymib	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	401	* public jemalloc API if JEMALLOC_NO_DEMANGLE is defined. This is primarily	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc.h	421	# undef je_nallocx	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_defs.h	41	# ifdef _WIN64	COMMENT
LOW	…/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle_jet.h	1	/*	COMMENT
LOW	…/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle_jet.h	21	# define malloc_message jet_malloc_message	COMMENT
LOW	…/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle_jet.h	41	*/	COMMENT
LOW	…/jemalloc-5.2.1/include/jemalloc/jemalloc_mangle_jet.h	61	# undef jet_sallocx	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_rename.h	1	/*	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_rename.h	21	# define je_nallocx je_nallocx	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_macros.h	1	#include <stdlib.h>	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_macros.h	61	# define JEMALLOC_ATTR(s)	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_macros.h	81	# define JEMALLOC_RESTRICT_RETURN __declspec(restrict)	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_macros.h	101	# define JEMALLOC_FORMAT_ARG(i) JEMALLOC_ATTR(__format_arg__(3))	COMMENT
LOW	deps/jemalloc-5.2.1/include/jemalloc/jemalloc_macros.h	121	# define JEMALLOC_ALLOC_SIZE2(s1, s2)	COMMENT
LOW	…loc-5.2.1/include/jemalloc/internal/public_namespace.h	1	#define je_aligned_alloc JEMALLOC_N(aligned_alloc)	COMMENT
LOW	…-5.2.1/include/jemalloc/internal/private_unnamespace.h	1	#undef a0dalloc	COMMENT
303 more matches not shown…

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	deps/jemalloc-5.2.1/scripts/gen_run_tests.py	109	\$@ >> run_test.log 2>&1 \|\| abort	CODE
HIGH	deps/jemalloc-5.2.1/scripts/gen_run_tests.py	117	%(config_line)s >> run_test.log 2>&1 \|\| abort	CODE
HIGH	deps/jemalloc-5.2.1/scripts/gen_travis.py	15	- scripts/gen_travis.py > travis_script && diff .travis.yml travis_script	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/t_stream.c	2326	/* We need to check if the minimum idle time requested	COMMENT
LOW	src/networking.c	2193	/* We need to check if the soft limit is reached continuously for the	COMMENT
LOW	src/scripting.c	294	/* We need to check if it is an array, an error, or a status reply.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/redis-copy.rb	7	# for the more-robust redis-copy gem.	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	utils/lru/test-lru.rb	74	# Check if evicted keys respect LRU	COMMENT
LOW	src/module.c	1413	* ## Return value	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	utils/redis-sha1.rb	8	# If you hack this code make sure to sort keys and set elements as this are	COMMENT

Hyper-Verbose Identifiers1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/server.c	951	* the function clientsCronTrackExpansiveClients(). */	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/rdb.c	1469	return createStringObject("module-dummy-value",18);	CODE

tporadowski/redis

Open-Source Code Quality, Security and Technical Debt Review