AI Slop Code Risk Monitor

1Panel-dev/1Panel

Name: 1Panel-dev/1Panel — 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).

🔥 1Panel is a modern, open-source Linux server management panel and a lightweight AI management platform.

0.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for 1Panel-dev/1Panel, a Go project with 37,327 GitHub stars. SynthScan examined 605,484 lines of code across 1840 source files, recording 49 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.1 (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.

0.1

Adjusted Signal

0.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

37.3K

Stars

Language

605.5K

Lines of Code

1.8K

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 47 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 14 finding(s).

PR Review Velocity Impact 0.4/100 · LOW

Which changes need focused human review? 49 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 0LOW 49

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 49 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 Block35 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	core/cmd/server/main.go	21	// @description Signed API Key authentication. Send the signature, never the plaintext API Key, in 1Panel-Token.	COMMENT
LOW	core/app/api/v2/setting.go	121	// @Security ApiKeyAuth	COMMENT
LOW	core/app/api/v2/setting.go	281		COMMENT
LOW	core/app/api/v2/setting.go	321	// @Summary Load system cert info	COMMENT
LOW	core/app/api/v2/api_key.go	41	helper.InternalServer(c, err)	COMMENT
LOW	core/app/api/v2/api_key.go	81	// @Description Omitted expiresAt defaults to 90 days; explicit null means no expiration. Omitted apiKeyValidityTime def	COMMENT
LOW	core/app/api/v2/api_key.go	101	if err != nil {	COMMENT
LOW	core/app/api/v2/api_key.go	141	// @Description Success increments the revision; search again before another mutation. Authentication and business error	COMMENT
LOW	core/app/api/v2/api_key.go	161	apiKeyMutationSuccess(c)	COMMENT
LOW	core/app/api/v2/api_key.go	221	}	COMMENT
LOW	frontend/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	agent/cmd/server/main.go	1	package main	COMMENT
LOW	agent/cmd/server/main.go	21	// @description eg:	COMMENT
LOW	agent/app/api/v2/terminal.go	41	// @Tags Terminal	COMMENT
LOW	agent/app/api/v2/firewall.go	261	}	COMMENT
LOW	agent/app/api/v2/firewall.go	281	if err != nil {	COMMENT
LOW	agent/app/api/v2/backup.go	41	// @Security Timestamp	COMMENT
LOW	agent/app/api/v2/database_mysql.go	401	// @Accept json	COMMENT
LOW	agent/app/api/v2/setting.go	41		COMMENT
LOW	agent/app/api/v2/setting.go	181	// @Security Timestamp	COMMENT
LOW	agent/app/api/v2/setting.go	201	// @Security Timestamp	COMMENT
LOW	agent/app/api/v2/device.go	221	// @Tags Device	COMMENT
LOW	agent/app/api/v2/file.go	1541		COMMENT
LOW	agent/app/api/v2/dashboard.go	81	return	COMMENT
LOW	agent/app/api/v2/dashboard.go	181		COMMENT
LOW	agent/app/api/v2/container.go	81	// @Tags Container	COMMENT
LOW	agent/app/api/v2/container.go	221	// @Security ApiKeyAuth	COMMENT
LOW	agent/app/api/v2/container.go	401	// @Success 200 {object} dto.ResourceLimit	COMMENT
LOW	agent/app/api/v2/container.go	721	// @Summary List networks	COMMENT
LOW	agent/app/api/v2/container.go	921	return	COMMENT
LOW	agent/app/api/v2/ftp.go	161	// @Router /toolbox/ftp/sync [post]	COMMENT
LOW	agent/app/api/v2/ssh.go	121	// @Summary Sycn host SSH secret	COMMENT
LOW	agent/app/api/v2/cronjob.go	101	// @Tags Cronjob	COMMENT
LOW	agent/app/api/v2/gpu.go	41	// @Summary Get CPU options	COMMENT
LOW	agent/app/service/nginx_module_runtime.go	201		COMMENT

Hyper-Verbose Identifiers12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/layout/components/Sidebar/index.vue	183	function buildMenuListFromSettings(hideMenuValue?: string) {	CODE
LOW	frontend/src/utils/date.ts	96	export function dateFormatSimpleWithSecond(dataStr: any) {	CODE
LOW	frontend/src/utils/file.ts	119	export function buildFileShareDownloadUrl(code: string, currentNode: string, password?: string): string {	CODE
LOW	frontend/src/utils/monaco.ts	92	export async function loadMonacoLanguageSupport() {	CODE
LOW	frontend/src/utils/xpack.ts	124	export async function loadMasterProductProFromDB() {	CODE
LOW	frontend/src/extensions/xpack.ts	72	function getEnterpriseSkillsHubModule(): EnterpriseSkillsHubModule \| null {	CODE
LOW	frontend/src/extensions/xpack.ts	80	export async function listEnterprisePublishedSkillHub(params: { agentType?: string; keyword?: string }) {	CODE
LOW	frontend/src/extensions/footer-setting.ts	15	function getEnterpriseFooterSettingModuleLoader(): EnterpriseFooterSettingModuleLoader \| null {	CODE
LOW	frontend/src/extensions/footer-setting.ts	24	export async function getEnterpriseFooterSetting(silent = false) {	CODE
LOW	…st/file-management/ai-search/file-ai-search-drawer.vue	854	function resetAiSearchLimitsToDefaults() {	CODE
LOW	…ntend/src/views/setting/alert/setting/drawer/index.vue	297	function checkDisplayNameDuplicate(_rule: unknown, value: string, callback: (error?: Error) => void) {	CODE
LOW	…ntend/src/views/setting/alert/setting/drawer/index.vue	327	function checkSmsDisplayNameDuplicate(_rule: unknown, value: string, callback: (error?: Error) => void) {	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/openresty-modules/diagnose-install.sh	233	except Exception as error:	CODE
LOW	scripts/openresty-modules/diagnose-install.sh	279	except Exception as error:	CODE