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

AgentIndex

Discovery platform for AI agents. Find any AI agent by capability — search 20,000+ indexed agents across GitHub, npm, MCP, and HuggingFace.

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
280.9ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 280ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 280ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 20, 2026success280.9msPass
May 18, 2026success180.6msPass
May 16, 2026success236.4msPass
May 13, 2026success180.6msPass
May 13, 2026success187.2msPass
May 12, 2026success298msPass
May 11, 2026success182.4msPass
May 9, 2026success401.7msPass
May 7, 2026success224.9msPass
May 7, 2026success216.4msPass
Source Registries
smithery
First Seen
Mar 26, 2026
Last Seen
May 20, 2026
Last Probed
May 20, 2026