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We built an MCP server for your SRE agent

11 hours ago
  • ClickStack MCP server improves AI agent accuracy by 18% and reduces tool calls by 26% compared to raw SQL.
  • HyperDX built hdx-evals, an open-source benchmarking framework with deterministic synthetic telemetry for reproducible incident evaluations.
  • Five incident scenarios test skills like root cause analysis, latency investigation, noisy signal identification, health checks, and segmented regression.
  • Grading combines programmatic checks (40%), an LLM judge (60%), and a tool-error penalty, with blinded answers to ensure fairness.
  • ClickStack MCP outperformed ClickHouse SQL MCP across all scenarios, with deltas from +7pp to +20pp.
  • Tool descriptions, response design, and speed are critical for agent performance, with unclear errors often causing tool abandonment.
  • Future plans include CI integration, expanded scenario coverage, and community contributions to the open-source framework.