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Semantic Scholar MCP Server for Windsurf 4 tools — connect in under 2 minutes

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Windsurf brings agentic AI coding to a purpose-built IDE. Connect Semantic Scholar through the Vinkius and Cascade will auto-discover every tool — ask questions, generate code, and act on live data without leaving your editor.

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The modern way to manage MCP Servers — no config files, no terminal commands. Install Semantic Scholar and 2,500+ MCP Servers from a single visual interface.

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Classic Setup·json
{
  "mcpServers": {
    "semantic-scholar": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
Semantic Scholar
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About Semantic Scholar MCP Server

Connect your AI agent to the world's most AI-enhanced academic knowledge graph, built and maintained by the Allen Institute for AI (AI2).

Windsurf's Cascade agent chains multiple Semantic Scholar tool calls autonomously — query data, analyze results, and generate code in a single agentic session. Paste the Vinkius Edge URL, reload, and all 4 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

  • AI-Powered Search — Find papers across 200M+ works with AI-generated TLDR summaries that distill each paper into a single sentence of key insight
  • Influential Citations — Beyond simple citation count, see how many influential citations a paper has received — those that meaningfully build upon the cited work
  • Multi-Format Lookup — Access papers by Semantic Scholar ID, DOI, ArXiv ID (arXiv:2106.09685), or PubMed ID (PMID:12345)
  • Citation Graph — Explore the full citation chain of any paper, with TLDR summaries for each citing work
  • Researcher Profiles — Find academics by name with paper counts, total citations, and h-index metrics

The Semantic Scholar MCP Server exposes 4 tools through the Vinkius. Connect it to Windsurf in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Semantic Scholar to Windsurf via MCP

Follow these steps to integrate the Semantic Scholar MCP Server with Windsurf.

01

Open MCP Settings

Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"

02

Add the server

Paste the JSON configuration above into mcp_config.json

03

Save and reload

Windsurf will detect the new server automatically

04

Start using Semantic Scholar

Open Cascade and ask: "Using Semantic Scholar, help me..."4 tools available

Why Use Windsurf with the Semantic Scholar MCP Server

Windsurf provides unique advantages when paired with Semantic Scholar through the Model Context Protocol.

01

Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

02

Purpose-built for agentic workflows — Cascade understands context across your entire codebase and integrates MCP tools natively

03

JSON-based configuration means zero code changes: paste a URL, reload, and all 4 tools are immediately available

04

Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

Semantic Scholar + Windsurf Use Cases

Practical scenarios where Windsurf combined with the Semantic Scholar MCP Server delivers measurable value.

01

Automated code generation: ask Cascade to fetch data from Semantic Scholar and generate models, types, or handlers based on real API responses

02

Live debugging: query Semantic Scholar tools mid-session to inspect production data while debugging without leaving the editor

03

Documentation generation: pull schema information from Semantic Scholar and have Cascade generate comprehensive API docs automatically

04

Rapid prototyping: combine Semantic Scholar data with Cascade's code generation to scaffold entire features in minutes

Semantic Scholar MCP Tools for Windsurf (4)

These 4 tools become available when you connect Semantic Scholar to Windsurf via MCP:

01

get_semantic_citations

Essential for literature reviews and impact analysis. Find papers that cite a specific work on Semantic Scholar

02

get_semantic_paper

Accepts Semantic Scholar paper ID, DOI, ArXiv ID (e.g. arXiv:2106.09685), or PMID (e.g. PMID:12345). Get full paper details from Semantic Scholar by paper ID or DOI

03

search_semantic_author

Returns paper count, total citations, and h-index for each researcher. Find researchers and their publication metrics on Semantic Scholar

04

search_semantic_scholar

Returns papers with AI-generated TLDR summaries, citation counts, influential citation counts, and fields of study. Covers Computer Science, Medicine, Biology, Physics, and all STEM fields. Search 200M+ academic papers with AI-powered TLDR summaries and influence scores

Example Prompts for Semantic Scholar in Windsurf

Ready-to-use prompts you can give your Windsurf agent to start working with Semantic Scholar immediately.

01

"What are the most cited papers on transformer architecture in deep learning?"

02

"Get the full details of the LoRA paper using its ArXiv ID arXiv:2106.09685."

03

"Find the researcher Yann LeCun and show me his publication metrics."

Troubleshooting Semantic Scholar MCP Server with Windsurf

Common issues when connecting Semantic Scholar to Windsurf through the Vinkius, and how to resolve them.

01

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

Semantic Scholar + Windsurf FAQ

Common questions about integrating Semantic Scholar MCP Server with Windsurf.

01

How does Windsurf discover MCP tools?

Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.
02

Can Cascade chain multiple MCP tool calls?

Yes. Cascade is an agentic system — it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.
03

Does Windsurf support multiple MCP servers?

Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.

Connect Semantic Scholar to Windsurf

Get your token, paste the configuration, and start using 4 tools in under 2 minutes. No API key management needed.