60
/100
C
◔ Limited 3⁄4
AI Research Assistant MCP Server
An MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.
Anthropic
LangChain
Glama
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
62
25% weight
Protocol Compliance
—
20% weight
Reliability
—
20% weight
Docs & Maintenance
27
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 | 35 | Poor |
| Documentation Coverage | 30 | Poor |
| Maintenance Pulse | 45 | Fair |
| Dependency Health | 30 | Poor |
| License Clarity | — | Poor |
| Version Hygiene | — | Poor |
Analyzed 1 day, 14 hours ago
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