Feed aggregator

Reading a paper means opening a PDF, then hunting separately for the code, the citations, whether it replicated, and what genes/drugs it touches. I spent a few months trying to fix that.

Two parts:

1. The map: I embedded 8.5M papers (arXiv, PubMed Central, bioRxiv, medRxiv), ran UMAP to lay them out in 2D, and render them with a WebGL scatterplot. Every dot is a paper — click it for an LLM TLDR, key findings, citations, peer reviews (where they exist), and similar work. Zoom in and the clusters are labeled by topic.

2. Rich paper pages + an MCP server: each paper is rebuilt with linked genes/proteins/diseases/drugs (normalized to real IDs via PubTator, not regex), clinical trials, 3D structures, code, and a citation graph. It's all exposed as an MCP server too, so you can point Claude or an agent at 8.5M papers instead of pasting PDFs.

Stack: Next.js, Postgres (Neon), Cloudflare R2 for content, embeddings + UMAP/HDBSCAN for the map, a WebGL renderer. The hard part was the ingestion pipeline — 45+ heterogeneous sources normalized into one schema — and keeping entity links accurate, since papers use names not accession IDs (so curated link tables + PubTator beat regex every time).

Free, no signup to explore. I'd love feedback on the map UX and whether the TLDRs/entity links hold up for papers you know well.

Known limits: Google indexing is still slow so title-search isn't great yet, some older arXiv figures are missing, and peer-review coverage is partial.

Comments URL: https://news.ycombinator.com/item?id=48840207

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Article URL: https://github.com/atelier-ws/atelier

Comments URL: https://news.ycombinator.com/item?id=48840196

Points: 1

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Article URL: https://www.afterbabel.com/p/snapchat-recommends-harmful-content-kids-brooke-istook-2026

Comments URL: https://news.ycombinator.com/item?id=48840194

Points: 4

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I've been working on a Python SDK for signing and verifying digital content. Unlike traditional digital signatures, it's built around a revocable signature model using lease-based signing authority instead of conventional public/private key distribution. I'd love feedback on the API and whether the approach seems useful. Thanks.

Comments URL: https://news.ycombinator.com/item?id=48839953

Points: 1

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Article URL: https://www.growthmarketingjobs.xyz

Comments URL: https://news.ycombinator.com/item?id=48839942

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I made a date time calculator tool with six different functions that I gave an old-school terminal-based look-n-feel. It has a few unique features that I have not seen on other similar web sites before. I have it try very hard to allow for a wide variety of inputs such as just a date or just a time; a three/four letter timezone, such as EDT or CEST as opposed to having to remember something like America/New_York (which it can also handle). Another unique feature would be adding or subtracting two durations. For example, adding 3 days 5 hours 14 minutes to 2 days 23 hours and 51 minutes. Another nice function is the ability to convert from one group of durations to another: 386 hours 24 minutes 36 seconds to just days hours minutes seconds.

There is also an example button for each function so that you can see how it works.

If you like find this useful, there is also a GitHub link to the CLI equivalent at the bottom of the page.

https://datetimemate.com/

Comments URL: https://news.ycombinator.com/item?id=48839908

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Article URL: https://github.com/Tahiram32/ciforge

Comments URL: https://news.ycombinator.com/item?id=48839904

Points: 1

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Article URL: https://github.com/dreamide/dream

Comments URL: https://news.ycombinator.com/item?id=48839865

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Article URL: https://news.uga.edu/should-a-chatbot-manage-your-bank-account/

Comments URL: https://news.ycombinator.com/item?id=48839854

Points: 1

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I coded a Google site with games it has bunch of games but what should I add current games:3D RACERGeometry dashSHOWSAIMore SPACE INVADERS MESSENGER TIC-TAC-TOE 2048 BREAK OUT TETRIS WORDLE FLAPPY BIRD DOOM (CAN BE BLOCKED KEEP TAB OPEN TO PLAY) TACO BATTLE TIME STOP SWAT MAZE GAME

Comments URL: https://news.ycombinator.com/item?id=48839839

Points: 1

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Article URL: https://www.wsj.com/opinion/how-the-smithsonian-lost-americas-plot-622709db

Comments URL: https://news.ycombinator.com/item?id=48839835

Points: 1

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Article URL: https://socket.dev/blog/npm-12

Comments URL: https://news.ycombinator.com/item?id=48839833

Points: 1

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Article URL: https://spectrum.ieee.org/google-quantum-cryptography-zero-knowledge

Comments URL: https://news.ycombinator.com/item?id=48839787

Points: 2

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Article URL: https://www.ctvnews.ca/business/article/meta-to-build-its-first-13-billion-data-centre-in-canada/

Comments URL: https://news.ycombinator.com/item?id=48839756

Points: 2

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Article URL: https://simonwillison.net/2026/Jul/8/rewriting-bun-in-rust/

Comments URL: https://news.ycombinator.com/item?id=48839751

Points: 19

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Article URL: https://pxlnv.com/linklog/google-earth-pro-sunset/

Comments URL: https://news.ycombinator.com/item?id=48839739

Points: 2

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Article URL: https://grandpacad.com/en/blog/public-benchmarks-misled-me-opus-4-7

Comments URL: https://news.ycombinator.com/item?id=48839720

Points: 1

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Article URL: https://openscreenshot.app

Comments URL: https://news.ycombinator.com/item?id=48839719

Points: 1

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Article URL: https://vermaden.wordpress.com/2026/07/09/gitlab-on-freebsd/

Comments URL: https://news.ycombinator.com/item?id=48839718

Points: 2

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Article URL: https://github.com/harpiabrasil/hydra

Comments URL: https://news.ycombinator.com/item?id=48839684

Points: 1

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