0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.3K

Stars

Language

1.0M

Lines of Code

2.7K

Files

812

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 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 801 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 812 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 5LOW 805

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 812 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 Block777 hits · 740 pts

Severity	File	Line	Snippet	Context
LOW	.sai.json	261	"cmake": "-DLWS_WITH_SECURE_STREAMS=1 -DLWS_WITH_SECURE_STREAMS_PROXY_API=1 -DLWS_WITH_MINIMAL_EXAMPLES=1 -DLWS_WITH_	COMMENT
LOW	.sai.json	401	"cmake": "-DLWS_WITH_SECURE_STREAMS_STATIC_POLICY_ONLY=1 -DLWS_WITH_SECURE_STREAMS_AUTH_SIGV4=1 -DLWS_WITH_SS_DIRECT_	COMMENT
LOW	.sai.json	461	# qpack / jose / cose / ws-pmd targets if it can't see them, so	COMMENT
LOW	.sai.json	481	# "coverity-mbedtls": {	COMMENT
LOW	CMakeLists.txt	1	#	COMMENT
LOW	CMakeLists.txt	1481		COMMENT
LOW	CMakeLists-implied-options.txt	1	#	COMMENT
LOW	CMakeLists-implied-options.txt	21	# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS	COMMENT
LOW	test-apps/CMakeLists.txt	1	#	COMMENT
LOW	test-apps/CMakeLists.txt	21	# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS	COMMENT
LOW	test-apps/test-server.c	21	#include <libwebsockets.h>	COMMENT
LOW	test-apps/test-client.c	21	#include "lws_config.h"	COMMENT
LOW	plugin-standalone/protocol_example_standalone.c	21	* "example-standalone-protocol", to show how to build protocol plugins	COMMENT
LOW	win32port/win32helpers/gettimeofday.h	1	#ifndef _GET_TIME_OF_DAY_H	COMMENT
LOW	win32port/dirent/dirent-win32.h	21	/*	COMMENT
LOW	win32port/dirent/dirent-win32.h	41	#define _DIRENT_HAVE_D_TYPE	COMMENT
LOW	win32port/dirent/dirent-win32.h	61	/* Character device bit */	COMMENT
LOW	win32port/dirent/dirent-win32.h	81	/* Write permission */	COMMENT
LOW	win32port/dirent/dirent-win32.h	101	/* Link */	COMMENT
LOW	win32port/dirent/dirent-win32.h	121	/* Execute user permission */	COMMENT
LOW	win32port/dirent/dirent-win32.h	141	/* Read others permission */	COMMENT
LOW	win32port/dirent/dirent-win32.h	161	# define FILENAME_MAX MAX_PATH	COMMENT
LOW	win32port/dirent/dirent-win32.h	181	/*	COMMENT
LOW	win32port/dirent/dirent-win32.h	201	#endif	COMMENT
LOW	win32port/zlib/zutil.h	21		COMMENT
LOW	win32port/zlib/zutil.h	61	#else	COMMENT
LOW	win32port/zlib/zutil.h	81	# if defined(__TURBOC__) \|\| defined(__BORLANDC__)	COMMENT
LOW	win32port/zlib/zutil.h	101	fopen((name), (mode), "mbc=60", "ctx=stm", "rfm=fix", "mrs=512")	COMMENT
LOW	win32port/zlib/zutil.h	121	# define fdopen(fd,mode) NULL /* No fdopen() */	COMMENT
LOW	win32port/zlib/zutil.h	141	# define fdopen(fd,mode) NULL /* No fdopen() */	COMMENT
LOW	win32port/zlib/zutil.h	181	# ifndef HAVE_VSNPRINTF	COMMENT
LOW	win32port/zlib/zutil.h	201	# if !defined(vsnprintf) && !defined(NO_vsnprintf)	COMMENT
LOW	win32port/zlib/zutil.h	221	* The __SC__ check is for Symantec.	COMMENT
LOW	win32port/zlib/zutil.h	241	void ZLIB_INTERNAL zmemzero OF((Bytef* dest, uInt len));	COMMENT
LOW	win32port/zlib/inflate.c	81	*/	COMMENT
LOW	win32port/zlib/crc32.c	21		COMMENT
LOW	win32port/zlib/crc32.c	41	# if (ULONG_MAX == 0xffffffffUL)	COMMENT
LOW	win32port/zlib/zutil.c	61	#ifdef DEBUG	COMMENT
LOW	win32port/zlib/zutil.c	81	#endif	COMMENT
LOW	win32port/zlib/zutil.c	101	# ifdef NO_snprintf	COMMENT
LOW	win32port/zlib/gzguts.h	1	/* gzguts.h -- zlib internal header definitions for gz* operations	COMMENT
LOW	win32port/zlib/gzguts.h	21	#include <stdio.h>	COMMENT
LOW	win32port/zlib/gzguts.h	41	#endif	COMMENT
LOW	win32port/zlib/zlib.h	161		COMMENT
LOW	win32port/zlib/zlib.h	181	#define Z_VERSION_ERROR (-6)	COMMENT
LOW	win32port/zlib/zconf.h	21	# define _length_code z__length_code	COMMENT
LOW	win32port/zlib/zconf.h	41	# define deflateInit_ z_deflateInit_	COMMENT
LOW	win32port/zlib/zconf.h	61	# define gzeof z_gzeof	COMMENT
LOW	win32port/zlib/zconf.h	81	# define gzwrite z_gzwrite	COMMENT
LOW	win32port/zlib/zconf.h	101	# define inflate_table z_inflate_table	COMMENT
LOW	win32port/zlib/zconf.h	121	# define uInt z_uInt	COMMENT
LOW	win32port/zlib/zconf.h	141	#if defined(_WINDOWS) && !defined(WINDOWS)	COMMENT
LOW	win32port/zlib/zconf.h	161	#ifdef SYS16BIT	COMMENT
LOW	win32port/zlib/zconf.h	181	#if !defined(STDC) && (defined(__GNUC__) \|\| defined(__BORLANDC__))	COMMENT
LOW	win32port/zlib/zconf.h	201	/* Some Mac compilers merge all .h files incorrectly: */	COMMENT
LOW	win32port/zlib/zconf.h	241	# define OF(args) args	COMMENT
LOW	win32port/zlib/zconf.h	261	# endif	COMMENT
LOW	win32port/zlib/zconf.h	281	# define ZEXTERN extern __declspec(dllexport)	COMMENT
LOW	win32port/zlib/zconf.h	301	# else	COMMENT
LOW	win32port/zlib/zconf.h	321	#endif	COMMENT
717 more matches not shown…

