Scholar MCP Server (mlintangmz2765/Scholar-MCP) is an MCP server listed on the M8ven Trust Index. It scores 73 out of 100, grade C. It declares 27 tools. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Limited view
73/100

Scholar MCP Server

Unified MCP server for scientific literature search and extraction, integrating databases like Scopus, OpenAlex, Semantic Scholar, and Unpaywall to enable AI agents to discover papers, track citations, and analyze content.

→ mlintangmz2765/Scholar-MCP· listed on glama

Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

Limited view: static analysis for Python is partially covered.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

mlintangmz2765

Source: Glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

⚡ Connect GitHub for Live Monitored

Install from

Glamanot scored here

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 3 credentials: SCOPUS_API_KEY, SCOPUS_INST_TOKEN, S2_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretSCOPUS_API_KEYYes Elsevier API key for Scopus search and author retrieval.
🔐 secretSCOPUS_INST_TOKENNo Institutional token for full abstract access via Scopus.
configCONTACT_EMAILYes Email for OpenAlex/Unpaywall polite-pool API routing.
🔐 secretS2_API_KEYNo Semantic Scholar API key for TLDRs and S2 graph access.
configSCIHUB_MIRRORSNo Comma-separated list of active Sci-Hub mirrors for PDF fallback.
configLIBGEN_MIRRORSNo Comma-separated list of active Library Genesis mirrors.
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

27/27 tools missing one or more hints — search_papers_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_paper_details_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_full_text_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +24 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/mlintangmz2765/scholar-mcp)](https://m8ven.ai/mcp/mlintangmz2765/scholar-mcp)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 65ebee8efc2bf4dc90a55fc519aa21d34efb351f
code hash: ebfba769c043536308e2da9a09a4845a7bd1c361ee8ed7a43602416ba6fadaa4
view raw JSON →
Check MCPs from inside your assistant
Tool Check · MCP

Vetting this one by hand? Tool Check is an MCP that scores other MCPs. Add it once and ask Claude, ChatGPT, or any MCP client to grade a server, surface CVEs, check the publisher, and suggest safer alternatives — before you install.

https://m8ven.ai/api/mcp/tool-check
check_toolsearch_toolscompare_toolsrecommend_alternativescheck_publisherreport_concern
How to add it →Free · no account needed · works in any MCP client