AI Slop Code Risk Monitor

slimtoolkit/slim

Name: slimtoolkit/slim — 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).

Slim(toolkit): Don't change anything in your container image and minify it by up to 30x (and for compiled languages even more) making it secure too! (free and open source)

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for slimtoolkit/slim, a Go project with 23,494 GitHub stars. SynthScan examined 77,029 lines of code across 403 source files, recording 28 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-09-19

Last Push

23.5K

Stars

Language

77.0K

Lines of Code

403

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 28 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 28 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 0MEDIUM 3LOW 25

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 28 distinct pattern matches across 3 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 Block24 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	pkg/launcher/launcher.go	161	return app, nil	COMMENT
LOW	pkg/docker/dockerimage/metadata.go	301		COMMENT
LOW	pkg/docker/dockerfile/ast/parser.go	41	Data: data,	COMMENT
LOW	pkg/app/master/compose/execution.go	1401	PidMode: service.Pid,	COMMENT
LOW	pkg/app/master/inspectors/pod/pod_inspector.go	581		COMMENT
LOW	pkg/app/master/inspectors/pod/pod_inspector.go	601	// if strings.ToLower(runAsUser) != "root" {	COMMENT
LOW	pkg/app/master/command/profile/cli.go	241	// })	COMMENT
LOW	pkg/app/master/command/profile/cli.go	261	// }	COMMENT
LOW	pkg/app/master/command/debug/debug_images.go	41	//Need to work out the compat issues linking the shared	COMMENT
LOW	pkg/app/master/kubernetes/kubectl.go	61	// return nil, err	COMMENT
LOW	pkg/app/master/probe/http/internal/client.go	1	// This file is a modified version of	COMMENT
LOW	pkg/app/master/probe/http/internal/fastcgi.go	1	// This file is a modified version of	COMMENT
LOW	pkg/app/sensor/monitor/composite.go	61	// Errors() method is a way to communicate non-fatal monitor's error	COMMENT
LOW	pkg/app/sensor/execution/standalone.go	101	return cmd, fmt.Errorf("could not read command file %q: %w", filename, err)	COMMENT
LOW	pkg/app/sensor/execution/standalone.go	121		COMMENT
LOW	…ty/compose-go/scripts/validate/template/dockerfile.txt	1	# Copyright 2020 The Compose Specification Authors.	COMMENT
LOW	…rd_party/compose-go/scripts/validate/template/bash.txt	1	# Copyright 2020 The Compose Specification Authors.	COMMENT
LOW	…arty/compose-go/scripts/validate/template/makefile.txt	1	# Copyright 2020 The Compose Specification Authors.	COMMENT
LOW	pkg/third_party/madmo/fanotify/fanotify_arm.go	1	// Copyright (c) 2012, Moritz Bitsch <moritzbitsch@googlemail.com>	COMMENT
LOW	pkg/third_party/madmo/fanotify/fanotify.go	1	// Copyright (c) 2012, Moritz Bitsch <moritzbitsch@googlemail.com>	COMMENT
LOW	pkg/third_party/madmo/fanotify/fanotify_amd64.go	1	// Copyright (c) 2012, Moritz Bitsch <moritzbitsch@googlemail.com>	COMMENT
LOW	pkg/third_party/madmo/fanotify/fanotify_386.go	1	// Copyright (c) 2012, Moritz Bitsch <moritzbitsch@googlemail.com>	COMMENT
LOW	pkg/third_party/madmo/fanotify/fanotify_arm64.go	1	// Copyright (c) 2012, Moritz Bitsch <moritzbitsch@googlemail.com>	COMMENT
LOW	pkg/vulnerability/epss/api/api.go	41	// Each application should define its default sorting options.	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/app/sensor/monitor/composite_test.go	57	// Definitely within the drain window.	COMMENT
MEDIUM	pkg/app/sensor/monitor/composite_test.go	67	// Definitely outside of the drain window.	COMMENT
MEDIUM	pkg/third_party/compose-go/loader/loader.go	591	// TODO: make this more robust	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/third_party/compose-go/schema/schema.go	38	// TODO: implement this	COMMENT