2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

6.5K

Stars

C++

Language

194.8K

Lines of Code

642

Files

628

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 13.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 620 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 628 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 2MEDIUM 3LOW 623

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 628 distinct pattern matches across 8 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 Block607 hits · 532 pts

Severity	File	Line	Snippet	Context
LOW	sink_modules/portaudio_sink/src/main.cpp	1	#include <imgui.h>	COMMENT
LOW	sink_modules/network_sink/src/main.cpp	1	#include <utils/networking.h>	COMMENT
LOW	sink_modules/audio_sink/src/main.cpp	1	#include <imgui.h>	COMMENT
LOW	sink_modules/android_audio_sink/src/main.cpp	1	#include <imgui.h>	COMMENT
LOW	sink_modules/new_portaudio_sink/src/main.cpp	1	#include <imgui.h>	COMMENT
LOW	core/libcorrect/tools/find_conv_optim_poly.c	1	#include <stdbool.h>	COMMENT
LOW	core/libcorrect/tools/find_conv_libfec_poly.c	1	#include <stdlib.h>	COMMENT
LOW	core/libcorrect/tools/find_conv_libfec_poly.c	41	void find_poly_coeff(size_t rate, size_t order, uint8_t *msg, size_t msg_len, libfec_decoder_t libfec, correct_convoluti	COMMENT
LOW	core/libcorrect/tools/find_conv_libfec_poly.c	141	// find the complete set of coefficients that are "baked in" to	COMMENT
LOW	core/libcorrect/tools/find_conv_optim_poly_annealing.c	1	#include <stdbool.h>	COMMENT
LOW	core/libcorrect/include/fec_shim.h	1	#ifndef CORRECT_FEC_H	COMMENT
LOW	core/libcorrect/include/fec_shim.h	21	// and vice-versa	COMMENT
LOW	core/libcorrect/include/correct/convolutional.h	1	#ifndef CORRECT_CONVOLUTIONAL	COMMENT
LOW	core/libcorrect/include/correct/reed-solomon.h	1	#ifndef CORRECT_REED_SOLOMON	COMMENT
LOW	…correct/include/correct/convolutional/history_buffer.h	1	#include "correct/convolutional.h"	COMMENT
LOW	…rect/include/correct/convolutional/sse/convolutional.h	1	#include "correct/convolutional/convolutional.h"	COMMENT
LOW	…libcorrect/include/correct/reed-solomon/reed-solomon.h	1	#include "correct/reed-solomon.h"	COMMENT
LOW	core/libcorrect/include/correct/reed-solomon/field.h	21	// because we are doing lookup here, we can safely skip the wrapover check	COMMENT
LOW	core/libcorrect/include/correct/reed-solomon/encode.h	1	#include "correct/reed-solomon.h"	COMMENT
LOW	core/libcorrect/include/correct/reed-solomon/decode.h	1	#include "correct/reed-solomon.h"	COMMENT
LOW	core/libcorrect/src/convolutional/decode.c	101	// errors	COMMENT
LOW	core/libcorrect/src/convolutional/sse/decode.c	41	distance_t *write_errors = conv->errors->write_errors;	COMMENT
LOW	core/libcorrect/src/convolutional/sse/decode.c	61	// these two share a predecessor because their high n - 1 bits are the	COMMENT
LOW	core/libcorrect/src/convolutional/sse/decode.c	81		COMMENT
LOW	core/libcorrect/src/reed-solomon/decode.c	1	#include "correct/reed-solomon/encode.h"	COMMENT
LOW	core/libcorrect/src/reed-solomon/decode.c	141	// this is where we find out if we are have too many errors to recover from	COMMENT
LOW	core/libcorrect/src/reed-solomon/decode.c	161	// that is, the elements in the finite field which can be added to the received	COMMENT
LOW	core/backends/android/backend.cpp	1	#include <backend.h>log	COMMENT
LOW	core/backends/android/imgui/imgui_impl_android.cpp	1	// dear imgui: Platform Binding for Android native app	COMMENT
LOW	core/backends/android/imgui/imgui_impl_android.cpp	21	// (minor and older changes stripped away, please see git history for details)	COMMENT
LOW	core/backends/android/imgui/imgui_impl_android.h	1	// dear imgui: Platform Binding for Android native app	COMMENT
LOW	core/backends/glfw/backend.cpp	1	#include <backend.h>	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.h	1	// dear imgui: Platform Backend for GLFW	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.cpp	1	// dear imgui: Platform Backend for GLFW	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.cpp	21	// 2021-01-20: Inputs: calling new io.AddKeyAnalogEvent() for gamepad support, instead of writing directly to io.NavInp	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.cpp	41	// 2018-03-20: Misc: Setup io.BackendFlags ImGuiBackendFlags_HasMouseCursors flag + honor ImGuiConfigFlags_NoMouseCurso	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.cpp	61	#pragma clang diagnostic ignored "-Wzero-as-null-pointer-constant"	COMMENT
LOW	core/backends/glfw/imgui/imgui_impl_glfw.cpp	641	#if defined(__clang__)	COMMENT
LOW	core/src/version.h	1	#pragma once	COMMENT
LOW	core/src/json.hpp	41	#include <iosfwd> // istream, ostream	COMMENT
LOW	core/src/json.hpp	61	#include <map> // map	COMMENT
LOW	core/src/json.hpp	121		COMMENT
LOW	core/src/json.hpp	141	#define JSON_HEDLEY_CONCAT_EX(a,b) a##b	COMMENT
LOW	core/src/json.hpp	161	#define JSON_HEDLEY_VERSION_ENCODE(major,minor,revision) (((major) * 1000000) + ((minor) * 1000) + (revision))	COMMENT
LOW	core/src/json.hpp	181	#if defined(__GNUC__) && defined(__GNUC_PATCHLEVEL__)	COMMENT
LOW	core/src/json.hpp	201	#elif defined(_MSC_FULL_VER)	COMMENT
LOW	core/src/json.hpp	221	#undef JSON_HEDLEY_INTEL_VERSION	COMMENT
LOW	core/src/json.hpp	241	#if defined(__PGI) && defined(__PGIC__) && defined(__PGIC_MINOR__) && defined(__PGIC_PATCHLEVEL__)	COMMENT
LOW	core/src/json.hpp	261	#elif defined(__SUNPRO_CC) && (__SUNPRO_CC > 0x1000)	COMMENT
LOW	core/src/json.hpp	281	#endif	COMMENT
LOW	core/src/json.hpp	301	#if defined(JSON_HEDLEY_ARM_VERSION_CHECK)	COMMENT
LOW	core/src/json.hpp	321	#if defined(JSON_HEDLEY_IBM_VERSION_CHECK)	COMMENT
LOW	core/src/json.hpp	341	#define JSON_HEDLEY_TI_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION_	COMMENT
LOW	core/src/json.hpp	361	#if defined(JSON_HEDLEY_TI_CL2000_VERSION_CHECK)	COMMENT
LOW	core/src/json.hpp	381	#define JSON_HEDLEY_TI_CL430_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL430_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	core/src/json.hpp	401		COMMENT
LOW	core/src/json.hpp	421	#if defined(__TI_COMPILER_VERSION__) && defined(__C7000__)	COMMENT
LOW	core/src/json.hpp	441	#if defined(JSON_HEDLEY_TI_CLPRU_VERSION_CHECK)	COMMENT
LOW	core/src/json.hpp	461	#if defined(JSON_HEDLEY_CRAY_VERSION_CHECK)	COMMENT
LOW	core/src/json.hpp	481	#if defined(JSON_HEDLEY_IAR_VERSION_CHECK)	COMMENT
547 more matches not shown…

