2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

250.3K

Lines of Code

868

Files

762

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 12.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 762 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 762 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 0LOW 762

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 762 distinct pattern matches across 4 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 Block751 hits · 648 pts

Severity	File	Line	Snippet	Context
LOW	src/Summary.cpp	21	#include <uv.h>	COMMENT
LOW	src/version.h	1	/* XMRig	COMMENT
LOW	src/version.h	21	#define APP_VER_MINOR 26	COMMENT
LOW	src/version.h	41	# else	COMMENT
LOW	src/version.h	61	# define APP_OS "Haiku"	COMMENT
LOW	src/version.h	81	#ifdef XMRIG_64_BIT	COMMENT
LOW	src/App.cpp	21	*	COMMENT
LOW	src/crypto/ghostrider/sph_whirlpool.c	3441		COMMENT
LOW	src/crypto/ghostrider/md_helper.c	81	#endif	COMMENT
LOW	src/crypto/ghostrider/md_helper.c	101	#endif	COMMENT
LOW	src/crypto/ghostrider/sph_hamsi.c	101	#define SPH_HAMSI_EXPAND_SMALL 4	COMMENT
LOW	src/crypto/ghostrider/sph_hamsi.c	461	sc->h[0x9] = c9; \	COMMENT
LOW	src/crypto/ghostrider/sph_hamsi.c	481	#define s0B m5	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	41		COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	61	#define M5_0_3 3	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	81	#define M5_4_3 2	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	101	#define M5_8_3 1	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	121	#define M5_12_3 0	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	141	#define M5_16_3 4	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	161	#define M9_0_3 3	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	181	#define M9_2_5 7	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	201	#define M9_4_7 2	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	221	#define M9_7_0 7	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	241	#define M9_9_2 2	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	261	#define M9_11_4 6	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	281	#define M9_13_6 1	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	301		COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	321	#define M9_18_1 1	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	341	#define M3_4_0 1	COMMENT
LOW	src/crypto/ghostrider/sph_skein.c	361	#define M3_14_0 2	COMMENT
LOW	src/crypto/ghostrider/sph_jh.c	41		COMMENT
LOW	src/crypto/ghostrider/sph_jh.c	81	((SPH_C64(x) << 8) & SPH_C64(0x000000FF00000000)) \| \	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	41	#endif	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	381		COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	401	#define WS_2_3 W_SMALL(20, -128, -64, 233)	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	421	INNER(q[16 * (sb) + 2 * 5 + o1], q[16 * (sb) + 2 * 5 + o2], mm), \	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	441	#define WB_2_0 W_BIG(17, -256, -128, 233)	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	461	#define PP4_0_0 1	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	481	#define PP8_0_7 6	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	501	#define PP8_3_0 3	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	521	#define PP8_5_2 5	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	701	STEP_ELT(6, w6, fun, s, pp8b); \	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	721	#define M3_7_1 2_	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	761		COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	961	#undef B0	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	981	#define B0 (sc->state[ 4])	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1081	#undef B1	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1101	#define A3 state[ 3]	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1301	}	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1321	#undef C2	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1341	#define A2 (sc->state[ 2])	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1361	#define C6 (sc->state[22])	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1481	sc->state[28], sc->state[29], sc->state[30], sc->state[31],	COMMENT
LOW	src/crypto/ghostrider/sph_simd.c	1501	#undef B5	COMMENT
LOW	src/crypto/ghostrider/ghostrider.cpp	21	#include "sph_bmw.h"	COMMENT
LOW	src/crypto/ghostrider/ghostrider.cpp	41	#include "crypto/cn/CnCtx.h"	COMMENT
LOW	src/crypto/ghostrider/sph_fugue.c	521	#define READ_STATE_BIG(state)	COMMENT
LOW	src/crypto/ghostrider/sph_fugue.c	541	#define S17 ((sc)->S[17])	COMMENT
LOW	src/crypto/ghostrider/sph_bmw.c	101	#endif	COMMENT
LOW	src/crypto/ghostrider/sph_bmw.c	121	#define I16_29 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28	COMMENT
691 more matches not shown…

Slop Phrases5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/3rdparty/hwloc/include/hwloc/glibc-sched.h	26	#error Please make sure to include sched.h before including glibc-sched.h, and define _GNU_SOURCE before any inclusion o	COMMENT
LOW	src/3rdparty/argon2/arch/x86_64/lib/argon2-avx2.c	260	/* Don't forget to generate the first block of addresses: */	COMMENT
LOW	src/3rdparty/argon2/arch/x86_64/lib/argon2-avx512f.c	245	/* Don't forget to generate the first block of addresses: */	COMMENT
LOW	…/3rdparty/argon2/arch/x86_64/lib/argon2-template-128.h	103	/* Don't forget to generate the first block of addresses: */	COMMENT
LOW	src/3rdparty/argon2/lib/argon2-template-64.h	129	/* Don't forget to generate the first block of addresses: */	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/3rdparty/fmt/format-inl.h	2166	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/3rdparty/fmt/format-inl.h	2212	// Step 2: Try larger divisor; remove trailing zeros if necessary	COMMENT
LOW	src/3rdparty/fmt/format-inl.h	2248	// Step 3: Find the significand with the smaller divisor	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/3rdparty/fmt/format-inl.h	2166	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/3rdparty/fmt/format-inl.h	2212	// Step 2: Try larger divisor; remove trailing zeros if necessary	COMMENT
LOW	src/3rdparty/fmt/format-inl.h	2248	// Step 3: Find the significand with the smaller divisor	COMMENT

xmrig/xmrig

Open-Source Code Quality, Security and Technical Debt Review