AI Slop Code Risk Monitor

p1neappleXpress/OpenFlux

SlopCodeMonitor badge for p1neappleXpress/OpenFlux Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for p1neappleXpress/OpenFlux. SynthScan examined 80,845 lines of code across 378 source files, recording 131 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6
Adjusted Signal
1.6
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
80.8K
Lines of Code
378
Files
131
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 7.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 131 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 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 131 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 131

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 131 distinct pattern matches across 2 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 Block125 hits · 125 pts
SeverityFileLineSnippetContext
LOWnode_wizard.go1//go:build !exitnodeCOMMENT
LOWdocker-compose.yml1# OpenFlux local runner. One image, two mutually independent services —COMMENT
LOWmain.go481 return d.DialContext(ctx, "udp", dns)COMMENT
LOWipc_handler.go21// remoteCheckRequest is the request for a check the exit node reported: theCOMMENT
LOWprovision/integration_test.go21// OPENFLUX_TEST_SSH=127.0.0.1:22 sshd of the test VDSCOMMENT
LOWprovision/phphost/api.go41// Result: data, or a code and parameter the app words.COMMENT
LOWios-app/OpenFluxTunnel/Tunnel-Bridging-Header.h1#ifndef Tunnel_Bridging_Header_hCOMMENT
LOWios-app/OpenFlux/OpenFlux-Bridging-Header.h1#ifndef OpenFlux_Bridging_Header_hCOMMENT
LOWtransport/cookies.go1package transportCOMMENT
LOWtransport/cookies.go21 // SubtypeCookiesResponse.COMMENT
LOWtransport/kdfcontext.go21// contextURL reports whether a carrier's URL can name the channel. ACOMMENT
LOWtransport/encrypted.go41// EncryptedTransport wraps another Transport with end-to-end AES-256-GCMCOMMENT
LOWtransport/session.go81// ClassicMode is how a Session treats peers of the classic (pre-Session)COMMENT
LOWtransport/framing.go1package transportCOMMENT
LOWtransport/error_notifier.go1package transportCOMMENT
LOWtransport/striped.go21// loses, so the tunnel above it sees one ordered, lossless link.COMMENT
LOWtransport/striped.go81// tick (up to max of them) instead of draining a queue filled by Send.COMMENT
LOWtransport/striped.go141 // (it renegotiates the subscriptions when someone joins or leaves); theCOMMENT
LOWtransport/striped.go641// its own rate. Only then is another lane what the link needs: lanes stillCOMMENT
LOWtransport/striped_lane.go1package transportCOMMENT
LOWtransport/striped_lane.go21// anything about the rate:COMMENT
LOWtransport/codec.go21// That is faster than the KDF context rotation (see EncryptedTransport), soCOMMENT
LOWtransport/direct.go21// is exactly one length-prefixed record:COMMENT
LOWtransport/cupsonline/cupsonline.go61 // не принимает строку в column, но массив целых курсоров ретранслируетCOMMENT
LOWtransport/script/manifest.go21// the rest, see settingspage.go), and the script gets the values back inCOMMENT
LOWtransport/script/manifest.go141COMMENT
LOWtransport/script/transport.go381 t.loop = eventloop.NewEventLoop(eventloop.EnableConsole(true))COMMENT
LOWtransport/script/update.go21// update is the signed .flux package; the author's update.json only saysCOMMENT
LOWtransport/script/host.go681 t.setLastState(state, errMsg)COMMENT
LOWtransport/script/host.go741// ---- concurrency.pool ----COMMENT
LOWtransport/script/trust.go61 // From a .flux package's manifest; the app stores them with the install soCOMMENT
LOWtransport/script/setuppage.go21// app collects the site's cookies;COMMENT
LOWtransport/script/host_httpserver.go21COMMENT
LOWtransport/script/inspect.go41}COMMENT
LOWtransport/script/cmd/scriptsign/main.go1// scriptsign is a small dev/ops CLI for the script-transport signingCOMMENT
LOWtransport/script/cmd/scriptbundle/main.go1// scriptbundle inlines a script transport's local require("./...") modulesCOMMENT
LOWtransport/script/cmd/scripttest/main.go1// scripttest is a manual, live-network smoke test for one scriptCOMMENT
LOWtransport/script/cmd/scripttest/main.go21// transport/script/devhost and docs/scripted-transports.md.COMMENT
LOWtransport/script/devhost/devhost.go1// Package devhost plays the app's part for a script transport that is beingCOMMENT
LOWtransport/script/js/cupsonline.js1// Script-transport port of transport/cupsonline/cupsonline.go. SmugglesCOMMENT
LOWtransport/script/js/oneme-iceinject.js181// WebSocket (injectICE/msgHandler's candidate branch) - a pipe theCOMMENT
LOWtransport/script/js/vyandex.js141//COMMENT
LOWtransport/script/js/mailru.js1// Script-transport port of transport/mailru/mailru.go. Line-for-line theCOMMENT
LOWtransport/script/js/build.sh1#!/usr/bin/env bashCOMMENT
LOWtransport/script/js/template.js1// OpenFlux script-transport template.COMMENT
LOWtransport/script/js/template.js21 info: function () {COMMENT
LOWtransport/script/js/template.js61 // The FIRST param is the profile's one input and arrives as cfg.url.COMMENT
LOWtransport/script/js/template.js81 // opens the wizard for you; docs/07-settings-and-setup-pages.md (SDK) hasCOMMENT
LOWtransport/script/js/template.js101 // IsConnected() on the Go side is driven ONLY by your setState() calls.COMMENT
LOWtransport/script/js/template.js121 // Your own reconnect policy goes here - e.g. setTimeout(() =>COMMENT
LOWtransport/script/js/template.js141 // close() -> called on Stop(). Clean up your own state; the core alsoCOMMENT
LOWtransport/script/js/template.js161 // to hand you a captcha answer, fresh cookies, or an arbitrary inject.COMMENT
LOWtransport/script/js/template.js181// opts: { url, method, headers, body, redirect }. `url` in the result isCOMMENT
LOWtransport/script/js/template.js201// reader forever. Omit/0 = no deadline.COMMENT
LOWtransport/script/js/template.js221// PeerConnection.createOffer() -> Promise<sdpString>COMMENT
LOWtransport/script/js/template.js241// script talks to. port 0/omitted picks a free one.COMMENT
LOWtransport/script/js/template.js261// lz4.decompressBlock(bytes, expectedSize) -> ArrayBufferCOMMENT
LOWtransport/script/js/template.js281//COMMENT
LOWtransport/script/js/template.js301// reach the app's browser surface withCOMMENT
LOWtransport/script/js/src/oneme-iceinject.js1// Script-transport port of transport/oneme (MAX/VK), the "iceinject"COMMENT
65 more matches not shown…
Hyper-Verbose Identifiers6 hits · 6 pts
SeverityFileLineSnippetContext
LOWtransport/script/js/yandex.js292function scheduleReconnectNoCaptcha(attempt) {CODE
LOWtransport/script/js/boards.js448function handleParticipantConnected(data) {CODE
LOWtransport/script/js/boards.js510function handleServerModifyObjects(data) {CODE
LOWtransport/script/js/src/yandex.js158function scheduleReconnectNoCaptcha(attempt) {CODE
LOWtransport/script/js/src/boards.js314function handleParticipantConnected(data) {CODE
LOWtransport/script/js/src/boards.js376function handleServerModifyObjects(data) {CODE