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	contributing.md	5	Submitting code, pull requests or issues generated by AI will result in a permanent ban from all of my (Alexandre Rouma)	CODE
HIGH	core/src/imgui/imgui_draw.cpp	2315	const ImWchar* SrcRanges; // Ranges as requested by user (user is allowed to request too much, e.g. 0x	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/src/imgui/imgui_demo.cpp	5393	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	core/src/imgui/imgui_demo.cpp	5393	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	core/src/imgui/imgui_demo.cpp	5395	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW⚡	core/src/imgui/imgui_demo.cpp	5395	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW	core/src/imgui/imgui_demo.cpp	7018	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	core/src/imgui/imgui_demo.cpp	7018	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	core/src/imgui/imgui_demo.cpp	7659	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	core/src/imgui/imgui_demo.cpp	7659	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	make_macos_bundle.sh	21	# Create the icon file	COMMENT
MEDIUM	make_macos_bundle.sh	24	# Create the property list	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	core/src/imgui/imgui.cpp	2623	// Step 0: Let you process the first element (regardless of it being visible or not, so we can measure the element h	COMMENT
LOW	core/src/imgui/imgui.cpp	2642	// Step 1: Let the clipper infer height from first range	COMMENT
LOW	core/src/imgui/imgui.cpp	12985	// Step 0: stack query	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	core/src/imgui/imgui.cpp	2623	// Step 0: Let you process the first element (regardless of it being visible or not, so we can measure the element h	COMMENT
LOW	core/src/imgui/imgui.cpp	2642	// Step 1: Let the clipper infer height from first range	COMMENT
LOW	core/src/imgui/imgui.cpp	12985	// Step 0: stack query	COMMENT

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/src/imgui/imgui_widgets.cpp	6134	// Tip: pass a non-visible label (e.g. "##hello") then you can use the space to draw other text or image.	COMMENT
LOW	core/src/imgui/imgui.cpp	602	- 2017/08/25 (1.52) - io.MousePos needs to be set to ImVec2(-FLT_MAX,-FLT_MAX) when mouse is unavailable/missing. Previ	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	macos/bundle_utils.sh	130	# Check if file exists	COMMENT

AlexandreRouma/SDRPlusPlus

Open-Source Code Quality, Security and Technical Debt Review