2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

8.4K

Stars

Language

173.0K

Lines of Code

913

Files

184

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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 139 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.0/100 · LOW

Are imports declared and package/API names verified? 36 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 9.1/100 · 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 9HIGH 7MEDIUM 15LOW 153

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 16 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 Block111 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	design/preferred-node-l2.md	61	// leader election. Nodes matching these selectors receive a higher score	COMMENT
LOW	design/crd-configstate.md	41	$ kubectl get configurationstates -n metallb-system -l metallb.io/node-name=kind-worker	COMMENT
LOW	frr-tools/metrics/collector/bgp_test.go	21	metallb_bgp_keepalives_received{peer="{{ .NeighborIP }}", vrf="{{ .NeighborVRF }}"} {{ .KeepalivesReceived }}	COMMENT
LOW	frr-tools/metrics/collector/bfd_test.go	21	metallb_bfd_control_packet_input{peer="{{ .Peer }}", vrf="{{ .NeighborVRF }}"} {{ .ControlPacketInput }}	COMMENT
LOW	config/frr/frr-cm.yaml	1	# FRR expects to have these files owned by frr:frr on startup.	COMMENT
LOW	config/frr/frr-cm.yaml	61	pbrd_options=" -A 127.0.0.1"	COMMENT
LOW	config/prometheus-frr/rbac-proxy-patch.yaml	1	# Native TLS is now built into the controller, speaker, and frr-metrics binaries.	COMMENT
LOW	config/manifests/metallb-frr-k8s-prometheus.yaml	3661	babeld_options=" -A 127.0.0.1"	COMMENT
LOW	config/manifests/metallb-frr-k8s.yaml	3561	# ATTENTION:	COMMENT
LOW	config/manifests/metallb-frr-k8s.yaml	3621	# Upon startup this is read by the control files and ulimit	COMMENT
LOW	config/manifests/metallb-frr-prometheus.yaml	2221	# /usr/share/doc/frr/examples/.	COMMENT
LOW	config/manifests/metallb-frr-prometheus.yaml	2281	#	COMMENT
LOW	config/manifests/metallb-frr.yaml	2161	data:	COMMENT
LOW	config/manifests/metallb-frr.yaml	2221	# configuration profile	COMMENT
LOW	config/prometheus-native/rbac-proxy-patch.yaml	1	# Native TLS is now built into the controller and speaker binaries.	COMMENT
LOW	speaker/layer2_controller.go	1	// Copyright 2017 Google Inc.	COMMENT
LOW	speaker/main.go	1	// Copyright 2017 Google Inc.	COMMENT
LOW	speaker/bgp_controller.go	1	// Copyright 2017 Google Inc.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	1	# If an option value is said to be not set, you can achieve the same behavior	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	21		COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	41	# Branding	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	81	# them with the same file name. In certain installations it was observed, that	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	101		COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	121	# those auxiliary languages here. This will create a search index with	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	141	# If the TOC button is hidden, also the keyboard shortcut is disabled.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	161	# `${FilePath}` which will be replaced by the file path of your displayed page.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	181	# If shown, a Home button will appear below the search bar and the main menu.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	201	# Shows expander for submenus.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	221	# Hide the language switcher.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	241		COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	261	# Changes the title separator used when concatenating the page title with the	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	281	# breadcrumbs to you, so this is the option to turn off breadcrumbs on term	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	301	# Wrap for code blocks.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	321	# aborted.	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	341	# Links	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	361	externalLinkTarget = "_blank"	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	381	# Default: true	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	401		COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	421	# codefence is involved and the library is not loaded by default. In this case	COMMENT
LOW	…-theme-relearn/exampleSite/config/_default/params.toml	441	# OpenAPI will be loaded regardlessly. The option is still useful in case you	COMMENT
LOW	…go-theme-relearn/exampleSite/config/_default/hugo.toml	1	# this is a required setting for this theme to appear on https://themes.gohugo.io/	COMMENT
LOW	…go-theme-relearn/exampleSite/config/_default/hugo.toml	41	[markup.highlight]	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	1	# If an option value is said to be not set, you can achieve the same behavior	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	21	# Default: not set	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	41	disableToc = false	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	61	# parameter is given but you want to hide the button for the displayed page,	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	81		COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	101	# If set to true, a submenu in the sidebar will be displayed in a collapsible	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	121	# These options modify how your content is displayed.	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	141	# default footer.	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	161		COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	181		COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	201	# Specifies the remote location of the MathJax library. By default the shipped	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	221	# If not set, the set value of your site's hugo.toml is used.	COMMENT
LOW	…/exampleSite/content/cont/frontmatter/frontmatter.toml	241		COMMENT
LOW	website/themes/hugo-theme-relearn/static/css/theme.css	421	#R-topbar a:active:empty,	COMMENT
LOW	website/themes/hugo-theme-relearn/static/css/theme.css	681	#R-body div.box > .box-content > :nth-child(1 of :not(:empty)) :nth-child(1 of :not(:empty)),	COMMENT
LOW	website/themes/hugo-theme-relearn/static/css/theme.css	1661	h2 a,	COMMENT
LOW	…te/themes/hugo-theme-relearn/static/css/theme-neon.css	261	#R-body h2,	COMMENT
LOW	website/themes/hugo-theme-relearn/static/js/url.js	1	// https://github.com/inexorabletash/polyfill/blob/v0.1.25/url.js	COMMENT
51 more matches not shown…

