Armature

Analytics and evaluation platform for AI agent sessions and MCP servers.
Category: AI Business
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Overview

Armature is an observability platform designed to track user interactions with AI agents, such as those using MCP (Model Context Protocol). It captures session data, including agent thinking and tool calls, to help developers understand how users interact with their AI-powered products.

How to use it?

Developers integrate the Armature SDK into their MCP server by adding an API key to their deployment secrets. Once configured, Armature automatically tracks user sessions, identifies common workflows, and runs evaluations to detect regressions or failures.

Features

Session replay, automated workflow evaluation, user intent analysis, error and loop detection, performance scoring, MCP integration

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