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Anti-Autoresearch MCP Server

wanshuiyin/Anti-Autoresearch

Score: 88.1 → 0% Rank #513 MCP Server
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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.

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Overview

wanshuiyin/Anti-Autoresearch is a Python tool licensed under MIT. 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. Topics: ai-generated-content, ai-scientist, autoresearch, forensics, llm-agents, peer-review, research-integrity, ai-research, aris, claude, claude-code, claude-code-skills, codex, gpt, llm, machine-learning, mcp, ml-research, openai, paper-review.

Ranked #513 out of 24846 indexed tools.

In the top 3% of all indexed tools.

Ecosystem

Python MIT
ai-generated-contentai-scientistautoresearchforensicsllm-agentspeer-reviewresearch-integrityai-researcharisclaudeclaude-codeclaude-code-skillscodexgptllmmachine-learningmcpml-researchopenaipaper-review

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 160

160 stars → growing community

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 100%

4/4 issues closed → responsive maintainer

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 8
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

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From the README

# Anti-Autoresearch 🛡️

 ·  ·  ·  ·  ·  ·  ·  · 

<div align="center">

### 🔬 The field has tolerated unreliable autoresearch long enough — Anti-Autoresearch is the read that finally catches it.

***天下苦 autoresearch 久矣 —— Anti-Autoresearch 替研究者们一眼看穿不靠谱的工作。***

</div>

> 🏆 **Built on a battle-tested foundation: [ARIS](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep)** (~12.5k★ · HuggingFace Daily Papers #1 · 78+ skills across 7+ platforms). Anti-Autoresearch points ARIS's production audit DNA (experiment-audit · paper-claim-audit · citation-audit · kill-argument) **outward** — auditing a third party's submission instead of your own.

Autoresearch has gone mainstream, and a fast-growing share of what reaches the review
pile is machine-generated — and a lot of it **doesn't hold up**: tables that don't
match the text, baselines that aren't there, open-sourced code that won't reproduce
its own paper. Reviewers, area chairs, and honest authors increasingly need to
**verif
Read full README on GitHub →

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