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	READMEs/README.crypto-dnssec.md	16	### Step 1: Create an Unsigned DNS Zone File	COMMENT
LOW	READMEs/README.crypto-dnssec.md	48	### Step 2: Generate the Cryptographic Keys	COMMENT
LOW	READMEs/README.crypto-dnssec.md	86	### Step 3: Extract DS Information for the Registrar	COMMENT
LOW	READMEs/README.crypto-dnssec.md	103	### Step 4: Sign the Zone File	COMMENT
LOW⚡	READMEs/README.plugin-sshd-base.md	116	### Step 0: Build and install libwebsockets	COMMENT
LOW⚡	READMEs/README.plugin-sshd-base.md	123	### Step 1: make the code available in your app	COMMENT
LOW⚡	READMEs/README.plugin-sshd-base.md	133	### Step 2: define your `struct lws_ssh_ops`	COMMENT
LOW	READMEs/README.plugin-sshd-base.md	164	### Step 3: enable `lws-ssh-base` protocol to a vhost and configure using pvo	COMMENT

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	plugins/protocol_lws_webrtc_mixer/assets/main.js	755	// Update Icon (optional, but color change via CSS is robust)	COMMENT
MEDIUM	fuzz/run.sh	56	# The same build also provides fast smoke tests of every harness against its	COMMENT
LOW	fuzz/run.sh	106	# finding); its default of 20 minutes would just use up the slice	COMMENT
MEDIUM	fuzz/gen-dicts.py	124	# quic: the harness' op bytes, versions, long header first bytes, frame	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/coverage-report.py	44	except OSError:	CODE
HIGH	…-lowlevel/api-tests/api-test-ws-close/proxy-fixture.py	73	except OSError:	CODE

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…gins/protocol_lws_dht_dnssec_monitor/assets/index.html	213	<input type="email" id="acme-email" placeholder="admin@example.com">	CODE
LOW	…s/protocol_lws_acme_client/protocol_lws_acme_client.md	198	"email": "admin@example.com",	CODE
LOW	…xamples-lowlevel/api-tests/api-test-smtp-client/main.c	91	.from = "other@example.org",	CODE
LOW	…xamples-lowlevel/api-tests/api-test-smtp-client/main.c	1269	queue_from_to("other@example.org", "reject@example.net") \|\|	CODE
LOW	…xamples-lowlevel/api-tests/api-test-smtp-client/main.c	1289	queue_from_to("greylist@example.org", "rcpt@example.net");	CODE
LOW	…xamples-lowlevel/api-tests/api-test-smtp-client/main.c	1305	queue_from_to("always451@example.org", "rcpt@example.net");	CODE
LOW	…-lowlevel/api-tests/api-test-openhitls-acme-csr/main.c	173	elements[LWS_TLS_REQ_ELEMENT_EMAIL] = "admin@example.com";	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	fuzz/gen-dicts.py	7	# This file is made available under the Creative Commons CC0 1.0	COMMENT
MEDIUM	fuzz/fuzz-quic/gen-seeds.py	7	# This file is made available under the Creative Commons CC0 1.0	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…gins/protocol_lws_dht_dnssec_monitor/assets/monitor.js	819	function downloadProvisioningBundle(domain, subdomain) {	CODE
LOW	plugins/protocol_lws_webrtc_mixer/assets/main.js	526	async function discoverLocalCapabilities() {	CODE
LOW	include/libwebsockets/lws-ws-ext.h	85	* typedef lws_extension_callback_function() - Hooks to allow extensions to operate	COMMENT
LOW	…-server/minimal-http-server-hls/mount-origin/player.js	1163	function ensureSubTrackHiddenRetry() {	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	scripts/coverage-report.py	34	CODE
LOW	scripts/coverage-report.py	162	CODE
LOW	scripts/coverage-report.py	222	CODE
LOW	…-lowlevel/api-tests/api-test-ws-close/proxy-fixture.py	236	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	contrib/lws_ota-manifest.sh	3	# Usage:	COMMENT
LOW	fuzz/run.sh	5	# Usage:	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	fuzz/gen-dicts.py	15		CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…-lowlevel/api-tests/api-test-ws-close/proxy-fixture.py	205	except Exception as e:	CODE

warmcat/libwebsockets

Open-Source Code Quality, Security and Technical Debt Review