Leaderboard/ai.smithery/huuthangntk-claude-vision-mcp-server
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.smithery/huuthangntk-claude-vision-mcp-server

github.com/huuthangntk/claude-vision-mcp-server↗|v1.0.0
AI & Agents

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65/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
178ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 168ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 178ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success168.3msPartial
Jun 30, 2026success178msPartial
Jun 27, 2026success309.9msPartial
Jun 25, 2026success179.6msPartial
Jun 24, 2026success165.5msPartial
Jun 17, 2026success886.5msPartial
Jun 16, 2026success345.4msPartial
Jun 16, 2026success325.7msPartial
Jun 15, 2026success149.8msPartial
Jun 12, 2026success374.8msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026