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

GoldenMatch

Find and remove duplicate records from CSV files. Deduplicate customer lists, merge patient records, clean CRM data. Works with any CSV � auto-detects columns, no config needed. 30 tools: deduplicate, match across files, explain why records matched, fix bad merges, scan data quality, privacy-preserving linkage. 97.2% accuracy on standard benchmarks. Use from Claude to clean messy data in one conversation.

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
253.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 213ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 253ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success213.6msPass
Apr 10, 2026success284.5msPass
Apr 10, 2026success253.2msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
GoldenMatch — Chiark Agent Quality Index