AI Slop Code RIsk Monitor

gabime/spdlog

Fast C++ logging library.

9.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for gabime/spdlog, a C++ project with 29,677 GitHub stars. SynthScan examined 34,587 lines of code across 166 source files, recording 223 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 9.1 (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.

9.1
Adjusted Signal
9.1
Raw Pattern Score
100%
Time Factor
2026-10-02
Last Push
29.7K
Stars
C++
Language
34.6K
Lines of Code
166
Files
223
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 23.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 175 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

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

Agent Over-Engineering Ratio 17.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 36.4/100 · MEDIUM

Which changes need focused human review? 223 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 45LOW 178

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 223 distinct pattern matches across 7 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 Block167 hits · 167 pts
SeverityFileLineSnippetContext
LOWbench/async_bench.cpp1//COMMENT
LOWbench/bench.cpp1//COMMENT
LOWbench/latency.cpp1//COMMENT
LOWexample/example.cpp141 [](const spdlog::details::log_msg & /*msg*/) {COMMENT
LOWexample/example.cpp161void async_example() {COMMENT
LOWexample/example.cpp181// {:s} - don't separate each byte with space.COMMENT
LOWinclude/spdlog/pattern_formatter-inl.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/pattern_formatter-inl.h21#include <algorithm>COMMENT
LOWinclude/spdlog/version.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/spdlog.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/spdlog.h41//COMMENT
LOWinclude/spdlog/spdlog.h121// API for using default logger (stdout_color_mt),COMMENT
LOWinclude/spdlog/spdlog.h281//COMMENT
LOWinclude/spdlog/spdlog.h301COMMENT
LOWinclude/spdlog/spdlog.h321#define SPDLOG_LOGGER_INFO(logger, ...) SPDLOG_LOGGER_CALL(logger, SPDLOG_NAMESPACE::level::info, __VA_ARGS__)COMMENT
LOWinclude/spdlog/spdlog.h341#define SPDLOG_ERROR(...) (void)0COMMENT
LOWinclude/spdlog/logger-inl.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/common-inl.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/namespace.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/namespace.h21// #define SPDLOG_NAMESPACE_END }COMMENT
LOWinclude/spdlog/async_logger.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/tweakme.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/tweakme.h21COMMENT
LOWinclude/spdlog/tweakme.h41//COMMENT
LOWinclude/spdlog/tweakme.h61COMMENT
LOWinclude/spdlog/tweakme.h81// #define SPDLOG_FMT_EXTERNALCOMMENT
LOWinclude/spdlog/tweakme.h101COMMENT
LOWinclude/spdlog/tweakme.h121///////////////////////////////////////////////////////////////////////////////COMMENT
LOWinclude/spdlog/tweakme.h141// Defaults to __FUNCTION__ (should work on all compilers) if not defined.COMMENT
LOWinclude/spdlog/async.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/common.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/common.h21#if __cpp_lib_format >= 202207LCOMMENT
LOWinclude/spdlog/common.h41#define SPDLOG_APICOMMENT
LOWinclude/spdlog/common.h61#define SPDLOG_FMT_STRING(format_string) format_stringCOMMENT
LOWinclude/spdlog/common.h81#if FMT_USE_CONSTEXPRCOMMENT
LOWinclude/spdlog/common.h101#endifCOMMENT
LOWinclude/spdlog/stopwatch.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/pattern_formatter.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/logger.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/mdc.h1// Copyright(c) 2015-present, Gabi Melman & spdlog contributors.COMMENT
LOWinclude/spdlog/fmt/ranges.h1//COMMENT
LOWinclude/spdlog/fmt/ranges.h21#include <fmt/ranges.h>COMMENT
LOWinclude/spdlog/fmt/xchar.h1//COMMENT
LOWinclude/spdlog/fmt/xchar.h21#include <fmt/xchar.h>COMMENT
LOWinclude/spdlog/fmt/chrono.h1//COMMENT
LOWinclude/spdlog/fmt/chrono.h21#include <fmt/chrono.h>COMMENT
LOWinclude/spdlog/fmt/bin_to_hex.h1//COMMENT
LOWinclude/spdlog/fmt/bin_to_hex.h21//COMMENT
LOWinclude/spdlog/fmt/fmt.h1//COMMENT
LOWinclude/spdlog/fmt/fmt.h21#define FMT_USE_WINDOWS_H 0COMMENT
LOWinclude/spdlog/fmt/compile.h1//COMMENT
LOWinclude/spdlog/fmt/compile.h21#include <fmt/compile.h>COMMENT
LOWinclude/spdlog/fmt/ostr.h1//COMMENT
LOWinclude/spdlog/fmt/ostr.h21#include <fmt/ostream.h>COMMENT
LOWinclude/spdlog/fmt/std.h1//COMMENT
LOWinclude/spdlog/fmt/std.h21#elseCOMMENT
LOWinclude/spdlog/fmt/bundled/ostream.h1// Formatting library for C++ - std::ostream supportCOMMENT
LOWinclude/spdlog/fmt/bundled/ostream.h21#endifCOMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h1// Formatting library for C++ - implementationCOMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h21#endifCOMMENT
107 more matches not shown…
Decorative Section Separators44 hits · 129 pts
SeverityFileLineSnippetContext
MEDIUM⚡CMakeLists.txt18# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt20# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt29# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt31# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt290# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt292# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt298# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt300# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt5# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt7# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt48# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt50# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt176# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt178# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt236# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt238# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt252# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt254# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt274# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt276# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt334# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt336# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt348# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt350# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt371# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt373# ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt384 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt386 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt407 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt409 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt439 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt441 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt452 # ---------------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt454 # ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡example/CMakeLists.txt11# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡example/CMakeLists.txt13# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡example/CMakeLists.txt17# ---------------------------------------------------------------------------------------COMMENT
MEDIUM⚡example/CMakeLists.txt19# ---------------------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml9 # -----------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml11 # -----------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml71 # -----------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml73 # -----------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml118 # -----------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/linux.yml120 # -----------------------------------------------------------------------COMMENT
Verbosity Indicators3 hits · 4 pts
SeverityFileLineSnippetContext
LOWinclude/spdlog/fmt/bundled/format-inl.h1259 // Step 1: integer promotion & Schubfach multiplier calculation.COMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h1314 // Step 2: Try larger divisor; remove trailing zeros if necessary.COMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h1346 // Step 3: Find the significand with the smaller divisor.COMMENT
Structural Annotation Overuse3 hits · 4 pts
SeverityFileLineSnippetContext
LOWinclude/spdlog/fmt/bundled/format-inl.h1259 // Step 1: integer promotion & Schubfach multiplier calculation.COMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h1314 // Step 2: Try larger divisor; remove trailing zeros if necessary.COMMENT
LOWinclude/spdlog/fmt/bundled/format-inl.h1346 // Step 3: Find the significand with the smaller divisor.COMMENT
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWbench/bench.cpp223 const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetraCODE
LOWbench/bench.cpp223 const char *msg = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetraCODE
LOWbench/latency.cpp21 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "CODE
LOWbench/latency.cpp21 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum pharetra metus cursus "CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMinclude/spdlog/fmt/bundled/format.h3359 // Compilers are not aware of how to leverage the maximum value ofCOMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinclude/spdlog/mdc.h19// Usage example:COMMENT