78
/100
B
◉ Complete 5⁄5
VLLM MCP Server
Enables text-only models to process images and other media formats by providing access to multimodal models from OpenAI and Dashscope (Alibaba Cloud). Supports flexible deployment options and comprehensive tooling for multimodal AI interactions.
OpenAI
Glama
MCP Surface
Tools: 3
Complete visibility
— 5/5 applicable dimensions scored
✓ Schema Quality
✓ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
✓ Schema Interpretability
Schema Quality
78
25% weight
Protocol Compliance
82
20% weight
Reliability
—
20% weight
Docs & Maintenance
49
15% weight
Security Hygiene
81
20% weight
Schema Interpretability
94
15% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 70 | Good |
| Description Quality | 90 | Good |
| Documentation Coverage | 55 | Fair |
| Maintenance Pulse | 31 | Poor |
| Dependency Health | 55 | Fair |
| License Clarity | 100 | Good |
| Version Hygiene | — | Poor |
Analyzed 1 month ago
Protocol Compliance
Schema Issues (12)
generate_multimodal_response.model: missing description
generate_multimodal_response.prompt: missing description
generate_multimodal_response.image_urls: missing description
generate_multimodal_response.file_paths: missing description
generate_multimodal_response.system_prompt: missing description
generate_multimodal_response.max_tokens: missing description
generate_multimodal_response.temperature: missing description
generate_multimodal_response.provider: missing description
validate_multimodal_request.model: missing description
validate_multimodal_request.image_count: missing description
validate_multimodal_request.file_count: missing description
validate_multimodal_request.provider: missing description
Probed 1 month ago
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