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

GoldenFlow

Clean and standardize messy CSV data � fix phone numbers, normalize dates, proper-case names, standardize addresses, strip whitespace, fix Unicode. 76 built-in transforms. Zero config: auto-detects what needs fixing. 10 tools: transform files, map schemas between different column names, profile data, generate configs, compare before/after. Use from Claude to clean any dataset before analysis.

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
248ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 226ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 248ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success226.2msPass
Apr 10, 2026success519.5msPass
Apr 10, 2026success248msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
GoldenFlow — Chiark Agent Quality Index