1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

271.8K

Lines of Code

515

Files

493

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 7.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 484 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 493 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 1MEDIUM 7LOW 485

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 493 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 Block471 hits · 378 pts

Severity	File	Line	Snippet	Context
LOW	include/stable-diffusion.h	1	#ifndef __STABLE_DIFFUSION_H__	COMMENT
LOW	docs/docker.md	81	# -v ./models:/models -v ./build:/output \	COMMENT
LOW	examples/server/async_jobs.h	1	#pragma once	COMMENT
LOW	examples/server/model_catalog.cpp	1	#include "model_catalog.h"	COMMENT
LOW	examples/server/runtime.h	1	#pragma once	COMMENT
LOW	examples/server/routes_sdapi.cpp	1	#include "routes.h"	COMMENT
LOW	examples/server/runtime.cpp	1	#include "runtime.h"	COMMENT
LOW	examples/server/main.cpp	1	#include <cstdlib>	COMMENT
LOW	examples/cli/image_metadata.cpp	1	#include "image_metadata.h"	COMMENT
LOW	examples/cli/main.cpp	1	#include <stdio.h>	COMMENT
LOW	examples/common/common.cpp	1	#include "common.h"	COMMENT
LOW	examples/common/media_io.cpp	1	#include "media_io.h"	COMMENT
LOW	examples/common/media_io.cpp	21	#include "stb_image.h"	COMMENT
LOW	examples/common/common.h	1	#ifndef __EXAMPLES_COMMON_COMMON_H__	COMMENT
LOW	examples/common/log.h	1	#ifndef __EXAMPLE_LOG_H__	COMMENT
LOW	thirdparty/httplib.h	1	//	COMMENT
LOW	thirdparty/httplib.h	21	"cpp-httplib doesn't support 32-bit Windows. Please use a 64-bit compiler.")	COMMENT
LOW	thirdparty/httplib.h	41	/*	COMMENT
LOW	thirdparty/httplib.h	61	#ifndef CPPHTTPLIB_CONNECTION_TIMEOUT_USECOND	COMMENT
LOW	thirdparty/httplib.h	81	#ifndef CPPHTTPLIB_CLIENT_READ_TIMEOUT_SECOND	COMMENT
LOW	thirdparty/httplib.h	101	#ifndef CPPHTTPLIB_IDLE_INTERVAL_SECOND	COMMENT
LOW	thirdparty/httplib.h	121	#ifndef CPPHTTPLIB_HEADER_MAX_COUNT	COMMENT
LOW	thirdparty/httplib.h	141	#ifndef CPPHTTPLIB_RANGE_MAX_COUNT	COMMENT
LOW	thirdparty/httplib.h	161	#ifndef CPPHTTPLIB_COMPRESSION_BUFSIZ	COMMENT
LOW	thirdparty/httplib.h	181	#define CPPHTTPLIB_LISTEN_BACKLOG 5	COMMENT
LOW	thirdparty/httplib.h	201	#if defined(_MSC_VER)	COMMENT
LOW	thirdparty/httplib.h	221	#endif // NOMINMAX	COMMENT
LOW	thirdparty/httplib.h	241	using socklen_t = int;	COMMENT
LOW	thirdparty/httplib.h	261	#endif	COMMENT
LOW	thirdparty/httplib.h	281	#include <algorithm>	COMMENT
LOW	thirdparty/httplib.h	301	#include <set>	COMMENT
LOW	thirdparty/httplib.h	321	#include <wincrypt.h>	COMMENT
LOW	thirdparty/httplib.h	341	#include <openssl/err.h>	COMMENT
LOW	thirdparty/httplib.h	361		COMMENT
LOW	thirdparty/darts.h	1	#ifndef DARTS_H_	COMMENT
LOW	thirdparty/darts.h	101		COMMENT
LOW	thirdparty/darts.h	141	// member variables with 0 and NULLs.	COMMENT
LOW	thirdparty/darts.h	201	return size_;	COMMENT
LOW	thirdparty/darts.h	221	// `progress_func' is a pointer to a callback function. If it is not NULL,	COMMENT
LOW	thirdparty/darts.h	241	// non-zero value or throws a <Darts::Exception>. The exception is thrown	COMMENT
LOW	thirdparty/darts.h	261	// Note that the length of `result' indicates the length from the `node_pos'.	COMMENT
LOW	thirdparty/darts.h	281	// `node_pos' works as well as in exactMatchSearch().	COMMENT
LOW	thirdparty/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	thirdparty/json.hpp	41	// SPDX-FileCopyrightText: 2013-2022 Niels Lohmann <https://nlohmann.me>	COMMENT
LOW	thirdparty/json.hpp	61	#ifndef JSON_SKIP_LIBRARY_VERSION_CHECK	COMMENT
LOW	thirdparty/json.hpp	81	#if JSON_DIAGNOSTICS	COMMENT
LOW	thirdparty/json.hpp	141	{	COMMENT
LOW	thirdparty/json.hpp	161	#include <algorithm> // transform	COMMENT
LOW	thirdparty/json.hpp	181		COMMENT
LOW	thirdparty/json.hpp	201	#include <array> // array	COMMENT
LOW	thirdparty/json.hpp	221	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	thirdparty/json.hpp	321	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	thirdparty/json.hpp	341	#define JSON_HEDLEY_STRINGIFY_EX(x) #x	COMMENT
LOW	thirdparty/json.hpp	361	#define JSON_HEDLEY_CONCAT3_EX(a,b,c) a##b##c	COMMENT
LOW	thirdparty/json.hpp	381	#define JSON_HEDLEY_VERSION_DECODE_MINOR(version) (((version) % 1000000) / 1000)	COMMENT
LOW	thirdparty/json.hpp	401	#define JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_GNUC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(ma	COMMENT
LOW	thirdparty/json.hpp	421	#define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	thirdparty/json.hpp	441	#endif	COMMENT
LOW	thirdparty/json.hpp	461	#define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	thirdparty/json.hpp	481	#undef JSON_HEDLEY_SUNPRO_VERSION	COMMENT
411 more matches not shown…

