1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

146.7K

Lines of Code

585

Files

207

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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 186 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 207 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 1HIGH 0MEDIUM 28LOW 178

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 207 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 Block167 hits · 166 pts

Severity	File	Line	Snippet	Context
LOW	cmd/run_controlplane.go	121	log.WithError(err).Warnf("Failed to %s transparent huge pages for dae process", action)	COMMENT
LOW	cmd/run_controlplane.go	341	// subscription failed to resolve. Without this guard the caller's rollback	COMMENT
LOW	cmd/run_controlplane.go	361	// veth is created after dae starts, or a WAN link that appears when	COMMENT
LOW	cmd/validate.go	41	log := logrus.New()	COMMENT
LOW	cmd/reload_manager.go	501	// bpfDatapathChanged returns true only when a config diff changes kernel	COMMENT
LOW	hack/maintenance/append_license_signature.sh	1	#!/bin/bash	COMMENT
LOW	component/sniffing/conn_sniffer.go	81	//	COMMENT
LOW	component/sniffing/conn_sniffer.go	181	// Called by io.Copy when ConnSniffer is the destination (server → client	COMMENT
LOW	component/sniffing/benchmark_test.go	161	// H8: deadlineConn SetReadDeadline routes this through deadline-sync read.	COMMENT
LOW	component/sniffing/sniffer.go	21		COMMENT
LOW	component/sniffing/sniffer.go	101	s.quicNextRead = 0	COMMENT
LOW	component/daedns/client.go	521		COMMENT
LOW	component/daedns/bootstrap_dial_family_test.go	41		COMMENT
LOW	component/outbound/filter.go	21		COMMENT
LOW	component/outbound/dialer_group.go	481	}	COMMENT
LOW	component/outbound/dialer_group_test.go	701	// contract for a data-UDP domain whose DNS-UDP probe never succeeded	COMMENT
LOW	component/outbound/dialer/alive_dialer_set.go	221	return snap, true	COMMENT
LOW	component/outbound/dialer/connectivity_check.go	41	// check target has no DNS record for the requested IP version (e.g. an IPv4-only	COMMENT
LOW	component/outbound/dialer/connectivity_check.go	61	// wrapCheckOptionError classifies a check-option build failure. The sentinel	COMMENT
LOW	component/outbound/dialer/connectivity_check.go	161	// Design Note: TCP DNS (IsDns=true, L4Proto=TCP) and plain TCP (IsDns=false, L4Proto=TCP)	COMMENT
LOW	component/outbound/dialer/connectivity_check.go	261		COMMENT
LOW	component/outbound/dialer/connectivity_check.go	321	}	COMMENT
LOW	component/outbound/dialer/connectivity_check.go	801	// Cold-start stagger: spread initial checks to avoid thundering herd.	COMMENT
LOW	component/outbound/dialer/dialer.go	21	"github.com/daeuniverse/dae/common/consts"	COMMENT
LOW	component/outbound/dialer/dialer.go	41	// - DNS UDP: DNS request / probe paths	COMMENT
LOW	component/outbound/dialer/dialer.go	121	proxyIpCache *ProxyIpCache	COMMENT
LOW	component/outbound/dialer/dialer.go	881	// caller is NotifyHealthCheckResult, which promotes when	COMMENT
LOW	component/routing/function_parser.go	41	// emptyKeyOnly rejects named parameters for the functions whose operands are	COMMENT
LOW	component/routing/sniff_punt.go	201	//	COMMENT
LOW	component/routing/domain_matcher/thp_bench_test.go	21		COMMENT
LOW	component/dns/routing_validate.go	41	// `qtype(notavalidtype)`, an unknown qname key, an undefined upstream name, a	COMMENT
LOW	component/dns/upstream.go	161	Raw *url.URL	COMMENT
LOW	component/dns/routing_validate_test.go	21	// `qtype(notavalidtype)` exited 0 while `dae run` refused to start on the same	COMMENT
LOW	docs/zh/configuration/routing.md	1	# 路由规则	COMMENT
LOW	docs/zh/configuration/routing.md	161	### fwmark	COMMENT
LOW	docs/zh/configuration/dns.md	101	# alih3_path: 'h3://dns.alidns.com:443/dns-query'	COMMENT
LOW	docs/zh/configuration/dns.md	121	# asis queries the server the request was addressed to, always over UDP.	COMMENT
LOW	docs/zh/configuration/dns.md	141	qname(full: ok.com, regex: '^yes') -> googledns	COMMENT
LOW	docs/en/configuration/routing.md	1	# Routing	COMMENT
LOW	docs/en/configuration/routing.md	161	### Firewall marks	COMMENT
LOW	docs/en/configuration/dns.md	101	# Bind to local address to listen for DNS queries	COMMENT
LOW	docs/en/configuration/dns.md	121	# http3_custom_path: 'http3://dns.example.com:443/custom-path'	COMMENT
LOW	docs/en/configuration/dns.md	141	# - sub(): subscription fetch requests	COMMENT
LOW	docs/en/configuration/dns.md	161		COMMENT
LOW	common/consts/ebpf.go	101	// CVE-2025-37959 fix (per the linux-cve-announce notification). Distro	COMMENT
LOW	scripts/check-artifact-build-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-build-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/semantic-refactor-smoke.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-trace-arch-matrix.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-trace-arch-matrix.sh	81	fi	COMMENT
LOW	scripts/check-asset-names.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/checkpatch.pl	3801	WARN("SPDX_LICENSE_TAG",	COMMENT
LOW	scripts/checkpatch.pl	5401	}	COMMENT
LOW	scripts/checkpatch.pl	6961	# $fix) {	COMMENT
LOW	scripts/checkpatch.pl	6981	#	COMMENT
LOW	scripts/fetch-geo-data.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/daily-build.yml	1	# _	COMMENT
LOW	control/dns.go	981	// requests beyond this budget should fail fast instead of queueing in userspace.	COMMENT
LOW	control/dns.go	1001	// Observe-only upstream source validation state. A mismatch is counted and	COMMENT
LOW	control/dns_truncated_fallback_scheme_test.go	21	)	COMMENT
107 more matches not shown…

