FRENES

Scientific research · MCP server

Semantic Scholar MCP Server: MCP server, setup and security

Semantic Scholar MCP Server is an open-source MCP server published on GitHub that lets an AI agent search academic papers and explore authors and citation graphs. Its repository has 23 stars and its last commit is from October 23, 2026 and it is licensed under MIT.

Score
64/100
Adoption (stars) 14/40
Maintenance 30/30
Framework (licence, registry, official) 20/30
Actively maintainedNeeds secrets

What Semantic Scholar MCP Server does

According to its repository: “Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.”

The Model Context Protocol (MCP) is a standard plug between an AI agent and an outside service: once the server is connected, its tools show up in the agent, which decides when to call them. Semantic Scholar MCP Server is listed under Scientific research, a category of 35 servers in the directory, where it ranks #16 by stars.

Topics declared by the repository: academic-tool, claude, claude-ai, claude-code, research-tool, citation-graph.

Installing and connecting Semantic Scholar MCP Server

Distribution modes declared in the official MCP registry:

  • PyPI package (Python, started with uvx or pip)

It works with any MCP-compatible client (Claude Desktop, Claude Code, Cursor, VS Code, Codex and most recent agents). You add one entry to the client's MCP configuration: server name, start command or URL, environment variables. Project language: Python. Listed systems: macOS, Windows, Linux.

The registry lists one secret variable to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

Connecting an MCP server means installing software that talks straight to your agent: it runs with your rights and the model trusts its tool descriptions. The risk therefore depends on what it can touch and how far its code can be trusted.

Points found for Semantic Scholar MCP Server:

  • Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on November 26, 2025, the smaniches/semantic-scholar-mcp repository has 23 stars and 2 forks, with 0 open issues. It has more stars than 40% of the servers in the directory. It received changes this month. Version published in the registry: 1.7.11 (October 23, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

Zotero MCP (54yyyu)Zotero MCP (54yyyu) : 5.5K5.5KToolUniverseToolUniverse : 1.8K1.8KIdea reality MCPIdea reality MCP : 828828Research toolkitResearch toolkit : 299299TinySearchTinySearch : 233233Deep research MCPDeep research MCP : 115115Paper preflightPaper preflight : 100100OmniSeekOmniSeek : 9595Semantic Scholar MCP ServerSemantic Scholar MCP Server : 2323
GitHub stars of the most followed servers in the category (log scale); Semantic Scholar MCP Server in orange. Checked October 25, 2026.

Verdict

Semantic Scholar MCP Server is a reasonable choice; check the points below before connecting it.

Strengths

  • Active project: recent commit
  • Listed in the official MCP registry
  • Permissive licence (MIT)

Limitations

  • Requires an API key or token

Avoid if…

  • You do not want to give credentials to an agent

Frequently asked questions

How do I install Semantic Scholar MCP Server?

Semantic Scholar MCP Server is distributed as PyPI package (Python, started with uvx or pip). Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of smaniches/semantic-scholar-mcp.

Is Semantic Scholar MCP Server free?

The code is published under the MIT licence and can be used free of charge. It needs an API key: the service it connects to may be paid.

Is Semantic Scholar MCP Server safe?

Points to watch: secrets. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by smaniches on GitHub. Check who maintains it before giving it access.

What are the alternatives to Semantic Scholar MCP Server?

In the same category: Zotero MCP (54yyyu), ToolUniverse, Idea reality MCP, and Research toolkit. Zotero MCP (54yyyu) and ToolUniverse score higher on our grid.

Related articles

Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score