Live survey286 models · 13 providers · 17,592 auditsAudited Using Git Worktrees · SAFE →What changedHow we verifyllms.txt

Same name, different servers

Semantic Scholar MCP server: 2 servers share this name

2 MCP servers in the atlas are called Semantic Scholar. They come from 2 publishers. Verdicts: 2 SAFE. Check the org and the package before you install.

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Cite this page

ModelsAtlas. “Semantic Scholar MCP server: 2 servers share this name”. Retrieved 28 Oct 2026. https://modelsatlas.com/mcp/name/semantic-scholar

Our pick

Org-owned product repo, then verdict, then stars

Semantic Scholar

yuzongmin/semantic-scholar-fastmcp-mcp-server · PyPI semantic-scholar-fastmcp

✓SAFE B

Pick this one because it is rated SAFE, grade B and it has the most stars (165).

★ 16516 read0 write0 destructivestreamable-http

The rule: a repository owned by an organisation account that carries the product's name comes first, then the better verdict, then the more stars. None of these servers meets the first test, so the verdict and stars decided it. It is a ranking of what the records show, not an endorsement by a vendor.

All 2 side by side

ServerWhat it doesVerdictToolsTransportStarsLast push
Semantic Scholaryuzongmin/semantic-scholar-fastmcp-mcp-serverA FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic…✓SAFE B16 tools
No destructive tools		streamable-http1657 months ago
Semantic Scholarjackkuo666/semanticscholar-mcp-server🔍 This project implements a Model Context Protocol (MCP) server for interacting with the Semantic Scholar…✓SAFE B4 tools
No destructive tools		stdio8619 months ago
The URL slugs (semantic-scholar, semantic-scholar-1) are fixed IDs; any number in them says nothing about quality. Titles always carry the org/repo. Audited 8 Oct 2026.

How to tell them apart

Check the package

Install by the full package name (semantic-scholar-fastmcp on PyPI for our pick), not by searching “Semantic Scholar”.

Check the org

Every card shows org/repo. Our page for each server links to the exact repository we read.

Check the verdict

A good name says nothing about the code. Open a BLOCK page to see what we found.

Questions

Which Semantic Scholar MCP server should I use?
yuzongmin/semantic-scholar-fastmcp-mcp-server. Pick this one because it is rated SAFE, grade B and it has the most stars (165). The other 1 are listed side by side on this page, each with its own verdict.
Is the Semantic Scholar MCP server safe?
It depends which one. yuzongmin/semantic-scholar-fastmcp-mcp-server is SAFE (B), jackkuo666/semanticscholar-mcp-server is SAFE (B).

Keep going in your AI

Opens with this page as the source. We add nothing else to the prompt.