AI Slop Code Risk Monitor

k3s-io/k3s

Name: k3s-io/k3s — Go Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Lightweight Kubernetes

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for k3s-io/k3s, a Go project with 34,290 GitHub stars. SynthScan examined 83,488 lines of code across 594 source files, recording 25 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

34.3K

Stars

Language

83.5K

Lines of Code

594

Files

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 25 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 1LOW 23

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 25 distinct pattern matches across 5 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 Block15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	install.sh	21	# enforce that K3S_TOKEN is also set.	COMMENT
LOW	install.sh	41	# stable channel if not specified.	COMMENT
LOW	install.sh	61	# setting INSTALL_K3S_SKIP_DOWNLOAD=true	COMMENT
LOW	install.sh	81	# Name of systemd service to create, will default from the k3s exec command	COMMENT
LOW	contrib/util/generate-custom-ca-certs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/scorecard.yml	41	- name: "Run analysis"	COMMENT
LOW	package/rpm/install.sh	1	#!/bin/sh	COMMENT
LOW	package/rpm/install.sh	21	#	COMMENT
LOW	package/rpm/install.sh	41	#	COMMENT
LOW	package/rpm/install.sh	61	#	COMMENT
LOW	package/rpm/install.sh	81	# if not specified.	COMMENT
LOW	pkg/agent/flannel/flannel.go	1	//	COMMENT
LOW	pkg/kubeadm/types.go	21	// Expires and TTL are mutually exclusive.	COMMENT
LOW	pkg/etcd/store/store.go	281	if currentIndex, _ := schema.ReadConsistentIndex(s.be.ReadTx()); currentIndex == 0 {	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/etcd/snapshot_controller.go	176	nodes := e.etcd.config.Runtime.Core.Core().V1().Node()	CODE

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	492	# Check if jq is installed	COMMENT
LOW	install.sh	497	# Check if unzip is installed	COMMENT
LOW	tests/e2e/scripts/latest_commit.sh	30	# Verify if the response is an array with the k3s commits	COMMENT
LOW	tests/e2e/scripts/setup_rootless.sh	12	# Check if the download was successful	COMMENT
LOW	tests/e2e/scripts/setup_rootless.sh	34	# Check if the string is already in GRUB_CMDLINE_LINUX	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	updatecli/scripts/bump-staging-deps.sh	33	# More robust regex for spaces/tabs, and execute the replacement	COMMENT
LOW	.github/actions/setup-go/action.yaml	31	go-version-file: 'go.mod' # if go-version is not set, just use whatever version is in the go.mod file	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	5	# Usage:	COMMENT
LOW	package/rpm/install.sh	4	# Usage:	COMMENT