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AI Slop Code Risk Monitor

epezent/implot

SlopCodeMonitor badge for epezent/implot Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
3.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for epezent/implot. SynthScan examined 16,722 lines of code across 16 source files, recording 58 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 3.8 (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.

3.8
Adjusted Signal
3.8
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
16.7K
Lines of Code
16
Files
58
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 17.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 58 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 15.9/100 · LOW

Which changes need focused human review? 58 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 0LOW 58

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 58 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 Block46 hits · 38 pts
SeverityFileLineSnippetContext
LOWimplot.cpp1// MIT LicenseCOMMENT
LOWimplot.cpp201#if (IMGUI_VERSION_NUM < 18102) && !defined(ImDrawFlags_RoundCornersAll)COMMENT
LOWimplot.cpp1781COMMENT
LOWimplot_items.cpp1// MIT LicenseCOMMENT
LOWimplot_items.cpp21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THECOMMENT
LOWimplot_items.cpp41 #ifdef _MSC_VERCOMMENT
LOWimplot_items.cpp61#endifCOMMENT
LOWimplot_items.cpp81#define _CAT(x, y) _CAT_(x, y)COMMENT
LOWimplot_demo.cpp1// MIT LicenseCOMMENT
LOWimplot_demo.cpp21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THECOMMENT
LOWimplot_demo.cpp41#endifCOMMENT
LOWimplot_demo.cpp201// can be restricted with IMPLOT_CUSTOM_NUMERIC_TYPES. Calling PlotXxx<T> for an excluded type stillCOMMENT
LOWimplot_internal.h1// MIT LicenseCOMMENT
LOWimplot_internal.h21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THECOMMENT
LOWimplot_internal.h41#include "imgui_internal.h"COMMENT
LOWimplot_internal.h61constexpr const char* IMPLOT_LABEL_FORMAT = "%g";COMMENT
LOWimplot_internal.h81// signed long long ImS64; // 64-bit signed integerCOMMENT
LOWimplot_internal.h1321COMMENT
LOWimplot_internal.h1481// Calculates the bounding box size of a legend _before_ clipping.COMMENT
LOWimplot.h1// MIT LicenseCOMMENT
LOWimplot.h21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THECOMMENT
LOWimplot.h41// [SECTION] StylingCOMMENT
LOWimplot.h61#define IMPLOT_APICOMMENT
LOWimplot.h501// offsetting or stride, or set optional flags. This struct can be used in the following ways:COMMENT
LOWimplot.h681 bool UseISO8601; // = false, dates will be formatted according to ISO 8601 where applicable (e.g. YCOMMENT
LOWimplot.h741// Returns the current ImPlot context. nullptr if no context has ben set.COMMENT
LOWimplot.h761// ...COMMENT
LOWimplot.h781COMMENT
LOWimplot.h801//COMMENT
LOWimplot.h841// [SECTION] SetupCOMMENT
LOWimplot.h861// - Always call Setup code at the top of your BeginPlot conditional statement.COMMENT
LOWimplot.h901COMMENT
LOWimplot.h921// ImPlot::EndPlot();COMMENT
LOWimplot.h941//-----------------------------------------------------------------------------COMMENT
LOWimplot.h961// struct Vector2f { float X, Y; };COMMENT
LOWimplot.h981// };COMMENT
LOWimplot.h1061IMPLOT_API void PlotImage(const char* label_id, ImTextureRef tex_ref, const ImPlotPoint& bounds_min, const ImPlotPoint& COMMENT
LOWimplot.h1141// Returns the current plot box selection bounds. Passing IMPLOT_AUTO uses the current axes.COMMENT
LOWimplot.h1161IMPLOT_API bool BeginAlignedPlots(const char* group_id, bool vertical = true);COMMENT
LOWimplot.h1201//-----------------------------------------------------------------------------COMMENT
LOWimplot.h1261//-----------------------------------------------------------------------------COMMENT
LOWimplot.h1301// Colormap utils. If cmap = IMPLOT_AUTO (default), the current colormap is assumed.COMMENT
LOWimplot.h1321// function to bust the cached colors. If #plot_title_id is nullptr, then every item in EVERY existing plotCOMMENT
LOWimplot.h1381// The following functions will be removed! Keep your copy of implot up to date!COMMENT
LOWexample/main.cpp1// MIT LicenseCOMMENT
LOWexample/main.cpp21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THECOMMENT
Slop Phrases12 hits · 26 pts
SeverityFileLineSnippetContext
LOW⚡implot.h1180// Turns the current plot's plotting area into a drag and drop target. Don't forget to call EndDragDropTarget!COMMENT
LOW⚡implot.h1182// Turns the current plot's X-axis into a drag and drop target. Don't forget to call EndDragDropTarget!COMMENT
LOW⚡implot.h1184// Turns the current plot's legend into a drag and drop target. Don't forget to call EndDragDropTarget!COMMENT
LOW⚡implot.h1192// Turns the current plot's plotting area into a drag and drop source. You must hold Ctrl. Don't forget to call EndDragDCOMMENT
LOW⚡implot.h1194// Turns the current plot's X-axis into a drag and drop source. You must hold Ctrl. Don't forget to call EndDragDropSourCOMMENT
LOW⚡implot.h1196// Turns an item in the current plot's legend into drag and drop source. Don't forget to call EndDragDropSource!COMMENT
LOW⚡implot.h1233// Temporarily modify a style color. Don't forget to call PopStyleColor!COMMENT
LOW⚡implot.h1239// Temporarily modify a style variable of float type. Don't forget to call PopStyleVar!COMMENT
LOW⚡implot.h1241// Temporarily modify a style variable of int type. Don't forget to call PopStyleVar!COMMENT
LOW⚡implot.h1243// Temporarily modify a style variable of ImVec2 type. Don't forget to call PopStyleVar!COMMENT
LOWimplot.h1290// Temporarily switch to one of the built-in (i.e. ImPlotColormap_XXX) or user-added colormaps (i.e. a return value of ACOMMENT
LOWimplot.h1292// Push a colormap by string name. Use built-in names such as "Default", "Deep", "Jet", etc. or a string you provided toCOMMENT