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45645678a
by 45645678a

Scholar MCP Server

Local academic paper tool MCP server — 9-source search, multi-source download, AI-powered analysis, citation graph, code-based paper recommendation.

PyPI Python Tests License

Quick Install

pip install scholar-mcp-server[all]
scholar-mcp-install --all

That's it. Restart your IDE and start using it.

Features

Tool

Description

paper_search

9-source concurrent search with relevance scoring (Semantic Scholar, OpenAlex, Crossref, PubMed, arXiv, CORE, Europe PMC, DOAJ, dblp)

paper_download

Multi-source PDF download: Unpaywall → Publisher OA → arXiv → Sci-Hub → scidownl

paper_batch_download

Batch download multiple papers by DOI list

paper_ai_analyze

AI analysis — downloads PDF, extracts full text (up to 20 pages / 12k chars), sends to any OpenAI-compatible API

paper_recommend

Scan your workspace code → multi-query auto-recommend related papers

paper_citation_graph

Generate Mermaid citation/reference network visualization

paper_health

Check download source availability

Search Quality

Search results are ranked by a 4-factor composite score:

Factor

Weight

Description

Query relevance

0–40

Title + abstract term matching

Citation impact

0–30

Log-scaled citation count

Source quality

0–10

Data source reliability weighting

Year recency

0–15

Boost for recent publications

Deduplication uses DOI matching + Jaccard title similarity (≥0.7 threshold) across all 9 sources. Each source connector has built-in retry with exponential backoff.

AI Analysis

paper_ai_analyze works with any OpenAI-compatible API. Set AI_API_BASE, AI_API_KEY, and AI_MODEL to point to your preferred provider.

Alternative Install (Git Clone)

git clone https://github.com/45645678a/Scholar-mcp.git
cd Scholar-mcp
pip install -r requirements.txt
python install.py --all

Environment Variables

Variable

Description

Required

AI_API_KEY

API key for AI analysis

For paper_ai_analyze

AI_API_BASE

API base URL (any OpenAI-compatible endpoint)

Optional (default: https://api.deepseek.com)

AI_MODEL

Model name

Optional (default: deepseek-chat)

UNPAYWALL_EMAIL

Email for Unpaywall API

Optional

Supported IDEs

  • Antigravity (Gemini)

  • Cursor

  • Windsurf

  • Claude Code / Claude Desktop

  • VS Code (Copilot)

Search Sources (9)

All free, no API keys required:

Source

Coverage

Semantic Scholar

Broad academic (primary)

OpenAlex

250M+ works, global

Crossref

DOI metadata

PubMed

Biomedical

arXiv

Physics, CS, Math

CORE

Open Access aggregator

Europe PMC

European biomedical

DOAJ

Open Access journals

dblp

Computer Science

Development

pip install .[all] pytest
pytest tests/ -v

40 tests covering search dedup, download chain, keyword extraction, and connector mocking.

⚠️ Disclaimer

This tool includes optional Sci-Hub integration for personal academic use. Sci-Hub may be illegal in some jurisdictions. Users are solely responsible for ensuring compliance with local laws and institutional policies. The authors do not endorse copyright infringement. If you are in a compliance-sensitive environment (university, company, lab), consult your institution's policy before using the Sci-Hub download source.

License

MIT

Install Server
A
license - permissive license
A
quality
-
maintenance - not tested

Resources

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Looking for Admin?

If you are the server author, to access and configure the admin panel.

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