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SlopTotal

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API access
The self-hosted API requires neither an account nor an API key.sloptotal.com · read 15 Oct 2026
API endpoints
Documented endpoints include full analysis, quick scoring, paragraph scoring, site scanning, file extraction and report retrieval.sloptotal.com · read 15 Oct 2026
Benchmark AUC
The published held-out benchmark reports an AUC of 0.942.sloptotal.com · read 15 Oct 2026
Benchmark size
SlopBench contains 3,252 texts split evenly between pre-ChatGPT human writing and outputs from 14 AI models.sloptotal.com · read 15 Oct 2026
Browser extension
The SlopTotal Chrome extension can mark AI-looking results in Google Search and LinkedIn.github.com · read 7 Oct 2026
Chrome extension
The extension can mark AI-looking content in Google Search and LinkedIn and can point to a selected SlopTotal backend.github.com · read 15 Oct 2026
Code limitation
SlopTotal states that its natural-language engines are not intended to detect AI-written source code.sloptotal.com · read 15 Oct 2026
Detection methods
The engine set combines neural classifiers, GPT-2-based statistical tests and linguistic heuristics.sloptotal.com · read 15 Oct 2026
Edited-text limitation
Humanized AI text was detected at a 55.4% rate in the benchmark's humanizing-prompt slice.sloptotal.com · read 15 Oct 2026
False positives
At the Likely AI threshold, 1.7% of benchmark human texts were classified as AI.sloptotal.com · read 15 Oct 2026
GPU support
CUDA is optional for faster inference; a GPU is not required.github.com · read 15 Oct 2026
Hosted API
The hosted service is available at api.sloptotal.com and uses a shared queue with 30-day report retention.sloptotal.com · read 15 Oct 2026
Human review
The maker says a detector score is evidence rather than a verdict and should not by itself decide a grade, hire or publication.sloptotal.com · read 7 Oct 2026
Input formats
The repository documents text, URLs and extraction from PDF, DOCX, TXT and Markdown files.github.com · read 15 Oct 2026
Licence
The application code is released under the MIT licence, while model weights retain their own licences.github.com · read 15 Oct 2026
Limit: human misclassification example
Korben reports a 2020 human blog post scoring 56.9 and receiving a Likely AI-generated verdict.korben.info · read 15 Oct 2026
Limit: independent test false positives
Korben's 36-text test classified 4 of 12 human samples as AI, all in English.korben.info · read 15 Oct 2026
Limit: independent test misses
In the same test, 9 of 24 AI-written samples were judged clean, all in French.korben.info · read 15 Oct 2026

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