Leaderboard/io.github.onepunchtechnology/tinify-ai
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.onepunchtechnology/tinify-ai

github.com/onepunchtechnology/tinify-ai-mcp-server↗|v1.4.1
AI & Agents

MCP server for Tinify image optimization — one tool, max optimization

45/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance5/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
3,104.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 335ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 3104ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 3104ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 2, 2026success335.4msPartial
Apr 2, 2026success1265.7msPartial
Apr 2, 2026success501.8msPartial
Apr 2, 2026success326msPartial
Apr 2, 2026success288.7msPartial
Apr 2, 2026success463.7msPartial
Apr 2, 2026success304.6msPartial
Apr 2, 2026success443msPartial
Apr 2, 2026success409.9msPartial
Apr 2, 2026success586.6msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 2, 2026