Atlas / MCP servers / silung / Scholar Search

Scholar SearchSAFE

mcp/silung/scholar-search

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
8 8r · 0w · 0d
Transport
stdio
License
MIT
Stars
248
01

Overview

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

An MCP server for academic literature workflows in Claude, Cursor, and other MCP clients.

It combines Semantic Scholar and arXiv into one unified toolset, with fast parallel search, normalized outputs, source-aware deduplication, and practical research utilities (citations, references, author graph, recommendations, and arXiv source download).

Table of Contents

  • Why this project
  • Demo videos
  • Install
  • Quick setup (Claude Desktop / Cursor)
  • Environment variables
  • Tool list
  • Testing with MCP Inspector
  • Contributing

Why this project

Most paper tools force you to choose one source or one API style. scholar-search-mcp provides one MCP layer for literature search and graph retrieval:

  • One MCP server, multiple scholarly sources
  • Free-first defaults (arXiv works without keys)
  • LLM-friendly outputs for downstream reasoning and agent workflows
  • Practical research actions, not only search
  • Unified search: search_papers runs Semantic Scholar + arXiv in parallel and deduplicates by normalized title.
  • Research graph tools: details, citations, references, author profile/papers, and recommendations.
  • Batch + source workflows: fetch up to 500 papers, and download/extract arXiv LaTeX sources.
  • Operational controls: built-in caching plus env-based source toggles (enable/disable channels).
  • Source strategy: built-in Semantic Scholar + arXiv, free-first by default (arXiv key-free), optional API key for higher Semantic Scholar limits.

Demo videos

Agent writes a survey paper with Scholar Search MCP.

##

Read from source at commit 6a67cadd4afaOBSERVED · 2026-10-06
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control. Replace the environment placeholders with a token scoped to the least it needs.

claude-code
claude mcp add scholar-search-mcp --env SEMANTIC_SCHOLAR_API_KEY=${SEMANTIC_SCHOLAR_API_KEY} -- uvx scholar-search-mcp
claude-desktop
{
  "mcpServers": {
    "scholar-search-mcp": {
      "command": "uvx",
      "args": [
        "scholar-search-mcp"
      ],
      "env": {
        "SEMANTIC_SCHOLAR_API_KEY": "${SEMANTIC_SCHOLAR_API_KEY}"
      }
    }
  }
}
03

Exposed tools (8)

8 read · 0 write · 0 destructive.

ToolRiskDescription
batch_get_papersreadGet details for multiple papers (up to 500).
get_author_inforeadGet author details.
get_author_papersreadGet papers by author.
get_paper_citationsreadGet list of papers that cite this paper.
get_paper_detailsreadGet paper details. Supports DOI, ArXiv ID, Semantic Scholar ID, or URL.
get_paper_recommendationsreadGet similar paper recommendations for a paper.
get_paper_referencesreadGet list of references of this paper.
search_papersreadSearch academic papers by keyword. Optional filters: year, venue.
04

Trust audit

SAFEgrade B · 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 & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (1 observation(s))
Network
declared (4 observation(s))
Shell
none-observed
Dependencies
not all pinned
Secrets in source
none-found

Findings (1)

LOWSupply chain · supply.unpinned · CWE-829, CWE-1357
requirements.txt
mcp, httpx, diskcache
Why it matters. 3 requirement(s) not pinned with ==
Fix. pin exact versions

Gates applied: no_behavioural_pass.

Audited 2026-10-06 · audit v0.4.1 · source sha 6a67cadd4afafull audit observations/trust-audit/mcp-server/silung__scholar-search.json · 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
2026-10-066a67cadd4afaSAFEB89first audit
06

Questions

What is the Scholar Search MCP server?

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

What tools does Scholar Search expose?

8 in total: 8 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Scholar Search 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 Scholar Search need?

It reads SEMANTIC_SCHOLAR_API_KEY from the environment. Give it a token scoped to the least it needs — an agent that can be talked into calling a tool can be talked into calling it with your credentials.

How does Scholar Search run?

It speaks stdio, so it runs as a local process your client starts. It is published on PyPI as scholar-search-mcp.

How current is this page?

The grade is for one exact copy of the source (6a67cadd4afa), read on 2026-10-06. The repository is watched and re-audited when it changes.

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