MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.
free2aitools
Search, rank, and compare 500,000+ AI models, datasets, papers, and tools from 13+ platforms. Hardware-aware model selection with VRAM and license constraints. Every result includes FNI score breakdown. 5 MCP tools: - free2aitools_search — Search AI entities by keyword - free2aitools_rank — Rank models for a task - free2aitools_explain — FNI score factor breakdown - free2aitools_select_model — Find best model by hardware/license constraints - free2aitools_compare — Side-by-side model comparison No auth required. Updated daily.
57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
237.7ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 237ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 237ms, task completion: 0%
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| May 21, 2026 | success | 237.7ms | Pass |
| May 20, 2026 | success | 168.3ms | Pass |
Source Registries
smithery
First Seen
May 19, 2026
Last Seen
May 20, 2026
Last Probed
May 21, 2026