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

com.covasyn/chemistry

Deterministic chemistry MCP for AI agents — 130+ tools across 17 suites (ADMET, ICH M7/Q1).

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
509.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 365ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 509ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success365.7msPartial
Jun 5, 2026success331.8msPartial
Jun 5, 2026success374.3msPartial
Jun 4, 2026success509.1msPartial
Jun 3, 2026success363msPartial
May 30, 2026success455.1msPartial
May 29, 2026success514.5msPartial
May 29, 2026success452msPartial
May 27, 2026success328.3msPartial
May 27, 2026success343.8msPartial
Source Registries
mcp-registry
First Seen
May 26, 2026
Last Seen
Jun 8, 2026
Last Probed
Jun 9, 2026