AI Slop Code RIsk Monitor

Cyan4973/xxHash

Extremely fast non-cryptographic hash algorithm

5.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Cyan4973/xxHash, a C project with 11,315 GitHub stars. SynthScan examined 21,059 lines of code across 64 source files, recording 81 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 5.2 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.2
Adjusted Signal
5.2
Raw Pattern Score
100%
Time Factor
2026-10-05
Last Push
11.3K
Stars
C
Language
21.1K
Lines of Code
64
Files
81
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 13.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 69 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 10.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 22.1/100 · LOW

Which changes need focused human review? 81 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 12LOW 69

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 81 distinct pattern matches across 2 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 Block69 hits · 62 pts
SeverityFileLineSnippetContext
LOWxxhash.h321 */COMMENT
LOWxxhash.h361 * They will then be redefined for XXH_INLINE_ALLCOMMENT
LOWxxhash.h381# undef XXH64_copyStateCOMMENT
LOWxxhash.h401# undef XXH3_128bits_withSeedCOMMENT
LOWxxhash.h421 * Alternative solution: do not redeclare them.COMMENT
LOWxxhash.h441#endif /* XXH_INLINE_ALL || XXH_PRIVATE_API */COMMENT
LOWxxhash.h461COMMENT
LOWxxhash.h481# define XXH64_copyState XXH_IPREF(XXH64_copyState)COMMENT
LOWxxhash.h501# define XXH128 XXH_IPREF(XXH128)COMMENT
LOWxxhash.h521***************************************/COMMENT
LOWxxhash.h861 || (defined (__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) /* C99 */) )COMMENT
LOWxxhash.h1701/* In C++ alignas() is a keyword */COMMENT
LOWxxhash.h2301# endifCOMMENT
LOWxxhash.h2321# endifCOMMENT
LOWxxhash.h2421COMMENT
LOWxxhash.h2441#elif defined(__GNUC__) || defined(__clang__)COMMENT
LOWxxhash.h2501# define XXH_DEBUGLEVEL 0COMMENT
LOWxxhash.h2561#if !defined (__VMS) \COMMENT
LOWxxhash.h2801 * @return The rotated result.COMMENT
LOWxxhash.h2921 /* #define instead of static const, to be used as initializers */COMMENT
LOWxxhash.h3481#define XXH_PRIME64_1 0x9E3779B185EBCA87ULL /*!< 0b1001111000110111011110011011000110000101111010111100101010000111 */COMMENT
LOWxxhash.h3861 * Not defined as XXH_HAS_INCLUDE(x) (function-like) becauseCOMMENT
LOWxxhash.h3881# elif defined(__AVX2__)COMMENT
LOWxxhash.h4001#ifndef XXH_DOXYGENCOMMENT
LOWxxhash.h4021# define XXH_VECTOR XXH_SSE2COMMENT
LOWxxhash.h4041# elseCOMMENT
LOWxxhash.h4061# elif XXH_VECTOR == XXH_NEON /* neon */COMMENT
LOWxxhash.h4081#elif XXH_VECTOR == XXH_SVECOMMENT
LOWxxhash.h4261 * We use pragma push_macro/pop_macro to keep the namespace clean. */COMMENT
LOWxxhash.h4381# define XXH_PREFETCH(ptr) (void)(ptr) /* disabled */COMMENT
LOWxxhash.h4941#ifdef XXH_OLD_NAMESCOMMENT
LOWxxhash.h5881COMMENT
LOWxxhash.h6201#define XXH3_accumulate XXH3_accumulate_avx512COMMENT
LOWxxhash.h6221#define XXH3_accumulate_512 XXH3_accumulate_512_neonCOMMENT
LOWxxhash.h6241#define XXH3_accumulate XXH3_accumulate_lasxCOMMENT
LOWxxh_x86dispatch.h41 * @def XXH_DISPATCH_APICOMMENT
LOWxxh_x86dispatch.h81XXH_DISPATCH_API XXH_errorcode XXH3_128bits_update_dispatch(XXH_NOESCAPE XXH3_state_t* state, XXH_NOESCAPE const void* iCOMMENT
LOWxxh_x86dispatch.h101# undef XXH128COMMENT
LOWappveyor.yml141COMMENT
LOWxxh_x86dispatch.c161# include <immintrin.h> /* AVX2, AVX512F */COMMENT
LOWxxh_x86dispatch.c181# define XXH_TARGET_AVX2COMMENT
LOWxxh_x86dispatch.c201#define XXH_INLINE_ALLCOMMENT
LOWtests/sanity_test_vectors_generator.c1// xxHash/tests/sanity_test_vectors_generator.cCOMMENT
LOWtests/ppc_define.c41#define VECTOR_VALUE 374464784COMMENT
LOWtests/inlineDispatch.c41#define SECRET_SIZE 192 /* >= XXH3_SECRET_SIZE_MIN */COMMENT
LOWtests/sanity_test.c21*/COMMENT
LOWtests/bench/main.c101 int const result = isCommand(*stringPtr, longCommand);COMMENT
LOWtests/bench/benchfn.c21#include "timefn.h" /* UTIL_time_t, UTIL_getTime */COMMENT
LOWtests/collisions/threading.h41# define WIN32_LEAN_AND_MEANCOMMENT
LOWtests/collisions/threading.h81# include <pthread.h>COMMENT
LOWtests/collisions/threading.h101/* No multithreading support */COMMENT
LOWcli/xsum_bench.c21 * You can contact the author at:COMMENT
LOWcli/xsum_arch.h41/* Show compiler versions in WELCOME_MESSAGE. XSUM_CC_VERSION_FMT will return the printf specifiers,COMMENT
LOWcli/xsum_arch.h61 * MSVCCOMMENT
LOWcli/xsum_arch.h81/* makes the next part easier */COMMENT
LOWcli/xsum_arch.h101 || defined(__SSE2__) || (defined(_M_IX86_FP) && _M_IX86_FP == 2)COMMENT
LOWcli/xsum_arch.h121# define XSUM_ARCH_THUMB " Thumb-2"COMMENT
LOWcli/xsum_arch.h141# define XSUM_ARCH "ppc64 + POWER9 vector"COMMENT
LOWcli/xsum_arch.h161# define XSUM_ARCH "wasm/asmjs + simd128"COMMENT
LOWcli/xsum_sanity_check.c21 * You can contact the author at:COMMENT
9 more matches not shown…
Decorative Section Separators12 hits · 48 pts
SeverityFileLineSnippetContext
MEDIUM⚡appveyor.yml1# ==============================================================================COMMENT
MEDIUM⚡appveyor.yml3# ==============================================================================COMMENT
MEDIUM⚡appveyor.yml9# ==============================================================================COMMENT
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MEDIUMappveyor.yml35# ==============================================================================COMMENT
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MEDIUMappveyor.yml91# ==============================================================================COMMENT
MEDIUMappveyor.yml93# ==============================================================================COMMENT
MEDIUM⚡appveyor.yml136# ==============================================================================COMMENT
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MEDIUM⚡appveyor.yml144# ==============================================================================COMMENT