Atlas / MCP servers / jackkuo666 / Semantic Scholar

Semantic ScholarSAFE

mcp/jackkuo666/semantic-scholar-1

๐Ÿ” This project implements a Model Context Protocol (MCP) server for interacting with the Semantic Scholar API. It provides tools for searching papers, retrieving paper and author details, and fetching citations and references.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
4 4r ยท 0w ยท 0d
Transport
stdio
License
โ€”
Stars
86
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

[](https://smithery.ai/server/@JackKuo666/semanticscholar-mcp-server)

This project implements a Model Context Protocol (MCP) server for interacting with the Semantic Scholar API. It provides tools for searching papers, retrieving paper and author details, and fetching citations and references.

โœจ Features

  • ๐Ÿ” Search for papers on Semantic Scholar
  • ๐Ÿ“„ Retrieve detailed information about specific papers
  • ๐Ÿ‘ค Get author details
  • ๐Ÿ”— Fetch citations and references for a paper

๐Ÿ“‹ Prerequisites

  • ๐Ÿ Python 3.10+
  • ๐Ÿ“š semanticscholar Python package
  • ๐Ÿ”ง mcp Python package (Model Context Protocol)

๐Ÿš€ Installation

Installing via Smithery

To install semanticscholar Server for Claude Desktop automatically via Smithery:

claude

npx -y @smithery/cli@latest install @JackKuo666/semanticscholar-mcp-server --client claude --config "{}"

Cursor

Paste the following into Settings โ†’ Cursor Settings โ†’ MCP โ†’ Add new server:

  • Mac/Linux
npx -y @smithery/cli@latest run @JackKuo666/semanticscholar-mcp-server --client cursor --config "{}" 

Windsurf

npx -y @smithery/cli@latest install @JackKuo666/semanticscholar-mcp-server --client windsurf --config "{}"

CLine

npx -y @smithery/cli@latest install @JackKuo666/semanticscholar-mcp-server --client cline --config "{}"
  1. Clone this repository:
git clone https://github.com/JackKuo666/semanticscholar-MCP-Server.git
cd semanticscholar-mcp-server
  1. Install the required packages:
pip install semanticscholar mcp

๐Ÿ–ฅ๏ธ Usage

  1. Start the Semantic Scholar MCP server:
python semantic_scholar_server.py
  1. The server will start and listen for MCP requests.
  1. Use an MCP client to interact with the server and access the following tools:
Read from source at commit 4601406d74e5OBSERVED ยท 2026-10-07
02

Exposed tools (4)

4 read ยท 0 write ยท 0 destructive.

ToolRiskDescription
get_semantic_scholar_author_detailsreadlogging.info(f
get_semantic_scholar_citations_and_referencesreadlogging.info(f
get_semantic_scholar_paper_detailsreadlogging.info(f
search_semantic_scholarreadlogging.info(f
03

Trust audit

SAFEgrade B ยท trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
not all pinned
Secrets in source
none-found

Findings (3)

MEDIUMInventory / provenance ยท inv.binary ยท CWE-1104
__pycache__/semantic_scholar_search.cpython-310.pyc
semantic_scholar_search.cpython-310.pyc
Why it matters. a compiled or binary member cannot be reviewed from source
Fix. ship source, or explain the binary in the README
LOWInventory / provenance ยท inv.no_license ยท CWE-1104
Why it matters. no LICENSE file and no repo licence
Fix. add a licence
LOWSupply chain ยท supply.unpinned ยท CWE-829, CWE-1357
requirements.txt
requests, bs4, mcp, semanticscholar
Why it matters. 4 requirement(s) not pinned with ==
Fix. pin exact versions

Gates applied: no_behavioural_pass, no_license.

Audited 2026-10-07 ยท audit v0.4.1 ยท source sha 4601406d74e5full audit observations/trust-audit/mcp-server/jackkuo666__semantic-scholar-1.json ยท Report an issue / request a re-scan
04

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-074601406d74e5SAFEB89first audit
05

Questions

What is the Semantic Scholar MCP server?

๐Ÿ” This project implements a Model Context Protocol (MCP) server for interacting with the Semantic Scholar API. It provides tools for searching papers, retrieving paper and author details, and fetching citations and references.

What tools does Semantic Scholar expose?

4 in total: 4 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Semantic Scholar safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.

What credentials does Semantic Scholar need?

No credential environment variables were found in its source, so it appears to need none.

How does Semantic Scholar run?

It speaks stdio, so it runs as a local process your client starts.

How current is this page?

The grade is for one exact copy of the source (4601406d74e5), read on 2026-10-07. The repository is watched and re-audited when it changes.

Advertisement