Decorative Section Separators20 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/semantic-refactor-smoke.sh	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	358	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	482	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	487	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	515	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	518	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	625	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	627	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	705	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	707	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	775	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	777	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	869	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	871	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	928	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	930	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	978	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	980	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	1030	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	1032	# ---------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	component/outbound/dialer/dialer.go	127	// dialer to keep health selection seamless across generations.	COMMENT
MEDIUM	scripts/semantic-refactor-smoke.sh	3	# Consolidated real-BPF smoke harness for dae (replaces the former	COMMENT
MEDIUM	control/control_plane.go	2965	// the linked peer generation is a seamless-reload optimization and	COMMENT
MEDIUM	control/control_plane.go	2968	// (seamless flow continuity on ordinary reloads is provided by the	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/checkpatch.pl	628	#Create a search and print patterns for all these strings to be used directly below	COMMENT
MEDIUM	scripts/checkpatch.pl	825	#Create a search pattern for all these functions to speed up a loop below	COMMENT
MEDIUM	scripts/checkpatch.pl	850	#Create a search pattern for all these strings to speed up a loop below	COMMENT
MEDIUM	scripts/checkpatch.pl	885	#Create a search pattern for all these strings to speed up a loop below	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	control/bpf_maintenance_runtime_test.go	200	previous.bpfMaintenance.runtime.cleanup.active.Store(&bpfMaintenanceRuntime{})	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	scripts/checkpatch.pl	2934	# Check if the commit log has what seems like a diff which can confuse patch	COMMENT
LOW	scripts/checkpatch.pl	3012	# Check if MAINTAINERS is being updated. If so, there's probably no need to	COMMENT
LOW	scripts/checkpatch.pl	3253	# Check if the commit log is in a possible stack dump	COMMENT
LOW	scripts/checkpatch.pl	3440	# Check if it's the start of a commit log	COMMENT
LOW	scripts/checkpatch.pl	3450	# Check if there is UTF-8 in a commit log when a mail header has explicitly	COMMENT
LOW	scripts/checkpatch.pl	4434	# Check if either of these lines are modified, else	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	control/dns_controller_cache.go	710	// Step 1: Time-based eviction	COMMENT
LOW	control/dns_controller_cache.go	747	// Step 2: LRU eviction if cache size exceeds limit	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	control/dns_controller_cache.go	710	// Step 1: Time-based eviction	COMMENT
LOW	control/dns_controller_cache.go	747	// Step 2: LRU eviction if cache size exceeds limit	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	hack/maintenance/append_license_signature.sh	6	# Usage:	COMMENT

daeuniverse/dae

Open-Source Code Quality, Security and Technical Debt Review