73
/100
B
◉ Complete 5⁄5
Qwen3-VL Video Understanding MCP Server
Enables AI agents to analyze, summarize, and extract text from videos and images using the Qwen3-VL-8B-Instruct model deployed on Blaxel. It supports media analysis via URL, including video Q\&A and speech transcription capabilities.
MCP Surface
Tools: 7
Complete visibility
— 5/5 applicable dimensions scored
✓ Schema Quality
✓ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
✓ Schema Interpretability
Schema Quality
72
25% weight
Protocol Compliance
100
20% weight
Reliability
—
20% weight
Docs & Maintenance
21
15% weight
Security Hygiene
81
20% weight
Schema Interpretability
72
15% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 60 | Fair |
| Description Quality | 90 | Good |
| Documentation Coverage | 30 | Poor |
| Maintenance Pulse | 25 | Poor |
| Dependency Health | 30 | Poor |
| License Clarity | — | Poor |
| Version Hygiene | — | Poor |
Analyzed 1 month ago
Protocol Compliance
Probed 1 month ago