AI Slop Code Risk Monitor

VictoriaMetrics/VictoriaLogs

Name: VictoriaMetrics/VictoriaLogs — 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).

Fast and easy to use database for logs, which can efficiently handle terabytes of logs

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for VictoriaMetrics/VictoriaLogs, a Go project with 2,438 GitHub stars. SynthScan examined 263,406 lines of code across 1243 source files, recording 38 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.4K

Stars

Language

263.4K

Lines of Code

1.2K

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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 35 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · 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 1.2/100 · LOW

Which changes need focused human review? 38 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 3HIGH 0MEDIUM 0LOW 35

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 38 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 Block31 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	app/vlinsert/opentelemetry/pb.go	241	return nil	COMMENT
LOW	app/vlinsert/opentelemetry/opentelemetry_test.go	581	m.marshalProtobuf(mm.AppendMessage(3))	COMMENT
LOW	app/vlinsert/opentelemetry/pb_json.go	41	}	COMMENT
LOW	app/vlstorage/netselect/netselect.go	41		COMMENT
LOW	app/vlstorage/netselect/netselect.go	61		COMMENT
LOW	app/vlstorage/netinsert/netinsert.go	461	// in order to improve query performance over this stream (the data for the log stream	COMMENT
LOW	app/vlselect/logsql/logsql.go	41	"See https://docs.victoriametrics.com/victorialogs/querying/#partial-responses")	COMMENT
LOW	app/vmui/packages/vmui/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	app/vlagent/tail/tailer.go	21	type Processor interface {	COMMENT
LOW	apptest/testcase.go	61	func (tc *TestCase) StopApp(instance string) {	COMMENT
LOW	lib/logstorage/indexdb.go	741	//	COMMENT
LOW	lib/logstorage/pipe_stats.go	181	//	COMMENT
LOW	lib/logstorage/pipe_stats.go	201	// updateStatsForRow must update statsProcessor stats for the row at rowIndex in br.	COMMENT
LOW	lib/logstorage/block_header.go	561	//	COMMENT
LOW	lib/logstorage/block_header.go	581	// Bloom filters for the main column with an empty name are stored in messageBloomFilename,	COMMENT
LOW	lib/logstorage/consts.go	1	package logstorage	COMMENT
LOW	lib/logstorage/consts.go	21	const maxUncompressedIndexBlockSize = 128 * 1024	COMMENT
LOW	lib/logstorage/datadb.go	21		COMMENT
LOW	lib/logstorage/datadb.go	101	// wg.Add() must be called under partsLock after checking whether stopCh isn't closed.	COMMENT
LOW	lib/logstorage/datadb.go	461	//	COMMENT
LOW	lib/logstorage/storage.go	61	// StorageConfig is the config for the Storage.	COMMENT
LOW	lib/logstorage/storage.go	81		COMMENT
LOW	lib/logstorage/storage.go	161		COMMENT
LOW	lib/logstorage/storage.go	1241	// getPartitionForWriting returns the partition for the given day for writing.	COMMENT
LOW	lib/logstorage/parser.go	401		COMMENT
LOW	lib/logstorage/syslog_parser.go	41	var syslogParserPool sync.Pool	COMMENT
LOW	lib/logstorage/pipe_join.go	21	//	COMMENT
LOW	lib/logstorage/pipe.go	21	// If the pipe can be executed remotely in full, then the returned local pipes must be empty.	COMMENT
LOW	lib/logstorage/pipe.go	41		COMMENT
LOW	lib/logstorage/pipe.go	61	visitSubqueries(visitFunc func(q *Query))	COMMENT
LOW	lib/logstorage/log_rows.go	341	}	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	app/vlselect/vmui/assets/vendor-Bl8Hxami.js	50	`+i.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=n.text):t.push(i);continue}if(e){this.infiniteLoopError(e.ch	CODE
CRITICAL	lib/logstorage/block_result.go	749	bb.B = br.bs.bsw.bh.streamID.marshalString(bb.B)	CODE
CRITICAL	lib/logstorage/block_search.go	633	bb.B = bs.bsw.p.pt.idb.appendStreamString(bb.B[:0], &bs.bsw.bh.streamID)	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/victorialogs/QuickStart.md	45	### Step 1: Download the binary	COMMENT
LOW	docs/victorialogs/QuickStart.md	66	### Step 2: Start VictoriaLogs	COMMENT
LOW	docs/victorialogs/QuickStart.md	88	### Step 3: Ingest some logs	COMMENT
LOW	docs/victorialogs/QuickStart.md	107	### Step 4: Explore the logs	COMMENT