AI Slop Code Risk Monitor

RaspAP/raspap-webgui

SlopCodeMonitor badge for RaspAP/raspap-webgui Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

The easiest, full-featured wireless router setup for Debian-based devices. Period.

2.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for RaspAP/raspap-webgui, a PHP project with 5,230 GitHub stars. SynthScan examined 46,064 lines of code across 332 source files, recording 68 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 2.1 (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.

2.1
Adjusted Signal
2.1
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.2K
Stars
PHP
Language
46.1K
Lines of Code
332
Files
68
Pattern Hits
2026-10-31
Scan Date
0.01
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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 56 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

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

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 10.3/100 · LOW

Which changes need focused human review? 68 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 2MEDIUM 11LOW 55

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 68 distinct pattern matches across 9 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 Block34 hits · 34 pts
SeverityFileLineSnippetContext
LOWapp/lib/Parsedown.php1<?phpCOMMENT
LOWconfig/client_config/info_huawei_hilink.sh1#!/bin/bashCOMMENT
LOWconfig/client_config/onoff_huawei_hilink.sh1#!/bin/bashCOMMENT
LOWconfig/client_config/info_huawei_modem.sh1#!/bin/bashCOMMENT
LOWconfig/client_config/info_huawei.sh1#!/bin/bashCOMMENT
LOWconfig/client_config/huawei_hilink_api.sh1#!/bin/bashCOMMENT
LOWconfig/client_config/huawei_hilink_api.sh21# e.g "_valueFromResponse msisdn" to get the phone number after a call to _getDeviceInformationCOMMENT
LOWconfig/client_config/huawei_hilink_api.sh41# hilink_host=192.168.8.1 # ip address of deviceCOMMENT
LOWplugins-available/Tailscale/config/ts-optimize.sh1#!/bin/bashCOMMENT
LOW.github/workflows/codeql-analysis.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql-analysis.yml41 - name: Initialize CodeQLCOMMENT
LOWinstallers/debuglog.sh1#!/bin/bashCOMMENT
LOWinstallers/usb-tethering.sh1#!/bin/bashCOMMENT
LOWinstallers/raspap-iptables-save.sh1#!/bin/bashCOMMENT
LOWinstallers/common.sh1#!/bin/bashCOMMENT
LOWinstallers/toggle-routing.sh1#!/bin/bashCOMMENT
LOWinstallers/settime.sh1#!/bin/bashCOMMENT
LOWinstallers/uninstall.sh1#!/bin/bashCOMMENT
LOWinstallers/nm-wifi.sh1#!/bin/bashCOMMENT
LOWinstallers/configauth.sh1#!/bin/bashCOMMENT
LOWinstallers/install_feature_clients.sh1#!/bin/bashCOMMENT
LOWinstallers/minwrite.sh1#!/bin/bashCOMMENT
LOWinstallers/captive-portal.sh1#!/bin/bashCOMMENT
LOWinstallers/captive-portal.sh21# - Portal mode ends when the tunnel works again, when the uplink is freeCOMMENT
LOWinstallers/mkcert.sh1#!/bin/bashCOMMENT
LOWinstallers/udev-rules.sh1#!/bin/bashCOMMENT
LOWinstallers/wg-killswitch.sh1#!/bin/bashCOMMENT
LOWinstallers/raspbian.sh1#!/bin/bashCOMMENT
LOWinstallers/raspbian.sh21# NOTECOMMENT
LOWinstallers/uplink-watchdog.sh1#!/bin/bashCOMMENT
LOWinstallers/vnstat.sh1#!/bin/bashCOMMENT
LOWinstallers/generate_os_list.sh1#!/bin/bashCOMMENT
LOWinstallers/wg-forward.sh1#!/bin/bashCOMMENT
LOWajax/networking/get_suggested_hw_mode.php81 // 'cmd' => $cmd,COMMENT
Decorative Section Separators6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMconfig/client_config/info_huawei_hilink.sh3# -------------------------------COMMENT
MEDIUMconfig/client_config/onoff_huawei_hilink.sh3# ========================================================================COMMENT
MEDIUMconfig/client_config/info_huawei_modem.sh3# ------------------------------------------------COMMENT
MEDIUMconfig/client_config/huawei_hilink_api.sh4# =================COMMENT
MEDIUMconfig/client_config/huawei_hilink_api.sh39# ========================COMMENT
MEDIUMconfig/client_config/huawei_hilink_api.sh48# ===========COMMENT
Self-Referential Comments5 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUMapp/pitft/stats.py29# Create the ST7789 displayCOMMENT
MEDIUMinstallers/common.sh339 # Create a directory for existing file backups.COMMENT
MEDIUMinstallers/common.sh342 # Create a directory to store networking configsCOMMENT
MEDIUMinstallers/mkcert.sh87# Create a directory for the combined .pem file in lighttpdCOMMENT
MEDIUMinstallers/udev-rules.sh36 "# This file contains persistent naming rules for network interfaces." \CODE
Hyper-Verbose Identifiers13 hits · 13 pts
SeverityFileLineSnippetContext
LOWapp/lib/Parsedown.php1653 protected function elementApplyRecursiveDepthFirst($closure, array $Element)CODE
LOWapp/lib/Parsedown.php1679 protected function elementsApplyRecursiveDepthFirst($closure, array $Elements)CODE
LOWapp/lib/Parsedown.php1900 protected function filterUnsafeUrlInAttribute(array $Element, $attribute)CODE
LOWincludes/configure_client.php173function addSkippedNetworkMessages($status, array $skipped)CODE
LOWapi/modules/client.py9def get_active_wireless_clients_mac(interface):CODE
LOWapi/modules/client.py25def get_active_wireless_clients_amount():CODE
LOWapi/modules/client.py31def get_active_ethernet_clients_mac():CODE
LOWapi/modules/client.py77def get_active_ethernet_clients_amount():CODE
LOWapi/modules/client.py81def get_active_clients_amount():CODE
LOWapi/modules/client.py120def get_active_clients_amount_by_interface(interface):CODE
LOWapi/modules/client.py131def get_active_clients_by_interface(interface):CODE
LOWsrc/RaspAP/Networking/MobileDataHandler.php18class MobileDataHandler implements NetworkHandlerCODE
LOWsrc/RaspAP/Exceptions/HtmlErrorRenderer.php63 public function getExceptionTraceAsString($e, $seen = null) {CODE
Empty Error Handlers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHapi/modules/client.py66except Exception:CODE
HIGHapi/modules/networking.py29except KeyError:CODE
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOWapi/modules/wireguard.py2CODE
LOWapi/modules/dns.py2CODE
LOWapi/modules/dhcp.py2CODE
Redundant / Tautological Comments2 hits · 2 pts
SeverityFileLineSnippetContext
LOWplugins-available/Captive/Captive.php223 $conf[] = "# Set GatewayInterface to the interface on your router";CODE
LOWinstallers/common.sh1211 # Verify if BBR is enabledCOMMENT
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWapi/modules/client.py9CODE
LOWapi/modules/client.py31CODE
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWapi/modules/client.py66 except Exception:CODE