2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

17.7K

Stars

C++

Language

158.9K

Lines of Code

529

Files

296

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 8.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 283 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 36 finding(s).

PR Review Velocity Impact 9.6/100 · LOW

Which changes need focused human review? 296 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 10LOW 285

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 296 distinct pattern matches across 12 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 Block245 hits · 234 pts

Severity	File	Line	Snippet	Context
LOW	ZLMVersion.h.ini	1	#ifndef __GIT_VERSION_H__	COMMENT
LOW	CMakeLists.txt	1	# MIT License	COMMENT
LOW	golang/zlmediakit/mk_common.go	121	}	COMMENT
LOW	ext-codec/VP9Rtp.cpp	61	hasScalabilityStructure ? 'V' : ' ',	COMMENT
LOW	ext-codec/VP9Rtp.cpp	81	// P,F: \| P_DIFF \|N\| (CONDITIONALLY REQUIRED) - up to 3 times	COMMENT
LOW	ext-codec/CMakeLists.txt	1	# MIT License	COMMENT
LOW	ext-codec/H264Rtp.cpp	281		COMMENT
LOW	ext-codec/H264.cpp	321	// Find the next frame	COMMENT
LOW	ext-codec/MP2A.cpp	21		COMMENT
LOW	tests/test_ps.cpp	1	#include "Common/config.h"	COMMENT
LOW	tests/CMakeLists.txt	1	# MIT License	COMMENT
LOW	tests/CMakeLists.txt	21	# SOFTWARE.	COMMENT
LOW	tests/test_rtp_pcap.cpp	1	#include "Common/config.h"	COMMENT
LOW	tests/test_sortor.cpp	161	// 模拟乱序，count是连续倒序次数,最多连续乱序8次 [AUTO-TRANSLATED:76bd8e43]	COMMENT
LOW	tests/test_pusherMp4.cpp	141	// You can use the mp4 file generated by test_server	COMMENT
LOW	tests/test_bench_push.cpp	1	/*	COMMENT
LOW	tests/test_server.cpp	21		COMMENT
LOW	tests/test_server.cpp	241	loadIniConfig();	COMMENT
LOW	tests/test_server.cpp	261	// hls address: http://127.0.0.1/live/0/hls.m3u8	COMMENT
LOW	tests/test_httpClient.cpp	81	///////////////////////////////http get///////////////////////	COMMENT
LOW	server/pyinvoker.cpp	1	#if defined(ENABLE_PYTHON)	COMMENT
LOW	server/Process.cpp	21		COMMENT
LOW	server/Process.cpp	301	// windows下目前没有比较好的手段往子进程发送SIGTERM或信号 [AUTO-TRANSLATED:cd32ad25]	COMMENT
LOW	server/CMakeLists.txt	1	# MIT License	COMMENT
LOW	server/WebApi.cpp	21		COMMENT
LOW	server/WebApi.cpp	41	#include "FFmpegSource.h"	COMMENT
LOW	server/WebApi.cpp	61	#include "../webrtc/WebRtcSignalingSession.h"	COMMENT
LOW	server/WebHook.cpp	761	* kBroadcastHttpAccess event trigger mechanism	COMMENT
LOW	server/VideoStack.cpp	1	#if defined(ENABLE_VIDEOSTACK) && defined(ENABLE_X264) && defined(ENABLE_FFMPEG)	COMMENT
LOW	server/System.cpp	21	#include <Windows.h>	COMMENT
LOW	server/pyinvoker.h	1		COMMENT
LOW	server/ShellParser.h	21	// - Whitespace splitting (space, tab, newline)	COMMENT
LOW	server/main.cpp	21	#include "Common/config.h"	COMMENT
LOW	server/main.cpp	441	// https服务器，端口默认443 [AUTO-TRANSLATED:24999616]	COMMENT
LOW	server/WebApi.h	181	};	COMMENT
LOW	srt/SrtTransport.hpp	1	#ifndef ZLMEDIAKIT_SRT_TRANSPORT_H	COMMENT
LOW	srt/CMakeLists.txt	1	# MIT License	COMMENT
LOW	srt/SrtTransport.cpp	1	#include "Util/onceToken.h"	COMMENT
LOW	srt/Common.hpp	1	#ifndef ZLMEDIAKIT_SRT_COMMON_H	COMMENT
LOW	.github/workflows/docker_py.yml	81	# transparency data even for private images, pass --force to cosign below.	COMMENT
LOW	.github/workflows/docker.yml	81	# https://github.com/sigstore/cosign	COMMENT
LOW	api/CMakeLists.txt	1	# MIT License	COMMENT
LOW	api/include/mk_events_objects.h	21	///////////////////////////////////////////RecordInfo/////////////////////////////////////////////	COMMENT
LOW	api/include/mk_events_objects.h	41	// Folder path	COMMENT
LOW	api/include/mk_events_objects.h	61	#define mk_mp4_info_get_file_size mk_record_info_get_file_size	COMMENT
LOW	api/include/mk_events_objects.h	81	// Parser::Url(), get the HTTP access url (excluding the parameters after ?)	COMMENT
LOW	api/include/mk_events_objects.h	121		COMMENT
LOW	api/include/mk_transcode.h	21		COMMENT
LOW	api/include/mk_transcode.h	281	#ifdef __cplusplus	COMMENT
LOW	api/include/mk_mediakit.h	21	#include "mk_events.h"	COMMENT
LOW	api/include/mk_tcp.h	61		COMMENT
LOW	api/include/mk_common.h	21	#if defined(_WIN32) && defined(_MSC_VER)	COMMENT
LOW	api/include/mk_common.h	41	#endif	COMMENT
LOW	api/include/mk_common.h	61		COMMENT
LOW	api/include/mk_common.h	81	// File log save days, set to 0 to disable log file	COMMENT
LOW	api/include/mk_util.h	241	*/	COMMENT
LOW	api/include/mk_frame.h	21	// cpp	COMMENT
LOW	api/source/mk_webrtc.cpp	21	#include "Thread/WorkThreadPool.h"	COMMENT
LOW	api/source/mk_recorder.cpp	121	// 默认解复用mp4不生成mp4 [AUTO-TRANSLATED:11f2dcee]	COMMENT
LOW	api/tests/CMakeLists.txt	1	# MIT License	COMMENT
185 more matches not shown…

