AI Slop Code Risk Monitor

kopia/kopia

Name: kopia/kopia — 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).

Cross-platform backup tool for Windows, macOS & Linux with fast, incremental backups, client-side end-to-end encryption, compression and data deduplication. CLI and GUI included.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for kopia/kopia, a Go project with 14,542 GitHub stars. SynthScan examined 178,152 lines of code across 1184 source files, recording 39 pattern matches distributed across 6 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

14.5K

Stars

Language

178.2K

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 1.3/100 · LOW

Which changes need focused human review? 39 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 36

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 39 distinct pattern matches across 6 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 Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	snapshot/upload/upload_progress.go	101	// UploadFinished implements UploadProgress.	COMMENT
LOW	snapshot/upload/upload_progress.go	121	//nolint:revive	COMMENT
LOW	snapshot/upload/upload_progress.go	141	//nolint:revive	COMMENT
LOW	tools/recovery-job.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/robustness-job.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/docker/docker-compose.yml	41	# Docker:	COMMENT
LOW	tests/robustness/filewriter.go	21	// DeleteRandomSubdirectory deletes a random directory, based	COMMENT
LOW	tests/robustness/pathlock/path_lock.go	1	// Package pathlock defines a PathLocker interface and an implementation	COMMENT
LOW	tests/end_to_end_test/restore_fail_test.go	21	// 3. Issue kopia blob list before issuing any snapshots	COMMENT
LOW	internal/completeset/complete_set.go	1	// Package completeset manages complete set of blob metadata.	COMMENT
LOW	internal/epoch/epoch_manager_test.go	241	// associating an integer with the index blob and epoch it was sourced from.	COMMENT
LOW	internal/epoch/epoch_utils.go	181	// getOldestUncompactedAfterEpoch finds the oldest uncompacted epoch given a	COMMENT
LOW	internal/contentlog/logparam/logparam.go	41	// Time creates a time parameter.	COMMENT
LOW	internal/workshare/workshare_waitgroup.go	1	// Package workshare implements work sharing worker pool.	COMMENT
LOW	internal/workshare/workshare_waitgroup.go	21	// // run asynchronously, collect result using wg.Wait() below.	COMMENT
LOW	internal/ospath/ospath_nonwindows.go	1	//go:build !windows	COMMENT
LOW	internal/grpcapi/repository_server.pb.go	1681	state protoimpl.MessageState `protogen:"open.v1"`	COMMENT
LOW	internal/grpcapi/repository_server.pb.go	1961	HasMore bool `protobuf:"varint,3,opt,name=has_more,json=hasMore,proto3" json:"has_more,omitempty"`	COMMENT
LOW	cli/command_policy_edit.go	21	# The output must be valid JSON.	COMMENT
LOW	cli/command_snapshot_copy_move_history.go	61	// run copies snapshot manifests of the specified source	COMMENT
LOW	.github/auto-merge.yml	81	- match:	COMMENT
LOW	repo/open.go	41	// Repository can specify which features are required to open it and clients will refuse to open the	COMMENT
LOW	repo/content/index/id_range.go	21	// AllIDs is an IDRange that contains all valid IDs.	COMMENT
LOW	repo/content/index/index_v2.go	41	// 0-3: timestamp bits 0..31 (relative to base time)	COMMENT
LOW	repo/format/upgrade_lock.go	21		COMMENT
LOW	repo/maintenance/maintenance_run.go	621	}	COMMENT
LOW	repo/blob/storage.go	181	// GetCapacity complies with the Storage interface.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/cachedir/cachedir.go	20	# This file is a cache directory tag created by Kopia - Fast And Secure Open-Source Backup.	COMMENT
MEDIUM	.github/auto-merge.yml	1	# This file contains rules for auto-approving Dependabot PRs.	COMMENT

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	app/tests/main.spec.js	80	function createTemporaryAppDataDir() {	CODE
LOW	app/public/config.js	109	export function deleteConfigIfDisconnected(repoID) {	CODE
LOW	app/public/electron.js	421	function isOutsideOfApplicationsFolderOnMac() {	CODE
LOW	app/public/electron.js	434	function maybeMoveToApplicationsFolder() {	CODE
LOW	app/public/auto-launch.js	40	export function refreshWillLaunchAtStartup() {	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/tools/fswalker/fswalker.go	187	// Directory size changes with underlying file system setups. Ignore the dir size during data consistency check to make	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	cli/storage_sftp_test.go	22	require.NoError(t, os.WriteFile(myKeyFile, []byte("fake-key-data"), 0o600))	CODE
LOW	cli/storage_sftp_test.go	117	KeyData: "fake-key-data",	CODE
LOW	repo/blob/s3/s3_storage_test.go	37	minioRootAccessKeyID = "fake-key"	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	internal/providervalidation/providervalidation.go	450	// TODO: implement me	COMMENT