3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

10.5K

Stars

C++

Language

345.8K

Lines of Code

1.8K

Files

1.4K

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 16.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1328 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 34 finding(s).

PR Review Velocity Impact 18.8/100 · LOW

Which changes need focused human review? 1366 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 37LOW 1329

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 1366 distinct pattern matches across 11 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 Block1293 hits · 1150 pts

Severity	File	Line	Snippet	Context
LOW	.travis.yml	21	- ubuntu-toolchain-r-test	COMMENT
LOW	addons/ofxKinect/libs/libfreenect/include/libfreenect.h	41		COMMENT
LOW	addons/ofxKinect/libs/libfreenect/include/libfreenect.h	181		COMMENT
LOW	addons/ofxKinect/libs/libfreenect/src/cameras.c	21	* of the CONTRIB file.	COMMENT
LOW	addons/ofxKinect/libs/libfreenect/src/usb_libusb10.h	21	* of the CONTRIB file.	COMMENT
LOW	…ons/ofxKinect/libs/libfreenect/src/freenect_internal.h	61	unsigned int fn_fw_k4w_size;	COMMENT
LOW	…ons/ofxKinect/libs/libfreenect/src/freenect_internal.h	121	conversion_union.u = fn_le32(conversion_union.u);	COMMENT
LOW	addons/ofxKinect/libs/libfreenect/src/tilt.c	21	* of the CONTRIB file.	COMMENT
LOW	addons/ofxKinect/libs/libfreenect/src/registration.c	41	#define DEPTH_SENSOR_X_RES 1280	COMMENT
LOW	addons/ofxKinect/src/ofxKinect.h	41	// mac and linux need this	COMMENT
LOW	addons/ofxKinect/src/ofxKinect.h	61		COMMENT
LOW	addons/ofxKinect/src/ofxKinect.h	81	/// call this before open(), has no effect while the connection is running	COMMENT
LOW	addons/ofxKinect/src/ofxKinect.h	201		COMMENT
LOW	addons/ofxKinect/src/ofxKinect.h	221		COMMENT
LOW	addons/ofxGui/src/ofxGui.h	1	#pragma once	COMMENT
LOW	addons/ofxGui/src/ofxColorPicker.h	1	//	COMMENT
LOW	addons/ofxNetwork/docs/Instructions.txt	21		COMMENT
LOW	addons/ofxNetwork/src/ofxTCPManager.h	41	SetTimeoutAccept()	COMMENT
LOW	addons/ofxNetwork/src/ofxTCPManager.h	61	#include <arpa/inet.h>	COMMENT
LOW	addons/ofxNetwork/src/ofxTCPClient.h	41	bool sendRawMsg(const char * msg, int size);	COMMENT
LOW	addons/ofxNetwork/src/ofxNetwork.h	1	#pragma once	COMMENT
LOW	addons/ofxNetwork/src/ofxUDPManager.h	61	...	COMMENT
LOW	addons/ofxNetwork/src/ofxUDPManager.h	81	#include <netinet/in.h>	COMMENT
LOW	addons/ofxNetwork/src/ofxTCPServer.h	61	//if you are trying to send something other than just ascii strings	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvShortImage.h	21		COMMENT
LOW	addons/ofxOpenCv/src/ofxCvShortImage.h	61	void addWeighted( ofxCvGrayscaleImage& mom, float f );	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvShortImage.h	81		COMMENT
LOW	addons/ofxOpenCv/src/ofxCvShortImage.h	101	// virtual void scale( float scaleX, float sclaeY ); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvCompat.h	1	#pragma once	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvCompat.h	21	#endif	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvCompat.h	41	#define CV_INTER_CUBIC cv::INTER_CUBIC	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvConstants.h	1	#pragma once	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvColorImage.h	21	ofxCvColorImage();	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvColorImage.h	61	using ofxCvImage::operator-=; //force inheritance	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvColorImage.h	81	//virtual void draw( float x, float y ); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvColorImage.h	101	// Image Transformation Operations	COMMENT
LOW	addons/ofxOpenCv/src/ofxOpenCv.h	1	#pragma once	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvImage.cpp	161	//--------------------------------------------------------------------------------	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvFloatImage.h	41	virtual float getNativeScaleMax() {return scaleMax;};	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvFloatImage.h	81		COMMENT
LOW	addons/ofxOpenCv/src/ofxCvFloatImage.h	101	//virtual void resetAnchor(); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvFloatImage.h	121	// virtual void rotate( float angle, float centerX, float centerY ); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvGrayscaleImage.h	21	using ofxCvImage::setFromPixels;	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvGrayscaleImage.h	61	// virtual void operator *= ( ofxCvImage& mom ); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvGrayscaleImage.h	101	// virtual void invert(); //in base class	COMMENT
LOW	addons/ofxOpenCv/src/ofxCvGrayscaleImage.h	121	// ofPoint& C, ofPoint& D ); //in base class	COMMENT
LOW	addons/ofxPoco/src/ofxXmlPoco.h	1	#pragma once	COMMENT
LOW	addons/ofxVectorGraphics/libs/CreEPS.cpp	41	// umlauts. If you plan to use umlauts only with LaTeX font output,	COMMENT
LOW	addons/ofxVectorGraphics/src/ofxVectorGraphics.cpp	381	//by finding the approrpriate control points	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxml.h	21	3. This notice may not be removed or altered from any source	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxml.h	41	// Help out windows:	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxml.h	61	// test. If you get compilation troubles, undefine TIXML_SAFE	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxmlparser.cpp	21	3. This notice may not be removed or altered from any source	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxmlparser.cpp	41	// is less flexible than it appears. Changing the entries	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxmlparser.cpp	141	return 1; // What else to do? The unicode set is huge...get the english ones right.	COMMENT
LOW	addons/ofxXmlSettings/libs/tinyxml.cpp	1001	data.reserve( length );	COMMENT
LOW	addons/ofxXmlSettings/src/ofxXmlSettings.h	101	//-- numTags	COMMENT
LOW	addons/ofxSvg/src/ofxSvgElements.cpp	841	tMeshMesh.draw();	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	781	// ofxSvgCssClass::sGetFloat(ryAttr.getValue()))	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	2361	//bool ofxSvg::remove( std::vector<std::shared_ptr<ofxSvgElement> > aelements ) {	COMMENT
1233 more matches not shown…

