# Multi-agent AI (LangGraph) to audit AI papers for reproducibility

> Source: <https://github.com/owenpatience2010-cmyk/paperpulse>
> Published: 2026-11-15 02:35:18+00:00

**PaperPulse** is a browser-integrated, multi-agent AI system that automatically audits scientific papers, news articles, and web content for methodological rigor, statistical validity, and code-to-paper alignment.

Unlike generic "Chat with PDF" wrappers, PaperPulse orchestrates specialized AI agents to cross-reference claims, search GitHub for official repositories, and flag reproducibility gaps with exact citations.

``` php
graph TD
    A[Chrome Extension: Active Tab] -->|Universal URL| B(FastAPI Backend)
    B --> C{LangGraph Orchestrator}
    C --> D[Agent 1: Universal Extractor]
    D --> E[Agent 2: GitHub/Code Grounder]
    E --> F[Agent 3: Statistical Critic]
    F --> G[Agent 4: Citation-Grounded Synthesizer]
    G --> H[(Structured JSON Report)]
    H -->|Rendered Markdown| A
    
    style C fill:#4f46e5,stroke:#312e81,stroke-width:2px,color:#fff
    style A fill:#0f172a,stroke:#334155,stroke-width:2px,color:#fff
```