AI Slop Code Risk Monitor

trickest/cve

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

Gather and update all available and newest CVEs with their PoC.

0.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for trickest/cve, a HTML project with 8,175 GitHub stars. SynthScan examined 3,717,635 lines of code across 178595 source files, recording 41 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 0.1 (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.

0.1
Adjusted Signal
0.1
Raw Pattern Score
100%
Time Factor
2026-10-16
Last Push
8.2K
Stars
HTML
Language
3.7M
Lines of Code
178.6K
Files
41
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? 22 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 0.3/100 · LOW

Which changes need focused human review? 41 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 15HIGH 3MEDIUM 18LOW 5

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 41 distinct pattern matches across 8 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.

Hallucination Indicators15 hits · 180 pts
SeverityFileLineSnippetContext
CRITICAL2022/CVE-2022-38129.md8A path traversal vulnerability exists in the com.keysight.tentacle.licensing.LicenseManager.addLicenseFile() method in tCODE
CRITICAL2022/CVE-2022-3323.md8An SQL injection vulnerability in Advantech iView 5.7.04.6469. The specific flaw exists within the ConfigurationServlet CODE
CRITICAL2022/CVE-2022-38130.md8The com.keysight.tentacle.config.ResourceManager.smsRestoreDatabaseZip() method is used to restore the HSQLDB database uCODE
CRITICAL2024/CVE-2024-0799.md9An authentication bypass vulnerability exists in Arcserve Unified Data Protection 9.2 and 8.1 in the edge-app-base-webuiCODE
CRITICAL⚡2024/CVE-2024-7339.md7![](https://img.shields.io/static/v1?label=Version&message=1.3.3.20657B180918.D06.U2(4A41T)%20&color=brightgreen)CODE
CRITICAL⚡2024/CVE-2024-7339.md10![](https://img.shields.io/static/v1?label=Version&message=1.3.4.22966B181219.D00.U1(4A21S)%20&color=brightgreen)CODE
CRITICAL⚡2024/CVE-2024-7339.md12![](https://img.shields.io/static/v1?label=Version&message=1.3.4.22966B181219.D14.U1(8A41T)%20&color=brightgreen)CODE
CRITICAL⚡2024/CVE-2024-7339.md14![](https://img.shields.io/static/v1?label=Version&message=1.3.4.22966B181219.D44.U1(16A82T)%20&color=brightgreen)CODE
CRITICAL⚡2024/CVE-2024-7339.md18![](https://img.shields.io/static/v1?label=Version&message=1.3.4.24513B190218.D00.U1(8A21S)%20&color=brightgreen)CODE
CRITICAL⚡2024/CVE-2024-7339.md20![](https://img.shields.io/static/v1?label=Version&message=1.3.4.24879B190222.D00.U2(8A21S)%20&color=brightgreen)CODE
CRITICAL2024/CVE-2024-39329.md10An issue was discovered in Django 5.0 before 5.0.7 and 4.2 before 4.2.14. The django.contrib.auth.backends.ModelBackend.CODE
CRITICAL2023/CVE-2023-42000.md8Arcserve UDP prior to 9.2 contains a path traversal vulnerability in com.ca.arcflash.ui.server.servlet.FileHandlingServlCODE
CRITICAL2023/CVE-2023-3983.md8An authenticated SQL injection vulnerability exists in Advantech iView versions prior to v5.7.4 build 6752. An authenticCODE
CRITICAL2026/CVE-2026-67920.md8An issue in Halo 2.25.4 allows a remote attacker to execute arbitrary code via the run.halo.app.migration.impl.MigrationCODE
CRITICAL2020/CVE-2020-8908.md8A temp directory creation vulnerability exists in all versions of Guava, allowing an attacker with access to the machineCODE
Modern AI Meta-Vocabulary17 hits · 38 pts
SeverityFileLineSnippetContext
