2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-09-01

Last Push

12.0K

Stars

Language

109.9K

Lines of Code

206

Files

228

Pattern Hits

2026-10-31

Scan Date

0.01

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 9.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 224 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 10.6/100 · LOW

Which changes need focused human review? 228 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 3MEDIUM 1LOW 224

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 228 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 Block216 hits · 216 pts

Severity	File	Line	Snippet	Context
LOW	event_rpcgen.py	1	#!/usr/bin/env python	COMMENT
LOW	event_rpcgen.py	1761	#include <event2/event-config.h>	COMMENT
LOW	log.c	41	#include "evconfig-private.h"	COMMENT
LOW	bufferevent_ssl.c	41	#include <errno.h>	COMMENT
LOW	evmap.c	21	* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY	COMMENT
LOW	evmap.c	41	#include <stdlib.h>	COMMENT
LOW	buffer.c	41	#endif	COMMENT
LOW	buffer.c	61	#endif	COMMENT
LOW	buffer.c	81	#include "event2/buffer_compat.h"	COMMENT
LOW	buffer.c	101	#define USE_SENDFILE 1	COMMENT
LOW	buffer.c	2201	*/	COMMENT
LOW	buffer.c	2221	#endif	COMMENT
LOW	event-internal.h	41	#include "minheap-internal.h"	COMMENT
LOW	event-internal.h	421	#define LIST_END(head) NULL	COMMENT
LOW	CMakeLists.txt	1	#	COMMENT
LOW	CMakeLists.txt	1341	# doing this, we can remove all the DISABLE_TESTS stuff, and simply	COMMENT
LOW	wepoll.c	61	#define EPOLLERR (1U << 3)	COMMENT
LOW	wepoll.c	121		COMMENT
LOW	wepoll.c	141	#endif	COMMENT
LOW	bufferevent_filter.c	41	#include <stdlib.h>	COMMENT
LOW	evutil_rand.c	121	#endif	COMMENT
LOW	win32select.c	21	* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT	COMMENT
LOW	win32select.c	41	#include <string.h>	COMMENT
LOW	bufferevent_pair.c	21	* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY	COMMENT
LOW	poll.c	41	#include <limits.h>	COMMENT
LOW	evport.c	61	#include <sys/time.h>	COMMENT
LOW	select.c	41	#ifdef EVENT__HAVE_SYS_TIME_H	COMMENT
LOW	evthread-internal.h	301	( (cond) ? evthreadimpl_cond_wait_((cond), (lock), (tv)) : 0 )	COMMENT
LOW	evthread-internal.h	321	#define EVLOCK_ASSERT_LOCKED(lock) EVUTIL_NIL_STMT_	COMMENT
LOW	time-internal.h	41		COMMENT
LOW	bufferevent-internal.h	21	* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY	COMMENT
LOW	bufferevent-internal.h	41	#include "ratelim-internal.h"	COMMENT
LOW	util-internal.h	21	* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY	COMMENT
LOW	util-internal.h	41	#ifdef EVENT__HAVE_SYS_EVENTFD_H	COMMENT
LOW	util-internal.h	61	# undef EVUTIL_HAS_ATTRIBUTE	COMMENT
LOW	util-internal.h	161	#endif	COMMENT
LOW	util-internal.h	481	#if defined(_MSC_VER) && _MSC_VER < 1400	COMMENT
LOW	util-internal.h	501		COMMENT
LOW	util-internal.h	541	#define EVUTIL_SOCK_NONBLOCK SOCK_NONBLOCK	COMMENT
LOW	log-internal.h	41	#define EV_NORETURN	COMMENT
LOW	evrpc.c	21	* NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,	COMMENT
LOW	evrpc.c	41	#ifdef EVENT__HAVE_SYS_TIME_H	COMMENT
LOW	bufferevent_async.c	41	#include <stdarg.h>	COMMENT
LOW	event.c	21	* NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,	COMMENT
LOW	event.c	41	#ifdef EVENT__HAVE_SYS_SOCKET_H	COMMENT
LOW	event.c	61	#include "event2/event_compat.h"	COMMENT
LOW	event.c	81	#ifdef EVENT__HAVE_EVENT_PORTS	COMMENT
LOW	event.c	101	#endif	COMMENT
LOW	strlcpy-internal.h	1	#ifndef STRLCPY_INTERNAL_H_INCLUDED_	COMMENT
LOW	devpoll.c	21	* NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,	COMMENT
LOW	devpoll.c	41	#include <stdlib.h>	COMMENT
LOW	http.c	41	#include <sys/ioccom.h>	COMMENT
LOW	http.c	61	#ifdef EVENT__HAVE_SYS_UN_H	COMMENT
LOW	http.c	81	#include <winsock2.h>	COMMENT
LOW	http.c	101	#undef timeout_initialized	COMMENT
LOW	listener.c	41	#include <winerror.h>	COMMENT
LOW	listener.c	61	#include "event2/event.h"	COMMENT
LOW	mm-internal.h	81	#else	COMMENT
LOW	bufferevent.c	41	#ifdef EVENT__HAVE_STDARG_H	COMMENT
LOW	signal.c	21	* IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT,	COMMENT
156 more matches not shown…

Cross-Language Confusion3 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	event_rpcgen.py	390	if (evtag_unmarshal(evbuf, &tag, tmp) == -1 \|\| tag != need_tag)	STRING
HIGH	event_rpcgen.py	1247	if (!msg->%(name)s_set \|\| offset < 0 \|\| offset >= msg->%(name)s_length)	CODE
HIGH	event_rpcgen.py	1264	" if (!msg->%(name)s_set \|\| off < 0 \|\| off >= msg->%(name)s_length)",	STRING

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	event_rpcgen.py	341	# Check if it was decoded completely	COMMENT
LOW	test-export/test-export.py	3	# Check if find_package(Libevent COMPONENTS xxx) can get the correct library.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	event_rpcgen.py	1530	# Create the right entry	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	event_rpcgen.py	1476	CODE
LOW	event_rpcgen.py	1613	CODE
LOW	extra/release/changelog.py	29	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test-export/test-export.py	5	# Usage:	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	event_rpcgen.py	1678		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/check-dumpevents.py	6		CODE

libevent/libevent

Open-Source Code Quality, Security and Technical Debt Review