AntiSlop — Slop vs Signal Detector

ML score + why for slop vs builder/product signal — posts or README/PDF. Not an LLM judge. Free/Pro/Enterprise API + dashboard.

Feature vectors + classifier, not a prompt wrapper — score, verdict, and why[] backed by detected signals.

POST /api/antislop/v1/evaluate with content_type + raw_text (+ optional source_platform, include_decode). Demo is unauthenticated and text-only; sign in for full quota and API keys.

Capabilities

Score + Why, Not a Vibe

Every verdict (slop / weak / real / strong) ships with why[] — feature-backed reasons, not an opaque LLM judgment call.

Two Detection Methods

Method A (PP-DETECT) scores LinkedIn/X posts for comment-worthiness. Method B scores READMEs, product specs, and PDFs on a 4-layer signal index.

Open API + Dashboard

JWT (site login) or X-API-Key for programmatic access. Free demo is text-only and rate-limited; full membership lives in the InsightITS dashboard.

Pricing

Free — $0/mo, 25 evaluations (login). Pro — $20/mo, 500 evaluations. Enterprise — $200/mo, 5,000 evaluations shared across 5 seats.

Frequently asked questions

What does AntiSlop actually score?

Two things, routed automatically: LinkedIn/X posts (Method A — PP-DETECT, comment-worthiness) and READMEs, product descriptions, or specification PDFs (Method B — a 4-layer product signal index: execution depth, data moat, safeguards, integration density).

Is this an LLM judge in a trench coat?

No. Scoring is feature vectors plus a classifier — emoji density, hashtag count, failure-verb density, architectural metrics, and similar signals — not "ask GPT to rate this." The why[] in every response cites the detected features, not free-form LLM prose. An optional decode step (include_decode) can add intent/idea framing, but it is off by default.

Can I try it without an account?

Yes. The demo on this page calls the same /evaluate endpoint unauthenticated, text-only, capped at 10 requests per IP per day. Sign in for the full monthly quota, image/PDF content types, and API keys.

How is AntiSlop priced?

Free — $0/mo, 25 evaluations, sign-in required. Pro — $20/mo, 500 evaluations. Enterprise — $200/mo, 5,000 evaluations shared across 5 seats. Manage plan and usage from the InsightITS dashboard AntiSlop tab.

How do I call the API programmatically?

POST /api/antislop/v1/evaluate with a JWT Bearer token (site login) or an X-API-Key (ask_... — issued from the dashboard). Body needs content_type (text, image_base64, url_reference, or pdf_base64) and raw_text/image_data/pdf_data plus an optional source_platform.

Is there a Chrome extension?

Yes — a minimal MV3 extension is available under extensions/antislop (load unpacked for dogfood). It scores selected text via the same evaluate API. You can also use the landing try-it widget, the dashboard AntiSlop tab, the embed script (/js/antislop-embed.js), or the open API directly.

Official package links: AntiSlop interactive demo

View AntiSlop in shop