Hallucination Indicators9 hits · 105 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/hugo-theme-relearn/static/js/mathjax/tex-mml-chtml.js	1	!function(){"use strict";var t={351:function(t,e,r){var n,o=this&&this.__extends\|\|(n=function(t,e){return(n=Object.setPr	CODE
CRITICAL	…emes/hugo-theme-relearn/static/js/mathjax/tex-chtml.js	1	!function(){"use strict";var t={351:function(t,e,r){var n,o=this&&this.__extends\|\|(n=function(t,e){return(n=Object.setPr	CODE
CRITICAL	…emes/hugo-theme-relearn/static/js/mathjax/mml-chtml.js	1	!function(){"use strict";var t={351:function(t,e,r){var n,o=this&&this.__extends\|\|(n=function(t,e){return(n=Object.setPr	CODE
CRITICAL	…hugo-theme-relearn/static/js/mathjax/tex-chtml-full.js	1	!function(){"use strict";var t={351:function(t,e,r){var n,o=this&&this.__extends\|\|(n=function(t,e){return(n=Object.setPr	CODE
CRITICAL	…ugo-theme-relearn/static/js/mathjax/input/asciimath.js	1	!function(){var t={884:function(t,e,i){"use strict";var n,a=this&&this.__extends\|\|(n=function(t,e){return(n=Object.setPr	CODE
CRITICAL	…s/hugo-theme-relearn/static/js/mathjax/output/chtml.js	1	!function(){"use strict";var t,e,r,o,n,i,a,s,l,h,c,u,p,d,f,m,y,v,b,x,g,M,_,w,C,j,S,O,T,L,B,P,H,A,k,N,E,D,W,R,I,F,J,V,z,U	CODE
CRITICAL⚡	…ugo-theme-relearn/static/js/mathjax/sre/sre_browser.js	775	sre.ClearspeakPreferences.Comparator=function(a,b){sre.DynamicCstr.DefaultComparator.call(this,a,b);this.preference=a.pr	CODE
CRITICAL⚡	…ugo-theme-relearn/static/js/mathjax/sre/sre_browser.js	776	sre.ClearspeakPreferences.Comparator.prototype.compare=function(a,b){var c=sre.ClearspeakPreferences.Comparator.superCla	CODE
CRITICAL⚡	…ugo-theme-relearn/static/js/mathjax/sre/sre_browser.js	778	sre.ClearspeakPreferences.Parser.prototype.parse=function(a){var b=sre.ClearspeakPreferences.Parser.superClass_.parse.ca	CODE

Slop Phrases11 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/frr/frr-cm.yaml	86	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT
MEDIUM	config/manifests/metallb-frr-k8s-prometheus.yaml	3688	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT
MEDIUM	config/manifests/metallb-frr-k8s.yaml	3633	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT
MEDIUM	config/manifests/metallb-frr-prometheus.yaml	2295	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT
MEDIUM	config/manifests/metallb-frr.yaml	2240	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT
MEDIUM	…-theme-relearn/exampleSite/config/_default/params.toml	59	# "blue", "green", "red". In addition you can use auto mode variants. See the	COMMENT
LOW⚡	…-theme-relearn/exampleSite/config/_default/params.toml	105	# of Hugo and the theme in your HTML head. In tihs case also don't forget to	COMMENT
LOW⚡	…-theme-relearn/exampleSite/config/_default/params.toml	105	# of Hugo and the theme in your HTML head. In tihs case also don't forget to	COMMENT
MEDIUM	…go-theme-relearn/exampleSite/config/_default/hugo.toml	47	# stylesheets which are linked in your generated HTML pages; you can use Hugo to generate	COMMENT
MEDIUM	…go-theme-relearn/exampleSite/config/_default/hugo.toml	75	# showcase of the menu shortcuts; you can use relative URLs linking	COMMENT
MEDIUM	charts/metallb/templates/speaker.yaml	110	# or you can use "all_wrap" for all daemons, e.g. to use perf record:	COMMENT

