sloptotal: Open-source AI text detector and ChatGPT detector: 23 engines, one calibrated score, every number measured

by pablocaeg · LLM Plugin · ★ 60

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install sloptotal

docker run -p 8000:8000 -v sloptotal-models:/app/models ghcr.io/pablocaeg/sloptotal
git clone https://github.com/pablocaeg/sloptotal.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 69/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-content-detectorai-detectionai-detectorai-essay-checkerai-slopai-text-detectionbenchmarkchatgptchatgpt-detectorfastapi

Quick Facts

Stars60
Forks18
LanguagePython
CategoryLLM Plugin
LicenseMIT
Quality Score69/100
Open Issues27
Last Updated2026-10-10
Created2026-03-21
Platformspython
Est. Tokens~18k

About sloptotal

SlopTotal VirusTotal for AI-generated text. Paste text, drop in a PDF or Word file, or give it a URL. Twenty-three independent AI detectors (neural classifiers, statistical tests and linguistic heuristics) score it in parallel, and a calibrated ensemble turns their votes into one verdict you can inspect engine by engine. It runs on your o

Compatible Skills

These tools work well together with sloptotal for enhanced workflows:

  • humanizer-ru — semantic(0.29)+complementary+rare_topics+same_lang+similar_pop+shared_platform (65%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse LLM Plugin tools