MEDIUM2022/CVE-2022-42003.md38- https://github.com/proffesor-for-testing/agentic-qeCODE
MEDIUM2024/CVE-2024-6961.md13- https://research.jfrog.com/vulnerabilities/guardrails-rail-xxe-jfsa-2024-001035519/CODE
MEDIUM2023/CVE-2023-1234.md111- https://github.com/dguilliams3/mcp-agentic-security-escalationCODE
MEDIUM2015/CVE-2015-3246.md13- https://blog.talosintelligence.com/uat-10147-chinese-speaking-adversary-integrates-agentic-ai-into-post-compromise-opeCODE
MEDIUM2015/CVE-2015-5287.md15- https://blog.talosintelligence.com/uat-10147-chinese-speaking-adversary-integrates-agentic-ai-into-post-compromise-opeCODE
MEDIUM2026/CVE-2026-107270.md13- https://blog.ostorlab.co/gophish-0121-manual-review-agentic-deep-scan.htmlCODE
MEDIUM2026/CVE-2026-107271.md13- https://blog.ostorlab.co/gophish-0121-manual-review-agentic-deep-scan.htmlCODE
MEDIUM2026/CVE-2026-107272.md13- https://blog.ostorlab.co/gophish-0121-manual-review-agentic-deep-scan.htmlCODE
MEDIUM2026/CVE-2026-7237.md2![](https://img.shields.io/static/v1?label=Product&message=scaffold-mcp&color=blue)CODE
MEDIUM2026/CVE-2026-107273.md13- https://blog.ostorlab.co/gophish-0121-manual-review-agentic-deep-scan.htmlCODE
MEDIUM2026/CVE-2026-58195.md2![](https://img.shields.io/static/v1?label=Product&message=agentic-flow&color=blue)CODE
MEDIUM⚡2026/CVE-2026-58195.md13- https://github.com/ruvnet/agentic-flow/commit/0c2ec967736a8b6b85832c6bae2a3e74989705ecCODE
MEDIUM⚡2026/CVE-2026-58195.md14- https://github.com/ruvnet/agentic-flow/issues/169CODE
MEDIUM⚡2026/CVE-2026-58195.md15- https://github.com/ruvnet/agentic-flow/pull/170CODE
MEDIUM⚡2026/CVE-2026-58195.md16- https://github.com/ruvnet/agentic-flow/security/advisories/GHSA-vcv2-r9jh-99m5CODE
MEDIUM2026/CVE-2026-107269.md13- https://blog.ostorlab.co/gophish-0121-manual-review-agentic-deep-scan.htmlCODE
MEDIUM2021/CVE-2021-23758.md14- https://blog.talosintelligence.com/uat-10147-chinese-speaking-adversary-integrates-agentic-ai-into-post-compromise-opeCODE
AI Response Leakage2 hits · 10 pts
SeverityFileLineSnippetContext
HIGH2025/CVE-2025-21701.md15In the Linux kernel, the following vulnerability has been resolved:net: avoid race between device unregistration and ethCODE
HIGH2024/CVE-2024-44972.md9In the Linux kernel, the following vulnerability has been resolved:btrfs: do not clear page dirty inside extent_write_loCODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH2021/CVE-2021-21430.md8OpenAPI Generator allows generation of API client libraries (SDK generation), server stubs, documentation and configuratCODE
Decorative Section Separators1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM2025/CVE-2025-39703.md15In the Linux kernel, the following vulnerability has been resolved:net, hsr: reject HSR frame if skb can't hold tagReceiCODE
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOW2017/CVE-2017-13727.md8There is a reachable assertion abort in the function TIFFWriteDirectoryTagSubifd() in LibTIFF 4.0.8, related to tif_dirwCODE
LOW2026/CVE-2026-40585.md8blueprintUE is a tool to help Unreal Engine developers. Prior to 4.2.0, when a password reset is initiated, a 128-characCODE
Unused Imports2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsummary_html/generate_summary_json.py4CODE
LOWsummary_html/generate_summary_json.py5CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOW2021/CVE-2021-24694.md8The Simple Download Monitor WordPress plugin before 3.9.11 could allow users with a role as low as Contributor to perforCODE