AI Slop Code RIsk Monitor

microsoft/mimalloc

mimalloc is a compact general purpose allocator with excellent performance.

5.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for microsoft/mimalloc, a C project with 13,445 GitHub stars. SynthScan examined 55,913 lines of code across 261 source files, recording 254 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 5.8 (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.

5.8
Adjusted Signal
5.8
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
13.4K
Stars
C
Language
55.9K
Lines of Code
261
Files
254
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 16.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 220 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 8.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 26.2/100 · MEDIUM

Which changes need focused human review? 254 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 2HIGH 0MEDIUM 34LOW 218

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 254 distinct pattern matches across 6 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 Block217 hits · 194 pts
SeverityFileLineSnippetContext
LOWtest/main-override.cpp1#include <stdlib.h>COMMENT
LOWtest/test-stress.c21#include <stdbool.h>COMMENT
LOWtest/test-stress.c81COMMENT
LOWtest/test-stress.c101#define custom_free(p) mi_free(p)COMMENT
LOWtest/test-stress.c441COMMENT
LOWtest/main-static.cpp1#include <stdlib.h>COMMENT
LOWtest/main-override-static.c41 mi_stats_reset();COMMENT
LOWtest/main-override-static.c341#endifCOMMENT
LOWtest/test-api.c21we therefore test the API over various inputs. Please add more tests :-)COMMENT
LOWtest/test-api.c641 // ---------------------------------------------------COMMENT
LOWinclude/mimalloc.h1/* ----------------------------------------------------------------------------COMMENT
LOWinclude/mimalloc.h21 #define mi_attr_noexcept throw()COMMENT
LOWinclude/mimalloc.h41 #define mi_decl_exportCOMMENT
LOWinclude/mimalloc.h61 #define mi_attr_alloc_align(p)COMMENT
LOWinclude/mimalloc.h81 #define mi_attr_alloc_size2(s1,s2) __attribute__((alloc_size(s1,s2)))COMMENT
LOWinclude/mimalloc.h161mi_decl_nodiscard mi_decl_export void* mi_realloc_aligned_at(void* p, size_t newsize, size_t alignment, size_t offset) mCOMMENT
LOWinclude/mimalloc.h401// ------------------------------------------------------COMMENT
LOWinclude/mimalloc.h621 assert(p!=NULL);COMMENT
LOWinclude/mimalloc-stats.h1/* ----------------------------------------------------------------------------COMMENT
LOWinclude/mimalloc-override.h21#define malloc(n) mi_malloc(n)COMMENT
LOWinclude/mimalloc-override.h41COMMENT
LOWinclude/mimalloc-override.h61#define _aligned_recalloc(p,c,n,a) mi_aligned_recalloc(p,c,n,a)COMMENT
LOWinclude/mimalloc-new-delete.h1/* ----------------------------------------------------------------------------COMMENT
LOWinclude/mimalloc-new-delete.h21#if defined(__cplusplus)COMMENT
LOWinclude/mimalloc/internal.h21// --------------------------------------------------------------------------COMMENT
LOWinclude/mimalloc/internal.h41#define mi_decl_hiddenCOMMENT
LOWinclude/mimalloc/internal.h61#define mi_assume_aligned(p,sz) __builtin_assume_aligned(p,sz)COMMENT
LOWinclude/mimalloc/internal.h81#define mi_decl_hiddenCOMMENT
LOWinclude/mimalloc/internal.h101#elseCOMMENT
LOWinclude/mimalloc/internal.h361// use our own assertion to print without memory allocationCOMMENT
LOWinclude/mimalloc/internal.h421#define mi_subproc_stat_decrease(subproc,stat,amount) __mi_stat_decrease_mt( &(subproc)->stats.stat, amount)COMMENT
LOWinclude/mimalloc/internal.h441COMMENT
LOWinclude/mimalloc/internal.h501----------------------------------------------------------- */COMMENT
LOWinclude/mimalloc/internal.h601COMMENT
LOWinclude/mimalloc/internal.h1201#define MI_SAMPLE_RATE_MAX (SIZE_MAX/4)COMMENT
LOWinclude/mimalloc/types.h1/* ----------------------------------------------------------------------------COMMENT
LOWinclude/mimalloc/types.h21// mi_tld_t : thread local dataCOMMENT
LOWinclude/mimalloc/types.h41COMMENT
LOWinclude/mimalloc/types.h61// Define MI_SECURE to enable security mitigationsCOMMENT
LOWinclude/mimalloc/types.h81#endifCOMMENT
LOWinclude/mimalloc/types.h101#endifCOMMENT
LOWinclude/mimalloc/types.h121#endifCOMMENT
