AI Slop Code Risk Monitor

fabiolb/fabio

Name: fabiolb/fabio — 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).

Consul Load-Balancing made simple

1.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for fabiolb/fabio, a Go project with 7,346 GitHub stars. SynthScan examined 29,959 lines of code across 341 source files, recording 31 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.8 (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.

1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

7.3K

Stars

Language

30.0K

Lines of Code

341

Files

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 5.5/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 31 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 2HIGH 0MEDIUM 3LOW 26

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 31 distinct pattern matches across 4 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 Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	demo/server/server.go	1	// Package server provides a sample HTTP/Websocket server which registers	COMMENT
LOW	demo/server/server.go	21	// ./server -addr 127.0.0.1:5000 -name svc-a -prefix /foo -prefix /bar	COMMENT
LOW	logger/logger.go	1	// Package logger implements a configurable access logger.	COMMENT
LOW	logger/logger.go	21	// $response_status - response status code	COMMENT
LOW	proxy/http_headers.go	61	// I am lost understanding why the code is doing this. I am not even sure that	COMMENT
LOW	proxy/tcp/tls_clienthello.go	1	package tcp	COMMENT
LOW	proxy/tcp/tls_clienthello.go	61		COMMENT
LOW	proxy/tcp/tls_clienthello.go	201	d = d[nameLen:]	COMMENT
LOW	proxy/tcp/tls_clienthello.go	221	// d := data[2:]	COMMENT
LOW	proxy/tcp/tls_clienthello.go	241	// case extensionSignatureAlgorithms:	COMMENT
LOW	proxy/tcp/tls_clienthello.go	261	// }	COMMENT
LOW	proxy/tcp/tls_clienthello.go	281	// stringLen := int(d[0])	COMMENT
LOW	route/table_registry_test.go	1	package route	COMMENT
LOW	route/table_registry_test.go	21	//	COMMENT
LOW	route/table_registry_test.go	41	// }	COMMENT
LOW	route/route.go	201	// this then defines the maximum number of separate instances that can	COMMENT
LOW	route/route.go	261	// Step one determines the necessary ring size to distribute the targets	COMMENT
LOW	config/kvslice.go	1	package config	COMMENT
LOW	admin/ui/generate.go	1	package ui	COMMENT
LOW	docs/content/feature/access-logging.md	21		COMMENT
LOW	docs/content/feature/access-logging.md	41	# $request_args - request query parameters	COMMENT
LOW	docs/content/feature/access-logging.md	61	# $upstream_addr - host:port of upstream server	COMMENT
LOW	docs/content/feature/http-compression.md	21	# The regular expression must follow the rules outlined in golang.org/pkg/regexp.	COMMENT
LOW	registry/consul/register.go	141	// from Consul. In order to address this, we introduce a TTL check	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	admin/ui/assets/code.jquery.com/jquery-3.6.0.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	docs/static/js/theDocs.all.min.js	4	null==d?void 0:d))},attrHooks:{type:{set:function(a,b){if(!o.radioValue&&"radio"===b&&B(a,"input")){var c=a.value;return	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/aws/main.tf	6	# Create a VPC to launch our instances into	COMMENT
MEDIUM	demo/aws/main.tf	11	# Create an internet gateway to give our subnet access to the outside world	COMMENT
MEDIUM	demo/aws/main.tf	23	# Create a subnet to launch our instances into	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	….com/ajax/libs/materialize/1.0.0/js/materialize.min.js	6	var _get=function t(e,i,n){null===e&&(e=Function.prototype);var s=Object.getOwnPropertyDescriptor(e,i);if(void 0===s){va	CODE