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

qualitycoach

Quality Coach MCP server that provides tactical advice on improving code repository for quality improvement initiatives. Designed to not only improve quality but also to appropriately measure the imrpovement. Can be run by a quality coach or engineering manager or any team member with access to code repositories. This MCP Server is not available for public use yet. This MCP has an auth layer requiring an api key.

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
221.5ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 232ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 221ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 12, 2026success232.6msPartial
Apr 12, 2026success319.1msPartial
Apr 12, 2026success221.5msPartial
Source Registries
smithery
First Seen
Apr 12, 2026
Last Seen
Apr 12, 2026
Last Probed
Apr 12, 2026
qualitycoach — Chiark Agent Quality Index