1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.6K

Stars

Language

282.4K

Lines of Code

689

Files

182

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 121 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 50 finding(s).

PR Review Velocity Impact 5.1/100 · LOW

Which changes need focused human review? 182 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 2HIGH 2MEDIUM 43LOW 135

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 182 distinct pattern matches across 13 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.

Decorative Section Separators38 hits · 114 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/gen/gen_adb_synthetic.py	239	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	243	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	273	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	278	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	329	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	333	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	359	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	364	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	387	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	392	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	415	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	419	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	435	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_adb_synthetic.py	439	# ==========================================================================	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	41	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	43	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	139	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	141	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	200	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	202	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	343	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	345	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	387	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	389	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	433	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	435	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	473	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	475	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	776	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_ntlm_synthetic.py	778	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	136	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/gen/gen_opcua_synthetic.py	279	# ---------------------------------------------------------------------------	COMMENT

Over-Commented Block92 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	easybutton-build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	capture/python.c	1	/******************************************************************************/	COMMENT
LOW	capture/dedup.c	21	* non-matches. MD5 is used over XXH3 to keep the function small	COMMENT
LOW	capture/main.c	1	/******************************************************************************/	COMMENT
LOW	capture/field.c	21	#define ARKIME_FIELD_SPECIAL_MIN_SAVE -4	COMMENT
LOW	capture/reader-tpacketv3.c	301	#endif // TPACKET_V3	COMMENT
LOW	capture/db.c	1	/******************************************************************************/	COMMENT
LOW	capture/arkime.h	1	/******************************************************************************/	COMMENT
LOW	capture/arkime.h	21	#include "http_parser.h"	COMMENT
LOW	capture/arkime.h	41	#define SUPPRESS_ALIGNMENT __attribute__((no_sanitize_undefined()))	COMMENT
LOW	capture/arkime.h	61	#define ARKIME_SESSIONID6_LEN 40	COMMENT
LOW	capture/arkime.h	301	#define ARKIME_COND_INIT(var) pthread_cond_init(&var##_cond, NULL)	COMMENT
LOW	capture/arkime.h	761		COMMENT
LOW	capture/arkime.h	1521	typedef uint32_t (* ArkimePluginOutstandingFunc)();	COMMENT
LOW	capture/arkime.h	1821	#define strcat(x,y) BANNED(strcat, g_strlcat)	COMMENT
LOW	capture/arkime.h	1841	#define asctime(t) BANNED(asctime, none)	COMMENT
LOW	capture/parsers/dns.c	1	/* Copyright 2012-2017 AOL Inc. All rights reserved.	COMMENT
LOW	capture/parsers/adb.c	1	/* Copyright 2012-2017 AOL Inc. All rights reserved.	COMMENT
LOW	capture/parsers/adb.c	21	#define ADB_AUTH_RSAPUBLICKEY 3	COMMENT
LOW	capture/parsers/bacnet.c	21	#define BVLC_TYPE_BACNET_IP 0x81	COMMENT
LOW	capture/parsers/sctp.c	1	/* sctp.c	COMMENT
LOW	capture/parsers/tcp.c	341		COMMENT
LOW	capture/parsers/smb.c	41	#define SMB1_DELETE 11	COMMENT
LOW	capture/parsers/stun.c	41	#define TURN_ALLOCATE_RESPONSE 0x0103	COMMENT
LOW	capture/parsers/stun.c	61	#define STUN_ATTR_DATA 0x0013	COMMENT
LOW	capture/plugins/wise.c	61		COMMENT
LOW	capture/plugins/lua/molua.h	21	uint8_t invalid; // True if the pointer is no longer valid	COMMENT
LOW	capture/plugins/kafka/kafka.c	1	/* kafka.c -- Simple plugin that sends json encoded data to Kafka	COMMENT
LOW	capture/thirdparty/xxhash.h	321	*/	COMMENT
LOW	capture/thirdparty/xxhash.h	361	* They will then be redefined for XXH_INLINE_ALL	COMMENT
LOW	capture/thirdparty/xxhash.h	381	# undef XXH64_copyState	COMMENT
LOW	capture/thirdparty/xxhash.h	401	# undef XXH3_128bits_withSeed	COMMENT
LOW	capture/thirdparty/xxhash.h	421	* Alternative solution: do not redeclare them.	COMMENT
LOW	capture/thirdparty/xxhash.h	441	#endif /* XXH_INLINE_ALL \|\| XXH_PRIVATE_API */	COMMENT
LOW	capture/thirdparty/xxhash.h	461		COMMENT
LOW	capture/thirdparty/xxhash.h	481	# define XXH64_copyState XXH_IPREF(XXH64_copyState)	COMMENT
LOW	capture/thirdparty/xxhash.h	501	# define XXH128 XXH_IPREF(XXH128)	COMMENT
LOW	capture/thirdparty/xxhash.h	521	***************************************/	COMMENT
LOW	capture/thirdparty/xxhash.h	861	\|\| (defined (__STDC_VERSION__) && (__STDC_VERSION__ >= 199901L) /* C99 */) )	COMMENT
LOW	capture/thirdparty/xxhash.h	1701	# define XXH_ALIGN(n) _Alignas(n)	COMMENT
LOW	capture/thirdparty/xxhash.h	2301	/* default to 1 for -Os or -Oz */	COMMENT
LOW	capture/thirdparty/xxhash.h	2321	# if XXH_SIZE_OPT >= 1 \|\| defined(__NO_INLINE__) /* -O0, -fno-inline */	COMMENT
LOW	capture/thirdparty/xxhash.h	2421		COMMENT
LOW	capture/thirdparty/xxhash.h	2441	# define XXH_FORCE_INLINE static __forceinline	COMMENT
LOW	capture/thirdparty/xxhash.h	2461	# define XXH3_WITH_SECRET_INLINE XXH_NO_INLINE	COMMENT
LOW	capture/thirdparty/xxhash.h	2501	# include <assert.h> /* note: can still be disabled with NDEBUG */	COMMENT
LOW	capture/thirdparty/xxhash.h	2541	#else	COMMENT
LOW	capture/thirdparty/xxhash.h	2561	# else	COMMENT
LOW	capture/thirdparty/xxhash.h	2801	# define XXH_rotl64 __builtin_rotateleft64	COMMENT
LOW	capture/thirdparty/xxhash.h	3461	* @defgroup XXH64_impl XXH64 implementation	COMMENT
LOW	capture/thirdparty/xxhash.h	3841	# define XXH_likely(x) (x)	COMMENT
LOW	capture/thirdparty/xxhash.h	3861	# if defined(__ARM_NEON__) \|\| defined(__ARM_NEON) \	COMMENT
LOW	capture/thirdparty/xxhash.h	4001	# elif defined(__ARM_FEATURE_SVE)	COMMENT
LOW	capture/thirdparty/xxhash.h	4021	# endif	COMMENT
LOW	capture/thirdparty/xxhash.h	4041	# define XXH_ACC_ALIGN 64 /* for compatibility with avx512 */	COMMENT
LOW	capture/thirdparty/xxhash.h	4061	# define XXH_ACC_ALIGN 64 /* could be 8, but 64 may be faster */	COMMENT
LOW	capture/thirdparty/xxhash.h	4281	# elif defined(__VEC_ELEMENT_REG_ORDER__) && __VEC_ELEMENT_REG_ORDER__ == __ORDER_BIG_ENDIAN__	COMMENT
LOW	capture/thirdparty/xxhash.h	4361	acc = svadd_u64_x(mask, acc, mul); \	COMMENT
LOW	capture/thirdparty/xxhash.h	4901	# define ACC_NB XXH_ACC_NB	COMMENT
LOW	capture/thirdparty/xxhash.h	5841	#define XXH_CONCAT2(X, Y) X ## Y	COMMENT
32 more matches not shown…

