2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

14.5K

Stars

Language

88.5K

Lines of Code

305

Files

184

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 10.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 176 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 184 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 1MEDIUM 7LOW 176

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 184 distinct pattern matches across 10 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 Block161 hits · 161 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	##	COMMENT
LOW	CMakeLists.txt	21	#	COMMENT
LOW	CLAUDE.md	61	```bash	COMMENT
LOW	CLAUDE.md	81	# DTLS) on the small port range opened by	COMMENT
LOW	CLAUDE.md	101	# UDP/TCP (+TLS/DTLS on Linux), asserting	COMMENT
LOW	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	1	#!/usr/bin/env sh	COMMENT
LOW	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	21	#/	COMMENT
LOW	tests/test_sqlite_dbd.c	21	*/	COMMENT
LOW	examples/run_tests_mobility_resume_flood.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_stateless_nonce.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_dtls_default.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_alpn.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_expiry.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_dscp.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_rfc5780.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests.sh	41	# default test run so every CI cycle exercises the recvmmsg drain path.	COMMENT
LOW	examples/run_tests.sh	81	# raced in and hit "Connection refused".	COMMENT
LOW	examples/run_tests.sh	161	# function lets us run each protocol once with the legacy single-threaded	COMMENT
LOW	examples/run_tests.sh	201	# session via pick_listener_base / pick_sender_id, and drive the	COMMENT
LOW	examples/run_tests_stateless_binding.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_ipv6_relay.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_ratelimit_401.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_mobile.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_mobility_quota.sh	1	#!/bin/bash	COMMENT
LOW	examples/run_tests_conf.sh	41	echo "allow-loopback-peers" >> $BINDIR/turnserver.conf	COMMENT
LOW	examples/run_tests_oauth.sh	1	#!/bin/bash	COMMENT
LOW	examples/loadtest/401_response_flood.c	21		COMMENT
LOW	examples/scripts/stateless_binding_probe.py	1	#!/usr/bin/env python3	COMMENT
LOW	examples/scripts/mobility_resume_flood.py	1	#!/usr/bin/env python3	COMMENT
LOW	examples/scripts/stateless_nonce_forged_mi.py	1	#!/usr/bin/env python3	COMMENT
LOW	examples/scripts/mobility_quota_flood.py	1	#!/usr/bin/env python3	COMMENT
LOW	examples/scripts/loadbalance/slave_relay_2.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/loadbalance/tcp_c2c_tcp_relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/loadbalance/slave_relay_1.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/loadbalance/master_relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/loadbalance/udp_c2c.sh	1	#!/bin/sh	COMMENT
LOW	…scripts/longtermsecuredb/secure_relay_with_db_mongo.sh	1	#!/bin/sh	COMMENT
LOW	…pts/longtermsecuredb/secure_relay_with_db_mysql_ssl.sh	1	#!/bin/sh	COMMENT
LOW	…/scripts/longtermsecuredb/secure_relay_with_db_psql.sh	1	#!/bin/sh	COMMENT
LOW	…scripts/longtermsecuredb/secure_relay_with_db_redis.sh	1	#!/bin/sh	COMMENT
LOW	…scripts/longtermsecuredb/secure_relay_with_db_mysql.sh	1	#!/bin/sh	COMMENT
LOW	…cripts/longtermsecuredb/secure_relay_with_db_sqlite.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/basic/relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/basic/tcp_client.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/basic/tcp_client_c2c_tcp_relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/basic/udp_client.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/basic/udp_c2c_client.sh	1	#!/bin/sh	COMMENT
LOW	…s/scripts/restapi/secure_relay_secret_with_db_redis.sh	1	#!/bin/sh	COMMENT
LOW	…es/scripts/restapi/secure_relay_secret_with_db_psql.sh	1	#!/bin/sh	COMMENT
LOW	…s/scripts/restapi/secure_relay_secret_with_db_mysql.sh	1	#!/bin/sh	COMMENT
LOW	…mples/scripts/restapi/secure_udp_client_with_secret.sh	1	#!/bin/sh	COMMENT
LOW	…s/scripts/restapi/secure_relay_secret_with_db_mongo.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/restapi/secure_relay_secret.sh	1	#!/bin/sh	COMMENT
LOW	…/scripts/restapi/secure_relay_secret_with_db_sqlite.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/mobile/mobile_relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/mobile/mobile_dtls_client.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/mobile/mobile_udp_client.sh	1	#!/bin/sh	COMMENT
LOW	…ples/scripts/mobile/mobile_tls_client_c2c_tcp_relay.sh	1	#!/bin/sh	COMMENT
LOW	examples/scripts/mobile/mobile_tcp_client.sh	1	#!/bin/sh	COMMENT
LOW	…mples/scripts/longtermsecure/secure_tls_client_cert.sh	1	#!/bin/sh	COMMENT
101 more matches not shown…

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	35	# ===========	COMMENT
MEDIUM	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	48	# ==========================	COMMENT
MEDIUM	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	58	# ====================	COMMENT
MEDIUM	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	77	# ================================	COMMENT

TODO Padding8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	src/apps/relay/mainrelay.c	286	// TODO: implement it!!!	COMMENT
LOW	src/apps/relay/mainrelay.c	2263	// TODO: implement it!!!	COMMENT
LOW	src/apps/relay/mainrelay.c	3329	// TODO: implement it!!!	COMMENT
LOW	src/apps/relay/mainrelay.c	3854	// TODO: implement deamon!!! use windows server	COMMENT
LOW	src/apps/relay/mainrelay.c	3935	// TODO: implement it!!! add windows server	COMMENT
LOW	src/apps/relay/ns_ioalib_engine_impl.c	2603	// TODO: implement it!!!	COMMENT
LOW	src/apps/relay/turn_admin_server.c	711	// TODO: implement it!!!	COMMENT
LOW	src/apps/relay/turn_admin_server.c	2161	// TODO: implement it!!!	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/run_tests_ratelimit_401.sh	16	# negative: same harness but --unauthorized-ratelimit-rps=100000. Same	COMMENT
MEDIUM	examples/run_tests_mobile.sh	19	# loopback harness and would make this suite flaky. UDP and TCP drive the	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	examples/scripts/stateless_binding_probe.py	201	except socket.timeout:	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	86	# Check if the input looks like an IPv4 address.	COMMENT
LOW	…cker/coturn/rootfs/usr/local/bin/detect-external-ip.sh	99	# Check if the input looks like an IPv6 address.	COMMENT
LOW	examples/run_tests_prom.sh	355	# Print the value of one allocation series, or nothing if it is absent.	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/scripts/restapi/shared_secret_maintainer.pl	69	# Alternatively, you can use this link for compute-on-demand:	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_http_server.c	26	str_buffer_append_html_escaped(sb, "alice-123@example.org");	CODE
LOW	tests/test_http_server.c	28	TEST_ASSERT_EQUAL_STRING("alice-123@example.org", str_buffer_get_str(sb));	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/run_tests_oauth.py	199	except Exception:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/run_tests_oauth.py	106		CODE

coturn/coturn

Open-Source Code Quality, Security and Technical Debt Review