1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

5.8K

Stars

Language

224.9K

Lines of Code

935

Files

497

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 8.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 477 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 12.0/100 · LOW

Which changes need focused human review? 497 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 6MEDIUM 24LOW 467

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 497 distinct pattern matches across 12 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 Block439 hits · 288 pts

Severity	File	Line	Snippet	Context
LOW	tracing/docker-compose.yaml	41	- "REDIS_HOST=videos-db"	COMMENT
LOW	…systems/linux/monitoring/cpu/.test/singlethread-cpu.sh	21	#ps -o pid,ppid,cmd --forest -p <PID>	COMMENT
LOW	hashicorp/vault/server/server-ingress.yaml	1	# {{- if .Values.server.ingress.enabled -}}	COMMENT
LOW	hashicorp/vault/server/server-ingress.yaml	21	# spec:	COMMENT
LOW	hashicorp/vault/server/server-ingress.yaml	41	# servicePort: {{ $servicePort }}	COMMENT
LOW	hashicorp/vault/server/server-disruptionbudget.yaml	1	# {{ template "vault.mode" . }}	COMMENT
LOW	hashicorp/vault/server/server-disruptionbudget.yaml	21	# component: server	COMMENT
LOW	.devcontainer/devcontainer.json	21	// Use 'forwardPorts' to make a list of ports inside the container available locally.	COMMENT
LOW	.devcontainer/devcontainer.json	41	// SET option_value = 'https://docker-development-youtube-series-4rjv9rg7hqrg9-80.githubpreview.dev'	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	21	# it in the usual form of 1k 5GB 4M and so forth:	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	41	# line as value of a configuration directive, you'd better put includes	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	61	# Load modules at startup. If the server is not able to load modules	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	81	# bind 192.168.1.100 10.0.0.1 # listens on two specific IPv4 addresses	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	101	# By default, outgoing connections (from replica to master, from Sentinel to	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	121	# you are sure you want clients from other hosts to connect to Redis	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	141	# local - Allow only for local connections. Ones originating from the	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	161	# Unix socket.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	181	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	201		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	221	# Normally Redis uses the same certificate for both server functions (accepting	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	241	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	261	# By default, a Redis replica does not attempt to establish a TLS connection	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	281		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	301	# reconnections by clients that support it. Use the following directive to disable	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	321	daemonize no	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	341	# If a pid file is specified, Redis writes it where specified at startup	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	361	loglevel notice	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	381	# crash-log-enabled no	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	401		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	421	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	441	# * After 60 seconds if at least 10000 changes were performed	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	461	# permissions, and so forth.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	481	# crash later on while processing commands.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	501	# in order to load them for the initial synchronization, should be deleted	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	521		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	541	# replicaof <masterip> <masterport>	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	561	# When a replica loses its connection with the master, or when the replication	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	581	# misconfiguration.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	601	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	621		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	641	# WARNING: RDB diskless load is experimental. Since in this setup the replica	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	661	# "swapdb" - Keep current db contents in RAM while parsing the data directly	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	681	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	701	# be a good idea.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	721	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	741	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	761	# Replica ignore disk write errors controls the behavior of a replica when it is	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	781		COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	801	# By default min-replicas-to-write is set to 0 (feature disabled) and	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	821	# However when port forwarding or Network Address Translation (NAT) is	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	841	# https://redis.io/topics/client-side-caching	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	861	# In the "stats" INFO section, you can find information about the number of	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	881	# user <username> ... acl rules ...	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	901	# skip-sanitize-payload RESTORE dump-payload sanitization is skipped.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	921	# nocommands Alias for -@all.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	941	# nopass All the set passwords of the user are removed, and the user	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	961	# which are the permissions directly applied onto the	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	981	#	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1001	# command.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1021	# ACL LOG	COMMENT
379 more matches not shown…

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nagement/examples/vagrant/.test/provision_webserver.sh	32	# Define the directory for the override file	COMMENT
MEDIUM	…nagement/examples/ansible/.test/provision_webserver.sh	32	# Define the directory for the override file	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	348	# Creating a pid file is best effort: if Redis is not able to create it	COMMENT
MEDIUM	kubernetes/cert-manager/default-values.yaml	534	# Create a ServiceMonitor to add cert-manager to Prometheus.	COMMENT
MEDIUM	kubernetes/cert-manager/default-values.yaml	586	# Create a PodMonitor to add cert-manager to Prometheus.	COMMENT
MEDIUM	kubernetes/cert-manager/default-values.yaml	1027	# Create the CA Injector deployment	COMMENT
MEDIUM	kubernetes/datree/datree.sh	149	# Create the TLS secret for the generated keys.	COMMENT
MEDIUM	kubernetes/gateway-api/istio/default-values.yaml	557	# Define the security context for the pod.	COMMENT
MEDIUM	kubernetes/gateway-api/envoy/02.1-gateway-config.yaml	29	# Define a log sink (destination) and format	COMMENT
MEDIUM	kubernetes/gateway-api/cilium/default-values.yaml	2	# This file is based on install/kubernetes/cilium/*values.yaml.tmpl.	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	…fests/setup/0alertmanagerCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…ifests/setup/0thanosrulerCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…nifests/setup/0prometheusCustomResourceDefinition.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…netes/1.18.4/prometheus-operator/crd-alertmanager.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…rnetes/1.18.4/prometheus-operator/crd-thanosruler.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING
HIGH	…ernetes/1.18.4/prometheus-operator/crd-prometheus.yaml	type: string resourcefieldref: description: 'selects a resource of the container: only resources limits and requests (li	STRING

