Armature turns MCP sessions into analytics and staged evals
YC-backed founders Theodore Otzenberger and Louis Scremin are turning MCP traces into use cases, failure rankings and regression tests through a staged evaluation rollout.
By Ryan Merket · Published
Primary source: Armature
Why it matters
As customers delegate software tasks to AI agents, vendors lose visibility into intent and outcomes. Armature is linking production traces to regression tests before incumbents absorb the category.
Theodore Otzenberger (@Totzenberger) and Louis Scremin launched Armature on July 22nd to show software makers what happens when customers use their products through Claude, ChatGPT and other AI clients. Armature reconstructs sessions from Model Context Protocol servers, groups them by user intent and ranks the failures that break the most workflows.…
When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.