Leaderboard/NLP Tools - Sentiment, NER, Toxicity & Language Detection
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

NLP Tools - Sentiment, NER, Toxicity & Language Detection

brainiall.com↗|v1.0.1
Translation & Language

Toxicity, sentiment, NER, PII detection, and language identification tools

30/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
50.0%
P95 Latency
278.5ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 278ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 278ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 50.0%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success278.5msPartial
Jun 30, 2026timeout0msFail
Jun 27, 2026timeout0msFail
Jun 25, 2026timeout0msFail
Jun 24, 2026timeout0msFail
Jun 17, 2026timeout0msFail
Jun 16, 2026success79.1msPartial
Jun 16, 2026timeout0msFail
Jun 15, 2026success32.5msPartial
Jun 12, 2026success44.5msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026