AI Slop Vocabulary11 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW⚡	storage/redis/kubernetes/redis/redis-configmap.yaml	631	# it entirely just set it to 0 seconds and the transfer will start ASAP.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	368	# To enable logging to the system logger, just set 'syslog-enabled' to yes,	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1145	# noeviction -> Don't evict anything, just return an error on write operations.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1309	# Setting io-threads to 1 will just use the main thread as usual.	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1669	# one replica). To disable migration just set it to a very large value or	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1692	# covered. In order to do so, just set the cluster-require-full-coverage	COMMENT
LOW	kubernetes/gateway-api/istio/default-values.yaml	2	# For instance, instead of `--set _internal_defaults_do_not_set.foo=bar``, just set `--set foo=bar`.	COMMENT
MEDIUM	kubernetes/gateway-api/istio/default-values.yaml	178	# to utilize a remote instance.	COMMENT
MEDIUM	kubernetes/gateway-api/nginx-fabric/default-values.yaml	138	# -- extraVolumes for the NGINX Gateway Fabric control plane pod. Use in conjunction with	COMMENT
MEDIUM	kubernetes/gateway-api/nginx-fabric/default-values.yaml	554	# -- The volumes for the NGINX data plane pod. Use in conjunction with	COMMENT
MEDIUM	kubernetes/gateway-api/cilium/default-values.yaml	1219	# for more comprehensive documentation about Hubble metrics.	COMMENT

Decorative Section Separators6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	storage/redis/kubernetes/redis/redis-configmap.yaml	640	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	storage/redis/kubernetes/redis/redis-configmap.yaml	646	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	770	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	1067	# ------------------------------------------------------------------------	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	1071	# ------------------------------------------------------------------------	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	2196	# -------------------------------	COMMENT

Slop Phrases8 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	1167	# used least recently, you can change the sample size using the following	COMMENT
MEDIUM	storage/redis/kubernetes/redis/redis-configmap.yaml	2091	# strings, are normally limited to 512 mb. However you can change this limit	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	157	# make sure to raise both the value of somaxconn and tcp_max_syn_backlog	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1197	# and so forth). So make sure you monitor your replicas and make sure they	COMMENT
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	1769	# In order to setup your cluster make sure to read the documentation	COMMENT
LOW	kubernetes/gateway-api/kgateway/default-values.yaml	88	# -- Configure the default container image for the components that Helm deploys. You can override these settings for eac	COMMENT
LOW	kubernetes/gateway-api/kgateway/values.yaml	88	# -- Configure the default container image for the components that Helm deploys. You can override these settings for eac	COMMENT
LOW	kubernetes/gateway-api/cilium/default-values.yaml	3421	# WARNING: make sure to configure a different NodePort in each cluster if	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	python/introduction/part-3.json/src/app.py	2	CODE
LOW	python/introduction/part-4.http/src/app.py	2	CODE
LOW	python/introduction/part-5.database.redis/src/app.py	2	CODE
LOW	monitoring/prometheus/python-application/src/server.py	1	CODE
LOW	monitoring/prometheus/python-application/src/server.py	3	CODE
LOW	monitoring/prometheus/python-application/src/server.py	4	CODE
LOW	monitoring/prometheus/python-application/src/server.py	4	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tracing/README.md	8	## Example microservice architecture	COMMENT
MEDIUM	course/chapters/chapter-6-docker/README.md	63	### 🎬 [Module 6: Introduction to Container Orchestration](../../content/containers/orchestration/README.md)	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…cicd/ci/examples/github/.test/install-github-runner.sh	65	# Check if the file already exists before downloading	COMMENT
LOW	…nagement/examples/vagrant/.test/provision_webserver.sh	6	# Check if NGINX is already installed.	COMMENT
LOW	…nagement/examples/ansible/.test/provision_webserver.sh	6	# Check if NGINX is already installed.	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…td/kubernetes/dockerfiles/plugins/parser_kubernetes.rb	34	# Usage:	COMMENT
LOW	…tes/dockerfiles/plugins/parser_multiline_kubernetes.rb	34	# Usage:	COMMENT
LOW	kubernetes/gateway-api/linkerd/values.yaml	2	# Usage:	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	storage/redis/kubernetes/redis/redis-configmap.yaml	2175	# NOTE: The above table was obtained by running the following commands:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	kubernetes/fluxcd/README.md	238	kubectl -n default create secret docker-registry dockerhub-credential --docker-username '' --docker-password '' --docker	CODE

marcel-dempers/docker-development-youtube-series

Open-Source Code Quality, Security and Technical Debt Review