AI Slop Code Risk Monitor

gotify/server

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

A simple server for sending and receiving messages in real-time per WebSocket. (Includes a sleek web-ui)

3.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for gotify/server, a Go project with 16,157 GitHub stars. SynthScan examined 29,950 lines of code across 239 source files, recording 108 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 3.6 (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.

3.6
Adjusted Signal
3.6
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
16.2K
Stars
Go
Language
29.9K
Lines of Code
239
Files
108
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 16.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 108 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 0.0/100 · LOW

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

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 108 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 108

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 108 distinct pattern matches across 1 syntactic category. 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 Block108 hits · 108 pts
SeverityFileLineSnippetContext
LOWui/vite-env.d.ts1// Example: vite-env.d.tsCOMMENT
LOWdocs/package.go1// Package docs Gotify REST-API.COMMENT
LOWdocs/package.go21// License: MIT https://github.com/gotify/server/blob/master/LICENSECOMMENT
LOWdocs/package.go41// in: headerCOMMENT
LOWmodel/version.go1package modelCOMMENT
LOWmodel/error.go1package modelCOMMENT
LOWmodel/gotifyinfo.go1package modelCOMMENT
LOWmodel/gotifyinfo.go21 LocalAuth bool `json:"localAuth"`COMMENT
LOWmodel/user.go21// The User holds information about permission and other stuff.COMMENT
LOWmodel/user.go41 // The date the user was created.COMMENT
LOWmodel/user.go61 //COMMENT
LOWmodel/user.go81 // example: unicornCOMMENT
LOWmodel/user.go101 // required: trueCOMMENT
LOWmodel/user.go121 //COMMENT
LOWmodel/oidc.go1package modelCOMMENT
LOWmodel/oidc.go21 // required: trueCOMMENT
LOWmodel/oidc.go41 State string `json:"state"`COMMENT
LOWmodel/oidc.go61 // required: trueCOMMENT
LOWmodel/pluginconf.go21//COMMENT
LOWmodel/pluginconf.go41 Name string `json:"name"`COMMENT
LOWmodel/pluginconf.go61 // read only: trueCOMMENT
LOWmodel/message.go21//COMMENT
LOWmodel/message.go41 // The title of the message.COMMENT
LOWmodel/message.go61 //COMMENT
LOWmodel/message.go81 // example: **Backup** was successfully finished.COMMENT
LOWmodel/security.go1package modelCOMMENT
LOWmodel/security.go21 // The response to the regenerate token action. Only present if the regenerate token action was requested.COMMENT
LOWmodel/client.go1package modelCOMMENT
LOWmodel/client.go21 Token string `gorm:"type:varchar(180);uniqueIndex:uix_clients_token" json:"token,omitempty"`COMMENT
LOWmodel/health.go1package modelCOMMENT
LOWmodel/application.go1package modelCOMMENT
LOWmodel/application.go21 Token string `gorm:"type:varchar(180);uniqueIndex:uix_applications_token" json:"token,omitempty"`COMMENT
LOWmodel/application.go41 // read only: trueCOMMENT
LOWmodel/paging.go1package modelCOMMENT
LOWmodel/paging.go21 // The ID of the last message returned in the current request. Use this as alternative to the next link.COMMENT
LOWmodel/paging.go41//COMMENT
LOWapi/user.go61type UserAPI struct {COMMENT
LOWapi/user.go81// schema:COMMENT
LOWapi/user.go101 }COMMENT
LOWapi/user.go141 if client != nil {COMMENT
LOWapi/user.go161// consumes: [application/json]COMMENT
LOWapi/user.go241//COMMENT
LOWapi/user.go261// $ref: "#/definitions/User"COMMENT
LOWapi/user.go301// security: [clientTokenAuthorizationHeader: [], clientTokenHeader: [], clientTokenQuery: [], basicAuth: []]COMMENT
LOWapi/user.go361// ---COMMENT
LOWapi/user.go401 returnCOMMENT
LOWapi/user.go421// in: pathCOMMENT
LOWapi/user.go441// 401:COMMENT
LOWapi/oidc.go101 PasswordStrength intCOMMENT
LOWapi/oidc.go141 }COMMENT
LOWapi/oidc.go161// type: integerCOMMENT
LOWapi/oidc.go201// creates a gotify client, sets a session cookie, and redirects to the UI.COMMENT
LOWapi/oidc.go281 <meta name="viewport" content="width=device-width,initial-scale=1" />COMMENT
LOWapi/oidc.go301// parameters:COMMENT
LOWapi/oidc.go341}COMMENT
LOWapi/message.go41COMMENT
LOWapi/message.go61// minimum: 1COMMENT
LOWapi/message.go121 f(params)COMMENT
LOWapi/message.go141// in: queryCOMMENT
LOWapi/message.go161// description: Bad RequestCOMMENT
48 more matches not shown…