1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

14.7K

Stars

Language

164.7K

Lines of Code

387

Files

203

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 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 191 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 0.8/100 · LOW

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

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 203 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 4MEDIUM 5LOW 194

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 203 distinct pattern matches across 9 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 Block182 hits · 182 pts

Severity	File	Line	Snippet	Context
LOW	distro/dns-scripts/haikuos_file-dns-updown.sh	1	#!/bin/sh	COMMENT
LOW	distro/dns-scripts/macos-dns-updown.sh	1	#!/bin/bash	COMMENT
LOW	distro/dns-scripts/openresolv-dns-updown.sh	1	#!/bin/sh	COMMENT
LOW	distro/dns-scripts/resolvconf_file-dns-updown.sh	1	#!/bin/sh	COMMENT
LOW	distro/dns-scripts/systemd-dns-updown.sh	1	#!/bin/bash	COMMENT
LOW	distro/dns-scripts/systemd-dns-updown.sh	21	#	COMMENT
LOW	tests/t_lpback.sh	1	#! /bin/sh	COMMENT
LOW	tests/t_cltsrv.sh	1	#! /bin/sh	COMMENT
LOW	tests/unit_tests/openvpn/test_pkt.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_packet_id.c	21	* distribution); if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_provider.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_pkcs11.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_ssl.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_ssl.c	41		COMMENT
LOW	tests/unit_tests/openvpn/test_ncp.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_dhcp.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_crypto.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/mock_msg.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_auth_token.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_argv.c	1	#include "config.h"	COMMENT
LOW	tests/unit_tests/openvpn/siphash_openssl.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_cryptoapi.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_misc.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_options_parse.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_push_update_msg.c	1	#ifdef HAVE_CONFIG_H	COMMENT
LOW	tests/unit_tests/openvpn/test_tls_crypt.c	21	*/	COMMENT
LOW	tests/unit_tests/openvpn/test_user_pass.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	tests/unit_tests/openvpn/test_socket.c	21	*/	COMMENT
LOW	contrib/cmake/parse-version.m4.py	1	#	COMMENT
LOW	contrib/cmake/git-version.py	1	#	COMMENT
LOW	contrib/OCSP_check/OCSP_check.sh	1	#!/bin/sh	COMMENT
LOW	contrib/OCSP_check/OCSP_check.sh	81	# redirections) manually against your or your CA's OCSP server to see how	COMMENT
LOW	sample/sample-plugins/defer/multi-auth.c	41	*	COMMENT
LOW	sample/sample-scripts/totpauth.py	1	#! /usr/bin/python3	COMMENT
LOW	sample/sample-scripts/totpauth.py	21	# SOFTWARE.	COMMENT
LOW	sample/sample-scripts/auth-pam.pl	1	#!/usr/bin/perl -t	COMMENT
LOW	sample/sample-config-files/firewall.sh	61		COMMENT
LOW	sample/sample-config-files/openvpn-startup.sh	21	# the command line and add "daemon"	COMMENT
LOW	dev-tools/gerrit-submit-from-mail.sh	1	#!/bin/bash	COMMENT
LOW	dev-tools/git-pre-commit-format.sh	1	#!/bin/sh	COMMENT
LOW	dev-tools/git-pre-commit-format.sh	21	# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE	COMMENT
LOW	dev-tools/git-pre-commit-format.sh	121	# (done sometimes, if the filename contains special characters, like the quote itself)	COMMENT
LOW	dev-tools/gerrit-send-mail.py	1	#!/usr/bin/env python3	COMMENT
LOW	dev-tools/update-copyright.sh	1	#!/bin/sh	COMMENT
LOW	src/compat/compat-daemon.c	21	*/	COMMENT
LOW	src/compat/compat.h	21	*/	COMMENT
LOW	src/openvpnmsica/dllmain.c	21	#include <config.h>	COMMENT
LOW	src/openvpnmsica/msiex.c	21	#include <config.h>	COMMENT
LOW	src/openvpnmsica/openvpnmsica.c	21	#include <config.h>	COMMENT
LOW	src/openvpnmsica/openvpnmsica.c	41	#include <stdlib.h>	COMMENT
LOW	src/tapctl/error.h	41	#define M_WARN (1 << 6) /* call syslog with LOG_WARNING */	COMMENT
LOW	src/tapctl/tap.c	21	#include <config.h>	COMMENT
LOW	src/tapctl/basic.h	21	#ifndef BASIC_H	COMMENT
LOW	src/tapctl/basic.h	41	#define _In_	COMMENT
LOW	src/tapctl/basic.h	61	#ifndef _Out_z_cap_	COMMENT
LOW	src/tapctl/main.c	21	#ifdef HAVE_CONFIG_H	COMMENT
LOW	src/plugins/down-root/down-root.c	21	* with this program; if not, see <https://www.gnu.org/licenses/>.	COMMENT
LOW	src/plugins/down-root/down-root.c	41	#include <syslog.h>	COMMENT
LOW	src/plugins/auth-pam/auth-pam.c	41	#include <unistd.h>	COMMENT
LOW	src/openvpn/tls_crypt.h	81		COMMENT
122 more matches not shown…

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	contrib/cmake/parse-version.m4.py	49	except:	CODE
HIGH	contrib/cmake/git-version.py	67	except:	CODE
HIGH	contrib/extract-crl/extractcrl.py	84	except FileExistsError:	CODE
HIGH	contrib/extract-crl/extractcrl.py	94	except FileNotFoundError:	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/t_server_null_server.sh	56	# Create a list of server pid files so that servers can be killed at the end of	COMMENT
MEDIUM	sample/sample-scripts/auth-pam.pl	79	# Initialize PAM object	COMMENT
MEDIUM	sample/sample-keys/gen-sample-keys.sh	55	# Create a client cert, revoke it, generate CRL	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/t_lpback.sh	31	# ----------------------------------------------------------	COMMENT
MEDIUM	tests/t_lpback.sh	33	# ----------------------------------------------------------	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit_tests/openvpn/test_provider.c	79	static const char *test_msg = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/unit_tests/openvpn/test_provider.c	79	static const char *test_msg = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/unit_tests/openvpn/test_crypto.c	149	static const char *ipsumlorem = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/unit_tests/openvpn/test_crypto.c	149	static const char *ipsumlorem = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/unit_tests/openvpn/pkey_test_utils.c	42	static const char *test_msg = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/unit_tests/openvpn/pkey_test_utils.c	42	static const char *test_msg = "Lorem ipsum dolor sit amet, consectetur "	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/t_net.sh	99	# Check if we have a valid kerberos ticket	COMMENT
LOW	tests/t_server_null.sh	29	# Check if we have a valid kerberos ticket	COMMENT
LOW	sample/sample-scripts/totpauth.py	90	# Check if the code is valid (and also allow code +/-1)	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	dev-tools/gerrit-submit-from-mail.sh	9	# Usage:	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/openvpn/dco.c	383	/* if the device name is fixed, we need to check if an interface with this	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…e-plugins/keying-material-exporter-demo/http-server.py	5	class ExampleHTTPRequestHandler(BaseHTTPRequestHandler):	CODE

OpenVPN/openvpn

Open-Source Code Quality, Security and Technical Debt Review