AI Slop Code Risk Monitor

iptv-org/epg

SlopCodeMonitor badge for iptv-org/epg Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Utilities for downloading the EPG (Electronic Program Guide) for thousands of TV channels from hundreds of sources.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for iptv-org/epg, a HTML project with 3,455 GitHub stars. SynthScan examined 465,716 lines of code across 1873 source files, recording 71 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3
Adjusted Signal
0.3
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
3.5K
Stars
HTML
Language
465.7K
Lines of Code
1.9K
Files
71
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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 1.8/100 · LOW

Which changes need focused human review? 71 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 1HIGH 0MEDIUM 46LOW 24

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 71 distinct pattern matches across 6 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.

AI Slop Vocabulary46 hits · 102 pts
SeverityFileLineSnippetContext
MEDIUM⚡sites/ionplustv.com/__data__/content.html1958 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1959 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1963 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1964 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1968 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1973 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html1975 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2024 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2025 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2029 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2030 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2034 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2039 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2041 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2090 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2091 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2095 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2096 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2100 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2105 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2107 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2156 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2157 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2161 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2162 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2166 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2171 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2173 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2222 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2223 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2227 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2228 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2232 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2237 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2239 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2288 <li><a class="share addthis_button_facebook" href="http://api.addthis.com/oexchange/0.8/CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2289 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2293 <li><a class="share addthis_button_twitter" href="http://api.addthis.com/oexchange/0.8/fCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2294 addthis:url="https://ionplustv.com/show/leverage-redemption"CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2298 <li><a href="https://ionplustv.com/show/leverage-redemption"><em class="fa fa-share"></eCODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2303 <a href="https://ionplustv.com/show/leverage-redemption">CODE
MEDIUM⚡sites/ionplustv.com/__data__/content.html2305 src="https://ionplustv.com/static/programs/shows/leverage-redemption/show-banneCODE
MEDIUMsites/abc.net.au/__data__/content.json1{"region": "Sydney", "date": "2025-02-04", "schedule": [{"channel": "ABC1", "listing": [{"start_time": "2025-02-03T23:40CODE
MEDIUMsites/dtv8.net/__data__/content_fri.html655<strong><span style="color: #000000;">A young Clark Kent struggles to find his place in the world as he learns to harnesCODE
MEDIUMsites/xumo.tv/__data__/content_0.json1{"totalChannels":308,"lastModified":1667609202000,"channels":[{"channelId":99991247,"number":123,"schedule":[{"assetId":CODE
MEDIUMsites/tvpassport.com/__data__/content.html3025 //visit http://uniondesign.ca/simple-accordion-without-jquery-ui/, much faster and simpler accordion that is more robuCOMMENT
Over-Commented Block11 hits · 11 pts
SeverityFileLineSnippetContext
LOWsites/tvkaista.org/__data__/no_content.html41 #channel-logo-liiga-3,COMMENT
LOWsites/tvkaista.org/__data__/content_1.html41 #channel-logo-liiga-3,COMMENT
LOWsites/tvkaista.org/__data__/content_2.html41 #channel-logo-liiga-3,COMMENT
LOWsites/vrt.be/vrt.be.config.js401COMMENT
LOWsites/telenet.tv/telenet.tv.config.js221COMMENT
LOWsites/programtv.onet.pl/__data__/entry.html881 #ptvWdgt ul a{display:inline;clear:none}COMMENT
LOWsites/tvtv.us/tvtv.us.test.js61 // {COMMENT
LOWsites/tvtv.us/tvtv.us.test.js81 // {COMMENT
LOWsites/tvtv.us/tvtv.us.test.js101 // role: 'Kripke',COMMENT
LOWsites/tvtv.us/tvtv.us.test.js121 // role: 'Missy',COMMENT
LOWsites/tvtv.us/tvtv.us.test.js141 // role: 'Himself',COMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALscripts/commands/epg/grab.ts144 grabber.client.instance.interceptors.request.use(CODE
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWCONTRIBUTING.md200 reviewer: 'Jane Doe',CODE
LOWsites/foxtel.com.au/__data__/program_1.json1{"event":{"eventId":174868153,"programTitle":"Hawaii Five-0","channelId":548,"scheduledDate":1776488400000,"duration":60CODE
LOWsites/vrt.be/__data__/channels.json1{"data":{"page":{"channelNavigation":{"items":[{"title":"VRT 1","brandLogos":[{"primary":"https://images.vrt.be/orig/202CODE
LOWsites/sat.tv/__data__/no_content.html134 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras consequat nec arcu vel pellentesque. Phasellus CODE
LOWsites/sat.tv/__data__/no_content.html134 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras consequat nec arcu vel pellentesque. Phasellus CODE
LOWsites/tv.blue.ch/tv.blue.ch.test.js55 title: 'Lorem ipsum'CODE
LOWsites/tv.blue.ch/__data__/content_without_image.json1{"Nodes":{"Count":1,"TotalItemCount":1,"Items":[{"Domain":"TV","Identifier":"1221","Kind":"Channel","Content":{"DescriptCODE
Hyper-Verbose Identifiers5 hits · 5 pts
SeverityFileLineSnippetContext
LOW…ity.mediaset.it/mediasetinfinity.mediaset.it.config.js77function getMaxResolutionThumbnails(item) {CODE
LOWsites/superguidatv.it/__data__/content.html1344function sgtvAddBoxMessengerSubscrive(){CODE
LOWsites/worldfishingnetwork.com/__data__/content.html1705 function mediaSequenceEndedHandler(event){CODE
LOWsites/tvgids.nl/__data__/content.html214 function browserSupportsAllFeatures() {CODE
LOWsites/tvgids.nl/__data__/content.html1942 function initScrollMenu(e=!1){e||(e=scrollMenus[0]),setTimeout(()=>{if(e){let n=e.querySelector(".navigation__scrollCODE
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsites/abc.net.au/__data__/content.json1{"region": "Sydney", "date": "2025-02-04", "schedule": [{"channel": "ABC1", "listing": [{"start_time": "2025-02-03T23:40CODE