AI Slop Code Risk Monitor

tboox/tbox

SlopCodeMonitor badge for tboox/tbox Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

🎁 A glib-like multi-platform c library

1.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for tboox/tbox, a C project with 5,131 GitHub stars. SynthScan examined 181,549 lines of code across 1097 source files, recording 328 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 1.8 (Low 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.

1.8
Adjusted Signal
1.8
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
5.1K
Stars
C
Language
181.5K
Lines of Code
1.1K
Files
328
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 8.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 328 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 8.6/100 · LOW

Which changes need focused human review? 328 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 328

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 328 distinct pattern matches across 1 syntactic category. 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 Block328 hits · 326 pts
SeverityFileLineSnippetContext
LOWsrc/demo/coroutine/spider.c21#define TB_DEMO_LIMITRATE (0)COMMENT
LOWsrc/demo/stream/stream/zip.c21COMMENT
LOWsrc/demo/platform/process.c401#endifCOMMENT
LOWsrc/demo/container/hash_map.c21#define tb_hash_map_test_insert_i2s(h, i) do {tb_char_t s[256] = {0}; tb_snprintf(s, 256, "%u", i); tb_hash_map_inCOMMENT
LOWsrc/tbox/tbox.h21#ifndef TB_TBOX_HCOMMENT
LOWsrc/tbox/libc/libc.h21 */COMMENT
LOWsrc/tbox/libc/prefix.h21#ifndef TB_LIBC_PREFIX_HCOMMENT
LOWsrc/tbox/libc/misc/misc.h21 */COMMENT
LOWsrc/tbox/libc/misc/ctype.h41#define tb_isdigit(x) ((x) > 0x2f && (x) < 0x3a)COMMENT
LOWsrc/tbox/libc/misc/stdarg.h21 */COMMENT
LOWsrc/tbox/libc/misc/stdarg.h41#elseCOMMENT
LOWsrc/tbox/libc/stdlib/setlocale.h61# elseCOMMENT
LOWsrc/tbox/libc/stdlib/stdlib.h41#define tb_s2tou32(s) ((tb_uint32_t)tb_s2tou64(s))COMMENT
LOWsrc/tbox/libc/stdlib/stdlib.h61#define tb_stoi64(s) ((tb_int64_t)tb_stou64(s))COMMENT
LOWsrc/tbox/libc/stdlib/stdlib.h81# define tb_strtof(s, e) tb_s10tof(s)COMMENT
LOWsrc/tbox/libc/stdlib/mbstowcs.c41# if defined(TB_CONFIG_MODULE_HAVE_CHARSET)COMMENT
LOWsrc/tbox/libc/stdlib/wcstombs.c41#ifdef TB_CONFIG_FORCE_UTF8COMMENT
LOWsrc/tbox/libc/string/memcpy.c21 */COMMENT
LOWsrc/tbox/libc/string/strlcpy.c21 */COMMENT
LOWsrc/tbox/libc/string/strnlen.c21 */COMMENT
LOWsrc/tbox/libc/string/memcmp.c21 */COMMENT
LOWsrc/tbox/libc/string/strlen.c21 */COMMENT
LOWsrc/tbox/libc/string/strncmp.c21 */COMMENT
LOWsrc/tbox/libc/string/strcmp.c21 */COMMENT
LOWsrc/tbox/libc/string/wcsupr.c21 */COMMENT
LOWsrc/tbox/libc/string/wcslwr.c21 */COMMENT
LOWsrc/tbox/libc/string/memset.c21 */COMMENT
LOWsrc/tbox/libc/string/strcpy.c21 */COMMENT
LOWsrc/tbox/libc/string/memmov.c21 */COMMENT
LOWsrc/tbox/libc/string/strncpy.c21 */COMMENT
LOWsrc/tbox/libm/maf.h41#elseCOMMENT
LOWsrc/tbox/libm/nan.h41# ifdef TB_WORDS_BIGENDIANCOMMENT
LOWsrc/tbox/libm/math.h21 */COMMENT
LOWsrc/tbox/memory/allocator.h41COMMENT
LOWsrc/tbox/memory/memory.h21 */COMMENT
LOWsrc/tbox/memory/impl/static_fixed_pool.c41COMMENT
LOWsrc/tbox/memory/impl/prefix.h21#ifndef TB_MEMORY_IMPL_PREFIX_HCOMMENT
LOWsrc/tbox/coroutine/impl/scheduler_io.c41# define TB_SCHEDULER_IO_LTIMER_GROW (64)COMMENT
LOWsrc/tbox/coroutine/impl/impl.h21#ifndef TB_COROUTINE_IMPL_HCOMMENT
LOWsrc/tbox/coroutine/impl/prefix.h21#ifndef TB_COROUTINE_IMPL_PREFIX_HCOMMENT
LOWsrc/tbox/coroutine/impl/stackless/scheduler_io.c41#ifdef __tb_small__COMMENT
LOWsrc/tbox/coroutine/stackless/scheduler.c41# define TB_SCHEDULER_DEAD_CACHE_MAXN (8)COMMENT
LOWsrc/tbox/hash/sha.c41#define TB_SHA_R1(v, w, x, y, z, i) z += ((w &(x ^ y)) ^ y) + TB_SHA_BLK(i) + 0x5a827999 + TB_SHA_ROL(v, 5); COMMENT
LOWsrc/tbox/hash/md5.c41// TB_MD5_FF, TB_MD5_GG, TB_MD5_HH, and TB_MD5_II transformations for rounds 1, 2, 3, and 4COMMENT
LOWsrc/tbox/hash/hash.h21 */COMMENT
LOWsrc/tbox/hash/hash.h41#include "fnv64.h"COMMENT
LOWsrc/tbox/hash/adler32.c41COMMENT
LOWsrc/tbox/prefix/type.h21#ifndef TB_PREFIX_TYPE_HCOMMENT
LOWsrc/tbox/prefix/type.h41#define tb_false ((tb_bool_t)0)COMMENT
LOWsrc/tbox/prefix/type.h81typedef tb_pointer_t tb_handle_t;COMMENT
LOWsrc/tbox/prefix/packed.h41 * } __tb_packed__ tb_xxxxx_t;COMMENT
LOWsrc/tbox/prefix/utils.h41COMMENT
LOWsrc/tbox/prefix/utils.h61#define tb_align8(x) (((x) + 7) >> 3 << 3)COMMENT
LOWsrc/tbox/prefix/utils.h81#elseCOMMENT
LOWsrc/tbox/prefix/utils.h101COMMENT
LOWsrc/tbox/prefix/utils.h121#define tb_p2u64(x) ((tb_uint64_t)(tb_size_t)(x))COMMENT
LOWsrc/tbox/prefix/keyword.h21#ifndef TB_PREFIX_KEYWORD_HCOMMENT
LOWsrc/tbox/prefix/keyword.h41#define __tb_volatile__ volatileCOMMENT
LOWsrc/tbox/prefix/keyword.h61COMMENT
LOWsrc/tbox/prefix/keyword.h81# define __tb_thiscall__COMMENT
268 more matches not shown…