QAVE Docs

Insights & MCP

Causal failure clustering, tag slices, and the read-only MCP server.

Studio /insights

Top-level nav tab with:

  • KPI strip (pass rate, mean score, total runs, needs review, biggest regression)
  • Causal failure mode clusters (sparse BM25 leader-follower, zero LLM on GET)
  • Tag slice comparison (agent_version, env, channel)

Freemium unlocks Top 3 clusters; Paid unlocks all + Promote to Rubric.

MCP (POST /v1/assure/mcp)

Streamable HTTP JSON-RPC 2.0 tools:

  • list_rubrics
  • list_traces
  • get_calibration
  • get_insights
  • get_failure_clusters
  • list_tag_keys
  • list_tag_values

Authenticate with the same API key Bearer token. Point Cursor / Claude Code MCP config at your gateway /v1/assure/mcp.