Google Scholar MCP Server
Google Scholar MCP server enabling AI agents to search academic literature — querying Google Scholar for research papers, retrieving citation counts and author profiles, searching by keyword or author, and integrating scholarly search into agent-driven academic research, literature review, and citation analysis workflows.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
Scrapes public data — no credentials needed. Community MCP. No secrets required. Respect Google ToS. For research use only.
⚡ Reliability
Best When
An agent needs to search academic literature on Google Scholar — for literature reviews, citation analysis, finding research papers by topic or author.
Avoid When
You need full paper text access, real-time information, or are making high-frequency requests — Scholar rate-limits unofficial scrapers.
Use Cases
- • Searching academic papers by keyword from literature review agents
- • Retrieving citation counts and paper metadata from research analysis agents
- • Finding author profiles and publication lists from academic profiling agents
- • Discovering related papers and citing works from research assistant agents
- • Building bibliographies and reference lists from writing assistant agents
- • Monitoring paper citation trends from academic monitoring agents
Not For
- • Real-time news or web search (use Serper or Brave Search MCPs)
- • Full-text paper access (Google Scholar only provides metadata/snippets)
- • High-frequency automated requests (Scholar rate-limits aggressively)
Interface
Authentication
No authentication required — scrapes Google Scholar using scholarly Python library. No API key needed. Subject to Google Scholar's anti-scraping measures and rate limits.
Pricing
Completely free. Uses the scholarly Python library which scrapes Google Scholar. No official Google API used — subject to rate limiting and potential blocking.
Agent Metadata
Known Gotchas
- ⚠ Google Scholar blocks automated scraping — agents may encounter CAPTCHAs
- ⚠ scholarly library periodically breaks when Google changes Scholar HTML
- ⚠ Rate limits are opaque — aggressive use triggers IP blocks without warning
- ⚠ Results are metadata only — no full-text access through this MCP
- ⚠ Not an official Google API — no SLA or stability guarantees
- ⚠ Community MCP server — maintenance depends on individual contributor
Alternatives
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Scores are editorial opinions as of 2026-03-07.