80
/100
B
◔ Limited 3⁄4
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.
Limited visibility
— 3/4 applicable dimensions scored
✓ Schema Quality
○ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
— Schema Interpretability
A remote probe is needed for Protocol and Reliability scores.
Schema Quality
88
25% weight
Protocol Compliance
—
20% weight
Reliability
—
20% weight
Docs & Maintenance
64
15% weight
Security Hygiene
81
20% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 80 | Good |
| Description Quality | 100 | Good |
| Documentation Coverage | 65 | Fair |
| Maintenance Pulse | 45 | Fair |
| Dependency Health | 75 | Good |
| License Clarity | 100 | Good |
| Version Hygiene | — | Poor |
Analyzed 18 hours, 52 minutes ago