Leaderboard/com.roboflow/roboflow-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

com.roboflow/roboflow-mcp

github.com/roboflow/roboflow-mcp↗|v1.0.0

Roboflow computer vision for AI assistants: datasets, annotation, versioning, workflows, inference.

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
304.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 208ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 304ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 22, 2026success208.4msPartial
May 22, 2026success224msPartial
May 21, 2026success304.4msPartial
May 20, 2026success221.3msPartial
May 18, 2026success201.7msPartial
May 16, 2026success208.2msPartial
May 13, 2026success202.3msPartial
May 13, 2026success200.5msPartial
May 12, 2026success228.6msPartial
May 11, 2026success187.8msPartial
Source Registries
mcp-registry
First Seen
Apr 16, 2026
Last Seen
May 23, 2026
Last Probed
May 22, 2026