Hallucination Indicators2 hits · 25 pts

Severity	File	Line	Snippet	Context
CRITICAL	viewer/public/jquery-jvectormap-1.2.2.min.js	7	*/(function(e){var t={set:{colors:1,values:1,backgroundColor:1,scaleColors:1,normalizeFunction:1,focus:1},get:{selected	COMMENT
CRITICAL	viewer/vueapp/src/components/sessions/Sessions.vue	923	return this.$store.state.user.settings.timelineDataFilters.map(i => FieldService.getField(i));	CODE

Hyper-Verbose Identifiers12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/gen/gen_tcpseq_synthetic.py	40	def sec_out_of_window_rst_syn():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	717	def sec_dns_https_trailing_empty_param():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3096	def sec_quic_duplicate_crypto():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3113	def sec_udp_tunnel_port_fallback():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3174	def sec_http_upgrade_not_switched():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3461	def sec_http_connect_variants():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3639	def sec_dtls_fragmented_hello():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3928	def sec_http_connect_split_line():	CODE
LOW	tests/gen/gen_arkime_synthetic.py	3944	def sec_http_connect_smtp_guess():	CODE
LOW	cont3xt/vueapp/src/utils/cont3xtUtil.js	61	export function shouldDisplayIntegrationBtn (integration, integrationData) {	CODE
LOW	cont3xt/vueapp/src/utils/cont3xtUtil.js	65	export function shouldDisplayCountedIntegrationBtn (integration, integrationData) {	CODE
LOW	…/src/components/search/ExpressionAutocompleteInput.vue	371	function updateFieldHistoryResults (strToMatch) {	CODE