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	thirdparty/httplib.h	9715	// Cross-host/scheme redirect - create new client with robust setup	COMMENT
MEDIUM	thirdparty/httplib.h	9720	// New method for robust redirect client creation	COMMENT
MEDIUM	thirdparty/httplib.h	9788	// Setup client with robust configuration	COMMENT
MEDIUM	thirdparty/httplib.h	9796	// New method for robust client setup (based on basic_manual_redirect.cpp	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/convert_qwen3_vl.py	62	CODE
LOW	scripts/remove_utf8_bom.py	64	CODE
LOW	scripts/remove_utf8_bom.py	176	CODE
LOW	scripts/convert_sefi.py	129	CODE
LOW	scripts/convert_sefi.py	204	CODE
LOW	scripts/merge_safetensors.py	264	CODE
LOW	scripts/convert_fp8_scale_to_bf16.py	201	CODE

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	scripts/convert_qwen3_vl.py	19	CODE
LOW	scripts/pulid_extract_id.py	25	CODE
LOW	scripts/convert_sefi.py	16	CODE
LOW	scripts/face_detect.py	9	CODE
LOW	scripts/face_detect.py	10	CODE
LOW	scripts/convert_fp8_scale_to_bf16.py	5	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/merge_safetensors.py	22	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/merge_safetensors.py	24	# -----------------------------------------------------------------------------	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/remove_utf8_bom.py	125	except FileNotFoundError:	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build.yml	513	# Create the venv directly at the cache location to avoid relocation issues	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/convert_sefi.py	129	def stage_tensors_for_section(section_dir: str, rewrite_fn):	CODE

leejet/stable-diffusion.cpp

Open-Source Code Quality, Security and Technical Debt Review