# Mcpcat

> Analysis by Optimly for Optimly AI Visibility, in the Optimly AI Brand Index. Last analyzed September 24, 2026.

> Mcpcat was a company that provided analytics and observability solutions for AI agents. It has since rebranded and is now known as AgentCat. AgentCat offers tools to trace every session, uncover agent intent, and identify issues for Claude Connectors and ChatGPT Apps, focusing on building a superior Agent Experience (AX).

- Business Profile: https://optimly.ai/brand/mcpcat
- Publisher: Optimly (https://optimly.ai)
- Dataset: Optimly AI Brand Index (https://optimly.ai/brand)
- Official website: https://agentcat.com/
- Logo: https://logo.clearbit.com/agentcat.com
- Slug: mcpcat
- Brand Authority Index tier: Emerging
- Category: AI Model Performance & Evaluation Platforms
- Last Analyzed: September 24, 2026

## Buyer Intent Signals
Problems: Difficulty understanding how agents experience AI products | Challenges in tracing AI agent sessions | Inability to uncover AI agent intent | Issues with identifying and fixing problems in AI applications as they arise | Managing errors, hallucinations, and crashes in AI agent traffic | Lack of clear goals and insights from AI agent sessions | Long debugging times for AI agent issues | Difficulty preparing for QBRs and customer calls with agent data
Solutions: Seeking AI agent analytics and observability solutions | Looking for tools to replay AI agent sessions for AI agents | Wanting to identify and fix issues in AI agent applications | Desiring to understand AI agent goals and intent | Needing to stay in control as AI agent traffic grows | Exploring per-tool performance tracking for AI agents | Implementing A/B testing for AI agent improvements | Integrating AI agent insights with existing triage tools (e.g., Slack) | Requiring enterprise-grade security and compliance for AI agent data
Comparisons: Comparing AI agent observability platforms | Evaluating pricing models for AI agent analytics solutions | Assessing security features (SOC II, redaction, self-hosting) for AI agent data | Considering open-source SDKs for AI agent monitoring | Looking for dedicated support and implementation help for AI agent solutions