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Vinkius

Semantic Scholar Connector for AI agents.

4 live capabilities

Find and summarize academic papers across 200 million scientific works.

Live agent request Semantic Scholar / Connector

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AI Agent

Why people use Semantic Scholar

Semantic Scholar for Academic Literature Reviews

With this Connector, your agent does the digging. You ask for a summary of a field, and it pulls TLDRs from hundreds of papers instantly. You get a clear map of the research landscape without the tab fatigue.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • Visual Studio Code
  • Windsurf

What Vinkius changes

You get a searchable, summarized database of most major scientific papers in one place.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 5,900+ Connectors

  1. Real-world use case 01

    Mapping an evolving AI architecture

    A researcher needs to see how a specific AI architecture has changed over 5 years.

  2. Real-world use case 02

    Vetting niche biology research

    A student is looking for the most relevant papers on a niche biology topic.

  3. Real-world use case 03

    Identifying top experts in a field

    An R&D lead needs to find the top experts in a new field.

Complete set · 4capabilities

The complete Semantic Scholar capability set.

These are the exact actions your AI can choose when you ask it to work with Semantic Scholar.

Capability set01 / 01

01—04

4 capabilities in this set.

Part of 4 available through Semantic Scholar.

  1. 01 Capability

    Search semantic author

    Retrieve paper counts, total citations, and h-index metrics for any researcher. Use this to scout talent or evaluate academic impact.

  2. 02 Capability

    Search semantic scholar

    Search 200M+ papers and get AI-generated TLDR summaries and influence scores. This helps you quickly vet papers in any STEM field.

  3. 03 Capability

    Get semantic citations

    Find papers that cite a specific work to help with impact analysis. This is great for building a citation graph during a literature review.

  4. 04 Capability

    Get semantic paper

    Get full paper details using a DOI, ArXiv ID, or PubMed ID. This lets your agent pull data directly without you having to browse a website.

Set up in minutes

One URL. Then ask Semantic Scholar to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Semantic Scholar from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_8zAprfIHUkrZA9BorlGo4lSh4aqrzDrrqy7KLAZz/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it Semantic Scholar, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable Semantic Scholar for the conversation.

Where the request belongs

Work Semantic Scholar can move forward.

Built around the request

This is for anyone who spends hours reading abstracts or trying to find the right paper. It's for the researcher who needs to see the actual impact of a study, not just the citation count.

01

PhD Candidate

Uses this to map out literature reviews by tracing citation chains to see how theories have evolved.

02

R&D Scientist

Uses this to quickly vet new papers in their field using TLDR summaries to save time on reading.

03

Tech Scout

Uses this to find and evaluate high-impact researchers for partnerships using h-index and citation data.

Bring your own AI

Change the model, client or framework. Keep Semantic Scholar connected.

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Before you connect

Questions about Semantic Scholar.

The practical details behind the request, access and result.

Can Semantic Scholar help me write a literature review?

Yes, it helps you find related papers and map out how ideas have evolved over time. This makes it much faster to organize your research.

How does Semantic Scholar handle different paper types?

It can look up papers using DOIs, ArXiv IDs, and PubMed IDs, making it versatile for different types of scientific archives.

Can I find out who the most influential researchers are?

Yes, the Connector pulls metrics like h-index and total citations for specific academics, which helps identify key figures in a field.

Will Semantic Scholar give me a summary of the paper?

It provides AI-generated TLDRs that distill each paper into a single sentence of key insight, so you don't have to read the full text to understand the goal.

Is Semantic Scholar good for finding STEM research?

Yes, it covers Computer Science, Medicine, Biology, Physics, and other major STEM fields with high-quality data.

How do I find papers that cite a specific study?

You can use the citation analysis capabilities to see the works that build on a specific paper, allowing you to see the current state of the research.

Do I need an API key to use Semantic Scholar?

No API key is required for basic usage. The public API provides 5,000 requests per 5 minutes shared among unauthenticated users. For higher throughput, academic and institutional users can request a free API key at semanticscholar.org, which grants dedicated rate limits of 1–10 requests per second depending on the endpoint.

What is the TLDR feature and how does it work?

TLDR (Too Long; Didn't Read) is an AI-generated one-sentence summary of each paper, powered by Allen AI's SciTLDR NLP model. It distills the key contribution or finding of a paper into a single, easily digestible sentence. ideal for quickly scanning relevance without reading an entire abstract or paper.

What is the difference between total citations and influential citations?

Total citations count every paper that references the work. Influential citations are a subset. papers where the cited work meaningfully contributes to the citing paper's research (not just a passing mention in the related work section). This metric is calculated by Semantic Scholar's AI models and provides a much more accurate measure of real scientific impact.

One connection away

Give your agent a direct line to Semantic Scholar.

Connect Semantic Scholar once. Keep it beside 5,900+ managed Connectors when the next task needs more.

Explore every Connector No credit card required · Free tier available