AI Slop Code Risk Monitor

yusing/godoxy

SlopCodeMonitor badge for yusing/godoxy Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

High-performance reverse proxy and container orchestrator for self-hosters

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for yusing/godoxy, a Go project with 4,169 GitHub stars. SynthScan examined 132,947 lines of code across 774 source files, recording 54 pattern matches distributed across 8 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
2026-10-27
Last Push
4.2K
Stars
Go
Language
132.9K
Lines of Code
774
Files
54
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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 50 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 54 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 2LOW 52

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 54 distinct pattern matches across 8 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 Block44 hits · 44 pts
SeverityFileLineSnippetContext
LOWconfig.example.yml1# Autocert (choose one below and uncomment to enable)COMMENT
LOWconfig.example.yml21# 3. other providers, see https://docs.godoxy.dev/DNS-01-ProvidersCOMMENT
LOWconfig.example.yml41# allow:COMMENT
LOWconfig.example.yml61entrypoint:COMMENT
LOWconfig.example.yml101 # customize behavior for non-existent routes, e.g. pass over to another proxyCOMMENT
LOWconfig.example.yml121 # Docker label: proxy.idle_notify_to: "".COMMENT
LOWconfig.example.yml141 # add "!" after provider name to enable explicit only modeCOMMENT
LOWconfig.example.yml161 # token: abcdCOMMENT
LOWconfig.example.yml181webui:COMMENT
LOWconfig.example.yml201COMMENT
LOWinternal/net/gphttp/middleware/entrypoint_overlay.go21 Bypass Bypass `json:"bypass"`COMMENT
LOWinternal/route/rules/block_parser.go21// file := { ws | comment | rule }COMMENT
LOWinternal/config/runtime_manager.go101// Load activates the initial candidate's proxy routes before initializeRuntimeCOMMENT
LOWinternal/auth/utils.go41//COMMENT
LOWinternal/proxmox/lxc_stats.go21// "$(awk 'NR>2{r+=$2;t+=$10}END{printf "%.0f\n%.0f", r, t}' /proc/net/dev | numfmt --to=iec-i --suffix=B | paste -sd/)"COMMENT
LOWinternal/proxmox/lxc_stats.go141 s := fmt.Sprintf("%.1f", val)COMMENT
LOWinternal/proxmox/lxc_stats.go161// if initScriptErr != nil {COMMENT
LOWinternal/proxmox/node_command.go61 shouldSkip := trueCOMMENT
LOWinternal/serialization/serialization.go361 default:COMMENT
LOWinternal/api/handler.go21 routeApi "github.com/yusing/godoxy/internal/api/v1/route"COMMENT
LOWinternal/api/v1/favicon.go21COMMENT
LOWinternal/api/v1/metrics/all_system_info.go41 agentName stringCOMMENT
LOWinternal/api/v1/metrics/system_info.go21 Aggregate systeminfo.SystemInfoAggregateMode `query:"aggregate"`COMMENT
LOWinternal/api/v1/metrics/uptime.go21// @BasePath /api/v1COMMENT
LOWinternal/api/v1/docker/logs.go21 Stderr bool `form:"stderr,default=true"`COMMENT
LOWinternal/api/v1/homepage/overrides.go81// @x-id "set-item-visible"COMMENT
LOWinternal/api/v1/homepage/overrides.go101 c.JSON(http.StatusOK, apitypes.Success("success"))COMMENT
LOWinternal/api/v1/homepage/overrides.go121 }COMMENT
LOWinternal/api/v1/homepage/overrides.go141 if err := c.ShouldBindJSON(&params); err != nil {COMMENT
LOWinternal/api/v1/homepage/items.go21type HomepageItemsRequest struct {COMMENT
LOWinternal/api/v1/route/playground.go81 StatusCode int `json:"statusCode"`COMMENT
LOWinternal/api/v1/route/validate.go21// @Description Validate route,COMMENT
LOWinternal/api/v1/file/validate.go21// @Summary Validate fileCOMMENT
LOWinternal/api/v1/file/get.go21)COMMENT
LOWinternal/api/v1/auth/callback.go1//nolint:dupwordCOMMENT
LOWinternal/api/v1/proxmox/tail.go21} // @name ProxmoxTailRequestCOMMENT
LOWinternal/api/v1/proxmox/journalctl.go21 Services []string `form:"service" uri:"service"` // Service namesCOMMENT
LOWinternal/api/v1/agent/verify.go61 for i, agentInfo := range entries {COMMENT
LOWinternal/idlewatcher/watcher.go421//COMMENT
LOWinternal/idlewatcher/watcher.go801}COMMENT
LOWagent/pkg/agent/stream/tcp_server.go21COMMENT
LOWsocket-proxy/pkg/reverseproxy/reverse_proxy.go21COMMENT
LOWsocket-proxy/pkg/reverseproxy/reverse_proxy.go41 // value of the client IP address. If an X-Forwarded-ForCOMMENT
LOWexamples/docker-compose/netbird.yml101 reverseProxy:COMMENT
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMexamples/docker-compose/netbird.yml69 # ============================================================================COMMENT
MEDIUMexamples/docker-compose/netbird.yml71 # ============================================================================COMMENT
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWinternal/docker/client.go28// TODO: implement reconnect here.COMMENT
LOWinternal/api/v1/docker/logs.go61 // TODO: implement levelsCOMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/update-wiki/index.ts36function sanitizeFileStemFromPkgPath(pkgPath: string) {CODE
LOWscripts/update-wiki/index.ts84function rewriteMarkdownLinksOutsideFences(CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinternal/proxmox/command_common.go12// We need to check if the input contains these characters and return an error if it does.COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWinternal/route/provider/docker_test.go141 common.OIDCAllowedUsers = []string{"user@example.com"}CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWinternal/dnsproviders/gen.py2CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/fix-swagger-json.py25CODE