Scholar Feed MCP Server

Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.

→ YGao2005/scholar-feed-mcp · listed on glama

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Glama

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// key findings

✅

26 tools verified — handlers match their declared behaviour

17 read-only tools verified — handlers contain no write/delete/exec

✅

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 2 credentials: SF_API_KEY, SF_MCP_PROVISION_SECRET

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// known CVEs in dependencies1 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

lowtsup@8.0.0GHSA-3mv9-4h5g-vhg3

tsup DOM Clobbering vulnerability

Depend on this server? Get alerted when its CVEs change.Watch this server free →

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configPORT

configSF_API_BASE_URL— No Production URL Override API base URL

🔐 secretSF_API_KEY— claude mcp add scholar-feed -e =sf_your_key_here -- npx -y scholar-feed-mcp@latest

configSF_API_TIMEOUT_MS

configSF_MCP_AUDIENCE

configSF_MCP_ICON_URL

configSF_MCP_KEY_CACHE_TTL_MS

🔐 secretSF_MCP_PROVISION_SECRET

configSF_MCP_RESOURCE_URI

configSF_OAUTH_ENFORCE_ISSUER

configSF_OAUTH_ISSUER

configSF_OAUTH_JWKS_URL

configSF_SERVER_VERSION

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// 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/ygao2005-scholar-feed-mcp-zo5guh)](https://m8ven.ai/mcp/ygao2005-scholar-feed-mcp-zo5guh)

commit: 848de813db29110a60ece26bef255339186a9e05

code hash: b2de3832b7bf24813ef4e6aae6a1254af139adf15d041aad2e2382d83e868bda

verified: 6/17/2026, 12:02:35 PM

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