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73
/100
B ◉ Complete 55

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.

by adamanz Last commit: 4 months, 1 week ago
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
30-Day Trend

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

7
Tools Found
1ms
Tools/List
Pass
Schema Valid
100/100
Error Handling
100/100
Fuzz Score
Probed 1 month ago
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