Unused Imports11 hits · 11 pts

Severity	File	Line	Context
LOW	tests/plugins/pythonpacketcb.py	1	CODE
LOW	tests/plugins/pythontest.py	3	CODE
LOW	tests/plugins/pythontest.py	4	CODE
LOW	tests/gen/gen_s7comm_synthetic.py	13	CODE
LOW	tests/gen/gen_tcp-reassembly-synthetic.py	13	CODE
LOW	tests/gen/gen_openvpn_synthetic.py	13	CODE
LOW	tests/gen/gen_ike-cert_synthetic.py	13	CODE
LOW	tests/gen/gen_diameter_synthetic.py	13	CODE
LOW	tests/gen/gen_dnp3_synthetic.py	13	CODE
LOW	tests/gen/gen_dcerpc_synthetic.py	13	CODE
LOW	tests/gen/gen_pana_synthetic.py	13	CODE

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	easybutton-build.sh	178	# Check if in right directory	COMMENT
LOW	easybutton-build.sh	181	# Check if git	COMMENT
LOW	release/docker.sh	134	# Check if no arguments were provided	COMMENT
LOW	contrib/netflow2arkime.pl	148	# Check if stdin has data	COMMENT
LOW	contrib/netflow2arkime.pl	639	# Check if flow is reverse direction of another	COMMENT
LOW	contrib/netflow2arkime.pl	667	# Check if this is the reverse direction	COMMENT
LOW	contrib/netflow2arkime.pl	1111	# Check if nfdump is available (use list-form to avoid shell interpretation of $NFDUMP_PATH)	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/plugins/pythontest.py	6	# Create a new field in the session we will be setting	COMMENT
MEDIUM	release/freebsdpkg.sh	74	# Create the package without -r flag, using absolute paths in plist	COMMENT
MEDIUM	db/db.pl	4433	# Create the template sessions use and update mapping of current sessions.	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	capture/python.c	571	int dummy_value; // Example placeholder for session-specific data	CODE
LOW	capture/python.c	1239	state->dummy_value = 0; // Initialize dummy value	CODE
LOW	capture/python.c	1297	int dummy_value; // Example placeholder for packet-specific data	CODE
LOW	capture/python.c	1702	state->dummy_value = 0; // Initialize dummy value	CODE
LOW	…/src/components/search/ExpressionAutocompleteInput.vue	10	:placeholder="placeholder"	CODE
LOW	…/src/components/search/ExpressionAutocompleteInput.vue	22	:placeholder="placeholder"	CODE
LOW	parliament/parliament.example.json	6	"description": "This is the description of the cluster group. Lorem ipsum dolor sit amet, consectetur adipiscing e	CODE
LOW	parliament/parliament.example.json	6	"description": "This is the description of the cluster group. Lorem ipsum dolor sit amet, consectetur adipiscing e	CODE

Cross-Language Confusion2 hits · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/gen/gen_opcua_synthetic.py	15	5. IPv6 - HEL EndpointUrl length=-1 (null)	STRING
HIGH	tests/gen/gen_opcua_synthetic.py	46	"""HEL Final. endpoint_url may be None (null), '' (empty) or a str."""	STRING

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	capture/plugins/taggerUpload.pl	3	# a database key, so make sure to reuse the same filename.	COMMENT
MEDIUM	viewer/public/cyberchef.html	11	<meta charset=UTF-8><title>CyberChef</title><meta name=copyright content="Crown Copyright 2016-2026"><meta name=descript	CODE

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	viewer/apiMisc.js	266	const msg = 'Need to set https://arkime.com/settings#uploadcommand in config file for uploads to work. However if	CODE
MEDIUM	viewer/package-lock.json	467	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/gen/gen_tcpseq_synthetic.py	104		CODE
LOW	tests/gen/gen_tcpseq_synthetic.py	136		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	contrib/netflow2arkime.pl	17	# Usage:	COMMENT

arkime/arkime

Open-Source Code Quality, Security and Technical Debt Review