ResearchGPT is an open-source, LLM-based research assistant that enables users to engage in interactive discussions with research papers or PDFs. By leveraging advanced language models, ResearchGPT can answer questions, summarize content, and provide insights, making it an invaluable tool for researchers, academics, and students looking to streamline their literature review processes and enhance their understanding of complex documents.

Semantic Scholar FastMCP Server is designed to streamline academic research by exposing a RESTful API that sits between your application and the Semantic Scholar database. It orchestrates multiple prompt chains (MCP) in parallel—such as metadata retrieval, abstract summarization, citation extraction, and question answering—to produce fully processed results in a single response. Developers can configure each chain’s parameters, swap out language models, or add custom handlers, enabling rapid deployment of literature review assistants, research chatbots, and domain-specific knowledge pipelines without building complex orchestration logic from scratch.