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

Idea Reality

smithery.ai/mnemox-ai/idea-reality-mcp↗

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI & Product Hunt before you build — returns a 0-100 reality signal, top competitors, and pivot suggestions. Quick mode (2 sources) or Deep mode (5 sources in parallel). Supports English and Chinese input.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
466.6ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 167ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 466ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 3, 2026success167.7msPass
Apr 3, 2026success148msPass
Apr 3, 2026success452.7msPass
Apr 3, 2026success477.9msPass
Apr 3, 2026success467.9msPass
Apr 3, 2026success469.1msPass
Apr 3, 2026success438.7msPass
Apr 3, 2026success439msPass
Apr 3, 2026success467.8msPass
Apr 3, 2026success438.4msPass
Source Registries
smithery
First Seen
Mar 29, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026