AI Slop Code Risk Monitor

danielmiessler/SecLists

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

SecLists is the security tester's companion. It's a collection of multiple types of lists used during security assessments, collected in one place. List types include usernames, passwords, URLs, sensitive data patterns, fuzzing payloads, web shells, and many more.

0.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for danielmiessler/SecLists, a PHP project with 74,452 GitHub stars. SynthScan examined 6,299,208 lines of code across 6058 source files, recording 107 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.0 (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.

0.0
Adjusted Signal
0.0
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
74.5K
Stars
PHP
Language
6.3M
Lines of Code
6.1K
Files
107
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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 89 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 0.2/100 · LOW

Which changes need focused human review? 107 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 16MEDIUM 0LOW 90

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 107 distinct pattern matches across 5 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 Block88 hits · 84 pts
SeverityFileLineSnippetContext
LOWFuzzing/big-list-of-naughty-strings.txt101# ASCII punctuation. All of these characters may need to be escaped in someCOMMENT
LOWFuzzing/big-list-of-naughty-strings.txt121# Whitespace: all of the characters with category Zs, Zl, or Zp (in UnicodeCOMMENT
LOWFuzzing/template-engines-special-vars.txt1# The objective of this dictionary is to help to discover the template engine usedCOMMENT
LOWFuzzing/template-engines-special-vars.txt21.locale_objectCOMMENT
LOWFuzzing/XSS/human-friendly/XSS-EnDe-evation.txt1# =========================================================================== #COMMENT
LOWPasswords/Leaked-Databases/myspace.txt37061$amR0ck5COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2161&Zq5#3,6=c8COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2181#/nttt3k5DQ^COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2201#$DsU@123$%COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2221#2020#careyCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2241#24yazakiCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2261#5093SelCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2281#a&FGPCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2301#bh06jzO!COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2321#Cj$G@28COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2341#Cj$G@D20COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2361#Ej&w?4utriDCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2381#Friday12COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2401#j0hN#N0v*COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2421#LeVCcoCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2441#MWEI4forti!COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2461#ps@UntFGCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2481#S+.rDD~mPkhCOMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2501#Sreil456COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2521#Sykes888COMMENT
LOWPasswords/Leaked-Databases/fortinet-2021_passwords.txt2541#ur1275ndCOMMENT
LOWPasswords/PHP-Hashes/Plaintext/plaintext.txt41# true in PHP 4.3.10 - 4.4.9, 5.0.3 - 5.2.0COMMENT
LOWPasswords/Permutations/1337speak.txt741#onda6COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt3441#$%^ZQ!COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt3461#$%^7890COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt3481#$%^op][COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt3501#$%^u7y6COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt9321#E@WZQ!COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt9341#E@W7890COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt9361#E@Wop][COMMENT
LOWPasswords/Keyboard-Walks/Keyboard-Combinations.txt9381#E@Wu7y6COMMENT
LOWDiscovery/Web-Content/reverse-proxy-inconsistencies.txt1#/../console/COMMENT
LOW…eb-Content/DirBuster-2007_directory-list-2.3-small.txt1# directory-list-2.3-small.txtCOMMENT
LOW…/DirBuster-2007_directory-list-lowercase-2.3-small.txt1# directory-list-lowercase-2.3-small.txtCOMMENT
LOWDiscovery/Web-Content/dutch/new/28.txt1#agtourdelasemoisCOMMENT
LOWDiscovery/Web-Content/dutch/new/28.txt21#forourblackandyellowCOMMENT
LOWDiscovery/Web-Content/dutch/new/28.txt41#kampioenCOMMENT
LOWDiscovery/Web-Content/dutch/new/28.txt61#prviCOMMENT
LOWDiscovery/Web-Content/dutch/new/28.txt81#tjvCOMMENT
LOWDiscovery/Web-Content/dutch/new/13.txt1#allblackeverythingCOMMENT
LOWDiscovery/Web-Content/dutch/new/13.txt21#gheheheCOMMENT
LOWDiscovery/Web-Content/dutch/new/13.txt41#omdathetkanCOMMENT
LOWDiscovery/Web-Content/dutch/new/10.txt1###################################################################################################COMMENT
LOWDiscovery/Web-Content/dutch/new/6.txt1#colophonCOMMENT
LOWDiscovery/Web-Content/dutch/new/7.txt1#actiesCOMMENT
LOWDiscovery/Web-Content/dutch/new/3.txt1#archive-wrapperCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt1#aalstCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt21#amsterdamCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt41#blewCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt61#cf-error-detailsCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt81#crewdragonCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt101#duststormCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt121#expatnotesluxCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt141#fuegoCOMMENT
LOWDiscovery/Web-Content/dutch/new/18.txt161#gurglCOMMENT
28 more matches not shown…
Cross-File Repetition16 hits · 80 pts
SeverityFileLineSnippetContext
HIGHFuzzing/XSS/human-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/robot-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/human-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/robot-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/human-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/human-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/robot-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/robot-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <img src=javascript:alert(string.fromcharcode(88,83,83))> <img src=# onmouseover="alertSTRING
HIGHFuzzing/XSS/human-friendly/XSS-payloadbox.txt0<xml id="xss"><i><b>&lt;img src="javas<!-- -->cript:javascript:alert(1)"&gt;</b></i></xml><span datasrc="#xss" datafld="STRING
HIGHFuzzing/XSS/human-friendly/XSS-OFJAAAH.txt0<xml id="xss"><i><b>&lt;img src="javas<!-- -->cript:javascript:alert(1)"&gt;</b></i></xml><span datasrc="#xss" datafld="STRING
HIGHFuzzing/XSS/robot-friendly/XSS-payloadbox.txt0<xml id="xss"><i><b>&lt;img src="javas<!-- -->cript:javascript:alert(1)"&gt;</b></i></xml><span datasrc="#xss" datafld="STRING
HIGHFuzzing/XSS/robot-friendly/XSS-OFJAAAH.txt0<xml id="xss"><i><b>&lt;img src="javas<!-- -->cript:javascript:alert(1)"&gt;</b></i></xml><span datasrc="#xss" datafld="STRING
HIGHFuzzing/XSS/human-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <scr<script>ipt>alert('xss');</scr</script>ipt> <script>alert(string.fromcharcode(88,83STRING
HIGHFuzzing/XSS/human-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <scr<script>ipt>alert('xss');</scr</script>ipt> <script>alert(string.fromcharcode(88,83STRING
HIGHFuzzing/XSS/robot-friendly/XSS-payloadbox.txt0><script>alert("xss")</script>"> <scr<script>ipt>alert('xss');</scr</script>ipt> <script>alert(string.fromcharcode(88,83STRING
HIGHFuzzing/XSS/robot-friendly/XSS-OFJAAAH.txt0><script>alert("xss")</script>"> <scr<script>ipt>alert('xss');</scr</script>ipt> <script>alert(string.fromcharcode(88,83STRING
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALFuzzing/User-Agents/hardware-type-specific/tv.txt782Mozilla/5.0 (Linux; Andr0id 6.0.1; TPM171E Build/MUE34) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/49.0.2623.112 SafaCODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.bin/wordlist-updaters/updater.py35# Check if the files existsCOMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.bin/pull-sqlmap-payloads.py59 except Exception as e:CODE