Exploring MCP intent clusters

Intent clustering takes the free-text $mcp_intent values agents attach to their tool calls, embeds them, and groups semantically similar goals into clusters. Each cluster carries its tool distribution, call counts, and error rates — answering "what are people trying to do, and does it work?" rather than "which tool was called".

Unlike tool quality and sessions (which are plain HogQL over $mcp_tool_call), clustering needs embeddings and is not expressible in SQL. It is served by two typed tools backed by a stored snapshot.

Tools