LOWinclude/mimalloc/types.h141#if MI_SECURE>=4 || MI_PADDING || (MI_FREE_IS_CHECKED && MI_FREE_USE_PAGEMAP)COMMENT
LOWinclude/mimalloc/types.h161#define MI_PAGE_META_IS_SEPARATED 1COMMENT
LOWinclude/mimalloc/types.h181#if !defined(MI_PAGE_META_SMALL_IS_ALIGNED)COMMENT
LOWinclude/mimalloc/types.h201#if MI_DEBUG && NDEBUGCOMMENT
LOWinclude/mimalloc/types.h221#error Arena slices should be at least 8KiBCOMMENT
LOWinclude/mimalloc/types.h241COMMENT
LOWinclude/mimalloc/types.h261// We never allocate more than PTRDIFF_MAX (see also <https://sourceware.org/ml/libc-announce/2019/msg00001.html>)COMMENT
LOWinclude/mimalloc/types.h281COMMENT
LOWinclude/mimalloc/types.h401COMMENT
LOWinclude/mimalloc/types.h441// Each page has three list of free blocks:COMMENT
LOWinclude/mimalloc/types.h501COMMENT
LOWinclude/mimalloc/types.h521#define MI_LARGE_MAX_OBJ_WSIZE (MI_LARGE_MAX_OBJ_SIZE/MI_SIZE_SIZE)COMMENT
LOWinclude/mimalloc/types.h561// (making them thread-local avoids atomic operations)COMMENT
LOWinclude/mimalloc/types.h841#endifCOMMENT
LOWinclude/mimalloc/types.h861#define MI_DEBUG_FREED (0xDF)COMMENT
LOWinclude/mimalloc/track.h41 #define mi_track_mem_undefined(p,size)COMMENT
LOWinclude/mimalloc/track.h61#define mi_track_mem_noaccess(p,size) VALGRIND_MAKE_MEM_NOACCESS(p,size)COMMENT
LOWinclude/mimalloc/track.h81#define MI_TRACK_ENABLED 1COMMENT
157 more matches not shown…
Decorative Section Separators32 hits · 102 pts
SeverityFileLineSnippetContext
MEDIUMCMakeLists.txt165# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt167# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt242# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt244# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt274# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt276# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt905# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt907# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt990# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt992# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt1140# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt1142# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt1208# -----------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt1210# -----------------------------------------------------------------------------COMMENT
MEDIUMazure-pipelines.yml196# ----------------------------------------------------------COMMENT
MEDIUMazure-pipelines.yml198# ----------------------------------------------------------COMMENT
MEDIUM⚡bin/bundle.sh3#-----------------------------------------------------------------------------COMMENT
MEDIUM⚡bin/bundle.sh5#-----------------------------------------------------------------------------COMMENT
MEDIUM⚡bin/bundle.sh12#---------------------------------------------------------COMMENT
MEDIUM⚡bin/bundle.sh14#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh36#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh38#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh52#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh54#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh87#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh89#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh121#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh123#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh152#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh154#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh209#---------------------------------------------------------COMMENT
MEDIUMbin/bundle.sh211#---------------------------------------------------------COMMENT
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALdocs/jquery.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALdocs/jquery.js8!function(t){"use strict";"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)}(function(y){"use strict"CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/release.yaml46 # Create a release: https://github.com/softprops/action-gh-release (MIT license)COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/prim/osx/alloc-override-zone.c433// it seems less robust than using interpose.COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/options.c637// TODO: implement ourselves to reduce dependencies on the C runtimeCOMMENT