Fake / Example Data24 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	website/content/release-notes/_index.md	122	- Remove valid, but expired "placeholder" caBundle from the BGPPeers CRD conversion webhook configuration. (#2696, @dlip	CODE
LOW⚡	…eme-relearn/exampleSite/content/shortcodes/badge.en.md	224	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus. {{%/* badge style="blue" icon="rocket" %}}Aw	CODE
LOW⚡	…eme-relearn/exampleSite/content/shortcodes/badge.en.md	224	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus. {{%/* badge style="blue" icon="rocket" %}}Aw	CODE
LOW⚡	…eme-relearn/exampleSite/content/shortcodes/badge.en.md	227	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus. {{% badge style="blue" icon="rocket" %}}Awes	CODE
LOW⚡	…eme-relearn/exampleSite/content/shortcodes/badge.en.md	227	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus. {{% badge style="blue" icon="rocket" %}}Awes	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	48	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	48	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	54	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	54	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	99	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	99	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	107	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW⚡	…-theme-relearn/exampleSite/content/cont/markdown.en.md	107	Lorem ipsum dolor sit amet, graecis denique ei vel, at duo primis mandamus.	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	226	- Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	226	- Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	237	- Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	237	- Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	256	1. Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	256	1. Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	267	1. Lorem ipsum dolor sit amet	CODE
LOW	…-theme-relearn/exampleSite/content/cont/markdown.en.md	267	1. Lorem ipsum dolor sit amet	CODE
LOW	…learn/exampleSite/content/cont/archetypes/_index.en.md	32	Lorem Ipsum.	CODE
LOW	…learn/exampleSite/content/cont/archetypes/_index.en.md	56	Lorem Ipsum.	CODE
LOW	…learn/exampleSite/content/cont/archetypes/_index.en.md	86	Lorem Ipsum.	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tasks.py	714	except FileExistsError:	CODE
HIGH	tasks.py	1128	except UnexpectedExit:	CODE
HIGH	tasks.py	281	except:	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…us-operator-0alertmanagerCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…heus-operator-0prometheusCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…eus-operator-0thanosrulerCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tasks.py	711	# Create a new directory that will be used as the config volume for frr.	COMMENT
MEDIUM	config/prometheus-frr/rbac-proxy-patch.yaml	3	# This file is kept for kustomize compatibility but applies no changes.	COMMENT
MEDIUM	config/prometheus-native/rbac-proxy-patch.yaml	3	# This file is kept for kustomize compatibility but applies no changes.	COMMENT

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	136	def _get_subnets_allocated_ips():	CODE
LOW	tasks.py	1369	def remove_lb_exclusion_from_nodes(ctx):	CODE
LOW	website/themes/hugo-theme-relearn/static/js/theme.js	1045	function closeSomeTopbarButtonFlyout(){	CODE
LOW	website/themes/hugo-theme-relearn/static/js/theme.js	1082	function topbarFlyoutEscapeHandler( event ){	CODE
LOW	website/themes/hugo-theme-relearn/static/js/theme.js	1704	function adjustEmptyTopbarContents(){	CODE
LOW	…te/themes/hugo-theme-relearn/static/js/lunr/wordcut.js	5137	function createPredicateIndexFinder(dir) {	CODE
LOW	…n/static/js/swagger-ui/swagger-ui-standalone-preset.js	2	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tasks.py	1743	run("cd e2etest && go mod tidy", echo=True)	CODE

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	387	except Exception as e:	CODE
LOW	tasks.py	716	except Exception as e:	CODE
MEDIUM	tasks.py	111	def _is_network_exist(network):	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/k8s/k8s.go	80	// +kubebuilder:scaffold:scheme	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/k8s/controllers/config_conversion.go	29	// We need to do this ballet because we need to leverage the GetName() function	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	…-theme-relearn/exampleSite/config/_default/params.toml	104	# Set this to true if you want to disable generation for generator meta tags	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	254		CODE
LOW	tasks.py	1662		CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	447		CODE
LOW	tasks.py	1220		CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	16		CODE
LOW	tasks.py	18		CODE

metallb/metallb

Open-Source Code Quality, Security and Technical Debt Review