Don't trust an autoresearch paper at face value. Reviewer-side integrity forensics (self-consistency + fabrication), deterministic verdict. 61 signals: 46 integrity hack-patterns (families A–H, verdict-bearing) + 13 zero-weight AI writing-style impressions (AIS) + 2 advisory. Not an opaque AI-text classifier. The dual of ARIS.

Tool for automatically detecting predatory journals and conferences using multiple authoritative data sources

Linter de integridade científica para Python e Jupyter: detecta data leakage, falta de reprodutibilidade e armadilhas metodológicas. Zero dependências.

A beta version of the GAIDeT Declaration Generator — a lightweight HTML tool to help researchers transparently disclose which scientific tasks were delegated to generative AI, based on the GAIDeT taxonomy.

Distributed integrity infrastructure for collusion-resistant independent verification. Blind peer validation of any verifiable claim — scientific, regulatory, or institutional — recorded as tamper-evident Harmony Records. Built in Rust on Holochain.

Lightweight git hook to detect hallucinated citations in AI-generated text

🪞 Catch false positives/negatives in AI eval claims — pre-registration, fair-baseline, small-sample CI. Zero training, zero deps.

A small, docs-first workflow for AI-assisted research that keeps claims, sources, uncertainty, review findings and human decisions inspectable.

Local CLI for research-paper reference integrity: fetch reference PDFs, scan for plagiarism & paraphrase, verify citations (flag fabricated + retracted), and auto-fix bib metadata. Stdlib-only.

A skill for verifying academic citations, source sentences, DOI metadata, and evidence alignment.

An independent, power-aware falsification referee for quantitative finance claims. Multiple-testing-aware and self-calibrating; a referee for research, not a trading system.

Cite Lens: An AI Tool for Detecting Out-of-Scope and Out-of-Context Citations; Conference paper accepted at TPDL 2025

Evidence-first Agent Skill for Codex & Claude Code: research papers, literature reviews, rebuttals, thesis writing, and academic integrity.

A CLI and library that verifies academic reference lists against open scholarly databases to detect hallucinated or metadata-corrupted citations.

超级耿同学 — 学术论文多维度异常检测框架。不简单给二值判断，用贝叶斯证据网络对每条证据建模，输出带不确定性的后验造假概率。理工科7维+文科5维+因果推断+图像法医。

Open Research Integrity: evidence-backed manuscript review test runner and AI reviewer protocol

AI for Qualitative Analysis: A Practical Guide for Researchers

Responsible use of generative AI in assisted coding

Agentic LLM research transparency pipeline: Lancet Digital Health Viewpoint with reproducible oncology case study, AI disclosure ledger, reviewer transcripts, and three-layer audit architecture for research integrity.

AI-assisted screening for data-integrity fingerprints in scientific papers · 学术论文数据完整性筛查流水线(耿同学)