2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.1K

Stars

Language

219.9K

Lines of Code

574

Files

462

Pattern Hits

2026-10-31

Scan Date

0.02

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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 462 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 11.5/100 · LOW

Which changes need focused human review? 462 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 10MEDIUM 12LOW 440

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 462 distinct pattern matches across 6 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 Block439 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW	auth2-passwd.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	sandbox-rlimit.c	21		COMMENT
LOW	ssh-keyscan.c	21	#ifdef WITH_OPENSSL	COMMENT
LOW	ssh-keyscan.c	41	#include "digest.h"	COMMENT
LOW	auth2-hostbased.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	auth2-hostbased.c	41	#include "misc.h"	COMMENT
LOW	log.c	41	#include <errno.h>	COMMENT
LOW	kexmlkem768ecdh.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	ssh.c	41	*/	COMMENT
LOW	ssh.c	61	#include <stdlib.h>	COMMENT
LOW	ssh.c	81	#include "packet.h"	COMMENT
LOW	auth2-none.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	sshbuf-misc.c	21	#include <sys/socket.h>	COMMENT
LOW	sandbox-seccomp-filter.c	41		COMMENT
LOW	sandbox-seccomp-filter.c	61	#include <asm/unistd.h>	COMMENT
LOW	sandbox-seccomp-filter.c	81		COMMENT
LOW	sandbox-seccomp-filter.c	281	#endif	COMMENT
LOW	sandbox-seccomp-filter.c	301	SC_DENY(__NR_newfstatat, EACCES),	COMMENT
LOW	sandbox-seccomp-filter.c	321	#ifdef __NR_statx	COMMENT
LOW	sandbox-seccomp-filter.c	341	#ifdef __NR_exit_group	COMMENT
LOW	sandbox-seccomp-filter.c	361	#endif	COMMENT
LOW	sandbox-seccomp-filter.c	381	# endif	COMMENT
LOW	sandbox-seccomp-filter.c	421	#endif	COMMENT
LOW	sandbox-seccomp-filter.c	441	SC_ALLOW(__NR_poll),	COMMENT
LOW	sandbox-seccomp-filter.c	461	#ifdef __NR_shutdown	COMMENT
LOW	sshbuf.c	21	#include <signal.h>	COMMENT
LOW	monitor.c	21	* NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,	COMMENT
LOW	monitor.c	41	#include <pwd.h>	COMMENT
LOW	monitor.c	61	#include "hostfile.h"	COMMENT
LOW	monitor.c	81	#include "monitor_wrap.h"	COMMENT
LOW	session.c	41	#include <sys/stat.h>	COMMENT
LOW	session.c	61		COMMENT
LOW	session.c	81	#include "misc.h"	COMMENT
LOW	kex.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	kex.c	41		COMMENT
LOW	channels.h	41	/* Definitions for channel types. */	COMMENT
LOW	channels.h	61	#define SSH_CHANNEL_RDYNAMIC_FINISH 22 /* reverse SOCKS, finishing connect */	COMMENT
LOW	channels.h	221	#define CHAN_EXTENDED_WRITE 2	COMMENT
LOW	channels.h	241	#define CHAN_OUTPUT_CLOSED 3	COMMENT
LOW	ssh-keysign.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	ssh-keysign.c	41	#include <openssl/rsa.h>	COMMENT
LOW	ssh-gss.h	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	ssh-gss.h	41	# elif defined(HAVE_GSSAPI_GSSAPI_GENERIC_H)	COMMENT
LOW	msg.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	nchan.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	sandbox-darwin.c	21	#include <sys/types.h>	COMMENT
LOW	kexgexs.c	41	#include "cipher.h"	COMMENT
LOW	misc-agent.c	21	#include <sys/socket.h>	COMMENT
LOW	auth2-pubkeyfile.c	21	* DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY	COMMENT
LOW	auth2-pubkeyfile.c	41		COMMENT
LOW	ssh-sk-helper.c	21	* to ssh-pkcs11-helper.c but considerably simpler as the operations for	COMMENT
LOW	ssh-agent.c	41	#include <sys/queue.h>	COMMENT
LOW	ssh-agent.c	61	#include <stdarg.h>	COMMENT
LOW	ssh-agent.c	81	#include "ssh-pkcs11.h"	COMMENT
LOW	auth.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	auth.c	41	#include <login.h>	COMMENT
LOW	auth.c	61	#include "sshkey.h"	COMMENT
LOW	readconf.c	21	#include <sys/un.h>	COMMENT
LOW	readconf.c	41	#include <util.h>	COMMENT
LOW	kexgen.c	21	* THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
379 more matches not shown…

Synthetic Comment Markers10 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	libcrux_internal.h	619	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	4003	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	8546	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	9020	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	15746	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	15873	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	20517	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	20690	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	20878	* This code was generated with the following revisions:	COMMENT
HIGH	libcrux_internal.h	21051	* This code was generated with the following revisions:	COMMENT

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	regress/principals-command.sh	20	# Create a CA key and a user certificate.	COMMENT
MEDIUM	regress/cert-hostkey.sh	55	# Create a CA key and add it to known hosts. Ed25519 chosen for speed.	COMMENT
MEDIUM	regress/cert-hostkey.sh	219	# Create a CA key and add it to known hosts	COMMENT
MEDIUM	regress/multipubkey.sh	12	# Create a CA key	COMMENT
MEDIUM	regress/cert-userkey.sh	48	# Create a CA key	COMMENT
MEDIUM	regress/limit-keytype.sh	25	# Create a CA key	COMMENT
MEDIUM	regress/cert-file.sh	9	# Create a CA key	COMMENT
MEDIUM	contrib/findssl.sh	10	# This file is placed in the public domain.	COMMENT
MEDIUM	contrib/aix/buildbff.sh	6	# This file is placed in the public domain and comes with absolutely	COMMENT
MEDIUM	contrib/aix/inventory.sh	6	# This file is placed into the public domain.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	regress/channel-timeout.sh	6	# XXX not comprehensive. Still need -R -L agent X11 forwarding + interactive	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkcs11.h	25	for you (if useful, some are missing, let me know if you need	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	regress/unittests/sshsig/webauthn.html	745	function toggleNamespaceVisibility() {	CODE

openssh/openssh-portable

Open-Source Code Quality, Security and Technical Debt Review