Invite-only preview
Research tools that show their evidence.
Academic Mining is a workspace for detector scans, voice-preserving revision, research topic and gap search, a curated prompt and skill library, and structured paper review. This is an unvalidated preview: engines may be unavailable and results are not a guarantee.
Sign-in is limited to invited researchers. No payment or card is required.
What is inside
Varnify
Detector and Humanizer. Scan a draft for AI-leaning signals, revise it in your own approved voice, then rescan. Your contribution stays visible.
Research
Topic exploration and candidate-gap findings with source excerpts kept separate from model interpretation.
Research Library
One catalogue of prompts and skills across 13 canonical categories, with filterable search and full-text readers.
Paper Reviewer
Structured manuscript review organized by severity. Author-side review, never journal approval.
Account
Profile, voice guide approval, credit usage and privacy controls in one place.
Preview status
Every tool checks its own backend before running. When a service is not configured yet, the app shows a clear setup notice instead of a result. Detection labels are leanings, not verdicts; nothing here calls a flag misconduct or a rewrite undetectable.