AI Slop Code Risk Monitor

elder-plinius/CL4R1T4S

Name: elder-plinius/CL4R1T4S — open-source Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

LEAKED SYSTEM PROMPTS FOR CHATGPT, CLAUDE, GEMINI, GROK, PERPLEXITY, CURSOR, LOVABLE, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for elder-plinius/CL4R1T4S with 51,657 GitHub stars. SynthScan examined 50,478 lines of code across 71 source files, recording 30 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-09-22

Last Push

51.7K

Stars

—

Language

50.5K

Lines of Code

Files

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 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

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

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 30 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 1MEDIUM 3LOW 26

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 30 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.

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	SAMEDEV/Same_Dev.txt	121	// Read the contents of files. The output of this tool call will be the 1-indexed file contents from start_line_one_inde	COMMENT
LOW	SAMEDEV/Same_Dev.txt	141	end_line_one_indexed_inclusive?: number, // default: 250	COMMENT
LOW	SAMEDEV/Same_Dev.txt	161	relative_file_path: string,	COMMENT
LOW	SAMEDEV/Same_Dev.txt	181	// WARNING: If you do not follow these requirements:	COMMENT
LOW	SAMEDEV/Same_Dev.txt	221	// Update the project to the latest version before calling this tool. Deploys the project to Netlify. This tool will ret	COMMENT
LOW	SAMEDEV/Same_Dev.txt	241	// - List, create, describe, and delete Neon projects	COMMENT
LOW	DIA/Dia_DraftSkill.txt	81	// Use it as much as possible. Flag every possible bad scrape. Its better to be noisy, than miss logging scenarios	COMMENT
LOW	OPENAI/Atlas_10-21-25.txt	281	// The `image_gen` tool enables image generation from descriptions and editing of existing images based on specific inst	COMMENT
LOW	OPENAI/Atlas_10-21-25.txt	361	pinned: boolean,	COMMENT
LOW	OPENAI/GPT-4.5_02-27-25.md	81	// 2. DO NOT ask for permission to generate the image, just do it!	COMMENT
LOW	OPENAI/Codex_Sep-15-2025.md	121	// Open a new interactive exec session in a container.	COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1507	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1525	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1549	### Step 3: Initializing the Skill	COMMENT
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1591	### Step 4: Edit the Skill	COMMENT
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1625	### Step 5: Validate the Skill	COMMENT
LOW	OPENAI/Codex_Desktop/5.6-Sol_SystemPrompt.md	1635	### Step 6: Iterate	COMMENT

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	OPENAI/Codex_Desktop/5.6-Sol_Tools.json	3240	"description": "Tools provided by the Codex app.\n\nCreate a separate Codex thread only when the user explicitly ask	CODE
MEDIUM	OPENAI/Codex_Desktop/5.6-Sol_Tools.json	3248	"description": "Tools provided by the Codex app.\n\nSend a follow-up prompt to an existing Codex thread in the backg	CODE
MEDIUM	OPENAI/Codex_Desktop/GPT-6-Astra_Prompts.md	1746	## Experimental multi-agent instructions	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	DIA/Dia_CodingSkill.txt	48	- Citations are NEVER followed by punctuation; they are always AFTER periods (e.g. lorem ipsum. [{DIA-SOURCE}](reactjs.o	CODE
LOW	DIA/Dia_DraftSkill.txt	52	▫ (e.g. lorem ipsum. ”)	CODE
LOW	ANTHROPIC/Claude_Sonnet_3.7_New.txt	128	Images from the web are not allowed, but you can use placeholder images by specifying the width and height like	CODE
LOW	ANTHROPIC/Claude_Sonnet_3.7_New.txt	157	Images from the web are not allowed, but you can use placeholder images by specifying the width and height like	CODE
LOW	OPENAI/ChatKit_Docs__Oct-6-25.txt	347	{ id: "user_123", title: "Jane Doe" },	CODE
LOW	OPENAI/ChatKit_Docs__Oct-6-25.txt	462	title: "Jane Doe",	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	ZAI/ZCode/Skills.md	1433	- [ ] No process artifacts in output: NEVER include version numbers ("V3"), iteration markers, draft labels ("DRAFT"	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	OPENAI/ChatKit_Docs__Oct-6-25.txt	806	async def attachment_to_message_content(	CODE
LOW	OPENAI/ChatKit_Docs__Oct-6-25.txt	916	async def attachment_to_message_content(	CODE
LOW	OPENAI/ChatKit_Docs__Oct-6-25.txt	1047	async def maybe_update_thread_title(	CODE