Decorative Section Separators34 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/of_build.sh	59	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	202	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	355	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	357	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	556	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	558	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	678	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	680	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	1076	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	1078	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	1174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of_build.sh	1176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of.sh	86	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of.sh	301	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of.sh	956	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of.sh	2000	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/of.sh	2002	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	124	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	161	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	246	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	295	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/dev/smoke_test_nightly.sh	297	# ---------------------------------------------------------------------------	COMMENT

Verbosity Indicators9 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	addons/ofxSvg/src/ofxSvgElements.cpp	93	// Step 2: Replace known patterns from Illustrator	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1026	// Step 1: Compute (x1', y1') - the coordinates of the start point in the transformed coordinate system	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1030	// Step 2: Correct radii if necessary	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	1045	// Step 3: Compute (cx', cy') - the center point in the transformed coordinate system	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	1059	// Step 4: Compute the center point in the original coordinate system	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1840	// Step 1: Translate to pivot (move pivot to origin)	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1843	// Step 2: Apply rotation	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1846	// Step 3: Translate back to original position	COMMENT
LOW	libs/openFrameworks/utils/ofSystemUtils.cpp	655	//Step 1: Registering the Window Class	COMMENT

Structural Annotation Overuse9 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	addons/ofxSvg/src/ofxSvgElements.cpp	93	// Step 2: Replace known patterns from Illustrator	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1026	// Step 1: Compute (x1', y1') - the coordinates of the start point in the transformed coordinate system	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1030	// Step 2: Correct radii if necessary	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	1045	// Step 3: Compute (cx', cy') - the center point in the transformed coordinate system	COMMENT
LOW	addons/ofxSvg/src/ofxSvg.cpp	1059	// Step 4: Compute the center point in the original coordinate system	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1840	// Step 1: Translate to pivot (move pivot to origin)	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1843	// Step 2: Apply rotation	COMMENT
LOW⚡	addons/ofxSvg/src/ofxSvg.cpp	1846	// Step 3: Translate back to original position	COMMENT
LOW	libs/openFrameworks/utils/ofSystemUtils.cpp	655	//Step 1: Registering the Window Class	COMMENT

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	scripts/osx/xcode_project.sh	226	# Check if the .app file exists	COMMENT
LOW	scripts/ci/package_builds.sh	7	# Check if ROOT is empty	COMMENT
LOW	scripts/ci/package_builds.sh	9	# Set ROOT to ../../../ if it's empty	COMMENT
LOW	scripts/ci/emscripten/examples_to_build.sh	184	# Check if the folder exists	COMMENT
LOW	scripts/ci/emscripten/examples_to_build.sh	209	# Check if the file is a regular file	COMMENT
LOW	scripts/ci/emscripten/examples_to_build.sh	247	# Check if a file was found	COMMENT
LOW	scripts/emscripten/download_libs_via_vcpkg.sh	15	# Check if vcpkg is installed	COMMENT
LOW	scripts/dev/download_libs.sh	765	# # Check if the file exists	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/openFrameworks/utils/ofLog.h	409	/// and can be used as a direct replacement. Essentially, the second	COMMENT
MEDIUM	libs/openFrameworks/gl/ofShader.cpp	639	// We need to find a robust way of extracing this information from	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ci/linux/armv7l/arch-bootstrap_downloadonly.sh	12	# Usage:	COMMENT
LOW	scripts/ci/linux/armv7l/arch-bootstrap.sh	12	# Usage:	COMMENT
LOW	scripts/dev/smoke_test_nightly.sh	21	# Usage:	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/utils/buffer/src/main.cpp	146	lines.push_back("Lorem ipsum dolor sit amet,");	CODE
LOW	tests/utils/buffer/src/main.cpp	146	lines.push_back("Lorem ipsum dolor sit amet,");	CODE
LOW	tests/utils/buffer/src/main.cpp	183	lines.push_back("Lorem ipsum dolor sit amet,");	CODE
LOW	tests/utils/buffer/src/main.cpp	183	lines.push_back("Lorem ipsum dolor sit amet,");	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/osx/snapshotAllExamples.sh	6	# Define the directory to the examples/graphics	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/android/androidGuiExample/src/ofApp.cpp	18	gui.setup("panel"); // most of the time you don't need a name but don't forget to call setup	CODE
LOW	examples/gui/guiFromParametersExample/src/ofApp.cpp	12	gui.setup("panel"); // most of the time you don't need a name but don't forget to call setup	CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ons/ofxKinect/libs/libfreenect/src/freenect_internal.h	178	freenect_sample_51* audio_out_ring; // TODO: implement sending user-provided data in callbacks	CODE

openframeworks/openFrameworks

Open-Source Code Quality, Security and Technical Debt Review