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ScholarFlow

AI Research Paper Analysis Agent

A full-stack research agent to upload, fetch, summarize, and chat with research papers — then organize whole libraries, assess rigor & bias, and synthesize findings. Built with React + Vite, FastAPI + Mangum, PostgreSQL, Google Gemini, and Vercel Blob, deployed on Vercel.

Main Features

Upload a paper, then read smarter — summarize, question, compare, and synthesize at scale.

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Upload & Fetch

Add papers by file upload or fetch by arXiv ID, DOI, or link — with bulk-select and bulk-delete in the library.

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AI Summarization

Gemini extracts summary, key elements, keywords, readability, and complexity for every paper automatically.

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RAG Q&A Chat

Ask questions of a paper and get grounded answers, with clickable follow-up question suggestions.

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Collections & Status

Organize papers into collections with reading status (not started → completed) and progress tracking.

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Literature Review

Generate a structured review (Intro / Methodology / Findings / Gaps / Future Work) with tone and length options.

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Related Papers

Embedding-centroid cosine similarity ranks related work and shows a match percentage per paper.

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Rigor & Bias

Each paper gets rigor, reproducibility, and bias-risk scores with quality flags shown as badges.

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Research Questions

Track research questions & hypotheses per collection with active/resolved/abandoned states.

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Comparison Matrix

Compare methodologies across papers (sample size, duration, data source, controls) with CSV export.

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Analytics Dashboard

Topics, distributions, monthly velocity, and average rigor/reproducibility across your library.

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Translate & Export

Translate summaries into many languages; export to Markdown, BibTeX, Notion, or Obsidian.

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Notes & Highlights

Attach plain-text notes and highlights (with page numbers) to any paper in your library.

Technology Stack

React Vite FastAPI Mangum PostgreSQL Gemini AI Vercel Blob

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From React + FastAPI agents to Gemini-powered RAG and synthesis, we ship intelligent research platforms end to end.