Hyper-Verbose Identifiers27 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/test_av1_rtmp_startup.py	22	def test_both_ports_are_distinct_and_reserved(self):	CODE
LOW	tests/integration/test_av1_rtmp_startup.py	30	def test_failed_bind_retries_with_fresh_config(self):	CODE
LOW	tests/integration/test_av1_rtmp_startup.py	56	def test_failed_readiness_stops_process_before_retry(self):	CODE
LOW	tests/integration/test_av1_rtmp_startup.py	69	def test_startup_failure_is_bounded(self):	CODE
LOW	www/ZLMRTCClient.js	870	function shimSenderReceiverGetStats(window) {	CODE
LOW	www/ZLMRTCClient.js	978	function shimAddTrackRemoveTrackWithNative(window) {	CODE
LOW	www/ZLMRTCClient.js	2409	function isActionAllowedInSignalingState(action, type, signalingState) {	CODE
LOW	www/ZLMRTCClient.js	2459	function addTrackToStreamAndFireEvent(track, stream) {	CODE
LOW	www/ZLMRTCClient.js	2465	function removeTrackFromStreamAndFireEvent(track, stream) {	CODE
LOW	www/ZLMRTCClient.js	4887	function shimTrackEventTransceiver(window) {	CODE
LOW	www/ZLMRTCClient.js	5327	function shimAddIceCandidateNullOrEmpty(window, browserDetails) {	CODE
LOW	www/ZLMRTCClient.js	5632	function isVideoConstrainsForScreenCast(constraints) {	CODE
LOW	www/ZLMRTCClient.js	7184	function throwIfCancellationRequested(config) {	CODE
LOW	www/ZLMRTCClient.js	7500	this.interceptors.request.forEach(function unshiftRequestInterceptors(interceptor) {	CODE
LOW⚡	www/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	www/swagger/swagger-ui-es-bundle-core.js	2	importas e from"base64-js";importas t from"ieee754";importas r from"react";importas n from"redux";import*as a from"i	CODE
LOW	www/swagger/swagger-ui-standalone-preset.js	2	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW	www/webrtc/ZLMRTCClient.js	870	function shimSenderReceiverGetStats(window) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	978	function shimAddTrackRemoveTrackWithNative(window) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	2409	function isActionAllowedInSignalingState(action, type, signalingState) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	2459	function addTrackToStreamAndFireEvent(track, stream) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	2465	function removeTrackFromStreamAndFireEvent(track, stream) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	4887	function shimTrackEventTransceiver(window) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	5327	function shimAddIceCandidateNullOrEmpty(window, browserDetails) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	5632	function isVideoConstrainsForScreenCast(constraints) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	7184	function throwIfCancellationRequested(config) {	CODE
LOW	www/webrtc/ZLMRTCClient.js	7500	this.interceptors.request.forEach(function unshiftRequestInterceptors(interceptor) {	CODE

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	CMakeLists.txt	520	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	522	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	server/WebApi.cpp	236	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	server/WebApi.cpp	239	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/Http/HttpBody.cpp	403	// ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/Http/HttpBody.cpp	405	// ─────────────────────────────────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	www/ZLMRTCClient.js	4513	// This is an ugly hack, but at the same time is way more robust than	COMMENT
MEDIUM	www/webrtc/ZLMRTCClient.js	4513	// This is an ugly hack, but at the same time is way more robust than	COMMENT

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	www/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	www/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	www/swagger/swagger-ui-es-bundle-core.js	2	importas e from"base64-js";importas t from"ieee754";importas r from"react";importas n from"redux";import*as a from"i	CODE
LOW⚡	www/swagger/swagger-ui-es-bundle-core.js	2	importas e from"base64-js";importas t from"ieee754";importas r from"react";importas n from"redux";import*as a from"i	CODE

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	conf/config.ini	737	# Assuming your pull source format is not H264, H265, or AAC, you can use direct proxy mode to support RTSP proxying.	COMMENT
MEDIUM	src/Rtcp/RtcpFCI.h	38	// The number of lost macroblocks, in scan order as discussed above.	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	tools/openapi/generates.py	70	CODE
LOW	tools/openapi/generates.py	102	CODE
LOW	tests/integration/test_av1_rtmp_startup.py	22	CODE
LOW	tests/integration/av1_rtmp_metadata.py	32	CODE
LOW	tests/integration/av1_rtmp_metadata.py	71	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/integration/av1_rtmp_metadata.py	53	except (OSError, ValueError):	CODE

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	webrtc/DtlsTransport.cpp	420	// NOTE: This function returns 0 on success.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	conf/config.ini	540	# Set this to 0 to improve compatibility with legacy RTSP devices that do not support `stap-a`.	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/openapi/generates.py	123	def update_options(version: str, secret: str) -> None:	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/av1_rtmp_metadata.py	183	except Exception:	CODE

ZLMediaKit/ZLMediaKit

Open-Source Code Quality, Security and Technical Debt Review