Atlas / MCP servers / jackkuo666 / Google Scholar

Google ScholarSAFE

mcp/jackkuo666/google-scholar

A MCP Server for Google Scholar: ๐Ÿ” Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
3 3r ยท 0w ยท 0d
Transport
โ€”
License
โ€”
Stars
410
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/google-scholar-mcp-server)

๐Ÿ” Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

The Google Scholar MCP Server provides a bridge between AI assistants and Google Scholar through the Model Context Protocol (MCP). It allows AI models to search for academic papers and access their content in a programmatic way.

โœจ Core Features

  • ๐Ÿ”Ž Paper Search: Query Google Scholar papers with custom search strings or advanced search parameters โœ…
  • ๐Ÿš€ Efficient Retrieval: Fast access to paper metadata โœ…
  • ๐Ÿ‘ค Author Information: Retrieve detailed information about authors โœ…
  • ๐Ÿ“Š Research Support: Facilitate academic research and analysis โœ…

๐Ÿš€ Quick Start

Installing Manually

Installing via Smithery

To install google-scholar Server for Claude Desktop automatically via Smithery:

claude

npx -y @smithery/cli@latest install @JackKuo666/google-scholar-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/google-scholar-mcp-server --client cursor --config "{}" 

Windsurf

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

CLine

npx -y @smithery/cli@latest install @JackKuo666/google-scholar-mcp-server --client cline --config "{}"
  1. Clone the repository:
git clone https://github.com/JackKuo666/google-scholar-MCP-Server.git
cd google-scholar-MCP-Server
  1. Install the required dependencies:
pip install -r requirements.txt

For development:

# Clone and set up development environment
git clone https://github.com/JackKuo666/Google-Scholar
Read from source at commit 36c590b7e0efOBSERVED ยท 2026-10-02
02

Connect

Built from this server's own package name, version and transport as found in its source โ€” not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add mcp-server-google-scholar -- uvx mcp-server-google-scholar
claude-desktop
{
  "mcpServers": {
    "mcp-server-google-scholar": {
      "command": "uvx",
      "args": [
        "mcp-server-google-scholar"
      ]
    }
  }
}
03

Exposed tools (3)

3 read ยท 0 write ยท 0 destructive.

ToolRiskDescription
get_author_inforeadlogging.info(f
search_google_scholar_advancedreadlogging.info(f
search_google_scholar_key_wordsreadlogging.info(f
04

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
declared (2 observation(s))
Shell
none-observed
Dependencies
not all pinned
Secrets in source
none-found

Findings (3)

MEDIUMInventory / provenance ยท inv.binary ยท CWE-1104
__pycache__/google_scholar_web_search.cpython-310.pyc
google_scholar_web_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, scholarly
Why it matters. 4 requirement(s) not pinned with ==
Fix. pin exact versions

Gates applied: no_behavioural_pass, no_license.

Audited 2026-10-02 ยท audit v0.4.1 ยท source sha 36c590b7e0effull audit observations/trust-audit/mcp-server/jackkuo666__google-scholar.json ยท Report an issue / request a re-scan
05

Audit history

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

DateSourceVerdictGradeScoreChange
2026-10-0236c590b7e0efSAFEB89first audit
06

Questions

What is the Google Scholar MCP server?

A MCP Server for Google Scholar: ๐Ÿ” Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

What tools does Google Scholar expose?

3 in total: 3 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Google 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 Google Scholar need?

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

How current is this page?

The grade is for one exact copy of the source (36c590b7e0ef), read on 2026-10-02. The repository is watched and re-audited when it changes.

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